Modelling data networks research summary and modelling tools
and Computing ETC1010: Data Modelling · 1. Learn to read dierent data formats, learn about tidy...
64
ETC1010: Data Modelling and Computing Week of introduction Professor Di Cook & Dr. Nicholas Tierney EBS, Monash U. 2019-07-31
Transcript of and Computing ETC1010: Data Modelling · 1. Learn to read dierent data formats, learn about tidy...
ETC1010DataModellingandComputingWeekofintroductionProfessorDiCookampDr NicholasTierneyEBSMonashU2019-07-31
Whatisthissong
(Discusswithyourneighbour)
264
364
Whatisthiscourse
Thisisacourseonintroductiontodatamodellingandcomputing
Youcanalsothinkofitasintroductiontodatascienceorintroductiontodataanalysis
464
Whatisthiscourse
Q-Whatdataanalysisbackgrounddoesthiscourseassume
A-None
Q-IsthisanintrostatcourseA-Statistics datascienceBUTtheyarecloselyrelatedThiscourseisagreatwaytogetstartedwithstatisticsButisnotyourtypicalhighschoolstatisticscourse
ne
564
Whatisthiscourse
Q-WillwebedoingcomputingA-Yes
Q-IsthisanintroComputerSciencecourseA-Nobuttherearesomesharedthemes
664
Whatisthiscourse
Q-WhatcomputinglanguagewillwelearnA-R
QWhynotlanguageXAWecandiscussthatover
764
Whatisthiscourse
Taughtasalectorial(Lecture+Tutorial)
Itisnotrecordedbecauseyouaredoingwork
864
Aboutyourinstructors
964
Nick
BachelorofPsychologicalSciencesUQPhDinStatisticsatQUTResearchmissingdatadatavisualisationstatisticalcomputingRnaniarvisdatrstatsCrediblyCuriouswSaskiaFreytagoutdoorsespeciallyand
1064
Steph
BachelorofEconomicsandBachelorofCommercefromMonashStudyingaMastersofStatisticsatQUTbasedatMonashLovestoreadanyandallrecommendationsarewelcomeHasanRpackagecalledtaipanandanothercalledsugarbag
1164
Mitch
AdatascienceexploreREconometricsMathStatisticsampComputationalSciencefromMonashCompulsivelycollectsandusesdatatoautomatelifeathomeloveshisbeesandchickensLotsofRpackagesincludingvitaeiconandtidytimeseriesforecastingpackages
1264
Sayani
AstatisticianandcurrentlyinhersecondyearofPhDMastersandHonorsinStatisticsbackinIndiaWorkedasaconsultantandsenioranalystinrmslikeKPMGandAmericanExpressTrainedinIndianclassicalvocalmusicformorethan10yearsandlovestonurturethatinhersparetime
CurrentlyaninternwithGoogleSummerofCode2019andalsoonh t i h iti h t R k it
1364
h t i h iti h t R k it
Sherry
BachelorofCommerce2018DoingHonoursinEconometricsthisyearwithDiCookOnherwaytohaveherrsteverpackagewhosenameisstillamysteryLovespuzzlesgameslikejigsaws
1464
Di
ProfessoratMonashUniversityinMelbourneAustraliadoingresearchinstatisticsdatasciencevisualisationandstatisticalcomputingCreatedthecurrentversionofthecourseIliketoplayallsortsofsportstennissoccerhockeycricketandgoboogieboarding
1564
YourTurnTurntothepeoplenexttoyouandask2questions
AreyoumoreofadogoracatpersonWhatlanguagesdoyouknowhowtospeak
03001664
Thiscourseisbroughttoyou
todaybythe
Thelanguageofdataanalysis
1764
y y
WhatisR
RisalanguagefordataanalysisIfRseemsabitconfusingdisorganizedandperhapsincoherentattimesinsomewaysthatsbecausesoisdataanalysis
--RogerPeng12072018
1864
WhyR
FreePowerfulOver14600contributedpackagesonthemainrepository(CRAN)asofJuly2019providedbytopinternationalresearchersandprogrammersFlexibleItisalanguageandthusallowsyoutocreateyourownsolutions
CommunityLargeglobalcommunityfriendlyandhelpfullotsof 1964
RConsortiumconductedasurveyofusers2017
ThesearethelocationsofrespondentstoanRConsortiumsurveyconductedin2017
8ofRusersarebetween18-24BUT45ofRusersarebetween25-34
Community
2064
SampleofAustralianorganisationscompaniesthatsentemployeestouseR2018
ABSCSIROATOMicrosoftEnergyQldAutoandGeneralBankofQldBHPAEMOGoogleFlightCentreYouiAmadeusInvestmentPartnersYahooSydneyTrainsTennisAustraliaRioTintoReserveBankofAustraliaPwCOracleNetixNOAAFisheriesNABMenulogMacquarieBankHoneywellGeoscienceAustraliaDFATDPICBABankofItalyAustralianRedCrossBloodServiceAmazonBunnings
2164
TracLightSystem
2264
RedPostit
--
IneedahandSlowdown
GreenPostit
--
IamuptospeedIhavecompletedthething
TracLightSystem
2364
Letsstartwriting
GotobitlyLINKSHAREDINCLASStologintoRStudiocloud
LoginwithGoogleGitHubothercredentials
Ifyouhavequestionsplacearedstickynoteonyourlaptop
IfyouaredoneplaceagreenstickyonyourlaptopThissectionisbasedonanexercisefromdatascienceinaboxbyMineCcediletinkaya-Rundel
2464
Createyourrstdatavisualisation
OnceyoulogontoRStudioCloudclickonthiscoursesworkspaceETC10102019semester2YoushouldseeaprojectcalledUNVotesforkitbyclickingontheiconThiswillcreateyourcopyoftheprojectandlaunchitIntheFilespaneinthebottomrightcornerspotthelecalledunvotesRmdOpenitandthenclickontheKnitbuttonGobacktotheleandchangeyournameontop(intheyaml--welltalkaboutwhatthismeanslater)andknitagainChangethecountrynamestothoseyoureinterestedinSpellingandcapitalizationshouldmatchthedatasotakeapeekattheAppendixtoseehowthecountrynamesarespelledKnitagainAndvoilayourrstdatavisualization
2564
Whatcanyoudoattheendofsemester
Someofourbestnalprojects
instagrambabynamesoztourismsalarygapsFantasyAFL
2664
Whatyouneedtolearn
Datapreparationaccountsforabout80oftheworkofdatascientists
--GilPressForbes2016
2764
DataPreparation
ThisisoneoftheleasttaughtpartsofdatascienceandbusinessanalyticsandyetitiswhatdatascientistsspendmostoftheirtimeonBytheendofthissemesteryouwillhavethetoolstobemoreecientandeectiveinthisareasothatyouhavemoretimetospendonyourminingandmodeling
2864
Learningobjectives
Thelearninggoalsassociatedwiththisunitareto
1Learntoreaddierentdataformatslearnabouttidydataandwranglingtechniques
2Applyeectivevisualisationandmodellingtounderstandrelationshipsbetweenvariablesandmakedecisionswithdata
3Developcommunicationskillsusingreproduciblereporting
2964
WhatcouldthisimagesayaboutR
03003064
Philosophy
IfyoufeedapersonashtheyeatforadayIfyouteachapersontoshtheyeatforalifetime
WhateverIdointhedataanalysisthatisshowntoyouduringthel d it t
3164
l d it t
CourseWebsitehttpdmacdicookorg
dmac=DataModelingandComputingunitguide(authorityoncoursestructure)LecturenotesforeachclassAssignmentandprojectinstructionsTextbook+otheronlineresourcesrelatedtotopicsConsultationtimes(6x1Hrconsultations)
3264
MoVEunit
Youcanusetherstudiocloudserver
InthefuturewewillhaveRandRstudioinstalledlocally
WhenthishappensyoucanuseUSBstickattachtotheborrowedlaptopandinstallRRStudioandallyourpackagesonthisUsecanthenusetheUSBstickasyourworkingenvironmentwiththeborrowedlaptopsimplyasthecomputingengine
3364
GradingAssessmentWeight Task
ReadingQuiz 5
Completepriortoeachclassfortherst8weeksonEDQuizneedstobecompletedbyclasstimeNomulligansOnecanbemissed
withoutpenalty
LabExercise 5Eachclassperiodwillhaveaquiztobe
completedindividuallyTwocanbemissedwithoutpenalty
3464
GradingExampleReadingQuiz
Before8amonFridayyouneedtocompletethe5questionreadingquizonEDBefore3pmnextWednesdayYouneedtocompletethe5questionreadingquizonED
3564
GradingExampleLabExercise
ThereistimeattheendofclasstocompletelabexerciseonED
Before5pmTodayyouneedtocompletethe10questionLabExerciseonEDBefore10amThisFridayyouneedtocompletethe10questionLabExerciseonED
3664
GradingAssessment WeightTask
Assignment 12 Teamworkdataanalysischallengedueinweeks359
Mid-SemTheory+Conceptexam 8 Dueweek6
DataAnalysisExam 10 Dueweek11Project 10 Dueweek11FinalExam 50 TBA
3764
Free
Textbook
3864
Remember
Allinformationisonthewebsite
PostquestionsonEDoveremail
3964
Howdoyoudowellinthisclass
Dothereadingpriortoeachclassperiod
Participateactivelyinthisclass
Askquestionsontheed
4064
Howdoyoudowellinthisclass
Cometoconsultationifyouhavequestions
Practicethematerialstaughtineachlectorialbydoingmoreexercisesfromthetextbook
Becuriousbepositivebeengaged
4164
EdSystem
OnlinequizzesConductdiscussionsAskquestionsaboutthecoursematerialandexercisesandturninassignmentsandprojectOnlyyournameandemailaddressarerecordedintheEDsystems
4264
EdSystem
DEMO
4364
4464
Tipsforaskingquestions
FirstsearchexistingdiscussionforanswersIfthequestionhasalreadybeenansweredyouredoneIfithasalreadybeenaskedbutyourenotsatisedwiththeansweraddtothethreadGiveyourquestioncontextfromcourseconceptsnotcourseassignments
GoodcontextIhaveaquestiononlteringBadcontextIhaveaquestiononAssignment1
4564
Tipsforaskingquestions
BepreciseinyourdescriptionGooddescriptionIamgettingthefollowingerrorandImnotsurehowtoresolveit-ErrorcouldnotfindfunctionggplotBaddescriptionRgivingerrorshelpmeAaaarrrrrgh
Rememberyoucaneditaquestionafterpostingit
4664
DiversityampInclusivenessIntentStudentsfromalldiversebackgroundsandperspectivesbewell-servedbythiscoursethatstudentslearningneedsbeaddressedbothinandoutofclassandthatthediversitythatthestudentsbringtothisclassbeviewedasaresourcestrengthandbenetItismyintenttopresentmaterialsandactivitiesthatarerespectfulofdiversitygenderidentitysexualitydisabilityagesocioeconomicstatusethnicityracenationalityreligionandcultureLetmeknowwaystoimprovetheeectivenessofthecourseforyoupersonallyorforotherstudentsorstudentgroups
Ifyouhaveanameandorsetofpronounsthatdierfromthosethatappearinyour ocial Monash records please let me know 4764
your ocial Monash records please let me know
DiversityampInclusivenessIfyoufeellikeyourperformanceintheclassisbeingimpactedbyyourexperiencesoutsideofclasspleasedonthesitatetocomeandtalkwithmeIwanttobearesourceforyouIfyouprefertospeakwithsomeoneoutsideofthecoursetalktoDiCookorlookattheservicesavailabletoyouintheMonashstudentsupportservices
I(likemanypeople)amstillintheprocessoflearningaboutdiverseperspectivesandidentitiesIfsomethingwassaidinclass(byanyone)thatmadeyoufeeluncomfortablepleasetalktomeaboutit
4864
SharingReusingcode
IamwellawarethatahugevolumeofcodeisavailableonthewebtosolveanynumberofproblemsUnlessIexplicitlytellyounottousesomethingthecoursespolicyisthatyoumaymakeuseofanyonlineresources(egStackOverow)butyoumustexplicitlycitewhereyouobtainedanycodeyoudirectlyuse(oruseasinspiration)Thiscanbeassimpleaspastingthelinkinareferencessection
4964
SharingReusingcode
AnyrecycledcodenotexplicitlycitedwillbetreatedasplagiarismAssignmentgroupsmaynotdirectlysharecodewithanothergroupYouarewelcometodiscusstheproblemstogetherandaskforadvicebutyoumaynotmakedirectuseofcodefromanotherteam
5064
GroupAssignments
Assignment1willbeannouncedthisFriday
5164
GroupAssignments
ConductedaccordingtotheMonashpolicies
Whatweexpect
EachmemberofthegroupcompletestheentireassignmentasbesttheycanGroupmemberscompareanswersandcombineitintoonedocumentforthenalasubmission
5264
GroupAssignments
25oftheassignmentgradewillcomefrompeerevaluationPeerevaluationisanimportantlearningtool
Eachstudentwillberandomlyassignedanotherteamssubmissiontoprovidefeedbackonthreethings
1Couldyoureproducetheanalysis2Didyoulearnsomethingnewfromtheotherteamsapproach3Whatwouldyousuggesttoimprovetheirwork 5364
GroupAssignments
ConictscanariseingroupworkTheycanbebothproductiveanddestructiveTeamsneedtoworkonmanagingconictsandbuildingonthestrengthsofallteammembers
5464
GroupAssignments
ForeachassignmentyouwillbegiventheoptiontocommentontheeortsofyourothergroupmembersIfateammemberhasnotcontributedtoanassignmentsubmissiontheymightscorea0Inthissituationtheteamwillneedtodiscussteamfunctionanddysfunctionwiththeinstructor
5564
RandRStudio
5664
WhatisRRStudio
Risastatisticalprogramminglanguage
RStudioisaconvenientinterfaceforR(anintegrateddevelopmentenvironmentIDE)
5764
WhatisRRStudio
IfRwereanairplaneRStudiowouldbetheairportprovidingmanymanysupportingservicesthatmakeiteasierforyouthepilottotakeoandgotoawesomeplacesSureyoucanyanairplanewithoutanairportbuthavingthoserunwaysandsupportinginfrastructureisagame-changer
--JulieLowndes
5864
Letstakeatour-RRStudio
DEMO5964
6064
RessentialsAshortlist(fornow)Functionsare(mostoften)verbsfollowedbywhattheywillbeappliedtoinparentheses
do_this(to_this)do_that(to_thisto_thatwith_those)
Columns(variables)indataframesareaccessedwith$
dataframe$var_name
Packagesareinstalledwiththeinstallpackagesfunctionandloadedwiththelibraryfunctiononcepersession
installpackages(package_name)library(package_name)
6164
HowtoeditRcodeCreatingDataVisualisationsRRStudio
ConsoleUsingRasacalculatorEnvironmentLoadingandviewingadataframeAccessingavariableinadataframeRfunctions
Conceptsintroduced
6264
LabExercise
CheckyourknowledgeandcomprehensionbytakingyourrstlabquizonEd
GototheEDpageandcompletethelabquiz
NOTEReadingassignmentonEDsitedueby8ambeforeClassonFriday
6364
Shareandsharealike
ThisworkislicensedunderaCreativeCommonsAttribution-NonCommercial-ShareAlike40InternationalLicense
6464
Whatisthissong
(Discusswithyourneighbour)
264
364
Whatisthiscourse
Thisisacourseonintroductiontodatamodellingandcomputing
Youcanalsothinkofitasintroductiontodatascienceorintroductiontodataanalysis
464
Whatisthiscourse
Q-Whatdataanalysisbackgrounddoesthiscourseassume
A-None
Q-IsthisanintrostatcourseA-Statistics datascienceBUTtheyarecloselyrelatedThiscourseisagreatwaytogetstartedwithstatisticsButisnotyourtypicalhighschoolstatisticscourse
ne
564
Whatisthiscourse
Q-WillwebedoingcomputingA-Yes
Q-IsthisanintroComputerSciencecourseA-Nobuttherearesomesharedthemes
664
Whatisthiscourse
Q-WhatcomputinglanguagewillwelearnA-R
QWhynotlanguageXAWecandiscussthatover
764
Whatisthiscourse
Taughtasalectorial(Lecture+Tutorial)
Itisnotrecordedbecauseyouaredoingwork
864
Aboutyourinstructors
964
Nick
BachelorofPsychologicalSciencesUQPhDinStatisticsatQUTResearchmissingdatadatavisualisationstatisticalcomputingRnaniarvisdatrstatsCrediblyCuriouswSaskiaFreytagoutdoorsespeciallyand
1064
Steph
BachelorofEconomicsandBachelorofCommercefromMonashStudyingaMastersofStatisticsatQUTbasedatMonashLovestoreadanyandallrecommendationsarewelcomeHasanRpackagecalledtaipanandanothercalledsugarbag
1164
Mitch
AdatascienceexploreREconometricsMathStatisticsampComputationalSciencefromMonashCompulsivelycollectsandusesdatatoautomatelifeathomeloveshisbeesandchickensLotsofRpackagesincludingvitaeiconandtidytimeseriesforecastingpackages
1264
Sayani
AstatisticianandcurrentlyinhersecondyearofPhDMastersandHonorsinStatisticsbackinIndiaWorkedasaconsultantandsenioranalystinrmslikeKPMGandAmericanExpressTrainedinIndianclassicalvocalmusicformorethan10yearsandlovestonurturethatinhersparetime
CurrentlyaninternwithGoogleSummerofCode2019andalsoonh t i h iti h t R k it
1364
h t i h iti h t R k it
Sherry
BachelorofCommerce2018DoingHonoursinEconometricsthisyearwithDiCookOnherwaytohaveherrsteverpackagewhosenameisstillamysteryLovespuzzlesgameslikejigsaws
1464
Di
ProfessoratMonashUniversityinMelbourneAustraliadoingresearchinstatisticsdatasciencevisualisationandstatisticalcomputingCreatedthecurrentversionofthecourseIliketoplayallsortsofsportstennissoccerhockeycricketandgoboogieboarding
1564
YourTurnTurntothepeoplenexttoyouandask2questions
AreyoumoreofadogoracatpersonWhatlanguagesdoyouknowhowtospeak
03001664
Thiscourseisbroughttoyou
todaybythe
Thelanguageofdataanalysis
1764
y y
WhatisR
RisalanguagefordataanalysisIfRseemsabitconfusingdisorganizedandperhapsincoherentattimesinsomewaysthatsbecausesoisdataanalysis
--RogerPeng12072018
1864
WhyR
FreePowerfulOver14600contributedpackagesonthemainrepository(CRAN)asofJuly2019providedbytopinternationalresearchersandprogrammersFlexibleItisalanguageandthusallowsyoutocreateyourownsolutions
CommunityLargeglobalcommunityfriendlyandhelpfullotsof 1964
RConsortiumconductedasurveyofusers2017
ThesearethelocationsofrespondentstoanRConsortiumsurveyconductedin2017
8ofRusersarebetween18-24BUT45ofRusersarebetween25-34
Community
2064
SampleofAustralianorganisationscompaniesthatsentemployeestouseR2018
ABSCSIROATOMicrosoftEnergyQldAutoandGeneralBankofQldBHPAEMOGoogleFlightCentreYouiAmadeusInvestmentPartnersYahooSydneyTrainsTennisAustraliaRioTintoReserveBankofAustraliaPwCOracleNetixNOAAFisheriesNABMenulogMacquarieBankHoneywellGeoscienceAustraliaDFATDPICBABankofItalyAustralianRedCrossBloodServiceAmazonBunnings
2164
TracLightSystem
2264
RedPostit
--
IneedahandSlowdown
GreenPostit
--
IamuptospeedIhavecompletedthething
TracLightSystem
2364
Letsstartwriting
GotobitlyLINKSHAREDINCLASStologintoRStudiocloud
LoginwithGoogleGitHubothercredentials
Ifyouhavequestionsplacearedstickynoteonyourlaptop
IfyouaredoneplaceagreenstickyonyourlaptopThissectionisbasedonanexercisefromdatascienceinaboxbyMineCcediletinkaya-Rundel
2464
Createyourrstdatavisualisation
OnceyoulogontoRStudioCloudclickonthiscoursesworkspaceETC10102019semester2YoushouldseeaprojectcalledUNVotesforkitbyclickingontheiconThiswillcreateyourcopyoftheprojectandlaunchitIntheFilespaneinthebottomrightcornerspotthelecalledunvotesRmdOpenitandthenclickontheKnitbuttonGobacktotheleandchangeyournameontop(intheyaml--welltalkaboutwhatthismeanslater)andknitagainChangethecountrynamestothoseyoureinterestedinSpellingandcapitalizationshouldmatchthedatasotakeapeekattheAppendixtoseehowthecountrynamesarespelledKnitagainAndvoilayourrstdatavisualization
2564
Whatcanyoudoattheendofsemester
Someofourbestnalprojects
instagrambabynamesoztourismsalarygapsFantasyAFL
2664
Whatyouneedtolearn
Datapreparationaccountsforabout80oftheworkofdatascientists
--GilPressForbes2016
2764
DataPreparation
ThisisoneoftheleasttaughtpartsofdatascienceandbusinessanalyticsandyetitiswhatdatascientistsspendmostoftheirtimeonBytheendofthissemesteryouwillhavethetoolstobemoreecientandeectiveinthisareasothatyouhavemoretimetospendonyourminingandmodeling
2864
Learningobjectives
Thelearninggoalsassociatedwiththisunitareto
1Learntoreaddierentdataformatslearnabouttidydataandwranglingtechniques
2Applyeectivevisualisationandmodellingtounderstandrelationshipsbetweenvariablesandmakedecisionswithdata
3Developcommunicationskillsusingreproduciblereporting
2964
WhatcouldthisimagesayaboutR
03003064
Philosophy
IfyoufeedapersonashtheyeatforadayIfyouteachapersontoshtheyeatforalifetime
WhateverIdointhedataanalysisthatisshowntoyouduringthel d it t
3164
l d it t
CourseWebsitehttpdmacdicookorg
dmac=DataModelingandComputingunitguide(authorityoncoursestructure)LecturenotesforeachclassAssignmentandprojectinstructionsTextbook+otheronlineresourcesrelatedtotopicsConsultationtimes(6x1Hrconsultations)
3264
MoVEunit
Youcanusetherstudiocloudserver
InthefuturewewillhaveRandRstudioinstalledlocally
WhenthishappensyoucanuseUSBstickattachtotheborrowedlaptopandinstallRRStudioandallyourpackagesonthisUsecanthenusetheUSBstickasyourworkingenvironmentwiththeborrowedlaptopsimplyasthecomputingengine
3364
GradingAssessmentWeight Task
ReadingQuiz 5
Completepriortoeachclassfortherst8weeksonEDQuizneedstobecompletedbyclasstimeNomulligansOnecanbemissed
withoutpenalty
LabExercise 5Eachclassperiodwillhaveaquiztobe
completedindividuallyTwocanbemissedwithoutpenalty
3464
GradingExampleReadingQuiz
Before8amonFridayyouneedtocompletethe5questionreadingquizonEDBefore3pmnextWednesdayYouneedtocompletethe5questionreadingquizonED
3564
GradingExampleLabExercise
ThereistimeattheendofclasstocompletelabexerciseonED
Before5pmTodayyouneedtocompletethe10questionLabExerciseonEDBefore10amThisFridayyouneedtocompletethe10questionLabExerciseonED
3664
GradingAssessment WeightTask
Assignment 12 Teamworkdataanalysischallengedueinweeks359
Mid-SemTheory+Conceptexam 8 Dueweek6
DataAnalysisExam 10 Dueweek11Project 10 Dueweek11FinalExam 50 TBA
3764
Free
Textbook
3864
Remember
Allinformationisonthewebsite
PostquestionsonEDoveremail
3964
Howdoyoudowellinthisclass
Dothereadingpriortoeachclassperiod
Participateactivelyinthisclass
Askquestionsontheed
4064
Howdoyoudowellinthisclass
Cometoconsultationifyouhavequestions
Practicethematerialstaughtineachlectorialbydoingmoreexercisesfromthetextbook
Becuriousbepositivebeengaged
4164
EdSystem
OnlinequizzesConductdiscussionsAskquestionsaboutthecoursematerialandexercisesandturninassignmentsandprojectOnlyyournameandemailaddressarerecordedintheEDsystems
4264
EdSystem
DEMO
4364
4464
Tipsforaskingquestions
FirstsearchexistingdiscussionforanswersIfthequestionhasalreadybeenansweredyouredoneIfithasalreadybeenaskedbutyourenotsatisedwiththeansweraddtothethreadGiveyourquestioncontextfromcourseconceptsnotcourseassignments
GoodcontextIhaveaquestiononlteringBadcontextIhaveaquestiononAssignment1
4564
Tipsforaskingquestions
BepreciseinyourdescriptionGooddescriptionIamgettingthefollowingerrorandImnotsurehowtoresolveit-ErrorcouldnotfindfunctionggplotBaddescriptionRgivingerrorshelpmeAaaarrrrrgh
Rememberyoucaneditaquestionafterpostingit
4664
DiversityampInclusivenessIntentStudentsfromalldiversebackgroundsandperspectivesbewell-servedbythiscoursethatstudentslearningneedsbeaddressedbothinandoutofclassandthatthediversitythatthestudentsbringtothisclassbeviewedasaresourcestrengthandbenetItismyintenttopresentmaterialsandactivitiesthatarerespectfulofdiversitygenderidentitysexualitydisabilityagesocioeconomicstatusethnicityracenationalityreligionandcultureLetmeknowwaystoimprovetheeectivenessofthecourseforyoupersonallyorforotherstudentsorstudentgroups
Ifyouhaveanameandorsetofpronounsthatdierfromthosethatappearinyour ocial Monash records please let me know 4764
your ocial Monash records please let me know
DiversityampInclusivenessIfyoufeellikeyourperformanceintheclassisbeingimpactedbyyourexperiencesoutsideofclasspleasedonthesitatetocomeandtalkwithmeIwanttobearesourceforyouIfyouprefertospeakwithsomeoneoutsideofthecoursetalktoDiCookorlookattheservicesavailabletoyouintheMonashstudentsupportservices
I(likemanypeople)amstillintheprocessoflearningaboutdiverseperspectivesandidentitiesIfsomethingwassaidinclass(byanyone)thatmadeyoufeeluncomfortablepleasetalktomeaboutit
4864
SharingReusingcode
IamwellawarethatahugevolumeofcodeisavailableonthewebtosolveanynumberofproblemsUnlessIexplicitlytellyounottousesomethingthecoursespolicyisthatyoumaymakeuseofanyonlineresources(egStackOverow)butyoumustexplicitlycitewhereyouobtainedanycodeyoudirectlyuse(oruseasinspiration)Thiscanbeassimpleaspastingthelinkinareferencessection
4964
SharingReusingcode
AnyrecycledcodenotexplicitlycitedwillbetreatedasplagiarismAssignmentgroupsmaynotdirectlysharecodewithanothergroupYouarewelcometodiscusstheproblemstogetherandaskforadvicebutyoumaynotmakedirectuseofcodefromanotherteam
5064
GroupAssignments
Assignment1willbeannouncedthisFriday
5164
GroupAssignments
ConductedaccordingtotheMonashpolicies
Whatweexpect
EachmemberofthegroupcompletestheentireassignmentasbesttheycanGroupmemberscompareanswersandcombineitintoonedocumentforthenalasubmission
5264
GroupAssignments
25oftheassignmentgradewillcomefrompeerevaluationPeerevaluationisanimportantlearningtool
Eachstudentwillberandomlyassignedanotherteamssubmissiontoprovidefeedbackonthreethings
1Couldyoureproducetheanalysis2Didyoulearnsomethingnewfromtheotherteamsapproach3Whatwouldyousuggesttoimprovetheirwork 5364
GroupAssignments
ConictscanariseingroupworkTheycanbebothproductiveanddestructiveTeamsneedtoworkonmanagingconictsandbuildingonthestrengthsofallteammembers
5464
GroupAssignments
ForeachassignmentyouwillbegiventheoptiontocommentontheeortsofyourothergroupmembersIfateammemberhasnotcontributedtoanassignmentsubmissiontheymightscorea0Inthissituationtheteamwillneedtodiscussteamfunctionanddysfunctionwiththeinstructor
5564
RandRStudio
5664
WhatisRRStudio
Risastatisticalprogramminglanguage
RStudioisaconvenientinterfaceforR(anintegrateddevelopmentenvironmentIDE)
5764
WhatisRRStudio
IfRwereanairplaneRStudiowouldbetheairportprovidingmanymanysupportingservicesthatmakeiteasierforyouthepilottotakeoandgotoawesomeplacesSureyoucanyanairplanewithoutanairportbuthavingthoserunwaysandsupportinginfrastructureisagame-changer
--JulieLowndes
5864
Letstakeatour-RRStudio
DEMO5964
6064
RessentialsAshortlist(fornow)Functionsare(mostoften)verbsfollowedbywhattheywillbeappliedtoinparentheses
do_this(to_this)do_that(to_thisto_thatwith_those)
Columns(variables)indataframesareaccessedwith$
dataframe$var_name
Packagesareinstalledwiththeinstallpackagesfunctionandloadedwiththelibraryfunctiononcepersession
installpackages(package_name)library(package_name)
6164
HowtoeditRcodeCreatingDataVisualisationsRRStudio
ConsoleUsingRasacalculatorEnvironmentLoadingandviewingadataframeAccessingavariableinadataframeRfunctions
Conceptsintroduced
6264
LabExercise
CheckyourknowledgeandcomprehensionbytakingyourrstlabquizonEd
GototheEDpageandcompletethelabquiz
NOTEReadingassignmentonEDsitedueby8ambeforeClassonFriday
6364
Shareandsharealike
ThisworkislicensedunderaCreativeCommonsAttribution-NonCommercial-ShareAlike40InternationalLicense
6464
364
Whatisthiscourse
Thisisacourseonintroductiontodatamodellingandcomputing
Youcanalsothinkofitasintroductiontodatascienceorintroductiontodataanalysis
464
Whatisthiscourse
Q-Whatdataanalysisbackgrounddoesthiscourseassume
A-None
Q-IsthisanintrostatcourseA-Statistics datascienceBUTtheyarecloselyrelatedThiscourseisagreatwaytogetstartedwithstatisticsButisnotyourtypicalhighschoolstatisticscourse
ne
564
Whatisthiscourse
Q-WillwebedoingcomputingA-Yes
Q-IsthisanintroComputerSciencecourseA-Nobuttherearesomesharedthemes
664
Whatisthiscourse
Q-WhatcomputinglanguagewillwelearnA-R
QWhynotlanguageXAWecandiscussthatover
764
Whatisthiscourse
Taughtasalectorial(Lecture+Tutorial)
Itisnotrecordedbecauseyouaredoingwork
864
Aboutyourinstructors
964
Nick
BachelorofPsychologicalSciencesUQPhDinStatisticsatQUTResearchmissingdatadatavisualisationstatisticalcomputingRnaniarvisdatrstatsCrediblyCuriouswSaskiaFreytagoutdoorsespeciallyand
1064
Steph
BachelorofEconomicsandBachelorofCommercefromMonashStudyingaMastersofStatisticsatQUTbasedatMonashLovestoreadanyandallrecommendationsarewelcomeHasanRpackagecalledtaipanandanothercalledsugarbag
1164
Mitch
AdatascienceexploreREconometricsMathStatisticsampComputationalSciencefromMonashCompulsivelycollectsandusesdatatoautomatelifeathomeloveshisbeesandchickensLotsofRpackagesincludingvitaeiconandtidytimeseriesforecastingpackages
1264
Sayani
AstatisticianandcurrentlyinhersecondyearofPhDMastersandHonorsinStatisticsbackinIndiaWorkedasaconsultantandsenioranalystinrmslikeKPMGandAmericanExpressTrainedinIndianclassicalvocalmusicformorethan10yearsandlovestonurturethatinhersparetime
CurrentlyaninternwithGoogleSummerofCode2019andalsoonh t i h iti h t R k it
1364
h t i h iti h t R k it
Sherry
BachelorofCommerce2018DoingHonoursinEconometricsthisyearwithDiCookOnherwaytohaveherrsteverpackagewhosenameisstillamysteryLovespuzzlesgameslikejigsaws
1464
Di
ProfessoratMonashUniversityinMelbourneAustraliadoingresearchinstatisticsdatasciencevisualisationandstatisticalcomputingCreatedthecurrentversionofthecourseIliketoplayallsortsofsportstennissoccerhockeycricketandgoboogieboarding
1564
YourTurnTurntothepeoplenexttoyouandask2questions
AreyoumoreofadogoracatpersonWhatlanguagesdoyouknowhowtospeak
03001664
Thiscourseisbroughttoyou
todaybythe
Thelanguageofdataanalysis
1764
y y
WhatisR
RisalanguagefordataanalysisIfRseemsabitconfusingdisorganizedandperhapsincoherentattimesinsomewaysthatsbecausesoisdataanalysis
--RogerPeng12072018
1864
WhyR
FreePowerfulOver14600contributedpackagesonthemainrepository(CRAN)asofJuly2019providedbytopinternationalresearchersandprogrammersFlexibleItisalanguageandthusallowsyoutocreateyourownsolutions
CommunityLargeglobalcommunityfriendlyandhelpfullotsof 1964
RConsortiumconductedasurveyofusers2017
ThesearethelocationsofrespondentstoanRConsortiumsurveyconductedin2017
8ofRusersarebetween18-24BUT45ofRusersarebetween25-34
Community
2064
SampleofAustralianorganisationscompaniesthatsentemployeestouseR2018
ABSCSIROATOMicrosoftEnergyQldAutoandGeneralBankofQldBHPAEMOGoogleFlightCentreYouiAmadeusInvestmentPartnersYahooSydneyTrainsTennisAustraliaRioTintoReserveBankofAustraliaPwCOracleNetixNOAAFisheriesNABMenulogMacquarieBankHoneywellGeoscienceAustraliaDFATDPICBABankofItalyAustralianRedCrossBloodServiceAmazonBunnings
2164
TracLightSystem
2264
RedPostit
--
IneedahandSlowdown
GreenPostit
--
IamuptospeedIhavecompletedthething
TracLightSystem
2364
Letsstartwriting
GotobitlyLINKSHAREDINCLASStologintoRStudiocloud
LoginwithGoogleGitHubothercredentials
Ifyouhavequestionsplacearedstickynoteonyourlaptop
IfyouaredoneplaceagreenstickyonyourlaptopThissectionisbasedonanexercisefromdatascienceinaboxbyMineCcediletinkaya-Rundel
2464
Createyourrstdatavisualisation
OnceyoulogontoRStudioCloudclickonthiscoursesworkspaceETC10102019semester2YoushouldseeaprojectcalledUNVotesforkitbyclickingontheiconThiswillcreateyourcopyoftheprojectandlaunchitIntheFilespaneinthebottomrightcornerspotthelecalledunvotesRmdOpenitandthenclickontheKnitbuttonGobacktotheleandchangeyournameontop(intheyaml--welltalkaboutwhatthismeanslater)andknitagainChangethecountrynamestothoseyoureinterestedinSpellingandcapitalizationshouldmatchthedatasotakeapeekattheAppendixtoseehowthecountrynamesarespelledKnitagainAndvoilayourrstdatavisualization
2564
Whatcanyoudoattheendofsemester
Someofourbestnalprojects
instagrambabynamesoztourismsalarygapsFantasyAFL
2664
Whatyouneedtolearn
Datapreparationaccountsforabout80oftheworkofdatascientists
--GilPressForbes2016
2764
DataPreparation
ThisisoneoftheleasttaughtpartsofdatascienceandbusinessanalyticsandyetitiswhatdatascientistsspendmostoftheirtimeonBytheendofthissemesteryouwillhavethetoolstobemoreecientandeectiveinthisareasothatyouhavemoretimetospendonyourminingandmodeling
2864
Learningobjectives
Thelearninggoalsassociatedwiththisunitareto
1Learntoreaddierentdataformatslearnabouttidydataandwranglingtechniques
2Applyeectivevisualisationandmodellingtounderstandrelationshipsbetweenvariablesandmakedecisionswithdata
3Developcommunicationskillsusingreproduciblereporting
2964
WhatcouldthisimagesayaboutR
03003064
Philosophy
IfyoufeedapersonashtheyeatforadayIfyouteachapersontoshtheyeatforalifetime
WhateverIdointhedataanalysisthatisshowntoyouduringthel d it t
3164
l d it t
CourseWebsitehttpdmacdicookorg
dmac=DataModelingandComputingunitguide(authorityoncoursestructure)LecturenotesforeachclassAssignmentandprojectinstructionsTextbook+otheronlineresourcesrelatedtotopicsConsultationtimes(6x1Hrconsultations)
3264
MoVEunit
Youcanusetherstudiocloudserver
InthefuturewewillhaveRandRstudioinstalledlocally
WhenthishappensyoucanuseUSBstickattachtotheborrowedlaptopandinstallRRStudioandallyourpackagesonthisUsecanthenusetheUSBstickasyourworkingenvironmentwiththeborrowedlaptopsimplyasthecomputingengine
3364
GradingAssessmentWeight Task
ReadingQuiz 5
Completepriortoeachclassfortherst8weeksonEDQuizneedstobecompletedbyclasstimeNomulligansOnecanbemissed
withoutpenalty
LabExercise 5Eachclassperiodwillhaveaquiztobe
completedindividuallyTwocanbemissedwithoutpenalty
3464
GradingExampleReadingQuiz
Before8amonFridayyouneedtocompletethe5questionreadingquizonEDBefore3pmnextWednesdayYouneedtocompletethe5questionreadingquizonED
3564
GradingExampleLabExercise
ThereistimeattheendofclasstocompletelabexerciseonED
Before5pmTodayyouneedtocompletethe10questionLabExerciseonEDBefore10amThisFridayyouneedtocompletethe10questionLabExerciseonED
3664
GradingAssessment WeightTask
Assignment 12 Teamworkdataanalysischallengedueinweeks359
Mid-SemTheory+Conceptexam 8 Dueweek6
DataAnalysisExam 10 Dueweek11Project 10 Dueweek11FinalExam 50 TBA
3764
Free
Textbook
3864
Remember
Allinformationisonthewebsite
PostquestionsonEDoveremail
3964
Howdoyoudowellinthisclass
Dothereadingpriortoeachclassperiod
Participateactivelyinthisclass
Askquestionsontheed
4064
Howdoyoudowellinthisclass
Cometoconsultationifyouhavequestions
Practicethematerialstaughtineachlectorialbydoingmoreexercisesfromthetextbook
Becuriousbepositivebeengaged
4164
EdSystem
OnlinequizzesConductdiscussionsAskquestionsaboutthecoursematerialandexercisesandturninassignmentsandprojectOnlyyournameandemailaddressarerecordedintheEDsystems
4264
EdSystem
DEMO
4364
4464
Tipsforaskingquestions
FirstsearchexistingdiscussionforanswersIfthequestionhasalreadybeenansweredyouredoneIfithasalreadybeenaskedbutyourenotsatisedwiththeansweraddtothethreadGiveyourquestioncontextfromcourseconceptsnotcourseassignments
GoodcontextIhaveaquestiononlteringBadcontextIhaveaquestiononAssignment1
4564
Tipsforaskingquestions
BepreciseinyourdescriptionGooddescriptionIamgettingthefollowingerrorandImnotsurehowtoresolveit-ErrorcouldnotfindfunctionggplotBaddescriptionRgivingerrorshelpmeAaaarrrrrgh
Rememberyoucaneditaquestionafterpostingit
4664
DiversityampInclusivenessIntentStudentsfromalldiversebackgroundsandperspectivesbewell-servedbythiscoursethatstudentslearningneedsbeaddressedbothinandoutofclassandthatthediversitythatthestudentsbringtothisclassbeviewedasaresourcestrengthandbenetItismyintenttopresentmaterialsandactivitiesthatarerespectfulofdiversitygenderidentitysexualitydisabilityagesocioeconomicstatusethnicityracenationalityreligionandcultureLetmeknowwaystoimprovetheeectivenessofthecourseforyoupersonallyorforotherstudentsorstudentgroups
Ifyouhaveanameandorsetofpronounsthatdierfromthosethatappearinyour ocial Monash records please let me know 4764
your ocial Monash records please let me know
DiversityampInclusivenessIfyoufeellikeyourperformanceintheclassisbeingimpactedbyyourexperiencesoutsideofclasspleasedonthesitatetocomeandtalkwithmeIwanttobearesourceforyouIfyouprefertospeakwithsomeoneoutsideofthecoursetalktoDiCookorlookattheservicesavailabletoyouintheMonashstudentsupportservices
I(likemanypeople)amstillintheprocessoflearningaboutdiverseperspectivesandidentitiesIfsomethingwassaidinclass(byanyone)thatmadeyoufeeluncomfortablepleasetalktomeaboutit
4864
SharingReusingcode
IamwellawarethatahugevolumeofcodeisavailableonthewebtosolveanynumberofproblemsUnlessIexplicitlytellyounottousesomethingthecoursespolicyisthatyoumaymakeuseofanyonlineresources(egStackOverow)butyoumustexplicitlycitewhereyouobtainedanycodeyoudirectlyuse(oruseasinspiration)Thiscanbeassimpleaspastingthelinkinareferencessection
4964
SharingReusingcode
AnyrecycledcodenotexplicitlycitedwillbetreatedasplagiarismAssignmentgroupsmaynotdirectlysharecodewithanothergroupYouarewelcometodiscusstheproblemstogetherandaskforadvicebutyoumaynotmakedirectuseofcodefromanotherteam
5064
GroupAssignments
Assignment1willbeannouncedthisFriday
5164
GroupAssignments
ConductedaccordingtotheMonashpolicies
Whatweexpect
EachmemberofthegroupcompletestheentireassignmentasbesttheycanGroupmemberscompareanswersandcombineitintoonedocumentforthenalasubmission
5264
GroupAssignments
25oftheassignmentgradewillcomefrompeerevaluationPeerevaluationisanimportantlearningtool
Eachstudentwillberandomlyassignedanotherteamssubmissiontoprovidefeedbackonthreethings
1Couldyoureproducetheanalysis2Didyoulearnsomethingnewfromtheotherteamsapproach3Whatwouldyousuggesttoimprovetheirwork 5364
GroupAssignments
ConictscanariseingroupworkTheycanbebothproductiveanddestructiveTeamsneedtoworkonmanagingconictsandbuildingonthestrengthsofallteammembers
5464
GroupAssignments
ForeachassignmentyouwillbegiventheoptiontocommentontheeortsofyourothergroupmembersIfateammemberhasnotcontributedtoanassignmentsubmissiontheymightscorea0Inthissituationtheteamwillneedtodiscussteamfunctionanddysfunctionwiththeinstructor
5564
RandRStudio
5664
WhatisRRStudio
Risastatisticalprogramminglanguage
RStudioisaconvenientinterfaceforR(anintegrateddevelopmentenvironmentIDE)
5764
WhatisRRStudio
IfRwereanairplaneRStudiowouldbetheairportprovidingmanymanysupportingservicesthatmakeiteasierforyouthepilottotakeoandgotoawesomeplacesSureyoucanyanairplanewithoutanairportbuthavingthoserunwaysandsupportinginfrastructureisagame-changer
--JulieLowndes
5864
Letstakeatour-RRStudio
DEMO5964
6064
RessentialsAshortlist(fornow)Functionsare(mostoften)verbsfollowedbywhattheywillbeappliedtoinparentheses
do_this(to_this)do_that(to_thisto_thatwith_those)
Columns(variables)indataframesareaccessedwith$
dataframe$var_name
Packagesareinstalledwiththeinstallpackagesfunctionandloadedwiththelibraryfunctiononcepersession
installpackages(package_name)library(package_name)
6164
HowtoeditRcodeCreatingDataVisualisationsRRStudio
ConsoleUsingRasacalculatorEnvironmentLoadingandviewingadataframeAccessingavariableinadataframeRfunctions
Conceptsintroduced
6264
LabExercise
CheckyourknowledgeandcomprehensionbytakingyourrstlabquizonEd
GototheEDpageandcompletethelabquiz
NOTEReadingassignmentonEDsitedueby8ambeforeClassonFriday
6364
Shareandsharealike
ThisworkislicensedunderaCreativeCommonsAttribution-NonCommercial-ShareAlike40InternationalLicense
6464
Whatisthiscourse
Thisisacourseonintroductiontodatamodellingandcomputing
Youcanalsothinkofitasintroductiontodatascienceorintroductiontodataanalysis
464
Whatisthiscourse
Q-Whatdataanalysisbackgrounddoesthiscourseassume
A-None
Q-IsthisanintrostatcourseA-Statistics datascienceBUTtheyarecloselyrelatedThiscourseisagreatwaytogetstartedwithstatisticsButisnotyourtypicalhighschoolstatisticscourse
ne
564
Whatisthiscourse
Q-WillwebedoingcomputingA-Yes
Q-IsthisanintroComputerSciencecourseA-Nobuttherearesomesharedthemes
664
Whatisthiscourse
Q-WhatcomputinglanguagewillwelearnA-R
QWhynotlanguageXAWecandiscussthatover
764
Whatisthiscourse
Taughtasalectorial(Lecture+Tutorial)
Itisnotrecordedbecauseyouaredoingwork
864
Aboutyourinstructors
964
Nick
BachelorofPsychologicalSciencesUQPhDinStatisticsatQUTResearchmissingdatadatavisualisationstatisticalcomputingRnaniarvisdatrstatsCrediblyCuriouswSaskiaFreytagoutdoorsespeciallyand
1064
Steph
BachelorofEconomicsandBachelorofCommercefromMonashStudyingaMastersofStatisticsatQUTbasedatMonashLovestoreadanyandallrecommendationsarewelcomeHasanRpackagecalledtaipanandanothercalledsugarbag
1164
Mitch
AdatascienceexploreREconometricsMathStatisticsampComputationalSciencefromMonashCompulsivelycollectsandusesdatatoautomatelifeathomeloveshisbeesandchickensLotsofRpackagesincludingvitaeiconandtidytimeseriesforecastingpackages
1264
Sayani
AstatisticianandcurrentlyinhersecondyearofPhDMastersandHonorsinStatisticsbackinIndiaWorkedasaconsultantandsenioranalystinrmslikeKPMGandAmericanExpressTrainedinIndianclassicalvocalmusicformorethan10yearsandlovestonurturethatinhersparetime
CurrentlyaninternwithGoogleSummerofCode2019andalsoonh t i h iti h t R k it
1364
h t i h iti h t R k it
Sherry
BachelorofCommerce2018DoingHonoursinEconometricsthisyearwithDiCookOnherwaytohaveherrsteverpackagewhosenameisstillamysteryLovespuzzlesgameslikejigsaws
1464
Di
ProfessoratMonashUniversityinMelbourneAustraliadoingresearchinstatisticsdatasciencevisualisationandstatisticalcomputingCreatedthecurrentversionofthecourseIliketoplayallsortsofsportstennissoccerhockeycricketandgoboogieboarding
1564
YourTurnTurntothepeoplenexttoyouandask2questions
AreyoumoreofadogoracatpersonWhatlanguagesdoyouknowhowtospeak
03001664
Thiscourseisbroughttoyou
todaybythe
Thelanguageofdataanalysis
1764
y y
WhatisR
RisalanguagefordataanalysisIfRseemsabitconfusingdisorganizedandperhapsincoherentattimesinsomewaysthatsbecausesoisdataanalysis
--RogerPeng12072018
1864
WhyR
FreePowerfulOver14600contributedpackagesonthemainrepository(CRAN)asofJuly2019providedbytopinternationalresearchersandprogrammersFlexibleItisalanguageandthusallowsyoutocreateyourownsolutions
CommunityLargeglobalcommunityfriendlyandhelpfullotsof 1964
RConsortiumconductedasurveyofusers2017
ThesearethelocationsofrespondentstoanRConsortiumsurveyconductedin2017
8ofRusersarebetween18-24BUT45ofRusersarebetween25-34
Community
2064
SampleofAustralianorganisationscompaniesthatsentemployeestouseR2018
ABSCSIROATOMicrosoftEnergyQldAutoandGeneralBankofQldBHPAEMOGoogleFlightCentreYouiAmadeusInvestmentPartnersYahooSydneyTrainsTennisAustraliaRioTintoReserveBankofAustraliaPwCOracleNetixNOAAFisheriesNABMenulogMacquarieBankHoneywellGeoscienceAustraliaDFATDPICBABankofItalyAustralianRedCrossBloodServiceAmazonBunnings
2164
TracLightSystem
2264
RedPostit
--
IneedahandSlowdown
GreenPostit
--
IamuptospeedIhavecompletedthething
TracLightSystem
2364
Letsstartwriting
GotobitlyLINKSHAREDINCLASStologintoRStudiocloud
LoginwithGoogleGitHubothercredentials
Ifyouhavequestionsplacearedstickynoteonyourlaptop
IfyouaredoneplaceagreenstickyonyourlaptopThissectionisbasedonanexercisefromdatascienceinaboxbyMineCcediletinkaya-Rundel
2464
Createyourrstdatavisualisation
OnceyoulogontoRStudioCloudclickonthiscoursesworkspaceETC10102019semester2YoushouldseeaprojectcalledUNVotesforkitbyclickingontheiconThiswillcreateyourcopyoftheprojectandlaunchitIntheFilespaneinthebottomrightcornerspotthelecalledunvotesRmdOpenitandthenclickontheKnitbuttonGobacktotheleandchangeyournameontop(intheyaml--welltalkaboutwhatthismeanslater)andknitagainChangethecountrynamestothoseyoureinterestedinSpellingandcapitalizationshouldmatchthedatasotakeapeekattheAppendixtoseehowthecountrynamesarespelledKnitagainAndvoilayourrstdatavisualization
2564
Whatcanyoudoattheendofsemester
Someofourbestnalprojects
instagrambabynamesoztourismsalarygapsFantasyAFL
2664
Whatyouneedtolearn
Datapreparationaccountsforabout80oftheworkofdatascientists
--GilPressForbes2016
2764
DataPreparation
ThisisoneoftheleasttaughtpartsofdatascienceandbusinessanalyticsandyetitiswhatdatascientistsspendmostoftheirtimeonBytheendofthissemesteryouwillhavethetoolstobemoreecientandeectiveinthisareasothatyouhavemoretimetospendonyourminingandmodeling
2864
Learningobjectives
Thelearninggoalsassociatedwiththisunitareto
1Learntoreaddierentdataformatslearnabouttidydataandwranglingtechniques
2Applyeectivevisualisationandmodellingtounderstandrelationshipsbetweenvariablesandmakedecisionswithdata
3Developcommunicationskillsusingreproduciblereporting
2964
WhatcouldthisimagesayaboutR
03003064
Philosophy
IfyoufeedapersonashtheyeatforadayIfyouteachapersontoshtheyeatforalifetime
WhateverIdointhedataanalysisthatisshowntoyouduringthel d it t
3164
l d it t
CourseWebsitehttpdmacdicookorg
dmac=DataModelingandComputingunitguide(authorityoncoursestructure)LecturenotesforeachclassAssignmentandprojectinstructionsTextbook+otheronlineresourcesrelatedtotopicsConsultationtimes(6x1Hrconsultations)
3264
MoVEunit
Youcanusetherstudiocloudserver
InthefuturewewillhaveRandRstudioinstalledlocally
WhenthishappensyoucanuseUSBstickattachtotheborrowedlaptopandinstallRRStudioandallyourpackagesonthisUsecanthenusetheUSBstickasyourworkingenvironmentwiththeborrowedlaptopsimplyasthecomputingengine
3364
GradingAssessmentWeight Task
ReadingQuiz 5
Completepriortoeachclassfortherst8weeksonEDQuizneedstobecompletedbyclasstimeNomulligansOnecanbemissed
withoutpenalty
LabExercise 5Eachclassperiodwillhaveaquiztobe
completedindividuallyTwocanbemissedwithoutpenalty
3464
GradingExampleReadingQuiz
Before8amonFridayyouneedtocompletethe5questionreadingquizonEDBefore3pmnextWednesdayYouneedtocompletethe5questionreadingquizonED
3564
GradingExampleLabExercise
ThereistimeattheendofclasstocompletelabexerciseonED
Before5pmTodayyouneedtocompletethe10questionLabExerciseonEDBefore10amThisFridayyouneedtocompletethe10questionLabExerciseonED
3664
GradingAssessment WeightTask
Assignment 12 Teamworkdataanalysischallengedueinweeks359
Mid-SemTheory+Conceptexam 8 Dueweek6
DataAnalysisExam 10 Dueweek11Project 10 Dueweek11FinalExam 50 TBA
3764
Free
Textbook
3864
Remember
Allinformationisonthewebsite
PostquestionsonEDoveremail
3964
Howdoyoudowellinthisclass
Dothereadingpriortoeachclassperiod
Participateactivelyinthisclass
Askquestionsontheed
4064
Howdoyoudowellinthisclass
Cometoconsultationifyouhavequestions
Practicethematerialstaughtineachlectorialbydoingmoreexercisesfromthetextbook
Becuriousbepositivebeengaged
4164
EdSystem
OnlinequizzesConductdiscussionsAskquestionsaboutthecoursematerialandexercisesandturninassignmentsandprojectOnlyyournameandemailaddressarerecordedintheEDsystems
4264
EdSystem
DEMO
4364
4464
Tipsforaskingquestions
FirstsearchexistingdiscussionforanswersIfthequestionhasalreadybeenansweredyouredoneIfithasalreadybeenaskedbutyourenotsatisedwiththeansweraddtothethreadGiveyourquestioncontextfromcourseconceptsnotcourseassignments
GoodcontextIhaveaquestiononlteringBadcontextIhaveaquestiononAssignment1
4564
Tipsforaskingquestions
BepreciseinyourdescriptionGooddescriptionIamgettingthefollowingerrorandImnotsurehowtoresolveit-ErrorcouldnotfindfunctionggplotBaddescriptionRgivingerrorshelpmeAaaarrrrrgh
Rememberyoucaneditaquestionafterpostingit
4664
DiversityampInclusivenessIntentStudentsfromalldiversebackgroundsandperspectivesbewell-servedbythiscoursethatstudentslearningneedsbeaddressedbothinandoutofclassandthatthediversitythatthestudentsbringtothisclassbeviewedasaresourcestrengthandbenetItismyintenttopresentmaterialsandactivitiesthatarerespectfulofdiversitygenderidentitysexualitydisabilityagesocioeconomicstatusethnicityracenationalityreligionandcultureLetmeknowwaystoimprovetheeectivenessofthecourseforyoupersonallyorforotherstudentsorstudentgroups
Ifyouhaveanameandorsetofpronounsthatdierfromthosethatappearinyour ocial Monash records please let me know 4764
your ocial Monash records please let me know
DiversityampInclusivenessIfyoufeellikeyourperformanceintheclassisbeingimpactedbyyourexperiencesoutsideofclasspleasedonthesitatetocomeandtalkwithmeIwanttobearesourceforyouIfyouprefertospeakwithsomeoneoutsideofthecoursetalktoDiCookorlookattheservicesavailabletoyouintheMonashstudentsupportservices
I(likemanypeople)amstillintheprocessoflearningaboutdiverseperspectivesandidentitiesIfsomethingwassaidinclass(byanyone)thatmadeyoufeeluncomfortablepleasetalktomeaboutit
4864
SharingReusingcode
IamwellawarethatahugevolumeofcodeisavailableonthewebtosolveanynumberofproblemsUnlessIexplicitlytellyounottousesomethingthecoursespolicyisthatyoumaymakeuseofanyonlineresources(egStackOverow)butyoumustexplicitlycitewhereyouobtainedanycodeyoudirectlyuse(oruseasinspiration)Thiscanbeassimpleaspastingthelinkinareferencessection
4964
SharingReusingcode
AnyrecycledcodenotexplicitlycitedwillbetreatedasplagiarismAssignmentgroupsmaynotdirectlysharecodewithanothergroupYouarewelcometodiscusstheproblemstogetherandaskforadvicebutyoumaynotmakedirectuseofcodefromanotherteam
5064
GroupAssignments
Assignment1willbeannouncedthisFriday
5164
GroupAssignments
ConductedaccordingtotheMonashpolicies
Whatweexpect
EachmemberofthegroupcompletestheentireassignmentasbesttheycanGroupmemberscompareanswersandcombineitintoonedocumentforthenalasubmission
5264
GroupAssignments
25oftheassignmentgradewillcomefrompeerevaluationPeerevaluationisanimportantlearningtool
Eachstudentwillberandomlyassignedanotherteamssubmissiontoprovidefeedbackonthreethings
1Couldyoureproducetheanalysis2Didyoulearnsomethingnewfromtheotherteamsapproach3Whatwouldyousuggesttoimprovetheirwork 5364
GroupAssignments
ConictscanariseingroupworkTheycanbebothproductiveanddestructiveTeamsneedtoworkonmanagingconictsandbuildingonthestrengthsofallteammembers
5464
GroupAssignments
ForeachassignmentyouwillbegiventheoptiontocommentontheeortsofyourothergroupmembersIfateammemberhasnotcontributedtoanassignmentsubmissiontheymightscorea0Inthissituationtheteamwillneedtodiscussteamfunctionanddysfunctionwiththeinstructor
5564
RandRStudio
5664
WhatisRRStudio
Risastatisticalprogramminglanguage
RStudioisaconvenientinterfaceforR(anintegrateddevelopmentenvironmentIDE)
5764
WhatisRRStudio
IfRwereanairplaneRStudiowouldbetheairportprovidingmanymanysupportingservicesthatmakeiteasierforyouthepilottotakeoandgotoawesomeplacesSureyoucanyanairplanewithoutanairportbuthavingthoserunwaysandsupportinginfrastructureisagame-changer
--JulieLowndes
5864
Letstakeatour-RRStudio
DEMO5964
6064
RessentialsAshortlist(fornow)Functionsare(mostoften)verbsfollowedbywhattheywillbeappliedtoinparentheses
do_this(to_this)do_that(to_thisto_thatwith_those)
Columns(variables)indataframesareaccessedwith$
dataframe$var_name
Packagesareinstalledwiththeinstallpackagesfunctionandloadedwiththelibraryfunctiononcepersession
installpackages(package_name)library(package_name)
6164
HowtoeditRcodeCreatingDataVisualisationsRRStudio
ConsoleUsingRasacalculatorEnvironmentLoadingandviewingadataframeAccessingavariableinadataframeRfunctions
Conceptsintroduced
6264
LabExercise
CheckyourknowledgeandcomprehensionbytakingyourrstlabquizonEd
GototheEDpageandcompletethelabquiz
NOTEReadingassignmentonEDsitedueby8ambeforeClassonFriday
6364
Shareandsharealike
ThisworkislicensedunderaCreativeCommonsAttribution-NonCommercial-ShareAlike40InternationalLicense
6464
Whatisthiscourse
Q-Whatdataanalysisbackgrounddoesthiscourseassume
A-None
Q-IsthisanintrostatcourseA-Statistics datascienceBUTtheyarecloselyrelatedThiscourseisagreatwaytogetstartedwithstatisticsButisnotyourtypicalhighschoolstatisticscourse
ne
564
Whatisthiscourse
Q-WillwebedoingcomputingA-Yes
Q-IsthisanintroComputerSciencecourseA-Nobuttherearesomesharedthemes
664
Whatisthiscourse
Q-WhatcomputinglanguagewillwelearnA-R
QWhynotlanguageXAWecandiscussthatover
764
Whatisthiscourse
Taughtasalectorial(Lecture+Tutorial)
Itisnotrecordedbecauseyouaredoingwork
864
Aboutyourinstructors
964
Nick
BachelorofPsychologicalSciencesUQPhDinStatisticsatQUTResearchmissingdatadatavisualisationstatisticalcomputingRnaniarvisdatrstatsCrediblyCuriouswSaskiaFreytagoutdoorsespeciallyand
1064
Steph
BachelorofEconomicsandBachelorofCommercefromMonashStudyingaMastersofStatisticsatQUTbasedatMonashLovestoreadanyandallrecommendationsarewelcomeHasanRpackagecalledtaipanandanothercalledsugarbag
1164
Mitch
AdatascienceexploreREconometricsMathStatisticsampComputationalSciencefromMonashCompulsivelycollectsandusesdatatoautomatelifeathomeloveshisbeesandchickensLotsofRpackagesincludingvitaeiconandtidytimeseriesforecastingpackages
1264
Sayani
AstatisticianandcurrentlyinhersecondyearofPhDMastersandHonorsinStatisticsbackinIndiaWorkedasaconsultantandsenioranalystinrmslikeKPMGandAmericanExpressTrainedinIndianclassicalvocalmusicformorethan10yearsandlovestonurturethatinhersparetime
CurrentlyaninternwithGoogleSummerofCode2019andalsoonh t i h iti h t R k it
1364
h t i h iti h t R k it
Sherry
BachelorofCommerce2018DoingHonoursinEconometricsthisyearwithDiCookOnherwaytohaveherrsteverpackagewhosenameisstillamysteryLovespuzzlesgameslikejigsaws
1464
Di
ProfessoratMonashUniversityinMelbourneAustraliadoingresearchinstatisticsdatasciencevisualisationandstatisticalcomputingCreatedthecurrentversionofthecourseIliketoplayallsortsofsportstennissoccerhockeycricketandgoboogieboarding
1564
YourTurnTurntothepeoplenexttoyouandask2questions
AreyoumoreofadogoracatpersonWhatlanguagesdoyouknowhowtospeak
03001664
Thiscourseisbroughttoyou
todaybythe
Thelanguageofdataanalysis
1764
y y
WhatisR
RisalanguagefordataanalysisIfRseemsabitconfusingdisorganizedandperhapsincoherentattimesinsomewaysthatsbecausesoisdataanalysis
--RogerPeng12072018
1864
WhyR
FreePowerfulOver14600contributedpackagesonthemainrepository(CRAN)asofJuly2019providedbytopinternationalresearchersandprogrammersFlexibleItisalanguageandthusallowsyoutocreateyourownsolutions
CommunityLargeglobalcommunityfriendlyandhelpfullotsof 1964
RConsortiumconductedasurveyofusers2017
ThesearethelocationsofrespondentstoanRConsortiumsurveyconductedin2017
8ofRusersarebetween18-24BUT45ofRusersarebetween25-34
Community
2064
SampleofAustralianorganisationscompaniesthatsentemployeestouseR2018
ABSCSIROATOMicrosoftEnergyQldAutoandGeneralBankofQldBHPAEMOGoogleFlightCentreYouiAmadeusInvestmentPartnersYahooSydneyTrainsTennisAustraliaRioTintoReserveBankofAustraliaPwCOracleNetixNOAAFisheriesNABMenulogMacquarieBankHoneywellGeoscienceAustraliaDFATDPICBABankofItalyAustralianRedCrossBloodServiceAmazonBunnings
2164
TracLightSystem
2264
RedPostit
--
IneedahandSlowdown
GreenPostit
--
IamuptospeedIhavecompletedthething
TracLightSystem
2364
Letsstartwriting
GotobitlyLINKSHAREDINCLASStologintoRStudiocloud
LoginwithGoogleGitHubothercredentials
Ifyouhavequestionsplacearedstickynoteonyourlaptop
IfyouaredoneplaceagreenstickyonyourlaptopThissectionisbasedonanexercisefromdatascienceinaboxbyMineCcediletinkaya-Rundel
2464
Createyourrstdatavisualisation
OnceyoulogontoRStudioCloudclickonthiscoursesworkspaceETC10102019semester2YoushouldseeaprojectcalledUNVotesforkitbyclickingontheiconThiswillcreateyourcopyoftheprojectandlaunchitIntheFilespaneinthebottomrightcornerspotthelecalledunvotesRmdOpenitandthenclickontheKnitbuttonGobacktotheleandchangeyournameontop(intheyaml--welltalkaboutwhatthismeanslater)andknitagainChangethecountrynamestothoseyoureinterestedinSpellingandcapitalizationshouldmatchthedatasotakeapeekattheAppendixtoseehowthecountrynamesarespelledKnitagainAndvoilayourrstdatavisualization
2564
Whatcanyoudoattheendofsemester
Someofourbestnalprojects
instagrambabynamesoztourismsalarygapsFantasyAFL
2664
Whatyouneedtolearn
Datapreparationaccountsforabout80oftheworkofdatascientists
--GilPressForbes2016
2764
DataPreparation
ThisisoneoftheleasttaughtpartsofdatascienceandbusinessanalyticsandyetitiswhatdatascientistsspendmostoftheirtimeonBytheendofthissemesteryouwillhavethetoolstobemoreecientandeectiveinthisareasothatyouhavemoretimetospendonyourminingandmodeling
2864
Learningobjectives
Thelearninggoalsassociatedwiththisunitareto
1Learntoreaddierentdataformatslearnabouttidydataandwranglingtechniques
2Applyeectivevisualisationandmodellingtounderstandrelationshipsbetweenvariablesandmakedecisionswithdata
3Developcommunicationskillsusingreproduciblereporting
2964
WhatcouldthisimagesayaboutR
03003064
Philosophy
IfyoufeedapersonashtheyeatforadayIfyouteachapersontoshtheyeatforalifetime
WhateverIdointhedataanalysisthatisshowntoyouduringthel d it t
3164
l d it t
CourseWebsitehttpdmacdicookorg
dmac=DataModelingandComputingunitguide(authorityoncoursestructure)LecturenotesforeachclassAssignmentandprojectinstructionsTextbook+otheronlineresourcesrelatedtotopicsConsultationtimes(6x1Hrconsultations)
3264
MoVEunit
Youcanusetherstudiocloudserver
InthefuturewewillhaveRandRstudioinstalledlocally
WhenthishappensyoucanuseUSBstickattachtotheborrowedlaptopandinstallRRStudioandallyourpackagesonthisUsecanthenusetheUSBstickasyourworkingenvironmentwiththeborrowedlaptopsimplyasthecomputingengine
3364
GradingAssessmentWeight Task
ReadingQuiz 5
Completepriortoeachclassfortherst8weeksonEDQuizneedstobecompletedbyclasstimeNomulligansOnecanbemissed
withoutpenalty
LabExercise 5Eachclassperiodwillhaveaquiztobe
completedindividuallyTwocanbemissedwithoutpenalty
3464
GradingExampleReadingQuiz
Before8amonFridayyouneedtocompletethe5questionreadingquizonEDBefore3pmnextWednesdayYouneedtocompletethe5questionreadingquizonED
3564
GradingExampleLabExercise
ThereistimeattheendofclasstocompletelabexerciseonED
Before5pmTodayyouneedtocompletethe10questionLabExerciseonEDBefore10amThisFridayyouneedtocompletethe10questionLabExerciseonED
3664
GradingAssessment WeightTask
Assignment 12 Teamworkdataanalysischallengedueinweeks359
Mid-SemTheory+Conceptexam 8 Dueweek6
DataAnalysisExam 10 Dueweek11Project 10 Dueweek11FinalExam 50 TBA
3764
Free
Textbook
3864
Remember
Allinformationisonthewebsite
PostquestionsonEDoveremail
3964
Howdoyoudowellinthisclass
Dothereadingpriortoeachclassperiod
Participateactivelyinthisclass
Askquestionsontheed
4064
Howdoyoudowellinthisclass
Cometoconsultationifyouhavequestions
Practicethematerialstaughtineachlectorialbydoingmoreexercisesfromthetextbook
Becuriousbepositivebeengaged
4164
EdSystem
OnlinequizzesConductdiscussionsAskquestionsaboutthecoursematerialandexercisesandturninassignmentsandprojectOnlyyournameandemailaddressarerecordedintheEDsystems
4264
EdSystem
DEMO
4364
4464
Tipsforaskingquestions
FirstsearchexistingdiscussionforanswersIfthequestionhasalreadybeenansweredyouredoneIfithasalreadybeenaskedbutyourenotsatisedwiththeansweraddtothethreadGiveyourquestioncontextfromcourseconceptsnotcourseassignments
GoodcontextIhaveaquestiononlteringBadcontextIhaveaquestiononAssignment1
4564
Tipsforaskingquestions
BepreciseinyourdescriptionGooddescriptionIamgettingthefollowingerrorandImnotsurehowtoresolveit-ErrorcouldnotfindfunctionggplotBaddescriptionRgivingerrorshelpmeAaaarrrrrgh
Rememberyoucaneditaquestionafterpostingit
4664
DiversityampInclusivenessIntentStudentsfromalldiversebackgroundsandperspectivesbewell-servedbythiscoursethatstudentslearningneedsbeaddressedbothinandoutofclassandthatthediversitythatthestudentsbringtothisclassbeviewedasaresourcestrengthandbenetItismyintenttopresentmaterialsandactivitiesthatarerespectfulofdiversitygenderidentitysexualitydisabilityagesocioeconomicstatusethnicityracenationalityreligionandcultureLetmeknowwaystoimprovetheeectivenessofthecourseforyoupersonallyorforotherstudentsorstudentgroups
Ifyouhaveanameandorsetofpronounsthatdierfromthosethatappearinyour ocial Monash records please let me know 4764
your ocial Monash records please let me know
DiversityampInclusivenessIfyoufeellikeyourperformanceintheclassisbeingimpactedbyyourexperiencesoutsideofclasspleasedonthesitatetocomeandtalkwithmeIwanttobearesourceforyouIfyouprefertospeakwithsomeoneoutsideofthecoursetalktoDiCookorlookattheservicesavailabletoyouintheMonashstudentsupportservices
I(likemanypeople)amstillintheprocessoflearningaboutdiverseperspectivesandidentitiesIfsomethingwassaidinclass(byanyone)thatmadeyoufeeluncomfortablepleasetalktomeaboutit
4864
SharingReusingcode
IamwellawarethatahugevolumeofcodeisavailableonthewebtosolveanynumberofproblemsUnlessIexplicitlytellyounottousesomethingthecoursespolicyisthatyoumaymakeuseofanyonlineresources(egStackOverow)butyoumustexplicitlycitewhereyouobtainedanycodeyoudirectlyuse(oruseasinspiration)Thiscanbeassimpleaspastingthelinkinareferencessection
4964
SharingReusingcode
AnyrecycledcodenotexplicitlycitedwillbetreatedasplagiarismAssignmentgroupsmaynotdirectlysharecodewithanothergroupYouarewelcometodiscusstheproblemstogetherandaskforadvicebutyoumaynotmakedirectuseofcodefromanotherteam
5064
GroupAssignments
Assignment1willbeannouncedthisFriday
5164
GroupAssignments
ConductedaccordingtotheMonashpolicies
Whatweexpect
EachmemberofthegroupcompletestheentireassignmentasbesttheycanGroupmemberscompareanswersandcombineitintoonedocumentforthenalasubmission
5264
GroupAssignments
25oftheassignmentgradewillcomefrompeerevaluationPeerevaluationisanimportantlearningtool
Eachstudentwillberandomlyassignedanotherteamssubmissiontoprovidefeedbackonthreethings
1Couldyoureproducetheanalysis2Didyoulearnsomethingnewfromtheotherteamsapproach3Whatwouldyousuggesttoimprovetheirwork 5364
GroupAssignments
ConictscanariseingroupworkTheycanbebothproductiveanddestructiveTeamsneedtoworkonmanagingconictsandbuildingonthestrengthsofallteammembers
5464
GroupAssignments
ForeachassignmentyouwillbegiventheoptiontocommentontheeortsofyourothergroupmembersIfateammemberhasnotcontributedtoanassignmentsubmissiontheymightscorea0Inthissituationtheteamwillneedtodiscussteamfunctionanddysfunctionwiththeinstructor
5564
RandRStudio
5664
WhatisRRStudio
Risastatisticalprogramminglanguage
RStudioisaconvenientinterfaceforR(anintegrateddevelopmentenvironmentIDE)
5764
WhatisRRStudio
IfRwereanairplaneRStudiowouldbetheairportprovidingmanymanysupportingservicesthatmakeiteasierforyouthepilottotakeoandgotoawesomeplacesSureyoucanyanairplanewithoutanairportbuthavingthoserunwaysandsupportinginfrastructureisagame-changer
--JulieLowndes
5864
Letstakeatour-RRStudio
DEMO5964
6064
RessentialsAshortlist(fornow)Functionsare(mostoften)verbsfollowedbywhattheywillbeappliedtoinparentheses
do_this(to_this)do_that(to_thisto_thatwith_those)
Columns(variables)indataframesareaccessedwith$
dataframe$var_name
Packagesareinstalledwiththeinstallpackagesfunctionandloadedwiththelibraryfunctiononcepersession
installpackages(package_name)library(package_name)
6164
HowtoeditRcodeCreatingDataVisualisationsRRStudio
ConsoleUsingRasacalculatorEnvironmentLoadingandviewingadataframeAccessingavariableinadataframeRfunctions
Conceptsintroduced
6264
LabExercise
CheckyourknowledgeandcomprehensionbytakingyourrstlabquizonEd
GototheEDpageandcompletethelabquiz
NOTEReadingassignmentonEDsitedueby8ambeforeClassonFriday
6364
Shareandsharealike
ThisworkislicensedunderaCreativeCommonsAttribution-NonCommercial-ShareAlike40InternationalLicense
6464
Whatisthiscourse
Q-WillwebedoingcomputingA-Yes
Q-IsthisanintroComputerSciencecourseA-Nobuttherearesomesharedthemes
664
Whatisthiscourse
Q-WhatcomputinglanguagewillwelearnA-R
QWhynotlanguageXAWecandiscussthatover
764
Whatisthiscourse
Taughtasalectorial(Lecture+Tutorial)
Itisnotrecordedbecauseyouaredoingwork
864
Aboutyourinstructors
964
Nick
BachelorofPsychologicalSciencesUQPhDinStatisticsatQUTResearchmissingdatadatavisualisationstatisticalcomputingRnaniarvisdatrstatsCrediblyCuriouswSaskiaFreytagoutdoorsespeciallyand
1064
Steph
BachelorofEconomicsandBachelorofCommercefromMonashStudyingaMastersofStatisticsatQUTbasedatMonashLovestoreadanyandallrecommendationsarewelcomeHasanRpackagecalledtaipanandanothercalledsugarbag
1164
Mitch
AdatascienceexploreREconometricsMathStatisticsampComputationalSciencefromMonashCompulsivelycollectsandusesdatatoautomatelifeathomeloveshisbeesandchickensLotsofRpackagesincludingvitaeiconandtidytimeseriesforecastingpackages
1264
Sayani
AstatisticianandcurrentlyinhersecondyearofPhDMastersandHonorsinStatisticsbackinIndiaWorkedasaconsultantandsenioranalystinrmslikeKPMGandAmericanExpressTrainedinIndianclassicalvocalmusicformorethan10yearsandlovestonurturethatinhersparetime
CurrentlyaninternwithGoogleSummerofCode2019andalsoonh t i h iti h t R k it
1364
h t i h iti h t R k it
Sherry
BachelorofCommerce2018DoingHonoursinEconometricsthisyearwithDiCookOnherwaytohaveherrsteverpackagewhosenameisstillamysteryLovespuzzlesgameslikejigsaws
1464
Di
ProfessoratMonashUniversityinMelbourneAustraliadoingresearchinstatisticsdatasciencevisualisationandstatisticalcomputingCreatedthecurrentversionofthecourseIliketoplayallsortsofsportstennissoccerhockeycricketandgoboogieboarding
1564
YourTurnTurntothepeoplenexttoyouandask2questions
AreyoumoreofadogoracatpersonWhatlanguagesdoyouknowhowtospeak
03001664
Thiscourseisbroughttoyou
todaybythe
Thelanguageofdataanalysis
1764
y y
WhatisR
RisalanguagefordataanalysisIfRseemsabitconfusingdisorganizedandperhapsincoherentattimesinsomewaysthatsbecausesoisdataanalysis
--RogerPeng12072018
1864
WhyR
FreePowerfulOver14600contributedpackagesonthemainrepository(CRAN)asofJuly2019providedbytopinternationalresearchersandprogrammersFlexibleItisalanguageandthusallowsyoutocreateyourownsolutions
CommunityLargeglobalcommunityfriendlyandhelpfullotsof 1964
RConsortiumconductedasurveyofusers2017
ThesearethelocationsofrespondentstoanRConsortiumsurveyconductedin2017
8ofRusersarebetween18-24BUT45ofRusersarebetween25-34
Community
2064
SampleofAustralianorganisationscompaniesthatsentemployeestouseR2018
ABSCSIROATOMicrosoftEnergyQldAutoandGeneralBankofQldBHPAEMOGoogleFlightCentreYouiAmadeusInvestmentPartnersYahooSydneyTrainsTennisAustraliaRioTintoReserveBankofAustraliaPwCOracleNetixNOAAFisheriesNABMenulogMacquarieBankHoneywellGeoscienceAustraliaDFATDPICBABankofItalyAustralianRedCrossBloodServiceAmazonBunnings
2164
TracLightSystem
2264
RedPostit
--
IneedahandSlowdown
GreenPostit
--
IamuptospeedIhavecompletedthething
TracLightSystem
2364
Letsstartwriting
GotobitlyLINKSHAREDINCLASStologintoRStudiocloud
LoginwithGoogleGitHubothercredentials
Ifyouhavequestionsplacearedstickynoteonyourlaptop
IfyouaredoneplaceagreenstickyonyourlaptopThissectionisbasedonanexercisefromdatascienceinaboxbyMineCcediletinkaya-Rundel
2464
Createyourrstdatavisualisation
OnceyoulogontoRStudioCloudclickonthiscoursesworkspaceETC10102019semester2YoushouldseeaprojectcalledUNVotesforkitbyclickingontheiconThiswillcreateyourcopyoftheprojectandlaunchitIntheFilespaneinthebottomrightcornerspotthelecalledunvotesRmdOpenitandthenclickontheKnitbuttonGobacktotheleandchangeyournameontop(intheyaml--welltalkaboutwhatthismeanslater)andknitagainChangethecountrynamestothoseyoureinterestedinSpellingandcapitalizationshouldmatchthedatasotakeapeekattheAppendixtoseehowthecountrynamesarespelledKnitagainAndvoilayourrstdatavisualization
2564
Whatcanyoudoattheendofsemester
Someofourbestnalprojects
instagrambabynamesoztourismsalarygapsFantasyAFL
2664
Whatyouneedtolearn
Datapreparationaccountsforabout80oftheworkofdatascientists
--GilPressForbes2016
2764
DataPreparation
ThisisoneoftheleasttaughtpartsofdatascienceandbusinessanalyticsandyetitiswhatdatascientistsspendmostoftheirtimeonBytheendofthissemesteryouwillhavethetoolstobemoreecientandeectiveinthisareasothatyouhavemoretimetospendonyourminingandmodeling
2864
Learningobjectives
Thelearninggoalsassociatedwiththisunitareto
1Learntoreaddierentdataformatslearnabouttidydataandwranglingtechniques
2Applyeectivevisualisationandmodellingtounderstandrelationshipsbetweenvariablesandmakedecisionswithdata
3Developcommunicationskillsusingreproduciblereporting
2964
WhatcouldthisimagesayaboutR
03003064
Philosophy
IfyoufeedapersonashtheyeatforadayIfyouteachapersontoshtheyeatforalifetime
WhateverIdointhedataanalysisthatisshowntoyouduringthel d it t
3164
l d it t
CourseWebsitehttpdmacdicookorg
dmac=DataModelingandComputingunitguide(authorityoncoursestructure)LecturenotesforeachclassAssignmentandprojectinstructionsTextbook+otheronlineresourcesrelatedtotopicsConsultationtimes(6x1Hrconsultations)
3264
MoVEunit
Youcanusetherstudiocloudserver
InthefuturewewillhaveRandRstudioinstalledlocally
WhenthishappensyoucanuseUSBstickattachtotheborrowedlaptopandinstallRRStudioandallyourpackagesonthisUsecanthenusetheUSBstickasyourworkingenvironmentwiththeborrowedlaptopsimplyasthecomputingengine
3364
GradingAssessmentWeight Task
ReadingQuiz 5
Completepriortoeachclassfortherst8weeksonEDQuizneedstobecompletedbyclasstimeNomulligansOnecanbemissed
withoutpenalty
LabExercise 5Eachclassperiodwillhaveaquiztobe
completedindividuallyTwocanbemissedwithoutpenalty
3464
GradingExampleReadingQuiz
Before8amonFridayyouneedtocompletethe5questionreadingquizonEDBefore3pmnextWednesdayYouneedtocompletethe5questionreadingquizonED
3564
GradingExampleLabExercise
ThereistimeattheendofclasstocompletelabexerciseonED
Before5pmTodayyouneedtocompletethe10questionLabExerciseonEDBefore10amThisFridayyouneedtocompletethe10questionLabExerciseonED
3664
GradingAssessment WeightTask
Assignment 12 Teamworkdataanalysischallengedueinweeks359
Mid-SemTheory+Conceptexam 8 Dueweek6
DataAnalysisExam 10 Dueweek11Project 10 Dueweek11FinalExam 50 TBA
3764
Free
Textbook
3864
Remember
Allinformationisonthewebsite
PostquestionsonEDoveremail
3964
Howdoyoudowellinthisclass
Dothereadingpriortoeachclassperiod
Participateactivelyinthisclass
Askquestionsontheed
4064
Howdoyoudowellinthisclass
Cometoconsultationifyouhavequestions
Practicethematerialstaughtineachlectorialbydoingmoreexercisesfromthetextbook
Becuriousbepositivebeengaged
4164
EdSystem
OnlinequizzesConductdiscussionsAskquestionsaboutthecoursematerialandexercisesandturninassignmentsandprojectOnlyyournameandemailaddressarerecordedintheEDsystems
4264
EdSystem
DEMO
4364
4464
Tipsforaskingquestions
FirstsearchexistingdiscussionforanswersIfthequestionhasalreadybeenansweredyouredoneIfithasalreadybeenaskedbutyourenotsatisedwiththeansweraddtothethreadGiveyourquestioncontextfromcourseconceptsnotcourseassignments
GoodcontextIhaveaquestiononlteringBadcontextIhaveaquestiononAssignment1
4564
Tipsforaskingquestions
BepreciseinyourdescriptionGooddescriptionIamgettingthefollowingerrorandImnotsurehowtoresolveit-ErrorcouldnotfindfunctionggplotBaddescriptionRgivingerrorshelpmeAaaarrrrrgh
Rememberyoucaneditaquestionafterpostingit
4664
DiversityampInclusivenessIntentStudentsfromalldiversebackgroundsandperspectivesbewell-servedbythiscoursethatstudentslearningneedsbeaddressedbothinandoutofclassandthatthediversitythatthestudentsbringtothisclassbeviewedasaresourcestrengthandbenetItismyintenttopresentmaterialsandactivitiesthatarerespectfulofdiversitygenderidentitysexualitydisabilityagesocioeconomicstatusethnicityracenationalityreligionandcultureLetmeknowwaystoimprovetheeectivenessofthecourseforyoupersonallyorforotherstudentsorstudentgroups
Ifyouhaveanameandorsetofpronounsthatdierfromthosethatappearinyour ocial Monash records please let me know 4764
your ocial Monash records please let me know
DiversityampInclusivenessIfyoufeellikeyourperformanceintheclassisbeingimpactedbyyourexperiencesoutsideofclasspleasedonthesitatetocomeandtalkwithmeIwanttobearesourceforyouIfyouprefertospeakwithsomeoneoutsideofthecoursetalktoDiCookorlookattheservicesavailabletoyouintheMonashstudentsupportservices
I(likemanypeople)amstillintheprocessoflearningaboutdiverseperspectivesandidentitiesIfsomethingwassaidinclass(byanyone)thatmadeyoufeeluncomfortablepleasetalktomeaboutit
4864
SharingReusingcode
IamwellawarethatahugevolumeofcodeisavailableonthewebtosolveanynumberofproblemsUnlessIexplicitlytellyounottousesomethingthecoursespolicyisthatyoumaymakeuseofanyonlineresources(egStackOverow)butyoumustexplicitlycitewhereyouobtainedanycodeyoudirectlyuse(oruseasinspiration)Thiscanbeassimpleaspastingthelinkinareferencessection
4964
SharingReusingcode
AnyrecycledcodenotexplicitlycitedwillbetreatedasplagiarismAssignmentgroupsmaynotdirectlysharecodewithanothergroupYouarewelcometodiscusstheproblemstogetherandaskforadvicebutyoumaynotmakedirectuseofcodefromanotherteam
5064
GroupAssignments
Assignment1willbeannouncedthisFriday
5164
GroupAssignments
ConductedaccordingtotheMonashpolicies
Whatweexpect
EachmemberofthegroupcompletestheentireassignmentasbesttheycanGroupmemberscompareanswersandcombineitintoonedocumentforthenalasubmission
5264
GroupAssignments
25oftheassignmentgradewillcomefrompeerevaluationPeerevaluationisanimportantlearningtool
Eachstudentwillberandomlyassignedanotherteamssubmissiontoprovidefeedbackonthreethings
1Couldyoureproducetheanalysis2Didyoulearnsomethingnewfromtheotherteamsapproach3Whatwouldyousuggesttoimprovetheirwork 5364
GroupAssignments
ConictscanariseingroupworkTheycanbebothproductiveanddestructiveTeamsneedtoworkonmanagingconictsandbuildingonthestrengthsofallteammembers
5464
GroupAssignments
ForeachassignmentyouwillbegiventheoptiontocommentontheeortsofyourothergroupmembersIfateammemberhasnotcontributedtoanassignmentsubmissiontheymightscorea0Inthissituationtheteamwillneedtodiscussteamfunctionanddysfunctionwiththeinstructor
5564
RandRStudio
5664
WhatisRRStudio
Risastatisticalprogramminglanguage
RStudioisaconvenientinterfaceforR(anintegrateddevelopmentenvironmentIDE)
5764
WhatisRRStudio
IfRwereanairplaneRStudiowouldbetheairportprovidingmanymanysupportingservicesthatmakeiteasierforyouthepilottotakeoandgotoawesomeplacesSureyoucanyanairplanewithoutanairportbuthavingthoserunwaysandsupportinginfrastructureisagame-changer
--JulieLowndes
5864
Letstakeatour-RRStudio
DEMO5964
6064
RessentialsAshortlist(fornow)Functionsare(mostoften)verbsfollowedbywhattheywillbeappliedtoinparentheses
do_this(to_this)do_that(to_thisto_thatwith_those)
Columns(variables)indataframesareaccessedwith$
dataframe$var_name
Packagesareinstalledwiththeinstallpackagesfunctionandloadedwiththelibraryfunctiononcepersession
installpackages(package_name)library(package_name)
6164
HowtoeditRcodeCreatingDataVisualisationsRRStudio
ConsoleUsingRasacalculatorEnvironmentLoadingandviewingadataframeAccessingavariableinadataframeRfunctions
Conceptsintroduced
6264
LabExercise
CheckyourknowledgeandcomprehensionbytakingyourrstlabquizonEd
GototheEDpageandcompletethelabquiz
NOTEReadingassignmentonEDsitedueby8ambeforeClassonFriday
6364
Shareandsharealike
ThisworkislicensedunderaCreativeCommonsAttribution-NonCommercial-ShareAlike40InternationalLicense
6464
Whatisthiscourse
Q-WhatcomputinglanguagewillwelearnA-R
QWhynotlanguageXAWecandiscussthatover
764
Whatisthiscourse
Taughtasalectorial(Lecture+Tutorial)
Itisnotrecordedbecauseyouaredoingwork
864
Aboutyourinstructors
964
Nick
BachelorofPsychologicalSciencesUQPhDinStatisticsatQUTResearchmissingdatadatavisualisationstatisticalcomputingRnaniarvisdatrstatsCrediblyCuriouswSaskiaFreytagoutdoorsespeciallyand
1064
Steph
BachelorofEconomicsandBachelorofCommercefromMonashStudyingaMastersofStatisticsatQUTbasedatMonashLovestoreadanyandallrecommendationsarewelcomeHasanRpackagecalledtaipanandanothercalledsugarbag
1164
Mitch
AdatascienceexploreREconometricsMathStatisticsampComputationalSciencefromMonashCompulsivelycollectsandusesdatatoautomatelifeathomeloveshisbeesandchickensLotsofRpackagesincludingvitaeiconandtidytimeseriesforecastingpackages
1264
Sayani
AstatisticianandcurrentlyinhersecondyearofPhDMastersandHonorsinStatisticsbackinIndiaWorkedasaconsultantandsenioranalystinrmslikeKPMGandAmericanExpressTrainedinIndianclassicalvocalmusicformorethan10yearsandlovestonurturethatinhersparetime
CurrentlyaninternwithGoogleSummerofCode2019andalsoonh t i h iti h t R k it
1364
h t i h iti h t R k it
Sherry
BachelorofCommerce2018DoingHonoursinEconometricsthisyearwithDiCookOnherwaytohaveherrsteverpackagewhosenameisstillamysteryLovespuzzlesgameslikejigsaws
1464
Di
ProfessoratMonashUniversityinMelbourneAustraliadoingresearchinstatisticsdatasciencevisualisationandstatisticalcomputingCreatedthecurrentversionofthecourseIliketoplayallsortsofsportstennissoccerhockeycricketandgoboogieboarding
1564
YourTurnTurntothepeoplenexttoyouandask2questions
AreyoumoreofadogoracatpersonWhatlanguagesdoyouknowhowtospeak
03001664
Thiscourseisbroughttoyou
todaybythe
Thelanguageofdataanalysis
1764
y y
WhatisR
RisalanguagefordataanalysisIfRseemsabitconfusingdisorganizedandperhapsincoherentattimesinsomewaysthatsbecausesoisdataanalysis
--RogerPeng12072018
1864
WhyR
FreePowerfulOver14600contributedpackagesonthemainrepository(CRAN)asofJuly2019providedbytopinternationalresearchersandprogrammersFlexibleItisalanguageandthusallowsyoutocreateyourownsolutions
CommunityLargeglobalcommunityfriendlyandhelpfullotsof 1964
RConsortiumconductedasurveyofusers2017
ThesearethelocationsofrespondentstoanRConsortiumsurveyconductedin2017
8ofRusersarebetween18-24BUT45ofRusersarebetween25-34
Community
2064
SampleofAustralianorganisationscompaniesthatsentemployeestouseR2018
ABSCSIROATOMicrosoftEnergyQldAutoandGeneralBankofQldBHPAEMOGoogleFlightCentreYouiAmadeusInvestmentPartnersYahooSydneyTrainsTennisAustraliaRioTintoReserveBankofAustraliaPwCOracleNetixNOAAFisheriesNABMenulogMacquarieBankHoneywellGeoscienceAustraliaDFATDPICBABankofItalyAustralianRedCrossBloodServiceAmazonBunnings
2164
TracLightSystem
2264
RedPostit
--
IneedahandSlowdown
GreenPostit
--
IamuptospeedIhavecompletedthething
TracLightSystem
2364
Letsstartwriting
GotobitlyLINKSHAREDINCLASStologintoRStudiocloud
LoginwithGoogleGitHubothercredentials
Ifyouhavequestionsplacearedstickynoteonyourlaptop
IfyouaredoneplaceagreenstickyonyourlaptopThissectionisbasedonanexercisefromdatascienceinaboxbyMineCcediletinkaya-Rundel
2464
Createyourrstdatavisualisation
OnceyoulogontoRStudioCloudclickonthiscoursesworkspaceETC10102019semester2YoushouldseeaprojectcalledUNVotesforkitbyclickingontheiconThiswillcreateyourcopyoftheprojectandlaunchitIntheFilespaneinthebottomrightcornerspotthelecalledunvotesRmdOpenitandthenclickontheKnitbuttonGobacktotheleandchangeyournameontop(intheyaml--welltalkaboutwhatthismeanslater)andknitagainChangethecountrynamestothoseyoureinterestedinSpellingandcapitalizationshouldmatchthedatasotakeapeekattheAppendixtoseehowthecountrynamesarespelledKnitagainAndvoilayourrstdatavisualization
2564
Whatcanyoudoattheendofsemester
Someofourbestnalprojects
instagrambabynamesoztourismsalarygapsFantasyAFL
2664
Whatyouneedtolearn
Datapreparationaccountsforabout80oftheworkofdatascientists
--GilPressForbes2016
2764
DataPreparation
ThisisoneoftheleasttaughtpartsofdatascienceandbusinessanalyticsandyetitiswhatdatascientistsspendmostoftheirtimeonBytheendofthissemesteryouwillhavethetoolstobemoreecientandeectiveinthisareasothatyouhavemoretimetospendonyourminingandmodeling
2864
Learningobjectives
Thelearninggoalsassociatedwiththisunitareto
1Learntoreaddierentdataformatslearnabouttidydataandwranglingtechniques
2Applyeectivevisualisationandmodellingtounderstandrelationshipsbetweenvariablesandmakedecisionswithdata
3Developcommunicationskillsusingreproduciblereporting
2964
WhatcouldthisimagesayaboutR
03003064
Philosophy
IfyoufeedapersonashtheyeatforadayIfyouteachapersontoshtheyeatforalifetime
WhateverIdointhedataanalysisthatisshowntoyouduringthel d it t
3164
l d it t
CourseWebsitehttpdmacdicookorg
dmac=DataModelingandComputingunitguide(authorityoncoursestructure)LecturenotesforeachclassAssignmentandprojectinstructionsTextbook+otheronlineresourcesrelatedtotopicsConsultationtimes(6x1Hrconsultations)
3264
MoVEunit
Youcanusetherstudiocloudserver
InthefuturewewillhaveRandRstudioinstalledlocally
WhenthishappensyoucanuseUSBstickattachtotheborrowedlaptopandinstallRRStudioandallyourpackagesonthisUsecanthenusetheUSBstickasyourworkingenvironmentwiththeborrowedlaptopsimplyasthecomputingengine
3364
GradingAssessmentWeight Task
ReadingQuiz 5
Completepriortoeachclassfortherst8weeksonEDQuizneedstobecompletedbyclasstimeNomulligansOnecanbemissed
withoutpenalty
LabExercise 5Eachclassperiodwillhaveaquiztobe
completedindividuallyTwocanbemissedwithoutpenalty
3464
GradingExampleReadingQuiz
Before8amonFridayyouneedtocompletethe5questionreadingquizonEDBefore3pmnextWednesdayYouneedtocompletethe5questionreadingquizonED
3564
GradingExampleLabExercise
ThereistimeattheendofclasstocompletelabexerciseonED
Before5pmTodayyouneedtocompletethe10questionLabExerciseonEDBefore10amThisFridayyouneedtocompletethe10questionLabExerciseonED
3664
GradingAssessment WeightTask
Assignment 12 Teamworkdataanalysischallengedueinweeks359
Mid-SemTheory+Conceptexam 8 Dueweek6
DataAnalysisExam 10 Dueweek11Project 10 Dueweek11FinalExam 50 TBA
3764
Free
Textbook
3864
Remember
Allinformationisonthewebsite
PostquestionsonEDoveremail
3964
Howdoyoudowellinthisclass
Dothereadingpriortoeachclassperiod
Participateactivelyinthisclass
Askquestionsontheed
4064
Howdoyoudowellinthisclass
Cometoconsultationifyouhavequestions
Practicethematerialstaughtineachlectorialbydoingmoreexercisesfromthetextbook
Becuriousbepositivebeengaged
4164
EdSystem
OnlinequizzesConductdiscussionsAskquestionsaboutthecoursematerialandexercisesandturninassignmentsandprojectOnlyyournameandemailaddressarerecordedintheEDsystems
4264
EdSystem
DEMO
4364
4464
Tipsforaskingquestions
FirstsearchexistingdiscussionforanswersIfthequestionhasalreadybeenansweredyouredoneIfithasalreadybeenaskedbutyourenotsatisedwiththeansweraddtothethreadGiveyourquestioncontextfromcourseconceptsnotcourseassignments
GoodcontextIhaveaquestiononlteringBadcontextIhaveaquestiononAssignment1
4564
Tipsforaskingquestions
BepreciseinyourdescriptionGooddescriptionIamgettingthefollowingerrorandImnotsurehowtoresolveit-ErrorcouldnotfindfunctionggplotBaddescriptionRgivingerrorshelpmeAaaarrrrrgh
Rememberyoucaneditaquestionafterpostingit
4664
DiversityampInclusivenessIntentStudentsfromalldiversebackgroundsandperspectivesbewell-servedbythiscoursethatstudentslearningneedsbeaddressedbothinandoutofclassandthatthediversitythatthestudentsbringtothisclassbeviewedasaresourcestrengthandbenetItismyintenttopresentmaterialsandactivitiesthatarerespectfulofdiversitygenderidentitysexualitydisabilityagesocioeconomicstatusethnicityracenationalityreligionandcultureLetmeknowwaystoimprovetheeectivenessofthecourseforyoupersonallyorforotherstudentsorstudentgroups
Ifyouhaveanameandorsetofpronounsthatdierfromthosethatappearinyour ocial Monash records please let me know 4764
your ocial Monash records please let me know
DiversityampInclusivenessIfyoufeellikeyourperformanceintheclassisbeingimpactedbyyourexperiencesoutsideofclasspleasedonthesitatetocomeandtalkwithmeIwanttobearesourceforyouIfyouprefertospeakwithsomeoneoutsideofthecoursetalktoDiCookorlookattheservicesavailabletoyouintheMonashstudentsupportservices
I(likemanypeople)amstillintheprocessoflearningaboutdiverseperspectivesandidentitiesIfsomethingwassaidinclass(byanyone)thatmadeyoufeeluncomfortablepleasetalktomeaboutit
4864
SharingReusingcode
IamwellawarethatahugevolumeofcodeisavailableonthewebtosolveanynumberofproblemsUnlessIexplicitlytellyounottousesomethingthecoursespolicyisthatyoumaymakeuseofanyonlineresources(egStackOverow)butyoumustexplicitlycitewhereyouobtainedanycodeyoudirectlyuse(oruseasinspiration)Thiscanbeassimpleaspastingthelinkinareferencessection
4964
SharingReusingcode
AnyrecycledcodenotexplicitlycitedwillbetreatedasplagiarismAssignmentgroupsmaynotdirectlysharecodewithanothergroupYouarewelcometodiscusstheproblemstogetherandaskforadvicebutyoumaynotmakedirectuseofcodefromanotherteam
5064
GroupAssignments
Assignment1willbeannouncedthisFriday
5164
GroupAssignments
ConductedaccordingtotheMonashpolicies
Whatweexpect
EachmemberofthegroupcompletestheentireassignmentasbesttheycanGroupmemberscompareanswersandcombineitintoonedocumentforthenalasubmission
5264
GroupAssignments
25oftheassignmentgradewillcomefrompeerevaluationPeerevaluationisanimportantlearningtool
Eachstudentwillberandomlyassignedanotherteamssubmissiontoprovidefeedbackonthreethings
1Couldyoureproducetheanalysis2Didyoulearnsomethingnewfromtheotherteamsapproach3Whatwouldyousuggesttoimprovetheirwork 5364
GroupAssignments
ConictscanariseingroupworkTheycanbebothproductiveanddestructiveTeamsneedtoworkonmanagingconictsandbuildingonthestrengthsofallteammembers
5464
GroupAssignments
ForeachassignmentyouwillbegiventheoptiontocommentontheeortsofyourothergroupmembersIfateammemberhasnotcontributedtoanassignmentsubmissiontheymightscorea0Inthissituationtheteamwillneedtodiscussteamfunctionanddysfunctionwiththeinstructor
5564
RandRStudio
5664
WhatisRRStudio
Risastatisticalprogramminglanguage
RStudioisaconvenientinterfaceforR(anintegrateddevelopmentenvironmentIDE)
5764
WhatisRRStudio
IfRwereanairplaneRStudiowouldbetheairportprovidingmanymanysupportingservicesthatmakeiteasierforyouthepilottotakeoandgotoawesomeplacesSureyoucanyanairplanewithoutanairportbuthavingthoserunwaysandsupportinginfrastructureisagame-changer
--JulieLowndes
5864
Letstakeatour-RRStudio
DEMO5964
6064
RessentialsAshortlist(fornow)Functionsare(mostoften)verbsfollowedbywhattheywillbeappliedtoinparentheses
do_this(to_this)do_that(to_thisto_thatwith_those)
Columns(variables)indataframesareaccessedwith$
dataframe$var_name
Packagesareinstalledwiththeinstallpackagesfunctionandloadedwiththelibraryfunctiononcepersession
installpackages(package_name)library(package_name)
6164
HowtoeditRcodeCreatingDataVisualisationsRRStudio
ConsoleUsingRasacalculatorEnvironmentLoadingandviewingadataframeAccessingavariableinadataframeRfunctions
Conceptsintroduced
6264
LabExercise
CheckyourknowledgeandcomprehensionbytakingyourrstlabquizonEd
GototheEDpageandcompletethelabquiz
NOTEReadingassignmentonEDsitedueby8ambeforeClassonFriday
6364
Shareandsharealike
ThisworkislicensedunderaCreativeCommonsAttribution-NonCommercial-ShareAlike40InternationalLicense
6464
Whatisthiscourse
Taughtasalectorial(Lecture+Tutorial)
Itisnotrecordedbecauseyouaredoingwork
864
Aboutyourinstructors
964
Nick
BachelorofPsychologicalSciencesUQPhDinStatisticsatQUTResearchmissingdatadatavisualisationstatisticalcomputingRnaniarvisdatrstatsCrediblyCuriouswSaskiaFreytagoutdoorsespeciallyand
1064
Steph
BachelorofEconomicsandBachelorofCommercefromMonashStudyingaMastersofStatisticsatQUTbasedatMonashLovestoreadanyandallrecommendationsarewelcomeHasanRpackagecalledtaipanandanothercalledsugarbag
1164
Mitch
AdatascienceexploreREconometricsMathStatisticsampComputationalSciencefromMonashCompulsivelycollectsandusesdatatoautomatelifeathomeloveshisbeesandchickensLotsofRpackagesincludingvitaeiconandtidytimeseriesforecastingpackages
1264
Sayani
AstatisticianandcurrentlyinhersecondyearofPhDMastersandHonorsinStatisticsbackinIndiaWorkedasaconsultantandsenioranalystinrmslikeKPMGandAmericanExpressTrainedinIndianclassicalvocalmusicformorethan10yearsandlovestonurturethatinhersparetime
CurrentlyaninternwithGoogleSummerofCode2019andalsoonh t i h iti h t R k it
1364
h t i h iti h t R k it
Sherry
BachelorofCommerce2018DoingHonoursinEconometricsthisyearwithDiCookOnherwaytohaveherrsteverpackagewhosenameisstillamysteryLovespuzzlesgameslikejigsaws
1464
Di
ProfessoratMonashUniversityinMelbourneAustraliadoingresearchinstatisticsdatasciencevisualisationandstatisticalcomputingCreatedthecurrentversionofthecourseIliketoplayallsortsofsportstennissoccerhockeycricketandgoboogieboarding
1564
YourTurnTurntothepeoplenexttoyouandask2questions
AreyoumoreofadogoracatpersonWhatlanguagesdoyouknowhowtospeak
03001664
Thiscourseisbroughttoyou
todaybythe
Thelanguageofdataanalysis
1764
y y
WhatisR
RisalanguagefordataanalysisIfRseemsabitconfusingdisorganizedandperhapsincoherentattimesinsomewaysthatsbecausesoisdataanalysis
--RogerPeng12072018
1864
WhyR
FreePowerfulOver14600contributedpackagesonthemainrepository(CRAN)asofJuly2019providedbytopinternationalresearchersandprogrammersFlexibleItisalanguageandthusallowsyoutocreateyourownsolutions
CommunityLargeglobalcommunityfriendlyandhelpfullotsof 1964
RConsortiumconductedasurveyofusers2017
ThesearethelocationsofrespondentstoanRConsortiumsurveyconductedin2017
8ofRusersarebetween18-24BUT45ofRusersarebetween25-34
Community
2064
SampleofAustralianorganisationscompaniesthatsentemployeestouseR2018
ABSCSIROATOMicrosoftEnergyQldAutoandGeneralBankofQldBHPAEMOGoogleFlightCentreYouiAmadeusInvestmentPartnersYahooSydneyTrainsTennisAustraliaRioTintoReserveBankofAustraliaPwCOracleNetixNOAAFisheriesNABMenulogMacquarieBankHoneywellGeoscienceAustraliaDFATDPICBABankofItalyAustralianRedCrossBloodServiceAmazonBunnings
2164
TracLightSystem
2264
RedPostit
--
IneedahandSlowdown
GreenPostit
--
IamuptospeedIhavecompletedthething
TracLightSystem
2364
Letsstartwriting
GotobitlyLINKSHAREDINCLASStologintoRStudiocloud
LoginwithGoogleGitHubothercredentials
Ifyouhavequestionsplacearedstickynoteonyourlaptop
IfyouaredoneplaceagreenstickyonyourlaptopThissectionisbasedonanexercisefromdatascienceinaboxbyMineCcediletinkaya-Rundel
2464
Createyourrstdatavisualisation
OnceyoulogontoRStudioCloudclickonthiscoursesworkspaceETC10102019semester2YoushouldseeaprojectcalledUNVotesforkitbyclickingontheiconThiswillcreateyourcopyoftheprojectandlaunchitIntheFilespaneinthebottomrightcornerspotthelecalledunvotesRmdOpenitandthenclickontheKnitbuttonGobacktotheleandchangeyournameontop(intheyaml--welltalkaboutwhatthismeanslater)andknitagainChangethecountrynamestothoseyoureinterestedinSpellingandcapitalizationshouldmatchthedatasotakeapeekattheAppendixtoseehowthecountrynamesarespelledKnitagainAndvoilayourrstdatavisualization
2564
Whatcanyoudoattheendofsemester
Someofourbestnalprojects
instagrambabynamesoztourismsalarygapsFantasyAFL
2664
Whatyouneedtolearn
Datapreparationaccountsforabout80oftheworkofdatascientists
--GilPressForbes2016
2764
DataPreparation
ThisisoneoftheleasttaughtpartsofdatascienceandbusinessanalyticsandyetitiswhatdatascientistsspendmostoftheirtimeonBytheendofthissemesteryouwillhavethetoolstobemoreecientandeectiveinthisareasothatyouhavemoretimetospendonyourminingandmodeling
2864
Learningobjectives
Thelearninggoalsassociatedwiththisunitareto
1Learntoreaddierentdataformatslearnabouttidydataandwranglingtechniques
2Applyeectivevisualisationandmodellingtounderstandrelationshipsbetweenvariablesandmakedecisionswithdata
3Developcommunicationskillsusingreproduciblereporting
2964
WhatcouldthisimagesayaboutR
03003064
Philosophy
IfyoufeedapersonashtheyeatforadayIfyouteachapersontoshtheyeatforalifetime
WhateverIdointhedataanalysisthatisshowntoyouduringthel d it t
3164
l d it t
CourseWebsitehttpdmacdicookorg
dmac=DataModelingandComputingunitguide(authorityoncoursestructure)LecturenotesforeachclassAssignmentandprojectinstructionsTextbook+otheronlineresourcesrelatedtotopicsConsultationtimes(6x1Hrconsultations)
3264
MoVEunit
Youcanusetherstudiocloudserver
InthefuturewewillhaveRandRstudioinstalledlocally
WhenthishappensyoucanuseUSBstickattachtotheborrowedlaptopandinstallRRStudioandallyourpackagesonthisUsecanthenusetheUSBstickasyourworkingenvironmentwiththeborrowedlaptopsimplyasthecomputingengine
3364
GradingAssessmentWeight Task
ReadingQuiz 5
Completepriortoeachclassfortherst8weeksonEDQuizneedstobecompletedbyclasstimeNomulligansOnecanbemissed
withoutpenalty
LabExercise 5Eachclassperiodwillhaveaquiztobe
completedindividuallyTwocanbemissedwithoutpenalty
3464
GradingExampleReadingQuiz
Before8amonFridayyouneedtocompletethe5questionreadingquizonEDBefore3pmnextWednesdayYouneedtocompletethe5questionreadingquizonED
3564
GradingExampleLabExercise
ThereistimeattheendofclasstocompletelabexerciseonED
Before5pmTodayyouneedtocompletethe10questionLabExerciseonEDBefore10amThisFridayyouneedtocompletethe10questionLabExerciseonED
3664
GradingAssessment WeightTask
Assignment 12 Teamworkdataanalysischallengedueinweeks359
Mid-SemTheory+Conceptexam 8 Dueweek6
DataAnalysisExam 10 Dueweek11Project 10 Dueweek11FinalExam 50 TBA
3764
Free
Textbook
3864
Remember
Allinformationisonthewebsite
PostquestionsonEDoveremail
3964
Howdoyoudowellinthisclass
Dothereadingpriortoeachclassperiod
Participateactivelyinthisclass
Askquestionsontheed
4064
Howdoyoudowellinthisclass
Cometoconsultationifyouhavequestions
Practicethematerialstaughtineachlectorialbydoingmoreexercisesfromthetextbook
Becuriousbepositivebeengaged
4164
EdSystem
OnlinequizzesConductdiscussionsAskquestionsaboutthecoursematerialandexercisesandturninassignmentsandprojectOnlyyournameandemailaddressarerecordedintheEDsystems
4264
EdSystem
DEMO
4364
4464
Tipsforaskingquestions
FirstsearchexistingdiscussionforanswersIfthequestionhasalreadybeenansweredyouredoneIfithasalreadybeenaskedbutyourenotsatisedwiththeansweraddtothethreadGiveyourquestioncontextfromcourseconceptsnotcourseassignments
GoodcontextIhaveaquestiononlteringBadcontextIhaveaquestiononAssignment1
4564
Tipsforaskingquestions
BepreciseinyourdescriptionGooddescriptionIamgettingthefollowingerrorandImnotsurehowtoresolveit-ErrorcouldnotfindfunctionggplotBaddescriptionRgivingerrorshelpmeAaaarrrrrgh
Rememberyoucaneditaquestionafterpostingit
4664
DiversityampInclusivenessIntentStudentsfromalldiversebackgroundsandperspectivesbewell-servedbythiscoursethatstudentslearningneedsbeaddressedbothinandoutofclassandthatthediversitythatthestudentsbringtothisclassbeviewedasaresourcestrengthandbenetItismyintenttopresentmaterialsandactivitiesthatarerespectfulofdiversitygenderidentitysexualitydisabilityagesocioeconomicstatusethnicityracenationalityreligionandcultureLetmeknowwaystoimprovetheeectivenessofthecourseforyoupersonallyorforotherstudentsorstudentgroups
Ifyouhaveanameandorsetofpronounsthatdierfromthosethatappearinyour ocial Monash records please let me know 4764
your ocial Monash records please let me know
DiversityampInclusivenessIfyoufeellikeyourperformanceintheclassisbeingimpactedbyyourexperiencesoutsideofclasspleasedonthesitatetocomeandtalkwithmeIwanttobearesourceforyouIfyouprefertospeakwithsomeoneoutsideofthecoursetalktoDiCookorlookattheservicesavailabletoyouintheMonashstudentsupportservices
I(likemanypeople)amstillintheprocessoflearningaboutdiverseperspectivesandidentitiesIfsomethingwassaidinclass(byanyone)thatmadeyoufeeluncomfortablepleasetalktomeaboutit
4864
SharingReusingcode
IamwellawarethatahugevolumeofcodeisavailableonthewebtosolveanynumberofproblemsUnlessIexplicitlytellyounottousesomethingthecoursespolicyisthatyoumaymakeuseofanyonlineresources(egStackOverow)butyoumustexplicitlycitewhereyouobtainedanycodeyoudirectlyuse(oruseasinspiration)Thiscanbeassimpleaspastingthelinkinareferencessection
4964
SharingReusingcode
AnyrecycledcodenotexplicitlycitedwillbetreatedasplagiarismAssignmentgroupsmaynotdirectlysharecodewithanothergroupYouarewelcometodiscusstheproblemstogetherandaskforadvicebutyoumaynotmakedirectuseofcodefromanotherteam
5064
GroupAssignments
Assignment1willbeannouncedthisFriday
5164
GroupAssignments
ConductedaccordingtotheMonashpolicies
Whatweexpect
EachmemberofthegroupcompletestheentireassignmentasbesttheycanGroupmemberscompareanswersandcombineitintoonedocumentforthenalasubmission
5264
GroupAssignments
25oftheassignmentgradewillcomefrompeerevaluationPeerevaluationisanimportantlearningtool
Eachstudentwillberandomlyassignedanotherteamssubmissiontoprovidefeedbackonthreethings
1Couldyoureproducetheanalysis2Didyoulearnsomethingnewfromtheotherteamsapproach3Whatwouldyousuggesttoimprovetheirwork 5364
GroupAssignments
ConictscanariseingroupworkTheycanbebothproductiveanddestructiveTeamsneedtoworkonmanagingconictsandbuildingonthestrengthsofallteammembers
5464
GroupAssignments
ForeachassignmentyouwillbegiventheoptiontocommentontheeortsofyourothergroupmembersIfateammemberhasnotcontributedtoanassignmentsubmissiontheymightscorea0Inthissituationtheteamwillneedtodiscussteamfunctionanddysfunctionwiththeinstructor
5564
RandRStudio
5664
WhatisRRStudio
Risastatisticalprogramminglanguage
RStudioisaconvenientinterfaceforR(anintegrateddevelopmentenvironmentIDE)
5764
WhatisRRStudio
IfRwereanairplaneRStudiowouldbetheairportprovidingmanymanysupportingservicesthatmakeiteasierforyouthepilottotakeoandgotoawesomeplacesSureyoucanyanairplanewithoutanairportbuthavingthoserunwaysandsupportinginfrastructureisagame-changer
--JulieLowndes
5864
Letstakeatour-RRStudio
DEMO5964
6064
RessentialsAshortlist(fornow)Functionsare(mostoften)verbsfollowedbywhattheywillbeappliedtoinparentheses
do_this(to_this)do_that(to_thisto_thatwith_those)
Columns(variables)indataframesareaccessedwith$
dataframe$var_name
Packagesareinstalledwiththeinstallpackagesfunctionandloadedwiththelibraryfunctiononcepersession
installpackages(package_name)library(package_name)
6164
HowtoeditRcodeCreatingDataVisualisationsRRStudio
ConsoleUsingRasacalculatorEnvironmentLoadingandviewingadataframeAccessingavariableinadataframeRfunctions
Conceptsintroduced
6264
LabExercise
CheckyourknowledgeandcomprehensionbytakingyourrstlabquizonEd
GototheEDpageandcompletethelabquiz
NOTEReadingassignmentonEDsitedueby8ambeforeClassonFriday
6364
Shareandsharealike
ThisworkislicensedunderaCreativeCommonsAttribution-NonCommercial-ShareAlike40InternationalLicense
6464
Aboutyourinstructors
964
Nick
BachelorofPsychologicalSciencesUQPhDinStatisticsatQUTResearchmissingdatadatavisualisationstatisticalcomputingRnaniarvisdatrstatsCrediblyCuriouswSaskiaFreytagoutdoorsespeciallyand
1064
Steph
BachelorofEconomicsandBachelorofCommercefromMonashStudyingaMastersofStatisticsatQUTbasedatMonashLovestoreadanyandallrecommendationsarewelcomeHasanRpackagecalledtaipanandanothercalledsugarbag
1164
Mitch
AdatascienceexploreREconometricsMathStatisticsampComputationalSciencefromMonashCompulsivelycollectsandusesdatatoautomatelifeathomeloveshisbeesandchickensLotsofRpackagesincludingvitaeiconandtidytimeseriesforecastingpackages
1264
Sayani
AstatisticianandcurrentlyinhersecondyearofPhDMastersandHonorsinStatisticsbackinIndiaWorkedasaconsultantandsenioranalystinrmslikeKPMGandAmericanExpressTrainedinIndianclassicalvocalmusicformorethan10yearsandlovestonurturethatinhersparetime
CurrentlyaninternwithGoogleSummerofCode2019andalsoonh t i h iti h t R k it
1364
h t i h iti h t R k it
Sherry
BachelorofCommerce2018DoingHonoursinEconometricsthisyearwithDiCookOnherwaytohaveherrsteverpackagewhosenameisstillamysteryLovespuzzlesgameslikejigsaws
1464
Di
ProfessoratMonashUniversityinMelbourneAustraliadoingresearchinstatisticsdatasciencevisualisationandstatisticalcomputingCreatedthecurrentversionofthecourseIliketoplayallsortsofsportstennissoccerhockeycricketandgoboogieboarding
1564
YourTurnTurntothepeoplenexttoyouandask2questions
AreyoumoreofadogoracatpersonWhatlanguagesdoyouknowhowtospeak
03001664
Thiscourseisbroughttoyou
todaybythe
Thelanguageofdataanalysis
1764
y y
WhatisR
RisalanguagefordataanalysisIfRseemsabitconfusingdisorganizedandperhapsincoherentattimesinsomewaysthatsbecausesoisdataanalysis
--RogerPeng12072018
1864
WhyR
FreePowerfulOver14600contributedpackagesonthemainrepository(CRAN)asofJuly2019providedbytopinternationalresearchersandprogrammersFlexibleItisalanguageandthusallowsyoutocreateyourownsolutions
CommunityLargeglobalcommunityfriendlyandhelpfullotsof 1964
RConsortiumconductedasurveyofusers2017
ThesearethelocationsofrespondentstoanRConsortiumsurveyconductedin2017
8ofRusersarebetween18-24BUT45ofRusersarebetween25-34
Community
2064
SampleofAustralianorganisationscompaniesthatsentemployeestouseR2018
ABSCSIROATOMicrosoftEnergyQldAutoandGeneralBankofQldBHPAEMOGoogleFlightCentreYouiAmadeusInvestmentPartnersYahooSydneyTrainsTennisAustraliaRioTintoReserveBankofAustraliaPwCOracleNetixNOAAFisheriesNABMenulogMacquarieBankHoneywellGeoscienceAustraliaDFATDPICBABankofItalyAustralianRedCrossBloodServiceAmazonBunnings
2164
TracLightSystem
2264
RedPostit
--
IneedahandSlowdown
GreenPostit
--
IamuptospeedIhavecompletedthething
TracLightSystem
2364
Letsstartwriting
GotobitlyLINKSHAREDINCLASStologintoRStudiocloud
LoginwithGoogleGitHubothercredentials
Ifyouhavequestionsplacearedstickynoteonyourlaptop
IfyouaredoneplaceagreenstickyonyourlaptopThissectionisbasedonanexercisefromdatascienceinaboxbyMineCcediletinkaya-Rundel
2464
Createyourrstdatavisualisation
OnceyoulogontoRStudioCloudclickonthiscoursesworkspaceETC10102019semester2YoushouldseeaprojectcalledUNVotesforkitbyclickingontheiconThiswillcreateyourcopyoftheprojectandlaunchitIntheFilespaneinthebottomrightcornerspotthelecalledunvotesRmdOpenitandthenclickontheKnitbuttonGobacktotheleandchangeyournameontop(intheyaml--welltalkaboutwhatthismeanslater)andknitagainChangethecountrynamestothoseyoureinterestedinSpellingandcapitalizationshouldmatchthedatasotakeapeekattheAppendixtoseehowthecountrynamesarespelledKnitagainAndvoilayourrstdatavisualization
2564
Whatcanyoudoattheendofsemester
Someofourbestnalprojects
instagrambabynamesoztourismsalarygapsFantasyAFL
2664
Whatyouneedtolearn
Datapreparationaccountsforabout80oftheworkofdatascientists
--GilPressForbes2016
2764
DataPreparation
ThisisoneoftheleasttaughtpartsofdatascienceandbusinessanalyticsandyetitiswhatdatascientistsspendmostoftheirtimeonBytheendofthissemesteryouwillhavethetoolstobemoreecientandeectiveinthisareasothatyouhavemoretimetospendonyourminingandmodeling
2864
Learningobjectives
Thelearninggoalsassociatedwiththisunitareto
1Learntoreaddierentdataformatslearnabouttidydataandwranglingtechniques
2Applyeectivevisualisationandmodellingtounderstandrelationshipsbetweenvariablesandmakedecisionswithdata
3Developcommunicationskillsusingreproduciblereporting
2964
WhatcouldthisimagesayaboutR
03003064
Philosophy
IfyoufeedapersonashtheyeatforadayIfyouteachapersontoshtheyeatforalifetime
WhateverIdointhedataanalysisthatisshowntoyouduringthel d it t
3164
l d it t
CourseWebsitehttpdmacdicookorg
dmac=DataModelingandComputingunitguide(authorityoncoursestructure)LecturenotesforeachclassAssignmentandprojectinstructionsTextbook+otheronlineresourcesrelatedtotopicsConsultationtimes(6x1Hrconsultations)
3264
MoVEunit
Youcanusetherstudiocloudserver
InthefuturewewillhaveRandRstudioinstalledlocally
WhenthishappensyoucanuseUSBstickattachtotheborrowedlaptopandinstallRRStudioandallyourpackagesonthisUsecanthenusetheUSBstickasyourworkingenvironmentwiththeborrowedlaptopsimplyasthecomputingengine
3364
GradingAssessmentWeight Task
ReadingQuiz 5
Completepriortoeachclassfortherst8weeksonEDQuizneedstobecompletedbyclasstimeNomulligansOnecanbemissed
withoutpenalty
LabExercise 5Eachclassperiodwillhaveaquiztobe
completedindividuallyTwocanbemissedwithoutpenalty
3464
GradingExampleReadingQuiz
Before8amonFridayyouneedtocompletethe5questionreadingquizonEDBefore3pmnextWednesdayYouneedtocompletethe5questionreadingquizonED
3564
GradingExampleLabExercise
ThereistimeattheendofclasstocompletelabexerciseonED
Before5pmTodayyouneedtocompletethe10questionLabExerciseonEDBefore10amThisFridayyouneedtocompletethe10questionLabExerciseonED
3664
GradingAssessment WeightTask
Assignment 12 Teamworkdataanalysischallengedueinweeks359
Mid-SemTheory+Conceptexam 8 Dueweek6
DataAnalysisExam 10 Dueweek11Project 10 Dueweek11FinalExam 50 TBA
3764
Free
Textbook
3864
Remember
Allinformationisonthewebsite
PostquestionsonEDoveremail
3964
Howdoyoudowellinthisclass
Dothereadingpriortoeachclassperiod
Participateactivelyinthisclass
Askquestionsontheed
4064
Howdoyoudowellinthisclass
Cometoconsultationifyouhavequestions
Practicethematerialstaughtineachlectorialbydoingmoreexercisesfromthetextbook
Becuriousbepositivebeengaged
4164
EdSystem
OnlinequizzesConductdiscussionsAskquestionsaboutthecoursematerialandexercisesandturninassignmentsandprojectOnlyyournameandemailaddressarerecordedintheEDsystems
4264
EdSystem
DEMO
4364
4464
Tipsforaskingquestions
FirstsearchexistingdiscussionforanswersIfthequestionhasalreadybeenansweredyouredoneIfithasalreadybeenaskedbutyourenotsatisedwiththeansweraddtothethreadGiveyourquestioncontextfromcourseconceptsnotcourseassignments
GoodcontextIhaveaquestiononlteringBadcontextIhaveaquestiononAssignment1
4564
Tipsforaskingquestions
BepreciseinyourdescriptionGooddescriptionIamgettingthefollowingerrorandImnotsurehowtoresolveit-ErrorcouldnotfindfunctionggplotBaddescriptionRgivingerrorshelpmeAaaarrrrrgh
Rememberyoucaneditaquestionafterpostingit
4664
DiversityampInclusivenessIntentStudentsfromalldiversebackgroundsandperspectivesbewell-servedbythiscoursethatstudentslearningneedsbeaddressedbothinandoutofclassandthatthediversitythatthestudentsbringtothisclassbeviewedasaresourcestrengthandbenetItismyintenttopresentmaterialsandactivitiesthatarerespectfulofdiversitygenderidentitysexualitydisabilityagesocioeconomicstatusethnicityracenationalityreligionandcultureLetmeknowwaystoimprovetheeectivenessofthecourseforyoupersonallyorforotherstudentsorstudentgroups
Ifyouhaveanameandorsetofpronounsthatdierfromthosethatappearinyour ocial Monash records please let me know 4764
your ocial Monash records please let me know
DiversityampInclusivenessIfyoufeellikeyourperformanceintheclassisbeingimpactedbyyourexperiencesoutsideofclasspleasedonthesitatetocomeandtalkwithmeIwanttobearesourceforyouIfyouprefertospeakwithsomeoneoutsideofthecoursetalktoDiCookorlookattheservicesavailabletoyouintheMonashstudentsupportservices
I(likemanypeople)amstillintheprocessoflearningaboutdiverseperspectivesandidentitiesIfsomethingwassaidinclass(byanyone)thatmadeyoufeeluncomfortablepleasetalktomeaboutit
4864
SharingReusingcode
IamwellawarethatahugevolumeofcodeisavailableonthewebtosolveanynumberofproblemsUnlessIexplicitlytellyounottousesomethingthecoursespolicyisthatyoumaymakeuseofanyonlineresources(egStackOverow)butyoumustexplicitlycitewhereyouobtainedanycodeyoudirectlyuse(oruseasinspiration)Thiscanbeassimpleaspastingthelinkinareferencessection
4964
SharingReusingcode
AnyrecycledcodenotexplicitlycitedwillbetreatedasplagiarismAssignmentgroupsmaynotdirectlysharecodewithanothergroupYouarewelcometodiscusstheproblemstogetherandaskforadvicebutyoumaynotmakedirectuseofcodefromanotherteam
5064
GroupAssignments
Assignment1willbeannouncedthisFriday
5164
GroupAssignments
ConductedaccordingtotheMonashpolicies
Whatweexpect
EachmemberofthegroupcompletestheentireassignmentasbesttheycanGroupmemberscompareanswersandcombineitintoonedocumentforthenalasubmission
5264
GroupAssignments
25oftheassignmentgradewillcomefrompeerevaluationPeerevaluationisanimportantlearningtool
Eachstudentwillberandomlyassignedanotherteamssubmissiontoprovidefeedbackonthreethings
1Couldyoureproducetheanalysis2Didyoulearnsomethingnewfromtheotherteamsapproach3Whatwouldyousuggesttoimprovetheirwork 5364
GroupAssignments
ConictscanariseingroupworkTheycanbebothproductiveanddestructiveTeamsneedtoworkonmanagingconictsandbuildingonthestrengthsofallteammembers
5464
GroupAssignments
ForeachassignmentyouwillbegiventheoptiontocommentontheeortsofyourothergroupmembersIfateammemberhasnotcontributedtoanassignmentsubmissiontheymightscorea0Inthissituationtheteamwillneedtodiscussteamfunctionanddysfunctionwiththeinstructor
5564
RandRStudio
5664
WhatisRRStudio
Risastatisticalprogramminglanguage
RStudioisaconvenientinterfaceforR(anintegrateddevelopmentenvironmentIDE)
5764
WhatisRRStudio
IfRwereanairplaneRStudiowouldbetheairportprovidingmanymanysupportingservicesthatmakeiteasierforyouthepilottotakeoandgotoawesomeplacesSureyoucanyanairplanewithoutanairportbuthavingthoserunwaysandsupportinginfrastructureisagame-changer
--JulieLowndes
5864
Letstakeatour-RRStudio
DEMO5964
6064
RessentialsAshortlist(fornow)Functionsare(mostoften)verbsfollowedbywhattheywillbeappliedtoinparentheses
do_this(to_this)do_that(to_thisto_thatwith_those)
Columns(variables)indataframesareaccessedwith$
dataframe$var_name
Packagesareinstalledwiththeinstallpackagesfunctionandloadedwiththelibraryfunctiononcepersession
installpackages(package_name)library(package_name)
6164
HowtoeditRcodeCreatingDataVisualisationsRRStudio
ConsoleUsingRasacalculatorEnvironmentLoadingandviewingadataframeAccessingavariableinadataframeRfunctions
Conceptsintroduced
6264
LabExercise
CheckyourknowledgeandcomprehensionbytakingyourrstlabquizonEd
GototheEDpageandcompletethelabquiz
NOTEReadingassignmentonEDsitedueby8ambeforeClassonFriday
6364
Shareandsharealike
ThisworkislicensedunderaCreativeCommonsAttribution-NonCommercial-ShareAlike40InternationalLicense
6464
Nick
BachelorofPsychologicalSciencesUQPhDinStatisticsatQUTResearchmissingdatadatavisualisationstatisticalcomputingRnaniarvisdatrstatsCrediblyCuriouswSaskiaFreytagoutdoorsespeciallyand
1064
Steph
BachelorofEconomicsandBachelorofCommercefromMonashStudyingaMastersofStatisticsatQUTbasedatMonashLovestoreadanyandallrecommendationsarewelcomeHasanRpackagecalledtaipanandanothercalledsugarbag
1164
Mitch
AdatascienceexploreREconometricsMathStatisticsampComputationalSciencefromMonashCompulsivelycollectsandusesdatatoautomatelifeathomeloveshisbeesandchickensLotsofRpackagesincludingvitaeiconandtidytimeseriesforecastingpackages
1264
Sayani
AstatisticianandcurrentlyinhersecondyearofPhDMastersandHonorsinStatisticsbackinIndiaWorkedasaconsultantandsenioranalystinrmslikeKPMGandAmericanExpressTrainedinIndianclassicalvocalmusicformorethan10yearsandlovestonurturethatinhersparetime
CurrentlyaninternwithGoogleSummerofCode2019andalsoonh t i h iti h t R k it
1364
h t i h iti h t R k it
Sherry
BachelorofCommerce2018DoingHonoursinEconometricsthisyearwithDiCookOnherwaytohaveherrsteverpackagewhosenameisstillamysteryLovespuzzlesgameslikejigsaws
1464
Di
ProfessoratMonashUniversityinMelbourneAustraliadoingresearchinstatisticsdatasciencevisualisationandstatisticalcomputingCreatedthecurrentversionofthecourseIliketoplayallsortsofsportstennissoccerhockeycricketandgoboogieboarding
1564
YourTurnTurntothepeoplenexttoyouandask2questions
AreyoumoreofadogoracatpersonWhatlanguagesdoyouknowhowtospeak
03001664
Thiscourseisbroughttoyou
todaybythe
Thelanguageofdataanalysis
1764
y y
WhatisR
RisalanguagefordataanalysisIfRseemsabitconfusingdisorganizedandperhapsincoherentattimesinsomewaysthatsbecausesoisdataanalysis
--RogerPeng12072018
1864
WhyR
FreePowerfulOver14600contributedpackagesonthemainrepository(CRAN)asofJuly2019providedbytopinternationalresearchersandprogrammersFlexibleItisalanguageandthusallowsyoutocreateyourownsolutions
CommunityLargeglobalcommunityfriendlyandhelpfullotsof 1964
RConsortiumconductedasurveyofusers2017
ThesearethelocationsofrespondentstoanRConsortiumsurveyconductedin2017
8ofRusersarebetween18-24BUT45ofRusersarebetween25-34
Community
2064
SampleofAustralianorganisationscompaniesthatsentemployeestouseR2018
ABSCSIROATOMicrosoftEnergyQldAutoandGeneralBankofQldBHPAEMOGoogleFlightCentreYouiAmadeusInvestmentPartnersYahooSydneyTrainsTennisAustraliaRioTintoReserveBankofAustraliaPwCOracleNetixNOAAFisheriesNABMenulogMacquarieBankHoneywellGeoscienceAustraliaDFATDPICBABankofItalyAustralianRedCrossBloodServiceAmazonBunnings
2164
TracLightSystem
2264
RedPostit
--
IneedahandSlowdown
GreenPostit
--
IamuptospeedIhavecompletedthething
TracLightSystem
2364
Letsstartwriting
GotobitlyLINKSHAREDINCLASStologintoRStudiocloud
LoginwithGoogleGitHubothercredentials
Ifyouhavequestionsplacearedstickynoteonyourlaptop
IfyouaredoneplaceagreenstickyonyourlaptopThissectionisbasedonanexercisefromdatascienceinaboxbyMineCcediletinkaya-Rundel
2464
Createyourrstdatavisualisation
OnceyoulogontoRStudioCloudclickonthiscoursesworkspaceETC10102019semester2YoushouldseeaprojectcalledUNVotesforkitbyclickingontheiconThiswillcreateyourcopyoftheprojectandlaunchitIntheFilespaneinthebottomrightcornerspotthelecalledunvotesRmdOpenitandthenclickontheKnitbuttonGobacktotheleandchangeyournameontop(intheyaml--welltalkaboutwhatthismeanslater)andknitagainChangethecountrynamestothoseyoureinterestedinSpellingandcapitalizationshouldmatchthedatasotakeapeekattheAppendixtoseehowthecountrynamesarespelledKnitagainAndvoilayourrstdatavisualization
2564
Whatcanyoudoattheendofsemester
Someofourbestnalprojects
instagrambabynamesoztourismsalarygapsFantasyAFL
2664
Whatyouneedtolearn
Datapreparationaccountsforabout80oftheworkofdatascientists
--GilPressForbes2016
2764
DataPreparation
ThisisoneoftheleasttaughtpartsofdatascienceandbusinessanalyticsandyetitiswhatdatascientistsspendmostoftheirtimeonBytheendofthissemesteryouwillhavethetoolstobemoreecientandeectiveinthisareasothatyouhavemoretimetospendonyourminingandmodeling
2864
Learningobjectives
Thelearninggoalsassociatedwiththisunitareto
1Learntoreaddierentdataformatslearnabouttidydataandwranglingtechniques
2Applyeectivevisualisationandmodellingtounderstandrelationshipsbetweenvariablesandmakedecisionswithdata
3Developcommunicationskillsusingreproduciblereporting
2964
WhatcouldthisimagesayaboutR
03003064
Philosophy
IfyoufeedapersonashtheyeatforadayIfyouteachapersontoshtheyeatforalifetime
WhateverIdointhedataanalysisthatisshowntoyouduringthel d it t
3164
l d it t
CourseWebsitehttpdmacdicookorg
dmac=DataModelingandComputingunitguide(authorityoncoursestructure)LecturenotesforeachclassAssignmentandprojectinstructionsTextbook+otheronlineresourcesrelatedtotopicsConsultationtimes(6x1Hrconsultations)
3264
MoVEunit
Youcanusetherstudiocloudserver
InthefuturewewillhaveRandRstudioinstalledlocally
WhenthishappensyoucanuseUSBstickattachtotheborrowedlaptopandinstallRRStudioandallyourpackagesonthisUsecanthenusetheUSBstickasyourworkingenvironmentwiththeborrowedlaptopsimplyasthecomputingengine
3364
GradingAssessmentWeight Task
ReadingQuiz 5
Completepriortoeachclassfortherst8weeksonEDQuizneedstobecompletedbyclasstimeNomulligansOnecanbemissed
withoutpenalty
LabExercise 5Eachclassperiodwillhaveaquiztobe
completedindividuallyTwocanbemissedwithoutpenalty
3464
GradingExampleReadingQuiz
Before8amonFridayyouneedtocompletethe5questionreadingquizonEDBefore3pmnextWednesdayYouneedtocompletethe5questionreadingquizonED
3564
GradingExampleLabExercise
ThereistimeattheendofclasstocompletelabexerciseonED
Before5pmTodayyouneedtocompletethe10questionLabExerciseonEDBefore10amThisFridayyouneedtocompletethe10questionLabExerciseonED
3664
GradingAssessment WeightTask
Assignment 12 Teamworkdataanalysischallengedueinweeks359
Mid-SemTheory+Conceptexam 8 Dueweek6
DataAnalysisExam 10 Dueweek11Project 10 Dueweek11FinalExam 50 TBA
3764
Free
Textbook
3864
Remember
Allinformationisonthewebsite
PostquestionsonEDoveremail
3964
Howdoyoudowellinthisclass
Dothereadingpriortoeachclassperiod
Participateactivelyinthisclass
Askquestionsontheed
4064
Howdoyoudowellinthisclass
Cometoconsultationifyouhavequestions
Practicethematerialstaughtineachlectorialbydoingmoreexercisesfromthetextbook
Becuriousbepositivebeengaged
4164
EdSystem
OnlinequizzesConductdiscussionsAskquestionsaboutthecoursematerialandexercisesandturninassignmentsandprojectOnlyyournameandemailaddressarerecordedintheEDsystems
4264
EdSystem
DEMO
4364
4464
Tipsforaskingquestions
FirstsearchexistingdiscussionforanswersIfthequestionhasalreadybeenansweredyouredoneIfithasalreadybeenaskedbutyourenotsatisedwiththeansweraddtothethreadGiveyourquestioncontextfromcourseconceptsnotcourseassignments
GoodcontextIhaveaquestiononlteringBadcontextIhaveaquestiononAssignment1
4564
Tipsforaskingquestions
BepreciseinyourdescriptionGooddescriptionIamgettingthefollowingerrorandImnotsurehowtoresolveit-ErrorcouldnotfindfunctionggplotBaddescriptionRgivingerrorshelpmeAaaarrrrrgh
Rememberyoucaneditaquestionafterpostingit
4664
DiversityampInclusivenessIntentStudentsfromalldiversebackgroundsandperspectivesbewell-servedbythiscoursethatstudentslearningneedsbeaddressedbothinandoutofclassandthatthediversitythatthestudentsbringtothisclassbeviewedasaresourcestrengthandbenetItismyintenttopresentmaterialsandactivitiesthatarerespectfulofdiversitygenderidentitysexualitydisabilityagesocioeconomicstatusethnicityracenationalityreligionandcultureLetmeknowwaystoimprovetheeectivenessofthecourseforyoupersonallyorforotherstudentsorstudentgroups
Ifyouhaveanameandorsetofpronounsthatdierfromthosethatappearinyour ocial Monash records please let me know 4764
your ocial Monash records please let me know
DiversityampInclusivenessIfyoufeellikeyourperformanceintheclassisbeingimpactedbyyourexperiencesoutsideofclasspleasedonthesitatetocomeandtalkwithmeIwanttobearesourceforyouIfyouprefertospeakwithsomeoneoutsideofthecoursetalktoDiCookorlookattheservicesavailabletoyouintheMonashstudentsupportservices
I(likemanypeople)amstillintheprocessoflearningaboutdiverseperspectivesandidentitiesIfsomethingwassaidinclass(byanyone)thatmadeyoufeeluncomfortablepleasetalktomeaboutit
4864
SharingReusingcode
IamwellawarethatahugevolumeofcodeisavailableonthewebtosolveanynumberofproblemsUnlessIexplicitlytellyounottousesomethingthecoursespolicyisthatyoumaymakeuseofanyonlineresources(egStackOverow)butyoumustexplicitlycitewhereyouobtainedanycodeyoudirectlyuse(oruseasinspiration)Thiscanbeassimpleaspastingthelinkinareferencessection
4964
SharingReusingcode
AnyrecycledcodenotexplicitlycitedwillbetreatedasplagiarismAssignmentgroupsmaynotdirectlysharecodewithanothergroupYouarewelcometodiscusstheproblemstogetherandaskforadvicebutyoumaynotmakedirectuseofcodefromanotherteam
5064
GroupAssignments
Assignment1willbeannouncedthisFriday
5164
GroupAssignments
ConductedaccordingtotheMonashpolicies
Whatweexpect
EachmemberofthegroupcompletestheentireassignmentasbesttheycanGroupmemberscompareanswersandcombineitintoonedocumentforthenalasubmission
5264
GroupAssignments
25oftheassignmentgradewillcomefrompeerevaluationPeerevaluationisanimportantlearningtool
Eachstudentwillberandomlyassignedanotherteamssubmissiontoprovidefeedbackonthreethings
1Couldyoureproducetheanalysis2Didyoulearnsomethingnewfromtheotherteamsapproach3Whatwouldyousuggesttoimprovetheirwork 5364
GroupAssignments
ConictscanariseingroupworkTheycanbebothproductiveanddestructiveTeamsneedtoworkonmanagingconictsandbuildingonthestrengthsofallteammembers
5464
GroupAssignments
ForeachassignmentyouwillbegiventheoptiontocommentontheeortsofyourothergroupmembersIfateammemberhasnotcontributedtoanassignmentsubmissiontheymightscorea0Inthissituationtheteamwillneedtodiscussteamfunctionanddysfunctionwiththeinstructor
5564
RandRStudio
5664
WhatisRRStudio
Risastatisticalprogramminglanguage
RStudioisaconvenientinterfaceforR(anintegrateddevelopmentenvironmentIDE)
5764
WhatisRRStudio
IfRwereanairplaneRStudiowouldbetheairportprovidingmanymanysupportingservicesthatmakeiteasierforyouthepilottotakeoandgotoawesomeplacesSureyoucanyanairplanewithoutanairportbuthavingthoserunwaysandsupportinginfrastructureisagame-changer
--JulieLowndes
5864
Letstakeatour-RRStudio
DEMO5964
6064
RessentialsAshortlist(fornow)Functionsare(mostoften)verbsfollowedbywhattheywillbeappliedtoinparentheses
do_this(to_this)do_that(to_thisto_thatwith_those)
Columns(variables)indataframesareaccessedwith$
dataframe$var_name
Packagesareinstalledwiththeinstallpackagesfunctionandloadedwiththelibraryfunctiononcepersession
installpackages(package_name)library(package_name)
6164
HowtoeditRcodeCreatingDataVisualisationsRRStudio
ConsoleUsingRasacalculatorEnvironmentLoadingandviewingadataframeAccessingavariableinadataframeRfunctions
Conceptsintroduced
6264
LabExercise
CheckyourknowledgeandcomprehensionbytakingyourrstlabquizonEd
GototheEDpageandcompletethelabquiz
NOTEReadingassignmentonEDsitedueby8ambeforeClassonFriday
6364
Shareandsharealike
ThisworkislicensedunderaCreativeCommonsAttribution-NonCommercial-ShareAlike40InternationalLicense
6464
Steph
BachelorofEconomicsandBachelorofCommercefromMonashStudyingaMastersofStatisticsatQUTbasedatMonashLovestoreadanyandallrecommendationsarewelcomeHasanRpackagecalledtaipanandanothercalledsugarbag
1164
Mitch
AdatascienceexploreREconometricsMathStatisticsampComputationalSciencefromMonashCompulsivelycollectsandusesdatatoautomatelifeathomeloveshisbeesandchickensLotsofRpackagesincludingvitaeiconandtidytimeseriesforecastingpackages
1264
Sayani
AstatisticianandcurrentlyinhersecondyearofPhDMastersandHonorsinStatisticsbackinIndiaWorkedasaconsultantandsenioranalystinrmslikeKPMGandAmericanExpressTrainedinIndianclassicalvocalmusicformorethan10yearsandlovestonurturethatinhersparetime
CurrentlyaninternwithGoogleSummerofCode2019andalsoonh t i h iti h t R k it
1364
h t i h iti h t R k it
Sherry
BachelorofCommerce2018DoingHonoursinEconometricsthisyearwithDiCookOnherwaytohaveherrsteverpackagewhosenameisstillamysteryLovespuzzlesgameslikejigsaws
1464
Di
ProfessoratMonashUniversityinMelbourneAustraliadoingresearchinstatisticsdatasciencevisualisationandstatisticalcomputingCreatedthecurrentversionofthecourseIliketoplayallsortsofsportstennissoccerhockeycricketandgoboogieboarding
1564
YourTurnTurntothepeoplenexttoyouandask2questions
AreyoumoreofadogoracatpersonWhatlanguagesdoyouknowhowtospeak
03001664
Thiscourseisbroughttoyou
todaybythe
Thelanguageofdataanalysis
1764
y y
WhatisR
RisalanguagefordataanalysisIfRseemsabitconfusingdisorganizedandperhapsincoherentattimesinsomewaysthatsbecausesoisdataanalysis
--RogerPeng12072018
1864
WhyR
FreePowerfulOver14600contributedpackagesonthemainrepository(CRAN)asofJuly2019providedbytopinternationalresearchersandprogrammersFlexibleItisalanguageandthusallowsyoutocreateyourownsolutions
CommunityLargeglobalcommunityfriendlyandhelpfullotsof 1964
RConsortiumconductedasurveyofusers2017
ThesearethelocationsofrespondentstoanRConsortiumsurveyconductedin2017
8ofRusersarebetween18-24BUT45ofRusersarebetween25-34
Community
2064
SampleofAustralianorganisationscompaniesthatsentemployeestouseR2018
ABSCSIROATOMicrosoftEnergyQldAutoandGeneralBankofQldBHPAEMOGoogleFlightCentreYouiAmadeusInvestmentPartnersYahooSydneyTrainsTennisAustraliaRioTintoReserveBankofAustraliaPwCOracleNetixNOAAFisheriesNABMenulogMacquarieBankHoneywellGeoscienceAustraliaDFATDPICBABankofItalyAustralianRedCrossBloodServiceAmazonBunnings
2164
TracLightSystem
2264
RedPostit
--
IneedahandSlowdown
GreenPostit
--
IamuptospeedIhavecompletedthething
TracLightSystem
2364
Letsstartwriting
GotobitlyLINKSHAREDINCLASStologintoRStudiocloud
LoginwithGoogleGitHubothercredentials
Ifyouhavequestionsplacearedstickynoteonyourlaptop
IfyouaredoneplaceagreenstickyonyourlaptopThissectionisbasedonanexercisefromdatascienceinaboxbyMineCcediletinkaya-Rundel
2464
Createyourrstdatavisualisation
OnceyoulogontoRStudioCloudclickonthiscoursesworkspaceETC10102019semester2YoushouldseeaprojectcalledUNVotesforkitbyclickingontheiconThiswillcreateyourcopyoftheprojectandlaunchitIntheFilespaneinthebottomrightcornerspotthelecalledunvotesRmdOpenitandthenclickontheKnitbuttonGobacktotheleandchangeyournameontop(intheyaml--welltalkaboutwhatthismeanslater)andknitagainChangethecountrynamestothoseyoureinterestedinSpellingandcapitalizationshouldmatchthedatasotakeapeekattheAppendixtoseehowthecountrynamesarespelledKnitagainAndvoilayourrstdatavisualization
2564
Whatcanyoudoattheendofsemester
Someofourbestnalprojects
instagrambabynamesoztourismsalarygapsFantasyAFL
2664
Whatyouneedtolearn
Datapreparationaccountsforabout80oftheworkofdatascientists
--GilPressForbes2016
2764
DataPreparation
ThisisoneoftheleasttaughtpartsofdatascienceandbusinessanalyticsandyetitiswhatdatascientistsspendmostoftheirtimeonBytheendofthissemesteryouwillhavethetoolstobemoreecientandeectiveinthisareasothatyouhavemoretimetospendonyourminingandmodeling
2864
Learningobjectives
Thelearninggoalsassociatedwiththisunitareto
1Learntoreaddierentdataformatslearnabouttidydataandwranglingtechniques
2Applyeectivevisualisationandmodellingtounderstandrelationshipsbetweenvariablesandmakedecisionswithdata
3Developcommunicationskillsusingreproduciblereporting
2964
WhatcouldthisimagesayaboutR
03003064
Philosophy
IfyoufeedapersonashtheyeatforadayIfyouteachapersontoshtheyeatforalifetime
WhateverIdointhedataanalysisthatisshowntoyouduringthel d it t
3164
l d it t
CourseWebsitehttpdmacdicookorg
dmac=DataModelingandComputingunitguide(authorityoncoursestructure)LecturenotesforeachclassAssignmentandprojectinstructionsTextbook+otheronlineresourcesrelatedtotopicsConsultationtimes(6x1Hrconsultations)
3264
MoVEunit
Youcanusetherstudiocloudserver
InthefuturewewillhaveRandRstudioinstalledlocally
WhenthishappensyoucanuseUSBstickattachtotheborrowedlaptopandinstallRRStudioandallyourpackagesonthisUsecanthenusetheUSBstickasyourworkingenvironmentwiththeborrowedlaptopsimplyasthecomputingengine
3364
GradingAssessmentWeight Task
ReadingQuiz 5
Completepriortoeachclassfortherst8weeksonEDQuizneedstobecompletedbyclasstimeNomulligansOnecanbemissed
withoutpenalty
LabExercise 5Eachclassperiodwillhaveaquiztobe
completedindividuallyTwocanbemissedwithoutpenalty
3464
GradingExampleReadingQuiz
Before8amonFridayyouneedtocompletethe5questionreadingquizonEDBefore3pmnextWednesdayYouneedtocompletethe5questionreadingquizonED
3564
GradingExampleLabExercise
ThereistimeattheendofclasstocompletelabexerciseonED
Before5pmTodayyouneedtocompletethe10questionLabExerciseonEDBefore10amThisFridayyouneedtocompletethe10questionLabExerciseonED
3664
GradingAssessment WeightTask
Assignment 12 Teamworkdataanalysischallengedueinweeks359
Mid-SemTheory+Conceptexam 8 Dueweek6
DataAnalysisExam 10 Dueweek11Project 10 Dueweek11FinalExam 50 TBA
3764
Free
Textbook
3864
Remember
Allinformationisonthewebsite
PostquestionsonEDoveremail
3964
Howdoyoudowellinthisclass
Dothereadingpriortoeachclassperiod
Participateactivelyinthisclass
Askquestionsontheed
4064
Howdoyoudowellinthisclass
Cometoconsultationifyouhavequestions
Practicethematerialstaughtineachlectorialbydoingmoreexercisesfromthetextbook
Becuriousbepositivebeengaged
4164
EdSystem
OnlinequizzesConductdiscussionsAskquestionsaboutthecoursematerialandexercisesandturninassignmentsandprojectOnlyyournameandemailaddressarerecordedintheEDsystems
4264
EdSystem
DEMO
4364
4464
Tipsforaskingquestions
FirstsearchexistingdiscussionforanswersIfthequestionhasalreadybeenansweredyouredoneIfithasalreadybeenaskedbutyourenotsatisedwiththeansweraddtothethreadGiveyourquestioncontextfromcourseconceptsnotcourseassignments
GoodcontextIhaveaquestiononlteringBadcontextIhaveaquestiononAssignment1
4564
Tipsforaskingquestions
BepreciseinyourdescriptionGooddescriptionIamgettingthefollowingerrorandImnotsurehowtoresolveit-ErrorcouldnotfindfunctionggplotBaddescriptionRgivingerrorshelpmeAaaarrrrrgh
Rememberyoucaneditaquestionafterpostingit
4664
DiversityampInclusivenessIntentStudentsfromalldiversebackgroundsandperspectivesbewell-servedbythiscoursethatstudentslearningneedsbeaddressedbothinandoutofclassandthatthediversitythatthestudentsbringtothisclassbeviewedasaresourcestrengthandbenetItismyintenttopresentmaterialsandactivitiesthatarerespectfulofdiversitygenderidentitysexualitydisabilityagesocioeconomicstatusethnicityracenationalityreligionandcultureLetmeknowwaystoimprovetheeectivenessofthecourseforyoupersonallyorforotherstudentsorstudentgroups
Ifyouhaveanameandorsetofpronounsthatdierfromthosethatappearinyour ocial Monash records please let me know 4764
your ocial Monash records please let me know
DiversityampInclusivenessIfyoufeellikeyourperformanceintheclassisbeingimpactedbyyourexperiencesoutsideofclasspleasedonthesitatetocomeandtalkwithmeIwanttobearesourceforyouIfyouprefertospeakwithsomeoneoutsideofthecoursetalktoDiCookorlookattheservicesavailabletoyouintheMonashstudentsupportservices
I(likemanypeople)amstillintheprocessoflearningaboutdiverseperspectivesandidentitiesIfsomethingwassaidinclass(byanyone)thatmadeyoufeeluncomfortablepleasetalktomeaboutit
4864
SharingReusingcode
IamwellawarethatahugevolumeofcodeisavailableonthewebtosolveanynumberofproblemsUnlessIexplicitlytellyounottousesomethingthecoursespolicyisthatyoumaymakeuseofanyonlineresources(egStackOverow)butyoumustexplicitlycitewhereyouobtainedanycodeyoudirectlyuse(oruseasinspiration)Thiscanbeassimpleaspastingthelinkinareferencessection
4964
SharingReusingcode
AnyrecycledcodenotexplicitlycitedwillbetreatedasplagiarismAssignmentgroupsmaynotdirectlysharecodewithanothergroupYouarewelcometodiscusstheproblemstogetherandaskforadvicebutyoumaynotmakedirectuseofcodefromanotherteam
5064
GroupAssignments
Assignment1willbeannouncedthisFriday
5164
GroupAssignments
ConductedaccordingtotheMonashpolicies
Whatweexpect
EachmemberofthegroupcompletestheentireassignmentasbesttheycanGroupmemberscompareanswersandcombineitintoonedocumentforthenalasubmission
5264
GroupAssignments
25oftheassignmentgradewillcomefrompeerevaluationPeerevaluationisanimportantlearningtool
Eachstudentwillberandomlyassignedanotherteamssubmissiontoprovidefeedbackonthreethings
1Couldyoureproducetheanalysis2Didyoulearnsomethingnewfromtheotherteamsapproach3Whatwouldyousuggesttoimprovetheirwork 5364
GroupAssignments
ConictscanariseingroupworkTheycanbebothproductiveanddestructiveTeamsneedtoworkonmanagingconictsandbuildingonthestrengthsofallteammembers
5464
GroupAssignments
ForeachassignmentyouwillbegiventheoptiontocommentontheeortsofyourothergroupmembersIfateammemberhasnotcontributedtoanassignmentsubmissiontheymightscorea0Inthissituationtheteamwillneedtodiscussteamfunctionanddysfunctionwiththeinstructor
5564
RandRStudio
5664
WhatisRRStudio
Risastatisticalprogramminglanguage
RStudioisaconvenientinterfaceforR(anintegrateddevelopmentenvironmentIDE)
5764
WhatisRRStudio
IfRwereanairplaneRStudiowouldbetheairportprovidingmanymanysupportingservicesthatmakeiteasierforyouthepilottotakeoandgotoawesomeplacesSureyoucanyanairplanewithoutanairportbuthavingthoserunwaysandsupportinginfrastructureisagame-changer
--JulieLowndes
5864
Letstakeatour-RRStudio
DEMO5964
6064
RessentialsAshortlist(fornow)Functionsare(mostoften)verbsfollowedbywhattheywillbeappliedtoinparentheses
do_this(to_this)do_that(to_thisto_thatwith_those)
Columns(variables)indataframesareaccessedwith$
dataframe$var_name
Packagesareinstalledwiththeinstallpackagesfunctionandloadedwiththelibraryfunctiononcepersession
installpackages(package_name)library(package_name)
6164
HowtoeditRcodeCreatingDataVisualisationsRRStudio
ConsoleUsingRasacalculatorEnvironmentLoadingandviewingadataframeAccessingavariableinadataframeRfunctions
Conceptsintroduced
6264
LabExercise
CheckyourknowledgeandcomprehensionbytakingyourrstlabquizonEd
GototheEDpageandcompletethelabquiz
NOTEReadingassignmentonEDsitedueby8ambeforeClassonFriday
6364
Shareandsharealike
ThisworkislicensedunderaCreativeCommonsAttribution-NonCommercial-ShareAlike40InternationalLicense
6464
Mitch
AdatascienceexploreREconometricsMathStatisticsampComputationalSciencefromMonashCompulsivelycollectsandusesdatatoautomatelifeathomeloveshisbeesandchickensLotsofRpackagesincludingvitaeiconandtidytimeseriesforecastingpackages
1264
Sayani
AstatisticianandcurrentlyinhersecondyearofPhDMastersandHonorsinStatisticsbackinIndiaWorkedasaconsultantandsenioranalystinrmslikeKPMGandAmericanExpressTrainedinIndianclassicalvocalmusicformorethan10yearsandlovestonurturethatinhersparetime
CurrentlyaninternwithGoogleSummerofCode2019andalsoonh t i h iti h t R k it
1364
h t i h iti h t R k it
Sherry
BachelorofCommerce2018DoingHonoursinEconometricsthisyearwithDiCookOnherwaytohaveherrsteverpackagewhosenameisstillamysteryLovespuzzlesgameslikejigsaws
1464
Di
ProfessoratMonashUniversityinMelbourneAustraliadoingresearchinstatisticsdatasciencevisualisationandstatisticalcomputingCreatedthecurrentversionofthecourseIliketoplayallsortsofsportstennissoccerhockeycricketandgoboogieboarding
1564
YourTurnTurntothepeoplenexttoyouandask2questions
AreyoumoreofadogoracatpersonWhatlanguagesdoyouknowhowtospeak
03001664
Thiscourseisbroughttoyou
todaybythe
Thelanguageofdataanalysis
1764
y y
WhatisR
RisalanguagefordataanalysisIfRseemsabitconfusingdisorganizedandperhapsincoherentattimesinsomewaysthatsbecausesoisdataanalysis
--RogerPeng12072018
1864
WhyR
FreePowerfulOver14600contributedpackagesonthemainrepository(CRAN)asofJuly2019providedbytopinternationalresearchersandprogrammersFlexibleItisalanguageandthusallowsyoutocreateyourownsolutions
CommunityLargeglobalcommunityfriendlyandhelpfullotsof 1964
RConsortiumconductedasurveyofusers2017
ThesearethelocationsofrespondentstoanRConsortiumsurveyconductedin2017
8ofRusersarebetween18-24BUT45ofRusersarebetween25-34
Community
2064
SampleofAustralianorganisationscompaniesthatsentemployeestouseR2018
ABSCSIROATOMicrosoftEnergyQldAutoandGeneralBankofQldBHPAEMOGoogleFlightCentreYouiAmadeusInvestmentPartnersYahooSydneyTrainsTennisAustraliaRioTintoReserveBankofAustraliaPwCOracleNetixNOAAFisheriesNABMenulogMacquarieBankHoneywellGeoscienceAustraliaDFATDPICBABankofItalyAustralianRedCrossBloodServiceAmazonBunnings
2164
TracLightSystem
2264
RedPostit
--
IneedahandSlowdown
GreenPostit
--
IamuptospeedIhavecompletedthething
TracLightSystem
2364
Letsstartwriting
GotobitlyLINKSHAREDINCLASStologintoRStudiocloud
LoginwithGoogleGitHubothercredentials
Ifyouhavequestionsplacearedstickynoteonyourlaptop
IfyouaredoneplaceagreenstickyonyourlaptopThissectionisbasedonanexercisefromdatascienceinaboxbyMineCcediletinkaya-Rundel
2464
Createyourrstdatavisualisation
OnceyoulogontoRStudioCloudclickonthiscoursesworkspaceETC10102019semester2YoushouldseeaprojectcalledUNVotesforkitbyclickingontheiconThiswillcreateyourcopyoftheprojectandlaunchitIntheFilespaneinthebottomrightcornerspotthelecalledunvotesRmdOpenitandthenclickontheKnitbuttonGobacktotheleandchangeyournameontop(intheyaml--welltalkaboutwhatthismeanslater)andknitagainChangethecountrynamestothoseyoureinterestedinSpellingandcapitalizationshouldmatchthedatasotakeapeekattheAppendixtoseehowthecountrynamesarespelledKnitagainAndvoilayourrstdatavisualization
2564
Whatcanyoudoattheendofsemester
Someofourbestnalprojects
instagrambabynamesoztourismsalarygapsFantasyAFL
2664
Whatyouneedtolearn
Datapreparationaccountsforabout80oftheworkofdatascientists
--GilPressForbes2016
2764
DataPreparation
ThisisoneoftheleasttaughtpartsofdatascienceandbusinessanalyticsandyetitiswhatdatascientistsspendmostoftheirtimeonBytheendofthissemesteryouwillhavethetoolstobemoreecientandeectiveinthisareasothatyouhavemoretimetospendonyourminingandmodeling
2864
Learningobjectives
Thelearninggoalsassociatedwiththisunitareto
1Learntoreaddierentdataformatslearnabouttidydataandwranglingtechniques
2Applyeectivevisualisationandmodellingtounderstandrelationshipsbetweenvariablesandmakedecisionswithdata
3Developcommunicationskillsusingreproduciblereporting
2964
WhatcouldthisimagesayaboutR
03003064
Philosophy
IfyoufeedapersonashtheyeatforadayIfyouteachapersontoshtheyeatforalifetime
WhateverIdointhedataanalysisthatisshowntoyouduringthel d it t
3164
l d it t
CourseWebsitehttpdmacdicookorg
dmac=DataModelingandComputingunitguide(authorityoncoursestructure)LecturenotesforeachclassAssignmentandprojectinstructionsTextbook+otheronlineresourcesrelatedtotopicsConsultationtimes(6x1Hrconsultations)
3264
MoVEunit
Youcanusetherstudiocloudserver
InthefuturewewillhaveRandRstudioinstalledlocally
WhenthishappensyoucanuseUSBstickattachtotheborrowedlaptopandinstallRRStudioandallyourpackagesonthisUsecanthenusetheUSBstickasyourworkingenvironmentwiththeborrowedlaptopsimplyasthecomputingengine
3364
GradingAssessmentWeight Task
ReadingQuiz 5
Completepriortoeachclassfortherst8weeksonEDQuizneedstobecompletedbyclasstimeNomulligansOnecanbemissed
withoutpenalty
LabExercise 5Eachclassperiodwillhaveaquiztobe
completedindividuallyTwocanbemissedwithoutpenalty
3464
GradingExampleReadingQuiz
Before8amonFridayyouneedtocompletethe5questionreadingquizonEDBefore3pmnextWednesdayYouneedtocompletethe5questionreadingquizonED
3564
GradingExampleLabExercise
ThereistimeattheendofclasstocompletelabexerciseonED
Before5pmTodayyouneedtocompletethe10questionLabExerciseonEDBefore10amThisFridayyouneedtocompletethe10questionLabExerciseonED
3664
GradingAssessment WeightTask
Assignment 12 Teamworkdataanalysischallengedueinweeks359
Mid-SemTheory+Conceptexam 8 Dueweek6
DataAnalysisExam 10 Dueweek11Project 10 Dueweek11FinalExam 50 TBA
3764
Free
Textbook
3864
Remember
Allinformationisonthewebsite
PostquestionsonEDoveremail
3964
Howdoyoudowellinthisclass
Dothereadingpriortoeachclassperiod
Participateactivelyinthisclass
Askquestionsontheed
4064
Howdoyoudowellinthisclass
Cometoconsultationifyouhavequestions
Practicethematerialstaughtineachlectorialbydoingmoreexercisesfromthetextbook
Becuriousbepositivebeengaged
4164
EdSystem
OnlinequizzesConductdiscussionsAskquestionsaboutthecoursematerialandexercisesandturninassignmentsandprojectOnlyyournameandemailaddressarerecordedintheEDsystems
4264
EdSystem
DEMO
4364
4464
Tipsforaskingquestions
FirstsearchexistingdiscussionforanswersIfthequestionhasalreadybeenansweredyouredoneIfithasalreadybeenaskedbutyourenotsatisedwiththeansweraddtothethreadGiveyourquestioncontextfromcourseconceptsnotcourseassignments
GoodcontextIhaveaquestiononlteringBadcontextIhaveaquestiononAssignment1
4564
Tipsforaskingquestions
BepreciseinyourdescriptionGooddescriptionIamgettingthefollowingerrorandImnotsurehowtoresolveit-ErrorcouldnotfindfunctionggplotBaddescriptionRgivingerrorshelpmeAaaarrrrrgh
Rememberyoucaneditaquestionafterpostingit
4664
DiversityampInclusivenessIntentStudentsfromalldiversebackgroundsandperspectivesbewell-servedbythiscoursethatstudentslearningneedsbeaddressedbothinandoutofclassandthatthediversitythatthestudentsbringtothisclassbeviewedasaresourcestrengthandbenetItismyintenttopresentmaterialsandactivitiesthatarerespectfulofdiversitygenderidentitysexualitydisabilityagesocioeconomicstatusethnicityracenationalityreligionandcultureLetmeknowwaystoimprovetheeectivenessofthecourseforyoupersonallyorforotherstudentsorstudentgroups
Ifyouhaveanameandorsetofpronounsthatdierfromthosethatappearinyour ocial Monash records please let me know 4764
your ocial Monash records please let me know
DiversityampInclusivenessIfyoufeellikeyourperformanceintheclassisbeingimpactedbyyourexperiencesoutsideofclasspleasedonthesitatetocomeandtalkwithmeIwanttobearesourceforyouIfyouprefertospeakwithsomeoneoutsideofthecoursetalktoDiCookorlookattheservicesavailabletoyouintheMonashstudentsupportservices
I(likemanypeople)amstillintheprocessoflearningaboutdiverseperspectivesandidentitiesIfsomethingwassaidinclass(byanyone)thatmadeyoufeeluncomfortablepleasetalktomeaboutit
4864
SharingReusingcode
IamwellawarethatahugevolumeofcodeisavailableonthewebtosolveanynumberofproblemsUnlessIexplicitlytellyounottousesomethingthecoursespolicyisthatyoumaymakeuseofanyonlineresources(egStackOverow)butyoumustexplicitlycitewhereyouobtainedanycodeyoudirectlyuse(oruseasinspiration)Thiscanbeassimpleaspastingthelinkinareferencessection
4964
SharingReusingcode
AnyrecycledcodenotexplicitlycitedwillbetreatedasplagiarismAssignmentgroupsmaynotdirectlysharecodewithanothergroupYouarewelcometodiscusstheproblemstogetherandaskforadvicebutyoumaynotmakedirectuseofcodefromanotherteam
5064
GroupAssignments
Assignment1willbeannouncedthisFriday
5164
GroupAssignments
ConductedaccordingtotheMonashpolicies
Whatweexpect
EachmemberofthegroupcompletestheentireassignmentasbesttheycanGroupmemberscompareanswersandcombineitintoonedocumentforthenalasubmission
5264
GroupAssignments
25oftheassignmentgradewillcomefrompeerevaluationPeerevaluationisanimportantlearningtool
Eachstudentwillberandomlyassignedanotherteamssubmissiontoprovidefeedbackonthreethings
1Couldyoureproducetheanalysis2Didyoulearnsomethingnewfromtheotherteamsapproach3Whatwouldyousuggesttoimprovetheirwork 5364
GroupAssignments
ConictscanariseingroupworkTheycanbebothproductiveanddestructiveTeamsneedtoworkonmanagingconictsandbuildingonthestrengthsofallteammembers
5464
GroupAssignments
ForeachassignmentyouwillbegiventheoptiontocommentontheeortsofyourothergroupmembersIfateammemberhasnotcontributedtoanassignmentsubmissiontheymightscorea0Inthissituationtheteamwillneedtodiscussteamfunctionanddysfunctionwiththeinstructor
5564
RandRStudio
5664
WhatisRRStudio
Risastatisticalprogramminglanguage
RStudioisaconvenientinterfaceforR(anintegrateddevelopmentenvironmentIDE)
5764
WhatisRRStudio
IfRwereanairplaneRStudiowouldbetheairportprovidingmanymanysupportingservicesthatmakeiteasierforyouthepilottotakeoandgotoawesomeplacesSureyoucanyanairplanewithoutanairportbuthavingthoserunwaysandsupportinginfrastructureisagame-changer
--JulieLowndes
5864
Letstakeatour-RRStudio
DEMO5964
6064
RessentialsAshortlist(fornow)Functionsare(mostoften)verbsfollowedbywhattheywillbeappliedtoinparentheses
do_this(to_this)do_that(to_thisto_thatwith_those)
Columns(variables)indataframesareaccessedwith$
dataframe$var_name
Packagesareinstalledwiththeinstallpackagesfunctionandloadedwiththelibraryfunctiononcepersession
installpackages(package_name)library(package_name)
6164
HowtoeditRcodeCreatingDataVisualisationsRRStudio
ConsoleUsingRasacalculatorEnvironmentLoadingandviewingadataframeAccessingavariableinadataframeRfunctions
Conceptsintroduced
6264
LabExercise
CheckyourknowledgeandcomprehensionbytakingyourrstlabquizonEd
GototheEDpageandcompletethelabquiz
NOTEReadingassignmentonEDsitedueby8ambeforeClassonFriday
6364
Shareandsharealike
ThisworkislicensedunderaCreativeCommonsAttribution-NonCommercial-ShareAlike40InternationalLicense
6464
Sayani
AstatisticianandcurrentlyinhersecondyearofPhDMastersandHonorsinStatisticsbackinIndiaWorkedasaconsultantandsenioranalystinrmslikeKPMGandAmericanExpressTrainedinIndianclassicalvocalmusicformorethan10yearsandlovestonurturethatinhersparetime
CurrentlyaninternwithGoogleSummerofCode2019andalsoonh t i h iti h t R k it
1364
h t i h iti h t R k it
Sherry
BachelorofCommerce2018DoingHonoursinEconometricsthisyearwithDiCookOnherwaytohaveherrsteverpackagewhosenameisstillamysteryLovespuzzlesgameslikejigsaws
1464
Di
ProfessoratMonashUniversityinMelbourneAustraliadoingresearchinstatisticsdatasciencevisualisationandstatisticalcomputingCreatedthecurrentversionofthecourseIliketoplayallsortsofsportstennissoccerhockeycricketandgoboogieboarding
1564
YourTurnTurntothepeoplenexttoyouandask2questions
AreyoumoreofadogoracatpersonWhatlanguagesdoyouknowhowtospeak
03001664
Thiscourseisbroughttoyou
todaybythe
Thelanguageofdataanalysis
1764
y y
WhatisR
RisalanguagefordataanalysisIfRseemsabitconfusingdisorganizedandperhapsincoherentattimesinsomewaysthatsbecausesoisdataanalysis
--RogerPeng12072018
1864
WhyR
FreePowerfulOver14600contributedpackagesonthemainrepository(CRAN)asofJuly2019providedbytopinternationalresearchersandprogrammersFlexibleItisalanguageandthusallowsyoutocreateyourownsolutions
CommunityLargeglobalcommunityfriendlyandhelpfullotsof 1964
RConsortiumconductedasurveyofusers2017
ThesearethelocationsofrespondentstoanRConsortiumsurveyconductedin2017
8ofRusersarebetween18-24BUT45ofRusersarebetween25-34
Community
2064
SampleofAustralianorganisationscompaniesthatsentemployeestouseR2018
ABSCSIROATOMicrosoftEnergyQldAutoandGeneralBankofQldBHPAEMOGoogleFlightCentreYouiAmadeusInvestmentPartnersYahooSydneyTrainsTennisAustraliaRioTintoReserveBankofAustraliaPwCOracleNetixNOAAFisheriesNABMenulogMacquarieBankHoneywellGeoscienceAustraliaDFATDPICBABankofItalyAustralianRedCrossBloodServiceAmazonBunnings
2164
TracLightSystem
2264
RedPostit
--
IneedahandSlowdown
GreenPostit
--
IamuptospeedIhavecompletedthething
TracLightSystem
2364
Letsstartwriting
GotobitlyLINKSHAREDINCLASStologintoRStudiocloud
LoginwithGoogleGitHubothercredentials
Ifyouhavequestionsplacearedstickynoteonyourlaptop
IfyouaredoneplaceagreenstickyonyourlaptopThissectionisbasedonanexercisefromdatascienceinaboxbyMineCcediletinkaya-Rundel
2464
Createyourrstdatavisualisation
OnceyoulogontoRStudioCloudclickonthiscoursesworkspaceETC10102019semester2YoushouldseeaprojectcalledUNVotesforkitbyclickingontheiconThiswillcreateyourcopyoftheprojectandlaunchitIntheFilespaneinthebottomrightcornerspotthelecalledunvotesRmdOpenitandthenclickontheKnitbuttonGobacktotheleandchangeyournameontop(intheyaml--welltalkaboutwhatthismeanslater)andknitagainChangethecountrynamestothoseyoureinterestedinSpellingandcapitalizationshouldmatchthedatasotakeapeekattheAppendixtoseehowthecountrynamesarespelledKnitagainAndvoilayourrstdatavisualization
2564
Whatcanyoudoattheendofsemester
Someofourbestnalprojects
instagrambabynamesoztourismsalarygapsFantasyAFL
2664
Whatyouneedtolearn
Datapreparationaccountsforabout80oftheworkofdatascientists
--GilPressForbes2016
2764
DataPreparation
ThisisoneoftheleasttaughtpartsofdatascienceandbusinessanalyticsandyetitiswhatdatascientistsspendmostoftheirtimeonBytheendofthissemesteryouwillhavethetoolstobemoreecientandeectiveinthisareasothatyouhavemoretimetospendonyourminingandmodeling
2864
Learningobjectives
Thelearninggoalsassociatedwiththisunitareto
1Learntoreaddierentdataformatslearnabouttidydataandwranglingtechniques
2Applyeectivevisualisationandmodellingtounderstandrelationshipsbetweenvariablesandmakedecisionswithdata
3Developcommunicationskillsusingreproduciblereporting
2964
WhatcouldthisimagesayaboutR
03003064
Philosophy
IfyoufeedapersonashtheyeatforadayIfyouteachapersontoshtheyeatforalifetime
WhateverIdointhedataanalysisthatisshowntoyouduringthel d it t
3164
l d it t
CourseWebsitehttpdmacdicookorg
dmac=DataModelingandComputingunitguide(authorityoncoursestructure)LecturenotesforeachclassAssignmentandprojectinstructionsTextbook+otheronlineresourcesrelatedtotopicsConsultationtimes(6x1Hrconsultations)
3264
MoVEunit
Youcanusetherstudiocloudserver
InthefuturewewillhaveRandRstudioinstalledlocally
WhenthishappensyoucanuseUSBstickattachtotheborrowedlaptopandinstallRRStudioandallyourpackagesonthisUsecanthenusetheUSBstickasyourworkingenvironmentwiththeborrowedlaptopsimplyasthecomputingengine
3364
GradingAssessmentWeight Task
ReadingQuiz 5
Completepriortoeachclassfortherst8weeksonEDQuizneedstobecompletedbyclasstimeNomulligansOnecanbemissed
withoutpenalty
LabExercise 5Eachclassperiodwillhaveaquiztobe
completedindividuallyTwocanbemissedwithoutpenalty
3464
GradingExampleReadingQuiz
Before8amonFridayyouneedtocompletethe5questionreadingquizonEDBefore3pmnextWednesdayYouneedtocompletethe5questionreadingquizonED
3564
GradingExampleLabExercise
ThereistimeattheendofclasstocompletelabexerciseonED
Before5pmTodayyouneedtocompletethe10questionLabExerciseonEDBefore10amThisFridayyouneedtocompletethe10questionLabExerciseonED
3664
GradingAssessment WeightTask
Assignment 12 Teamworkdataanalysischallengedueinweeks359
Mid-SemTheory+Conceptexam 8 Dueweek6
DataAnalysisExam 10 Dueweek11Project 10 Dueweek11FinalExam 50 TBA
3764
Free
Textbook
3864
Remember
Allinformationisonthewebsite
PostquestionsonEDoveremail
3964
Howdoyoudowellinthisclass
Dothereadingpriortoeachclassperiod
Participateactivelyinthisclass
Askquestionsontheed
4064
Howdoyoudowellinthisclass
Cometoconsultationifyouhavequestions
Practicethematerialstaughtineachlectorialbydoingmoreexercisesfromthetextbook
Becuriousbepositivebeengaged
4164
EdSystem
OnlinequizzesConductdiscussionsAskquestionsaboutthecoursematerialandexercisesandturninassignmentsandprojectOnlyyournameandemailaddressarerecordedintheEDsystems
4264
EdSystem
DEMO
4364
4464
Tipsforaskingquestions
FirstsearchexistingdiscussionforanswersIfthequestionhasalreadybeenansweredyouredoneIfithasalreadybeenaskedbutyourenotsatisedwiththeansweraddtothethreadGiveyourquestioncontextfromcourseconceptsnotcourseassignments
GoodcontextIhaveaquestiononlteringBadcontextIhaveaquestiononAssignment1
4564
Tipsforaskingquestions
BepreciseinyourdescriptionGooddescriptionIamgettingthefollowingerrorandImnotsurehowtoresolveit-ErrorcouldnotfindfunctionggplotBaddescriptionRgivingerrorshelpmeAaaarrrrrgh
Rememberyoucaneditaquestionafterpostingit
4664
DiversityampInclusivenessIntentStudentsfromalldiversebackgroundsandperspectivesbewell-servedbythiscoursethatstudentslearningneedsbeaddressedbothinandoutofclassandthatthediversitythatthestudentsbringtothisclassbeviewedasaresourcestrengthandbenetItismyintenttopresentmaterialsandactivitiesthatarerespectfulofdiversitygenderidentitysexualitydisabilityagesocioeconomicstatusethnicityracenationalityreligionandcultureLetmeknowwaystoimprovetheeectivenessofthecourseforyoupersonallyorforotherstudentsorstudentgroups
Ifyouhaveanameandorsetofpronounsthatdierfromthosethatappearinyour ocial Monash records please let me know 4764
your ocial Monash records please let me know
DiversityampInclusivenessIfyoufeellikeyourperformanceintheclassisbeingimpactedbyyourexperiencesoutsideofclasspleasedonthesitatetocomeandtalkwithmeIwanttobearesourceforyouIfyouprefertospeakwithsomeoneoutsideofthecoursetalktoDiCookorlookattheservicesavailabletoyouintheMonashstudentsupportservices
I(likemanypeople)amstillintheprocessoflearningaboutdiverseperspectivesandidentitiesIfsomethingwassaidinclass(byanyone)thatmadeyoufeeluncomfortablepleasetalktomeaboutit
4864
SharingReusingcode
IamwellawarethatahugevolumeofcodeisavailableonthewebtosolveanynumberofproblemsUnlessIexplicitlytellyounottousesomethingthecoursespolicyisthatyoumaymakeuseofanyonlineresources(egStackOverow)butyoumustexplicitlycitewhereyouobtainedanycodeyoudirectlyuse(oruseasinspiration)Thiscanbeassimpleaspastingthelinkinareferencessection
4964
SharingReusingcode
AnyrecycledcodenotexplicitlycitedwillbetreatedasplagiarismAssignmentgroupsmaynotdirectlysharecodewithanothergroupYouarewelcometodiscusstheproblemstogetherandaskforadvicebutyoumaynotmakedirectuseofcodefromanotherteam
5064
GroupAssignments
Assignment1willbeannouncedthisFriday
5164
GroupAssignments
ConductedaccordingtotheMonashpolicies
Whatweexpect
EachmemberofthegroupcompletestheentireassignmentasbesttheycanGroupmemberscompareanswersandcombineitintoonedocumentforthenalasubmission
5264
GroupAssignments
25oftheassignmentgradewillcomefrompeerevaluationPeerevaluationisanimportantlearningtool
Eachstudentwillberandomlyassignedanotherteamssubmissiontoprovidefeedbackonthreethings
1Couldyoureproducetheanalysis2Didyoulearnsomethingnewfromtheotherteamsapproach3Whatwouldyousuggesttoimprovetheirwork 5364
GroupAssignments
ConictscanariseingroupworkTheycanbebothproductiveanddestructiveTeamsneedtoworkonmanagingconictsandbuildingonthestrengthsofallteammembers
5464
GroupAssignments
ForeachassignmentyouwillbegiventheoptiontocommentontheeortsofyourothergroupmembersIfateammemberhasnotcontributedtoanassignmentsubmissiontheymightscorea0Inthissituationtheteamwillneedtodiscussteamfunctionanddysfunctionwiththeinstructor
5564
RandRStudio
5664
WhatisRRStudio
Risastatisticalprogramminglanguage
RStudioisaconvenientinterfaceforR(anintegrateddevelopmentenvironmentIDE)
5764
WhatisRRStudio
IfRwereanairplaneRStudiowouldbetheairportprovidingmanymanysupportingservicesthatmakeiteasierforyouthepilottotakeoandgotoawesomeplacesSureyoucanyanairplanewithoutanairportbuthavingthoserunwaysandsupportinginfrastructureisagame-changer
--JulieLowndes
5864
Letstakeatour-RRStudio
DEMO5964
6064
RessentialsAshortlist(fornow)Functionsare(mostoften)verbsfollowedbywhattheywillbeappliedtoinparentheses
do_this(to_this)do_that(to_thisto_thatwith_those)
Columns(variables)indataframesareaccessedwith$
dataframe$var_name
Packagesareinstalledwiththeinstallpackagesfunctionandloadedwiththelibraryfunctiononcepersession
installpackages(package_name)library(package_name)
6164
HowtoeditRcodeCreatingDataVisualisationsRRStudio
ConsoleUsingRasacalculatorEnvironmentLoadingandviewingadataframeAccessingavariableinadataframeRfunctions
Conceptsintroduced
6264
LabExercise
CheckyourknowledgeandcomprehensionbytakingyourrstlabquizonEd
GototheEDpageandcompletethelabquiz
NOTEReadingassignmentonEDsitedueby8ambeforeClassonFriday
6364
Shareandsharealike
ThisworkislicensedunderaCreativeCommonsAttribution-NonCommercial-ShareAlike40InternationalLicense
6464
h t i h iti h t R k it
Sherry
BachelorofCommerce2018DoingHonoursinEconometricsthisyearwithDiCookOnherwaytohaveherrsteverpackagewhosenameisstillamysteryLovespuzzlesgameslikejigsaws
1464
Di
ProfessoratMonashUniversityinMelbourneAustraliadoingresearchinstatisticsdatasciencevisualisationandstatisticalcomputingCreatedthecurrentversionofthecourseIliketoplayallsortsofsportstennissoccerhockeycricketandgoboogieboarding
1564
YourTurnTurntothepeoplenexttoyouandask2questions
AreyoumoreofadogoracatpersonWhatlanguagesdoyouknowhowtospeak
03001664
Thiscourseisbroughttoyou
todaybythe
Thelanguageofdataanalysis
1764
y y
WhatisR
RisalanguagefordataanalysisIfRseemsabitconfusingdisorganizedandperhapsincoherentattimesinsomewaysthatsbecausesoisdataanalysis
--RogerPeng12072018
1864
WhyR
FreePowerfulOver14600contributedpackagesonthemainrepository(CRAN)asofJuly2019providedbytopinternationalresearchersandprogrammersFlexibleItisalanguageandthusallowsyoutocreateyourownsolutions
CommunityLargeglobalcommunityfriendlyandhelpfullotsof 1964
RConsortiumconductedasurveyofusers2017
ThesearethelocationsofrespondentstoanRConsortiumsurveyconductedin2017
8ofRusersarebetween18-24BUT45ofRusersarebetween25-34
Community
2064
SampleofAustralianorganisationscompaniesthatsentemployeestouseR2018
ABSCSIROATOMicrosoftEnergyQldAutoandGeneralBankofQldBHPAEMOGoogleFlightCentreYouiAmadeusInvestmentPartnersYahooSydneyTrainsTennisAustraliaRioTintoReserveBankofAustraliaPwCOracleNetixNOAAFisheriesNABMenulogMacquarieBankHoneywellGeoscienceAustraliaDFATDPICBABankofItalyAustralianRedCrossBloodServiceAmazonBunnings
2164
TracLightSystem
2264
RedPostit
--
IneedahandSlowdown
GreenPostit
--
IamuptospeedIhavecompletedthething
TracLightSystem
2364
Letsstartwriting
GotobitlyLINKSHAREDINCLASStologintoRStudiocloud
LoginwithGoogleGitHubothercredentials
Ifyouhavequestionsplacearedstickynoteonyourlaptop
IfyouaredoneplaceagreenstickyonyourlaptopThissectionisbasedonanexercisefromdatascienceinaboxbyMineCcediletinkaya-Rundel
2464
Createyourrstdatavisualisation
OnceyoulogontoRStudioCloudclickonthiscoursesworkspaceETC10102019semester2YoushouldseeaprojectcalledUNVotesforkitbyclickingontheiconThiswillcreateyourcopyoftheprojectandlaunchitIntheFilespaneinthebottomrightcornerspotthelecalledunvotesRmdOpenitandthenclickontheKnitbuttonGobacktotheleandchangeyournameontop(intheyaml--welltalkaboutwhatthismeanslater)andknitagainChangethecountrynamestothoseyoureinterestedinSpellingandcapitalizationshouldmatchthedatasotakeapeekattheAppendixtoseehowthecountrynamesarespelledKnitagainAndvoilayourrstdatavisualization
2564
Whatcanyoudoattheendofsemester
Someofourbestnalprojects
instagrambabynamesoztourismsalarygapsFantasyAFL
2664
Whatyouneedtolearn
Datapreparationaccountsforabout80oftheworkofdatascientists
--GilPressForbes2016
2764
DataPreparation
ThisisoneoftheleasttaughtpartsofdatascienceandbusinessanalyticsandyetitiswhatdatascientistsspendmostoftheirtimeonBytheendofthissemesteryouwillhavethetoolstobemoreecientandeectiveinthisareasothatyouhavemoretimetospendonyourminingandmodeling
2864
Learningobjectives
Thelearninggoalsassociatedwiththisunitareto
1Learntoreaddierentdataformatslearnabouttidydataandwranglingtechniques
2Applyeectivevisualisationandmodellingtounderstandrelationshipsbetweenvariablesandmakedecisionswithdata
3Developcommunicationskillsusingreproduciblereporting
2964
WhatcouldthisimagesayaboutR
03003064
Philosophy
IfyoufeedapersonashtheyeatforadayIfyouteachapersontoshtheyeatforalifetime
WhateverIdointhedataanalysisthatisshowntoyouduringthel d it t
3164
l d it t
CourseWebsitehttpdmacdicookorg
dmac=DataModelingandComputingunitguide(authorityoncoursestructure)LecturenotesforeachclassAssignmentandprojectinstructionsTextbook+otheronlineresourcesrelatedtotopicsConsultationtimes(6x1Hrconsultations)
3264
MoVEunit
Youcanusetherstudiocloudserver
InthefuturewewillhaveRandRstudioinstalledlocally
WhenthishappensyoucanuseUSBstickattachtotheborrowedlaptopandinstallRRStudioandallyourpackagesonthisUsecanthenusetheUSBstickasyourworkingenvironmentwiththeborrowedlaptopsimplyasthecomputingengine
3364
GradingAssessmentWeight Task
ReadingQuiz 5
Completepriortoeachclassfortherst8weeksonEDQuizneedstobecompletedbyclasstimeNomulligansOnecanbemissed
withoutpenalty
LabExercise 5Eachclassperiodwillhaveaquiztobe
completedindividuallyTwocanbemissedwithoutpenalty
3464
GradingExampleReadingQuiz
Before8amonFridayyouneedtocompletethe5questionreadingquizonEDBefore3pmnextWednesdayYouneedtocompletethe5questionreadingquizonED
3564
GradingExampleLabExercise
ThereistimeattheendofclasstocompletelabexerciseonED
Before5pmTodayyouneedtocompletethe10questionLabExerciseonEDBefore10amThisFridayyouneedtocompletethe10questionLabExerciseonED
3664
GradingAssessment WeightTask
Assignment 12 Teamworkdataanalysischallengedueinweeks359
Mid-SemTheory+Conceptexam 8 Dueweek6
DataAnalysisExam 10 Dueweek11Project 10 Dueweek11FinalExam 50 TBA
3764
Free
Textbook
3864
Remember
Allinformationisonthewebsite
PostquestionsonEDoveremail
3964
Howdoyoudowellinthisclass
Dothereadingpriortoeachclassperiod
Participateactivelyinthisclass
Askquestionsontheed
4064
Howdoyoudowellinthisclass
Cometoconsultationifyouhavequestions
Practicethematerialstaughtineachlectorialbydoingmoreexercisesfromthetextbook
Becuriousbepositivebeengaged
4164
EdSystem
OnlinequizzesConductdiscussionsAskquestionsaboutthecoursematerialandexercisesandturninassignmentsandprojectOnlyyournameandemailaddressarerecordedintheEDsystems
4264
EdSystem
DEMO
4364
4464
Tipsforaskingquestions
FirstsearchexistingdiscussionforanswersIfthequestionhasalreadybeenansweredyouredoneIfithasalreadybeenaskedbutyourenotsatisedwiththeansweraddtothethreadGiveyourquestioncontextfromcourseconceptsnotcourseassignments
GoodcontextIhaveaquestiononlteringBadcontextIhaveaquestiononAssignment1
4564
Tipsforaskingquestions
BepreciseinyourdescriptionGooddescriptionIamgettingthefollowingerrorandImnotsurehowtoresolveit-ErrorcouldnotfindfunctionggplotBaddescriptionRgivingerrorshelpmeAaaarrrrrgh
Rememberyoucaneditaquestionafterpostingit
4664
DiversityampInclusivenessIntentStudentsfromalldiversebackgroundsandperspectivesbewell-servedbythiscoursethatstudentslearningneedsbeaddressedbothinandoutofclassandthatthediversitythatthestudentsbringtothisclassbeviewedasaresourcestrengthandbenetItismyintenttopresentmaterialsandactivitiesthatarerespectfulofdiversitygenderidentitysexualitydisabilityagesocioeconomicstatusethnicityracenationalityreligionandcultureLetmeknowwaystoimprovetheeectivenessofthecourseforyoupersonallyorforotherstudentsorstudentgroups
Ifyouhaveanameandorsetofpronounsthatdierfromthosethatappearinyour ocial Monash records please let me know 4764
your ocial Monash records please let me know
DiversityampInclusivenessIfyoufeellikeyourperformanceintheclassisbeingimpactedbyyourexperiencesoutsideofclasspleasedonthesitatetocomeandtalkwithmeIwanttobearesourceforyouIfyouprefertospeakwithsomeoneoutsideofthecoursetalktoDiCookorlookattheservicesavailabletoyouintheMonashstudentsupportservices
I(likemanypeople)amstillintheprocessoflearningaboutdiverseperspectivesandidentitiesIfsomethingwassaidinclass(byanyone)thatmadeyoufeeluncomfortablepleasetalktomeaboutit
4864
SharingReusingcode
IamwellawarethatahugevolumeofcodeisavailableonthewebtosolveanynumberofproblemsUnlessIexplicitlytellyounottousesomethingthecoursespolicyisthatyoumaymakeuseofanyonlineresources(egStackOverow)butyoumustexplicitlycitewhereyouobtainedanycodeyoudirectlyuse(oruseasinspiration)Thiscanbeassimpleaspastingthelinkinareferencessection
4964
SharingReusingcode
AnyrecycledcodenotexplicitlycitedwillbetreatedasplagiarismAssignmentgroupsmaynotdirectlysharecodewithanothergroupYouarewelcometodiscusstheproblemstogetherandaskforadvicebutyoumaynotmakedirectuseofcodefromanotherteam
5064
GroupAssignments
Assignment1willbeannouncedthisFriday
5164
GroupAssignments
ConductedaccordingtotheMonashpolicies
Whatweexpect
EachmemberofthegroupcompletestheentireassignmentasbesttheycanGroupmemberscompareanswersandcombineitintoonedocumentforthenalasubmission
5264
GroupAssignments
25oftheassignmentgradewillcomefrompeerevaluationPeerevaluationisanimportantlearningtool
Eachstudentwillberandomlyassignedanotherteamssubmissiontoprovidefeedbackonthreethings
1Couldyoureproducetheanalysis2Didyoulearnsomethingnewfromtheotherteamsapproach3Whatwouldyousuggesttoimprovetheirwork 5364
GroupAssignments
ConictscanariseingroupworkTheycanbebothproductiveanddestructiveTeamsneedtoworkonmanagingconictsandbuildingonthestrengthsofallteammembers
5464
GroupAssignments
ForeachassignmentyouwillbegiventheoptiontocommentontheeortsofyourothergroupmembersIfateammemberhasnotcontributedtoanassignmentsubmissiontheymightscorea0Inthissituationtheteamwillneedtodiscussteamfunctionanddysfunctionwiththeinstructor
5564
RandRStudio
5664
WhatisRRStudio
Risastatisticalprogramminglanguage
RStudioisaconvenientinterfaceforR(anintegrateddevelopmentenvironmentIDE)
5764
WhatisRRStudio
IfRwereanairplaneRStudiowouldbetheairportprovidingmanymanysupportingservicesthatmakeiteasierforyouthepilottotakeoandgotoawesomeplacesSureyoucanyanairplanewithoutanairportbuthavingthoserunwaysandsupportinginfrastructureisagame-changer
--JulieLowndes
5864
Letstakeatour-RRStudio
DEMO5964
6064
RessentialsAshortlist(fornow)Functionsare(mostoften)verbsfollowedbywhattheywillbeappliedtoinparentheses
do_this(to_this)do_that(to_thisto_thatwith_those)
Columns(variables)indataframesareaccessedwith$
dataframe$var_name
Packagesareinstalledwiththeinstallpackagesfunctionandloadedwiththelibraryfunctiononcepersession
installpackages(package_name)library(package_name)
6164
HowtoeditRcodeCreatingDataVisualisationsRRStudio
ConsoleUsingRasacalculatorEnvironmentLoadingandviewingadataframeAccessingavariableinadataframeRfunctions
Conceptsintroduced
6264
LabExercise
CheckyourknowledgeandcomprehensionbytakingyourrstlabquizonEd
GototheEDpageandcompletethelabquiz
NOTEReadingassignmentonEDsitedueby8ambeforeClassonFriday
6364
Shareandsharealike
ThisworkislicensedunderaCreativeCommonsAttribution-NonCommercial-ShareAlike40InternationalLicense
6464
Di
ProfessoratMonashUniversityinMelbourneAustraliadoingresearchinstatisticsdatasciencevisualisationandstatisticalcomputingCreatedthecurrentversionofthecourseIliketoplayallsortsofsportstennissoccerhockeycricketandgoboogieboarding
1564
YourTurnTurntothepeoplenexttoyouandask2questions
AreyoumoreofadogoracatpersonWhatlanguagesdoyouknowhowtospeak
03001664
Thiscourseisbroughttoyou
todaybythe
Thelanguageofdataanalysis
1764
y y
WhatisR
RisalanguagefordataanalysisIfRseemsabitconfusingdisorganizedandperhapsincoherentattimesinsomewaysthatsbecausesoisdataanalysis
--RogerPeng12072018
1864
WhyR
FreePowerfulOver14600contributedpackagesonthemainrepository(CRAN)asofJuly2019providedbytopinternationalresearchersandprogrammersFlexibleItisalanguageandthusallowsyoutocreateyourownsolutions
CommunityLargeglobalcommunityfriendlyandhelpfullotsof 1964
RConsortiumconductedasurveyofusers2017
ThesearethelocationsofrespondentstoanRConsortiumsurveyconductedin2017
8ofRusersarebetween18-24BUT45ofRusersarebetween25-34
Community
2064
SampleofAustralianorganisationscompaniesthatsentemployeestouseR2018
ABSCSIROATOMicrosoftEnergyQldAutoandGeneralBankofQldBHPAEMOGoogleFlightCentreYouiAmadeusInvestmentPartnersYahooSydneyTrainsTennisAustraliaRioTintoReserveBankofAustraliaPwCOracleNetixNOAAFisheriesNABMenulogMacquarieBankHoneywellGeoscienceAustraliaDFATDPICBABankofItalyAustralianRedCrossBloodServiceAmazonBunnings
2164
TracLightSystem
2264
RedPostit
--
IneedahandSlowdown
GreenPostit
--
IamuptospeedIhavecompletedthething
TracLightSystem
2364
Letsstartwriting
GotobitlyLINKSHAREDINCLASStologintoRStudiocloud
LoginwithGoogleGitHubothercredentials
Ifyouhavequestionsplacearedstickynoteonyourlaptop
IfyouaredoneplaceagreenstickyonyourlaptopThissectionisbasedonanexercisefromdatascienceinaboxbyMineCcediletinkaya-Rundel
2464
Createyourrstdatavisualisation
OnceyoulogontoRStudioCloudclickonthiscoursesworkspaceETC10102019semester2YoushouldseeaprojectcalledUNVotesforkitbyclickingontheiconThiswillcreateyourcopyoftheprojectandlaunchitIntheFilespaneinthebottomrightcornerspotthelecalledunvotesRmdOpenitandthenclickontheKnitbuttonGobacktotheleandchangeyournameontop(intheyaml--welltalkaboutwhatthismeanslater)andknitagainChangethecountrynamestothoseyoureinterestedinSpellingandcapitalizationshouldmatchthedatasotakeapeekattheAppendixtoseehowthecountrynamesarespelledKnitagainAndvoilayourrstdatavisualization
2564
Whatcanyoudoattheendofsemester
Someofourbestnalprojects
instagrambabynamesoztourismsalarygapsFantasyAFL
2664
Whatyouneedtolearn
Datapreparationaccountsforabout80oftheworkofdatascientists
--GilPressForbes2016
2764
DataPreparation
ThisisoneoftheleasttaughtpartsofdatascienceandbusinessanalyticsandyetitiswhatdatascientistsspendmostoftheirtimeonBytheendofthissemesteryouwillhavethetoolstobemoreecientandeectiveinthisareasothatyouhavemoretimetospendonyourminingandmodeling
2864
Learningobjectives
Thelearninggoalsassociatedwiththisunitareto
1Learntoreaddierentdataformatslearnabouttidydataandwranglingtechniques
2Applyeectivevisualisationandmodellingtounderstandrelationshipsbetweenvariablesandmakedecisionswithdata
3Developcommunicationskillsusingreproduciblereporting
2964
WhatcouldthisimagesayaboutR
03003064
Philosophy
IfyoufeedapersonashtheyeatforadayIfyouteachapersontoshtheyeatforalifetime
WhateverIdointhedataanalysisthatisshowntoyouduringthel d it t
3164
l d it t
CourseWebsitehttpdmacdicookorg
dmac=DataModelingandComputingunitguide(authorityoncoursestructure)LecturenotesforeachclassAssignmentandprojectinstructionsTextbook+otheronlineresourcesrelatedtotopicsConsultationtimes(6x1Hrconsultations)
3264
MoVEunit
Youcanusetherstudiocloudserver
InthefuturewewillhaveRandRstudioinstalledlocally
WhenthishappensyoucanuseUSBstickattachtotheborrowedlaptopandinstallRRStudioandallyourpackagesonthisUsecanthenusetheUSBstickasyourworkingenvironmentwiththeborrowedlaptopsimplyasthecomputingengine
3364
GradingAssessmentWeight Task
ReadingQuiz 5
Completepriortoeachclassfortherst8weeksonEDQuizneedstobecompletedbyclasstimeNomulligansOnecanbemissed
withoutpenalty
LabExercise 5Eachclassperiodwillhaveaquiztobe
completedindividuallyTwocanbemissedwithoutpenalty
3464
GradingExampleReadingQuiz
Before8amonFridayyouneedtocompletethe5questionreadingquizonEDBefore3pmnextWednesdayYouneedtocompletethe5questionreadingquizonED
3564
GradingExampleLabExercise
ThereistimeattheendofclasstocompletelabexerciseonED
Before5pmTodayyouneedtocompletethe10questionLabExerciseonEDBefore10amThisFridayyouneedtocompletethe10questionLabExerciseonED
3664
GradingAssessment WeightTask
Assignment 12 Teamworkdataanalysischallengedueinweeks359
Mid-SemTheory+Conceptexam 8 Dueweek6
DataAnalysisExam 10 Dueweek11Project 10 Dueweek11FinalExam 50 TBA
3764
Free
Textbook
3864
Remember
Allinformationisonthewebsite
PostquestionsonEDoveremail
3964
Howdoyoudowellinthisclass
Dothereadingpriortoeachclassperiod
Participateactivelyinthisclass
Askquestionsontheed
4064
Howdoyoudowellinthisclass
Cometoconsultationifyouhavequestions
Practicethematerialstaughtineachlectorialbydoingmoreexercisesfromthetextbook
Becuriousbepositivebeengaged
4164
EdSystem
OnlinequizzesConductdiscussionsAskquestionsaboutthecoursematerialandexercisesandturninassignmentsandprojectOnlyyournameandemailaddressarerecordedintheEDsystems
4264
EdSystem
DEMO
4364
4464
Tipsforaskingquestions
FirstsearchexistingdiscussionforanswersIfthequestionhasalreadybeenansweredyouredoneIfithasalreadybeenaskedbutyourenotsatisedwiththeansweraddtothethreadGiveyourquestioncontextfromcourseconceptsnotcourseassignments
GoodcontextIhaveaquestiononlteringBadcontextIhaveaquestiononAssignment1
4564
Tipsforaskingquestions
BepreciseinyourdescriptionGooddescriptionIamgettingthefollowingerrorandImnotsurehowtoresolveit-ErrorcouldnotfindfunctionggplotBaddescriptionRgivingerrorshelpmeAaaarrrrrgh
Rememberyoucaneditaquestionafterpostingit
4664
DiversityampInclusivenessIntentStudentsfromalldiversebackgroundsandperspectivesbewell-servedbythiscoursethatstudentslearningneedsbeaddressedbothinandoutofclassandthatthediversitythatthestudentsbringtothisclassbeviewedasaresourcestrengthandbenetItismyintenttopresentmaterialsandactivitiesthatarerespectfulofdiversitygenderidentitysexualitydisabilityagesocioeconomicstatusethnicityracenationalityreligionandcultureLetmeknowwaystoimprovetheeectivenessofthecourseforyoupersonallyorforotherstudentsorstudentgroups
Ifyouhaveanameandorsetofpronounsthatdierfromthosethatappearinyour ocial Monash records please let me know 4764
your ocial Monash records please let me know
DiversityampInclusivenessIfyoufeellikeyourperformanceintheclassisbeingimpactedbyyourexperiencesoutsideofclasspleasedonthesitatetocomeandtalkwithmeIwanttobearesourceforyouIfyouprefertospeakwithsomeoneoutsideofthecoursetalktoDiCookorlookattheservicesavailabletoyouintheMonashstudentsupportservices
I(likemanypeople)amstillintheprocessoflearningaboutdiverseperspectivesandidentitiesIfsomethingwassaidinclass(byanyone)thatmadeyoufeeluncomfortablepleasetalktomeaboutit
4864
SharingReusingcode
IamwellawarethatahugevolumeofcodeisavailableonthewebtosolveanynumberofproblemsUnlessIexplicitlytellyounottousesomethingthecoursespolicyisthatyoumaymakeuseofanyonlineresources(egStackOverow)butyoumustexplicitlycitewhereyouobtainedanycodeyoudirectlyuse(oruseasinspiration)Thiscanbeassimpleaspastingthelinkinareferencessection
4964
SharingReusingcode
AnyrecycledcodenotexplicitlycitedwillbetreatedasplagiarismAssignmentgroupsmaynotdirectlysharecodewithanothergroupYouarewelcometodiscusstheproblemstogetherandaskforadvicebutyoumaynotmakedirectuseofcodefromanotherteam
5064
GroupAssignments
Assignment1willbeannouncedthisFriday
5164
GroupAssignments
ConductedaccordingtotheMonashpolicies
Whatweexpect
EachmemberofthegroupcompletestheentireassignmentasbesttheycanGroupmemberscompareanswersandcombineitintoonedocumentforthenalasubmission
5264
GroupAssignments
25oftheassignmentgradewillcomefrompeerevaluationPeerevaluationisanimportantlearningtool
Eachstudentwillberandomlyassignedanotherteamssubmissiontoprovidefeedbackonthreethings
1Couldyoureproducetheanalysis2Didyoulearnsomethingnewfromtheotherteamsapproach3Whatwouldyousuggesttoimprovetheirwork 5364
GroupAssignments
ConictscanariseingroupworkTheycanbebothproductiveanddestructiveTeamsneedtoworkonmanagingconictsandbuildingonthestrengthsofallteammembers
5464
GroupAssignments
ForeachassignmentyouwillbegiventheoptiontocommentontheeortsofyourothergroupmembersIfateammemberhasnotcontributedtoanassignmentsubmissiontheymightscorea0Inthissituationtheteamwillneedtodiscussteamfunctionanddysfunctionwiththeinstructor
5564
RandRStudio
5664
WhatisRRStudio
Risastatisticalprogramminglanguage
RStudioisaconvenientinterfaceforR(anintegrateddevelopmentenvironmentIDE)
5764
WhatisRRStudio
IfRwereanairplaneRStudiowouldbetheairportprovidingmanymanysupportingservicesthatmakeiteasierforyouthepilottotakeoandgotoawesomeplacesSureyoucanyanairplanewithoutanairportbuthavingthoserunwaysandsupportinginfrastructureisagame-changer
--JulieLowndes
5864
Letstakeatour-RRStudio
DEMO5964
6064
RessentialsAshortlist(fornow)Functionsare(mostoften)verbsfollowedbywhattheywillbeappliedtoinparentheses
do_this(to_this)do_that(to_thisto_thatwith_those)
Columns(variables)indataframesareaccessedwith$
dataframe$var_name
Packagesareinstalledwiththeinstallpackagesfunctionandloadedwiththelibraryfunctiononcepersession
installpackages(package_name)library(package_name)
6164
HowtoeditRcodeCreatingDataVisualisationsRRStudio
ConsoleUsingRasacalculatorEnvironmentLoadingandviewingadataframeAccessingavariableinadataframeRfunctions
Conceptsintroduced
6264
LabExercise
CheckyourknowledgeandcomprehensionbytakingyourrstlabquizonEd
GototheEDpageandcompletethelabquiz
NOTEReadingassignmentonEDsitedueby8ambeforeClassonFriday
6364
Shareandsharealike
ThisworkislicensedunderaCreativeCommonsAttribution-NonCommercial-ShareAlike40InternationalLicense
6464
YourTurnTurntothepeoplenexttoyouandask2questions
AreyoumoreofadogoracatpersonWhatlanguagesdoyouknowhowtospeak
03001664
Thiscourseisbroughttoyou
todaybythe
Thelanguageofdataanalysis
1764
y y
WhatisR
RisalanguagefordataanalysisIfRseemsabitconfusingdisorganizedandperhapsincoherentattimesinsomewaysthatsbecausesoisdataanalysis
--RogerPeng12072018
1864
WhyR
FreePowerfulOver14600contributedpackagesonthemainrepository(CRAN)asofJuly2019providedbytopinternationalresearchersandprogrammersFlexibleItisalanguageandthusallowsyoutocreateyourownsolutions
CommunityLargeglobalcommunityfriendlyandhelpfullotsof 1964
RConsortiumconductedasurveyofusers2017
ThesearethelocationsofrespondentstoanRConsortiumsurveyconductedin2017
8ofRusersarebetween18-24BUT45ofRusersarebetween25-34
Community
2064
SampleofAustralianorganisationscompaniesthatsentemployeestouseR2018
ABSCSIROATOMicrosoftEnergyQldAutoandGeneralBankofQldBHPAEMOGoogleFlightCentreYouiAmadeusInvestmentPartnersYahooSydneyTrainsTennisAustraliaRioTintoReserveBankofAustraliaPwCOracleNetixNOAAFisheriesNABMenulogMacquarieBankHoneywellGeoscienceAustraliaDFATDPICBABankofItalyAustralianRedCrossBloodServiceAmazonBunnings
2164
TracLightSystem
2264
RedPostit
--
IneedahandSlowdown
GreenPostit
--
IamuptospeedIhavecompletedthething
TracLightSystem
2364
Letsstartwriting
GotobitlyLINKSHAREDINCLASStologintoRStudiocloud
LoginwithGoogleGitHubothercredentials
Ifyouhavequestionsplacearedstickynoteonyourlaptop
IfyouaredoneplaceagreenstickyonyourlaptopThissectionisbasedonanexercisefromdatascienceinaboxbyMineCcediletinkaya-Rundel
2464
Createyourrstdatavisualisation
OnceyoulogontoRStudioCloudclickonthiscoursesworkspaceETC10102019semester2YoushouldseeaprojectcalledUNVotesforkitbyclickingontheiconThiswillcreateyourcopyoftheprojectandlaunchitIntheFilespaneinthebottomrightcornerspotthelecalledunvotesRmdOpenitandthenclickontheKnitbuttonGobacktotheleandchangeyournameontop(intheyaml--welltalkaboutwhatthismeanslater)andknitagainChangethecountrynamestothoseyoureinterestedinSpellingandcapitalizationshouldmatchthedatasotakeapeekattheAppendixtoseehowthecountrynamesarespelledKnitagainAndvoilayourrstdatavisualization
2564
Whatcanyoudoattheendofsemester
Someofourbestnalprojects
instagrambabynamesoztourismsalarygapsFantasyAFL
2664
Whatyouneedtolearn
Datapreparationaccountsforabout80oftheworkofdatascientists
--GilPressForbes2016
2764
DataPreparation
ThisisoneoftheleasttaughtpartsofdatascienceandbusinessanalyticsandyetitiswhatdatascientistsspendmostoftheirtimeonBytheendofthissemesteryouwillhavethetoolstobemoreecientandeectiveinthisareasothatyouhavemoretimetospendonyourminingandmodeling
2864
Learningobjectives
Thelearninggoalsassociatedwiththisunitareto
1Learntoreaddierentdataformatslearnabouttidydataandwranglingtechniques
2Applyeectivevisualisationandmodellingtounderstandrelationshipsbetweenvariablesandmakedecisionswithdata
3Developcommunicationskillsusingreproduciblereporting
2964
WhatcouldthisimagesayaboutR
03003064
Philosophy
IfyoufeedapersonashtheyeatforadayIfyouteachapersontoshtheyeatforalifetime
WhateverIdointhedataanalysisthatisshowntoyouduringthel d it t
3164
l d it t
CourseWebsitehttpdmacdicookorg
dmac=DataModelingandComputingunitguide(authorityoncoursestructure)LecturenotesforeachclassAssignmentandprojectinstructionsTextbook+otheronlineresourcesrelatedtotopicsConsultationtimes(6x1Hrconsultations)
3264
MoVEunit
Youcanusetherstudiocloudserver
InthefuturewewillhaveRandRstudioinstalledlocally
WhenthishappensyoucanuseUSBstickattachtotheborrowedlaptopandinstallRRStudioandallyourpackagesonthisUsecanthenusetheUSBstickasyourworkingenvironmentwiththeborrowedlaptopsimplyasthecomputingengine
3364
GradingAssessmentWeight Task
ReadingQuiz 5
Completepriortoeachclassfortherst8weeksonEDQuizneedstobecompletedbyclasstimeNomulligansOnecanbemissed
withoutpenalty
LabExercise 5Eachclassperiodwillhaveaquiztobe
completedindividuallyTwocanbemissedwithoutpenalty
3464
GradingExampleReadingQuiz
Before8amonFridayyouneedtocompletethe5questionreadingquizonEDBefore3pmnextWednesdayYouneedtocompletethe5questionreadingquizonED
3564
GradingExampleLabExercise
ThereistimeattheendofclasstocompletelabexerciseonED
Before5pmTodayyouneedtocompletethe10questionLabExerciseonEDBefore10amThisFridayyouneedtocompletethe10questionLabExerciseonED
3664
GradingAssessment WeightTask
Assignment 12 Teamworkdataanalysischallengedueinweeks359
Mid-SemTheory+Conceptexam 8 Dueweek6
DataAnalysisExam 10 Dueweek11Project 10 Dueweek11FinalExam 50 TBA
3764
Free
Textbook
3864
Remember
Allinformationisonthewebsite
PostquestionsonEDoveremail
3964
Howdoyoudowellinthisclass
Dothereadingpriortoeachclassperiod
Participateactivelyinthisclass
Askquestionsontheed
4064
Howdoyoudowellinthisclass
Cometoconsultationifyouhavequestions
Practicethematerialstaughtineachlectorialbydoingmoreexercisesfromthetextbook
Becuriousbepositivebeengaged
4164
EdSystem
OnlinequizzesConductdiscussionsAskquestionsaboutthecoursematerialandexercisesandturninassignmentsandprojectOnlyyournameandemailaddressarerecordedintheEDsystems
4264
EdSystem
DEMO
4364
4464
Tipsforaskingquestions
FirstsearchexistingdiscussionforanswersIfthequestionhasalreadybeenansweredyouredoneIfithasalreadybeenaskedbutyourenotsatisedwiththeansweraddtothethreadGiveyourquestioncontextfromcourseconceptsnotcourseassignments
GoodcontextIhaveaquestiononlteringBadcontextIhaveaquestiononAssignment1
4564
Tipsforaskingquestions
BepreciseinyourdescriptionGooddescriptionIamgettingthefollowingerrorandImnotsurehowtoresolveit-ErrorcouldnotfindfunctionggplotBaddescriptionRgivingerrorshelpmeAaaarrrrrgh
Rememberyoucaneditaquestionafterpostingit
4664
DiversityampInclusivenessIntentStudentsfromalldiversebackgroundsandperspectivesbewell-servedbythiscoursethatstudentslearningneedsbeaddressedbothinandoutofclassandthatthediversitythatthestudentsbringtothisclassbeviewedasaresourcestrengthandbenetItismyintenttopresentmaterialsandactivitiesthatarerespectfulofdiversitygenderidentitysexualitydisabilityagesocioeconomicstatusethnicityracenationalityreligionandcultureLetmeknowwaystoimprovetheeectivenessofthecourseforyoupersonallyorforotherstudentsorstudentgroups
Ifyouhaveanameandorsetofpronounsthatdierfromthosethatappearinyour ocial Monash records please let me know 4764
your ocial Monash records please let me know
DiversityampInclusivenessIfyoufeellikeyourperformanceintheclassisbeingimpactedbyyourexperiencesoutsideofclasspleasedonthesitatetocomeandtalkwithmeIwanttobearesourceforyouIfyouprefertospeakwithsomeoneoutsideofthecoursetalktoDiCookorlookattheservicesavailabletoyouintheMonashstudentsupportservices
I(likemanypeople)amstillintheprocessoflearningaboutdiverseperspectivesandidentitiesIfsomethingwassaidinclass(byanyone)thatmadeyoufeeluncomfortablepleasetalktomeaboutit
4864
SharingReusingcode
IamwellawarethatahugevolumeofcodeisavailableonthewebtosolveanynumberofproblemsUnlessIexplicitlytellyounottousesomethingthecoursespolicyisthatyoumaymakeuseofanyonlineresources(egStackOverow)butyoumustexplicitlycitewhereyouobtainedanycodeyoudirectlyuse(oruseasinspiration)Thiscanbeassimpleaspastingthelinkinareferencessection
4964
SharingReusingcode
AnyrecycledcodenotexplicitlycitedwillbetreatedasplagiarismAssignmentgroupsmaynotdirectlysharecodewithanothergroupYouarewelcometodiscusstheproblemstogetherandaskforadvicebutyoumaynotmakedirectuseofcodefromanotherteam
5064
GroupAssignments
Assignment1willbeannouncedthisFriday
5164
GroupAssignments
ConductedaccordingtotheMonashpolicies
Whatweexpect
EachmemberofthegroupcompletestheentireassignmentasbesttheycanGroupmemberscompareanswersandcombineitintoonedocumentforthenalasubmission
5264
GroupAssignments
25oftheassignmentgradewillcomefrompeerevaluationPeerevaluationisanimportantlearningtool
Eachstudentwillberandomlyassignedanotherteamssubmissiontoprovidefeedbackonthreethings
1Couldyoureproducetheanalysis2Didyoulearnsomethingnewfromtheotherteamsapproach3Whatwouldyousuggesttoimprovetheirwork 5364
GroupAssignments
ConictscanariseingroupworkTheycanbebothproductiveanddestructiveTeamsneedtoworkonmanagingconictsandbuildingonthestrengthsofallteammembers
5464
GroupAssignments
ForeachassignmentyouwillbegiventheoptiontocommentontheeortsofyourothergroupmembersIfateammemberhasnotcontributedtoanassignmentsubmissiontheymightscorea0Inthissituationtheteamwillneedtodiscussteamfunctionanddysfunctionwiththeinstructor
5564
RandRStudio
5664
WhatisRRStudio
Risastatisticalprogramminglanguage
RStudioisaconvenientinterfaceforR(anintegrateddevelopmentenvironmentIDE)
5764
WhatisRRStudio
IfRwereanairplaneRStudiowouldbetheairportprovidingmanymanysupportingservicesthatmakeiteasierforyouthepilottotakeoandgotoawesomeplacesSureyoucanyanairplanewithoutanairportbuthavingthoserunwaysandsupportinginfrastructureisagame-changer
--JulieLowndes
5864
Letstakeatour-RRStudio
DEMO5964
6064
RessentialsAshortlist(fornow)Functionsare(mostoften)verbsfollowedbywhattheywillbeappliedtoinparentheses
do_this(to_this)do_that(to_thisto_thatwith_those)
Columns(variables)indataframesareaccessedwith$
dataframe$var_name
Packagesareinstalledwiththeinstallpackagesfunctionandloadedwiththelibraryfunctiononcepersession
installpackages(package_name)library(package_name)
6164
HowtoeditRcodeCreatingDataVisualisationsRRStudio
ConsoleUsingRasacalculatorEnvironmentLoadingandviewingadataframeAccessingavariableinadataframeRfunctions
Conceptsintroduced
6264
LabExercise
CheckyourknowledgeandcomprehensionbytakingyourrstlabquizonEd
GototheEDpageandcompletethelabquiz
NOTEReadingassignmentonEDsitedueby8ambeforeClassonFriday
6364
Shareandsharealike
ThisworkislicensedunderaCreativeCommonsAttribution-NonCommercial-ShareAlike40InternationalLicense
6464
Thiscourseisbroughttoyou
todaybythe
Thelanguageofdataanalysis
1764
y y
WhatisR
RisalanguagefordataanalysisIfRseemsabitconfusingdisorganizedandperhapsincoherentattimesinsomewaysthatsbecausesoisdataanalysis
--RogerPeng12072018
1864
WhyR
FreePowerfulOver14600contributedpackagesonthemainrepository(CRAN)asofJuly2019providedbytopinternationalresearchersandprogrammersFlexibleItisalanguageandthusallowsyoutocreateyourownsolutions
CommunityLargeglobalcommunityfriendlyandhelpfullotsof 1964
RConsortiumconductedasurveyofusers2017
ThesearethelocationsofrespondentstoanRConsortiumsurveyconductedin2017
8ofRusersarebetween18-24BUT45ofRusersarebetween25-34
Community
2064
SampleofAustralianorganisationscompaniesthatsentemployeestouseR2018
ABSCSIROATOMicrosoftEnergyQldAutoandGeneralBankofQldBHPAEMOGoogleFlightCentreYouiAmadeusInvestmentPartnersYahooSydneyTrainsTennisAustraliaRioTintoReserveBankofAustraliaPwCOracleNetixNOAAFisheriesNABMenulogMacquarieBankHoneywellGeoscienceAustraliaDFATDPICBABankofItalyAustralianRedCrossBloodServiceAmazonBunnings
2164
TracLightSystem
2264
RedPostit
--
IneedahandSlowdown
GreenPostit
--
IamuptospeedIhavecompletedthething
TracLightSystem
2364
Letsstartwriting
GotobitlyLINKSHAREDINCLASStologintoRStudiocloud
LoginwithGoogleGitHubothercredentials
Ifyouhavequestionsplacearedstickynoteonyourlaptop
IfyouaredoneplaceagreenstickyonyourlaptopThissectionisbasedonanexercisefromdatascienceinaboxbyMineCcediletinkaya-Rundel
2464
Createyourrstdatavisualisation
OnceyoulogontoRStudioCloudclickonthiscoursesworkspaceETC10102019semester2YoushouldseeaprojectcalledUNVotesforkitbyclickingontheiconThiswillcreateyourcopyoftheprojectandlaunchitIntheFilespaneinthebottomrightcornerspotthelecalledunvotesRmdOpenitandthenclickontheKnitbuttonGobacktotheleandchangeyournameontop(intheyaml--welltalkaboutwhatthismeanslater)andknitagainChangethecountrynamestothoseyoureinterestedinSpellingandcapitalizationshouldmatchthedatasotakeapeekattheAppendixtoseehowthecountrynamesarespelledKnitagainAndvoilayourrstdatavisualization
2564
Whatcanyoudoattheendofsemester
Someofourbestnalprojects
instagrambabynamesoztourismsalarygapsFantasyAFL
2664
Whatyouneedtolearn
Datapreparationaccountsforabout80oftheworkofdatascientists
--GilPressForbes2016
2764
DataPreparation
ThisisoneoftheleasttaughtpartsofdatascienceandbusinessanalyticsandyetitiswhatdatascientistsspendmostoftheirtimeonBytheendofthissemesteryouwillhavethetoolstobemoreecientandeectiveinthisareasothatyouhavemoretimetospendonyourminingandmodeling
2864
Learningobjectives
Thelearninggoalsassociatedwiththisunitareto
1Learntoreaddierentdataformatslearnabouttidydataandwranglingtechniques
2Applyeectivevisualisationandmodellingtounderstandrelationshipsbetweenvariablesandmakedecisionswithdata
3Developcommunicationskillsusingreproduciblereporting
2964
WhatcouldthisimagesayaboutR
03003064
Philosophy
IfyoufeedapersonashtheyeatforadayIfyouteachapersontoshtheyeatforalifetime
WhateverIdointhedataanalysisthatisshowntoyouduringthel d it t
3164
l d it t
CourseWebsitehttpdmacdicookorg
dmac=DataModelingandComputingunitguide(authorityoncoursestructure)LecturenotesforeachclassAssignmentandprojectinstructionsTextbook+otheronlineresourcesrelatedtotopicsConsultationtimes(6x1Hrconsultations)
3264
MoVEunit
Youcanusetherstudiocloudserver
InthefuturewewillhaveRandRstudioinstalledlocally
WhenthishappensyoucanuseUSBstickattachtotheborrowedlaptopandinstallRRStudioandallyourpackagesonthisUsecanthenusetheUSBstickasyourworkingenvironmentwiththeborrowedlaptopsimplyasthecomputingengine
3364
GradingAssessmentWeight Task
ReadingQuiz 5
Completepriortoeachclassfortherst8weeksonEDQuizneedstobecompletedbyclasstimeNomulligansOnecanbemissed
withoutpenalty
LabExercise 5Eachclassperiodwillhaveaquiztobe
completedindividuallyTwocanbemissedwithoutpenalty
3464
GradingExampleReadingQuiz
Before8amonFridayyouneedtocompletethe5questionreadingquizonEDBefore3pmnextWednesdayYouneedtocompletethe5questionreadingquizonED
3564
GradingExampleLabExercise
ThereistimeattheendofclasstocompletelabexerciseonED
Before5pmTodayyouneedtocompletethe10questionLabExerciseonEDBefore10amThisFridayyouneedtocompletethe10questionLabExerciseonED
3664
GradingAssessment WeightTask
Assignment 12 Teamworkdataanalysischallengedueinweeks359
Mid-SemTheory+Conceptexam 8 Dueweek6
DataAnalysisExam 10 Dueweek11Project 10 Dueweek11FinalExam 50 TBA
3764
Free
Textbook
3864
Remember
Allinformationisonthewebsite
PostquestionsonEDoveremail
3964
Howdoyoudowellinthisclass
Dothereadingpriortoeachclassperiod
Participateactivelyinthisclass
Askquestionsontheed
4064
Howdoyoudowellinthisclass
Cometoconsultationifyouhavequestions
Practicethematerialstaughtineachlectorialbydoingmoreexercisesfromthetextbook
Becuriousbepositivebeengaged
4164
EdSystem
OnlinequizzesConductdiscussionsAskquestionsaboutthecoursematerialandexercisesandturninassignmentsandprojectOnlyyournameandemailaddressarerecordedintheEDsystems
4264
EdSystem
DEMO
4364
4464
Tipsforaskingquestions
FirstsearchexistingdiscussionforanswersIfthequestionhasalreadybeenansweredyouredoneIfithasalreadybeenaskedbutyourenotsatisedwiththeansweraddtothethreadGiveyourquestioncontextfromcourseconceptsnotcourseassignments
GoodcontextIhaveaquestiononlteringBadcontextIhaveaquestiononAssignment1
4564
Tipsforaskingquestions
BepreciseinyourdescriptionGooddescriptionIamgettingthefollowingerrorandImnotsurehowtoresolveit-ErrorcouldnotfindfunctionggplotBaddescriptionRgivingerrorshelpmeAaaarrrrrgh
Rememberyoucaneditaquestionafterpostingit
4664
DiversityampInclusivenessIntentStudentsfromalldiversebackgroundsandperspectivesbewell-servedbythiscoursethatstudentslearningneedsbeaddressedbothinandoutofclassandthatthediversitythatthestudentsbringtothisclassbeviewedasaresourcestrengthandbenetItismyintenttopresentmaterialsandactivitiesthatarerespectfulofdiversitygenderidentitysexualitydisabilityagesocioeconomicstatusethnicityracenationalityreligionandcultureLetmeknowwaystoimprovetheeectivenessofthecourseforyoupersonallyorforotherstudentsorstudentgroups
Ifyouhaveanameandorsetofpronounsthatdierfromthosethatappearinyour ocial Monash records please let me know 4764
your ocial Monash records please let me know
DiversityampInclusivenessIfyoufeellikeyourperformanceintheclassisbeingimpactedbyyourexperiencesoutsideofclasspleasedonthesitatetocomeandtalkwithmeIwanttobearesourceforyouIfyouprefertospeakwithsomeoneoutsideofthecoursetalktoDiCookorlookattheservicesavailabletoyouintheMonashstudentsupportservices
I(likemanypeople)amstillintheprocessoflearningaboutdiverseperspectivesandidentitiesIfsomethingwassaidinclass(byanyone)thatmadeyoufeeluncomfortablepleasetalktomeaboutit
4864
SharingReusingcode
IamwellawarethatahugevolumeofcodeisavailableonthewebtosolveanynumberofproblemsUnlessIexplicitlytellyounottousesomethingthecoursespolicyisthatyoumaymakeuseofanyonlineresources(egStackOverow)butyoumustexplicitlycitewhereyouobtainedanycodeyoudirectlyuse(oruseasinspiration)Thiscanbeassimpleaspastingthelinkinareferencessection
4964
SharingReusingcode
AnyrecycledcodenotexplicitlycitedwillbetreatedasplagiarismAssignmentgroupsmaynotdirectlysharecodewithanothergroupYouarewelcometodiscusstheproblemstogetherandaskforadvicebutyoumaynotmakedirectuseofcodefromanotherteam
5064
GroupAssignments
Assignment1willbeannouncedthisFriday
5164
GroupAssignments
ConductedaccordingtotheMonashpolicies
Whatweexpect
EachmemberofthegroupcompletestheentireassignmentasbesttheycanGroupmemberscompareanswersandcombineitintoonedocumentforthenalasubmission
5264
GroupAssignments
25oftheassignmentgradewillcomefrompeerevaluationPeerevaluationisanimportantlearningtool
Eachstudentwillberandomlyassignedanotherteamssubmissiontoprovidefeedbackonthreethings
1Couldyoureproducetheanalysis2Didyoulearnsomethingnewfromtheotherteamsapproach3Whatwouldyousuggesttoimprovetheirwork 5364
GroupAssignments
ConictscanariseingroupworkTheycanbebothproductiveanddestructiveTeamsneedtoworkonmanagingconictsandbuildingonthestrengthsofallteammembers
5464
GroupAssignments
ForeachassignmentyouwillbegiventheoptiontocommentontheeortsofyourothergroupmembersIfateammemberhasnotcontributedtoanassignmentsubmissiontheymightscorea0Inthissituationtheteamwillneedtodiscussteamfunctionanddysfunctionwiththeinstructor
5564
RandRStudio
5664
WhatisRRStudio
Risastatisticalprogramminglanguage
RStudioisaconvenientinterfaceforR(anintegrateddevelopmentenvironmentIDE)
5764
WhatisRRStudio
IfRwereanairplaneRStudiowouldbetheairportprovidingmanymanysupportingservicesthatmakeiteasierforyouthepilottotakeoandgotoawesomeplacesSureyoucanyanairplanewithoutanairportbuthavingthoserunwaysandsupportinginfrastructureisagame-changer
--JulieLowndes
5864
Letstakeatour-RRStudio
DEMO5964
6064
RessentialsAshortlist(fornow)Functionsare(mostoften)verbsfollowedbywhattheywillbeappliedtoinparentheses
do_this(to_this)do_that(to_thisto_thatwith_those)
Columns(variables)indataframesareaccessedwith$
dataframe$var_name
Packagesareinstalledwiththeinstallpackagesfunctionandloadedwiththelibraryfunctiononcepersession
installpackages(package_name)library(package_name)
6164
HowtoeditRcodeCreatingDataVisualisationsRRStudio
ConsoleUsingRasacalculatorEnvironmentLoadingandviewingadataframeAccessingavariableinadataframeRfunctions
Conceptsintroduced
6264
LabExercise
CheckyourknowledgeandcomprehensionbytakingyourrstlabquizonEd
GototheEDpageandcompletethelabquiz
NOTEReadingassignmentonEDsitedueby8ambeforeClassonFriday
6364
Shareandsharealike
ThisworkislicensedunderaCreativeCommonsAttribution-NonCommercial-ShareAlike40InternationalLicense
6464
y y
WhatisR
RisalanguagefordataanalysisIfRseemsabitconfusingdisorganizedandperhapsincoherentattimesinsomewaysthatsbecausesoisdataanalysis
--RogerPeng12072018
1864
WhyR
FreePowerfulOver14600contributedpackagesonthemainrepository(CRAN)asofJuly2019providedbytopinternationalresearchersandprogrammersFlexibleItisalanguageandthusallowsyoutocreateyourownsolutions
CommunityLargeglobalcommunityfriendlyandhelpfullotsof 1964
RConsortiumconductedasurveyofusers2017
ThesearethelocationsofrespondentstoanRConsortiumsurveyconductedin2017
8ofRusersarebetween18-24BUT45ofRusersarebetween25-34
Community
2064
SampleofAustralianorganisationscompaniesthatsentemployeestouseR2018
ABSCSIROATOMicrosoftEnergyQldAutoandGeneralBankofQldBHPAEMOGoogleFlightCentreYouiAmadeusInvestmentPartnersYahooSydneyTrainsTennisAustraliaRioTintoReserveBankofAustraliaPwCOracleNetixNOAAFisheriesNABMenulogMacquarieBankHoneywellGeoscienceAustraliaDFATDPICBABankofItalyAustralianRedCrossBloodServiceAmazonBunnings
2164
TracLightSystem
2264
RedPostit
--
IneedahandSlowdown
GreenPostit
--
IamuptospeedIhavecompletedthething
TracLightSystem
2364
Letsstartwriting
GotobitlyLINKSHAREDINCLASStologintoRStudiocloud
LoginwithGoogleGitHubothercredentials
Ifyouhavequestionsplacearedstickynoteonyourlaptop
IfyouaredoneplaceagreenstickyonyourlaptopThissectionisbasedonanexercisefromdatascienceinaboxbyMineCcediletinkaya-Rundel
2464
Createyourrstdatavisualisation
OnceyoulogontoRStudioCloudclickonthiscoursesworkspaceETC10102019semester2YoushouldseeaprojectcalledUNVotesforkitbyclickingontheiconThiswillcreateyourcopyoftheprojectandlaunchitIntheFilespaneinthebottomrightcornerspotthelecalledunvotesRmdOpenitandthenclickontheKnitbuttonGobacktotheleandchangeyournameontop(intheyaml--welltalkaboutwhatthismeanslater)andknitagainChangethecountrynamestothoseyoureinterestedinSpellingandcapitalizationshouldmatchthedatasotakeapeekattheAppendixtoseehowthecountrynamesarespelledKnitagainAndvoilayourrstdatavisualization
2564
Whatcanyoudoattheendofsemester
Someofourbestnalprojects
instagrambabynamesoztourismsalarygapsFantasyAFL
2664
Whatyouneedtolearn
Datapreparationaccountsforabout80oftheworkofdatascientists
--GilPressForbes2016
2764
DataPreparation
ThisisoneoftheleasttaughtpartsofdatascienceandbusinessanalyticsandyetitiswhatdatascientistsspendmostoftheirtimeonBytheendofthissemesteryouwillhavethetoolstobemoreecientandeectiveinthisareasothatyouhavemoretimetospendonyourminingandmodeling
2864
Learningobjectives
Thelearninggoalsassociatedwiththisunitareto
1Learntoreaddierentdataformatslearnabouttidydataandwranglingtechniques
2Applyeectivevisualisationandmodellingtounderstandrelationshipsbetweenvariablesandmakedecisionswithdata
3Developcommunicationskillsusingreproduciblereporting
2964
WhatcouldthisimagesayaboutR
03003064
Philosophy
IfyoufeedapersonashtheyeatforadayIfyouteachapersontoshtheyeatforalifetime
WhateverIdointhedataanalysisthatisshowntoyouduringthel d it t
3164
l d it t
CourseWebsitehttpdmacdicookorg
dmac=DataModelingandComputingunitguide(authorityoncoursestructure)LecturenotesforeachclassAssignmentandprojectinstructionsTextbook+otheronlineresourcesrelatedtotopicsConsultationtimes(6x1Hrconsultations)
3264
MoVEunit
Youcanusetherstudiocloudserver
InthefuturewewillhaveRandRstudioinstalledlocally
WhenthishappensyoucanuseUSBstickattachtotheborrowedlaptopandinstallRRStudioandallyourpackagesonthisUsecanthenusetheUSBstickasyourworkingenvironmentwiththeborrowedlaptopsimplyasthecomputingengine
3364
GradingAssessmentWeight Task
ReadingQuiz 5
Completepriortoeachclassfortherst8weeksonEDQuizneedstobecompletedbyclasstimeNomulligansOnecanbemissed
withoutpenalty
LabExercise 5Eachclassperiodwillhaveaquiztobe
completedindividuallyTwocanbemissedwithoutpenalty
3464
GradingExampleReadingQuiz
Before8amonFridayyouneedtocompletethe5questionreadingquizonEDBefore3pmnextWednesdayYouneedtocompletethe5questionreadingquizonED
3564
GradingExampleLabExercise
ThereistimeattheendofclasstocompletelabexerciseonED
Before5pmTodayyouneedtocompletethe10questionLabExerciseonEDBefore10amThisFridayyouneedtocompletethe10questionLabExerciseonED
3664
GradingAssessment WeightTask
Assignment 12 Teamworkdataanalysischallengedueinweeks359
Mid-SemTheory+Conceptexam 8 Dueweek6
DataAnalysisExam 10 Dueweek11Project 10 Dueweek11FinalExam 50 TBA
3764
Free
Textbook
3864
Remember
Allinformationisonthewebsite
PostquestionsonEDoveremail
3964
Howdoyoudowellinthisclass
Dothereadingpriortoeachclassperiod
Participateactivelyinthisclass
Askquestionsontheed
4064
Howdoyoudowellinthisclass
Cometoconsultationifyouhavequestions
Practicethematerialstaughtineachlectorialbydoingmoreexercisesfromthetextbook
Becuriousbepositivebeengaged
4164
EdSystem
OnlinequizzesConductdiscussionsAskquestionsaboutthecoursematerialandexercisesandturninassignmentsandprojectOnlyyournameandemailaddressarerecordedintheEDsystems
4264
EdSystem
DEMO
4364
4464
Tipsforaskingquestions
FirstsearchexistingdiscussionforanswersIfthequestionhasalreadybeenansweredyouredoneIfithasalreadybeenaskedbutyourenotsatisedwiththeansweraddtothethreadGiveyourquestioncontextfromcourseconceptsnotcourseassignments
GoodcontextIhaveaquestiononlteringBadcontextIhaveaquestiononAssignment1
4564
Tipsforaskingquestions
BepreciseinyourdescriptionGooddescriptionIamgettingthefollowingerrorandImnotsurehowtoresolveit-ErrorcouldnotfindfunctionggplotBaddescriptionRgivingerrorshelpmeAaaarrrrrgh
Rememberyoucaneditaquestionafterpostingit
4664
DiversityampInclusivenessIntentStudentsfromalldiversebackgroundsandperspectivesbewell-servedbythiscoursethatstudentslearningneedsbeaddressedbothinandoutofclassandthatthediversitythatthestudentsbringtothisclassbeviewedasaresourcestrengthandbenetItismyintenttopresentmaterialsandactivitiesthatarerespectfulofdiversitygenderidentitysexualitydisabilityagesocioeconomicstatusethnicityracenationalityreligionandcultureLetmeknowwaystoimprovetheeectivenessofthecourseforyoupersonallyorforotherstudentsorstudentgroups
Ifyouhaveanameandorsetofpronounsthatdierfromthosethatappearinyour ocial Monash records please let me know 4764
your ocial Monash records please let me know
DiversityampInclusivenessIfyoufeellikeyourperformanceintheclassisbeingimpactedbyyourexperiencesoutsideofclasspleasedonthesitatetocomeandtalkwithmeIwanttobearesourceforyouIfyouprefertospeakwithsomeoneoutsideofthecoursetalktoDiCookorlookattheservicesavailabletoyouintheMonashstudentsupportservices
I(likemanypeople)amstillintheprocessoflearningaboutdiverseperspectivesandidentitiesIfsomethingwassaidinclass(byanyone)thatmadeyoufeeluncomfortablepleasetalktomeaboutit
4864
SharingReusingcode
IamwellawarethatahugevolumeofcodeisavailableonthewebtosolveanynumberofproblemsUnlessIexplicitlytellyounottousesomethingthecoursespolicyisthatyoumaymakeuseofanyonlineresources(egStackOverow)butyoumustexplicitlycitewhereyouobtainedanycodeyoudirectlyuse(oruseasinspiration)Thiscanbeassimpleaspastingthelinkinareferencessection
4964
SharingReusingcode
AnyrecycledcodenotexplicitlycitedwillbetreatedasplagiarismAssignmentgroupsmaynotdirectlysharecodewithanothergroupYouarewelcometodiscusstheproblemstogetherandaskforadvicebutyoumaynotmakedirectuseofcodefromanotherteam
5064
GroupAssignments
Assignment1willbeannouncedthisFriday
5164
GroupAssignments
ConductedaccordingtotheMonashpolicies
Whatweexpect
EachmemberofthegroupcompletestheentireassignmentasbesttheycanGroupmemberscompareanswersandcombineitintoonedocumentforthenalasubmission
5264
GroupAssignments
25oftheassignmentgradewillcomefrompeerevaluationPeerevaluationisanimportantlearningtool
Eachstudentwillberandomlyassignedanotherteamssubmissiontoprovidefeedbackonthreethings
1Couldyoureproducetheanalysis2Didyoulearnsomethingnewfromtheotherteamsapproach3Whatwouldyousuggesttoimprovetheirwork 5364
GroupAssignments
ConictscanariseingroupworkTheycanbebothproductiveanddestructiveTeamsneedtoworkonmanagingconictsandbuildingonthestrengthsofallteammembers
5464
GroupAssignments
ForeachassignmentyouwillbegiventheoptiontocommentontheeortsofyourothergroupmembersIfateammemberhasnotcontributedtoanassignmentsubmissiontheymightscorea0Inthissituationtheteamwillneedtodiscussteamfunctionanddysfunctionwiththeinstructor
5564
RandRStudio
5664
WhatisRRStudio
Risastatisticalprogramminglanguage
RStudioisaconvenientinterfaceforR(anintegrateddevelopmentenvironmentIDE)
5764
WhatisRRStudio
IfRwereanairplaneRStudiowouldbetheairportprovidingmanymanysupportingservicesthatmakeiteasierforyouthepilottotakeoandgotoawesomeplacesSureyoucanyanairplanewithoutanairportbuthavingthoserunwaysandsupportinginfrastructureisagame-changer
--JulieLowndes
5864
Letstakeatour-RRStudio
DEMO5964
6064
RessentialsAshortlist(fornow)Functionsare(mostoften)verbsfollowedbywhattheywillbeappliedtoinparentheses
do_this(to_this)do_that(to_thisto_thatwith_those)
Columns(variables)indataframesareaccessedwith$
dataframe$var_name
Packagesareinstalledwiththeinstallpackagesfunctionandloadedwiththelibraryfunctiononcepersession
installpackages(package_name)library(package_name)
6164
HowtoeditRcodeCreatingDataVisualisationsRRStudio
ConsoleUsingRasacalculatorEnvironmentLoadingandviewingadataframeAccessingavariableinadataframeRfunctions
Conceptsintroduced
6264
LabExercise
CheckyourknowledgeandcomprehensionbytakingyourrstlabquizonEd
GototheEDpageandcompletethelabquiz
NOTEReadingassignmentonEDsitedueby8ambeforeClassonFriday
6364
Shareandsharealike
ThisworkislicensedunderaCreativeCommonsAttribution-NonCommercial-ShareAlike40InternationalLicense
6464
WhyR
FreePowerfulOver14600contributedpackagesonthemainrepository(CRAN)asofJuly2019providedbytopinternationalresearchersandprogrammersFlexibleItisalanguageandthusallowsyoutocreateyourownsolutions
CommunityLargeglobalcommunityfriendlyandhelpfullotsof 1964
RConsortiumconductedasurveyofusers2017
ThesearethelocationsofrespondentstoanRConsortiumsurveyconductedin2017
8ofRusersarebetween18-24BUT45ofRusersarebetween25-34
Community
2064
SampleofAustralianorganisationscompaniesthatsentemployeestouseR2018
ABSCSIROATOMicrosoftEnergyQldAutoandGeneralBankofQldBHPAEMOGoogleFlightCentreYouiAmadeusInvestmentPartnersYahooSydneyTrainsTennisAustraliaRioTintoReserveBankofAustraliaPwCOracleNetixNOAAFisheriesNABMenulogMacquarieBankHoneywellGeoscienceAustraliaDFATDPICBABankofItalyAustralianRedCrossBloodServiceAmazonBunnings
2164
TracLightSystem
2264
RedPostit
--
IneedahandSlowdown
GreenPostit
--
IamuptospeedIhavecompletedthething
TracLightSystem
2364
Letsstartwriting
GotobitlyLINKSHAREDINCLASStologintoRStudiocloud
LoginwithGoogleGitHubothercredentials
Ifyouhavequestionsplacearedstickynoteonyourlaptop
IfyouaredoneplaceagreenstickyonyourlaptopThissectionisbasedonanexercisefromdatascienceinaboxbyMineCcediletinkaya-Rundel
2464
Createyourrstdatavisualisation
OnceyoulogontoRStudioCloudclickonthiscoursesworkspaceETC10102019semester2YoushouldseeaprojectcalledUNVotesforkitbyclickingontheiconThiswillcreateyourcopyoftheprojectandlaunchitIntheFilespaneinthebottomrightcornerspotthelecalledunvotesRmdOpenitandthenclickontheKnitbuttonGobacktotheleandchangeyournameontop(intheyaml--welltalkaboutwhatthismeanslater)andknitagainChangethecountrynamestothoseyoureinterestedinSpellingandcapitalizationshouldmatchthedatasotakeapeekattheAppendixtoseehowthecountrynamesarespelledKnitagainAndvoilayourrstdatavisualization
2564
Whatcanyoudoattheendofsemester
Someofourbestnalprojects
instagrambabynamesoztourismsalarygapsFantasyAFL
2664
Whatyouneedtolearn
Datapreparationaccountsforabout80oftheworkofdatascientists
--GilPressForbes2016
2764
DataPreparation
ThisisoneoftheleasttaughtpartsofdatascienceandbusinessanalyticsandyetitiswhatdatascientistsspendmostoftheirtimeonBytheendofthissemesteryouwillhavethetoolstobemoreecientandeectiveinthisareasothatyouhavemoretimetospendonyourminingandmodeling
2864
Learningobjectives
Thelearninggoalsassociatedwiththisunitareto
1Learntoreaddierentdataformatslearnabouttidydataandwranglingtechniques
2Applyeectivevisualisationandmodellingtounderstandrelationshipsbetweenvariablesandmakedecisionswithdata
3Developcommunicationskillsusingreproduciblereporting
2964
WhatcouldthisimagesayaboutR
03003064
Philosophy
IfyoufeedapersonashtheyeatforadayIfyouteachapersontoshtheyeatforalifetime
WhateverIdointhedataanalysisthatisshowntoyouduringthel d it t
3164
l d it t
CourseWebsitehttpdmacdicookorg
dmac=DataModelingandComputingunitguide(authorityoncoursestructure)LecturenotesforeachclassAssignmentandprojectinstructionsTextbook+otheronlineresourcesrelatedtotopicsConsultationtimes(6x1Hrconsultations)
3264
MoVEunit
Youcanusetherstudiocloudserver
InthefuturewewillhaveRandRstudioinstalledlocally
WhenthishappensyoucanuseUSBstickattachtotheborrowedlaptopandinstallRRStudioandallyourpackagesonthisUsecanthenusetheUSBstickasyourworkingenvironmentwiththeborrowedlaptopsimplyasthecomputingengine
3364
GradingAssessmentWeight Task
ReadingQuiz 5
Completepriortoeachclassfortherst8weeksonEDQuizneedstobecompletedbyclasstimeNomulligansOnecanbemissed
withoutpenalty
LabExercise 5Eachclassperiodwillhaveaquiztobe
completedindividuallyTwocanbemissedwithoutpenalty
3464
GradingExampleReadingQuiz
Before8amonFridayyouneedtocompletethe5questionreadingquizonEDBefore3pmnextWednesdayYouneedtocompletethe5questionreadingquizonED
3564
GradingExampleLabExercise
ThereistimeattheendofclasstocompletelabexerciseonED
Before5pmTodayyouneedtocompletethe10questionLabExerciseonEDBefore10amThisFridayyouneedtocompletethe10questionLabExerciseonED
3664
GradingAssessment WeightTask
Assignment 12 Teamworkdataanalysischallengedueinweeks359
Mid-SemTheory+Conceptexam 8 Dueweek6
DataAnalysisExam 10 Dueweek11Project 10 Dueweek11FinalExam 50 TBA
3764
Free
Textbook
3864
Remember
Allinformationisonthewebsite
PostquestionsonEDoveremail
3964
Howdoyoudowellinthisclass
Dothereadingpriortoeachclassperiod
Participateactivelyinthisclass
Askquestionsontheed
4064
Howdoyoudowellinthisclass
Cometoconsultationifyouhavequestions
Practicethematerialstaughtineachlectorialbydoingmoreexercisesfromthetextbook
Becuriousbepositivebeengaged
4164
EdSystem
OnlinequizzesConductdiscussionsAskquestionsaboutthecoursematerialandexercisesandturninassignmentsandprojectOnlyyournameandemailaddressarerecordedintheEDsystems
4264
EdSystem
DEMO
4364
4464
Tipsforaskingquestions
FirstsearchexistingdiscussionforanswersIfthequestionhasalreadybeenansweredyouredoneIfithasalreadybeenaskedbutyourenotsatisedwiththeansweraddtothethreadGiveyourquestioncontextfromcourseconceptsnotcourseassignments
GoodcontextIhaveaquestiononlteringBadcontextIhaveaquestiononAssignment1
4564
Tipsforaskingquestions
BepreciseinyourdescriptionGooddescriptionIamgettingthefollowingerrorandImnotsurehowtoresolveit-ErrorcouldnotfindfunctionggplotBaddescriptionRgivingerrorshelpmeAaaarrrrrgh
Rememberyoucaneditaquestionafterpostingit
4664
DiversityampInclusivenessIntentStudentsfromalldiversebackgroundsandperspectivesbewell-servedbythiscoursethatstudentslearningneedsbeaddressedbothinandoutofclassandthatthediversitythatthestudentsbringtothisclassbeviewedasaresourcestrengthandbenetItismyintenttopresentmaterialsandactivitiesthatarerespectfulofdiversitygenderidentitysexualitydisabilityagesocioeconomicstatusethnicityracenationalityreligionandcultureLetmeknowwaystoimprovetheeectivenessofthecourseforyoupersonallyorforotherstudentsorstudentgroups
Ifyouhaveanameandorsetofpronounsthatdierfromthosethatappearinyour ocial Monash records please let me know 4764
your ocial Monash records please let me know
DiversityampInclusivenessIfyoufeellikeyourperformanceintheclassisbeingimpactedbyyourexperiencesoutsideofclasspleasedonthesitatetocomeandtalkwithmeIwanttobearesourceforyouIfyouprefertospeakwithsomeoneoutsideofthecoursetalktoDiCookorlookattheservicesavailabletoyouintheMonashstudentsupportservices
I(likemanypeople)amstillintheprocessoflearningaboutdiverseperspectivesandidentitiesIfsomethingwassaidinclass(byanyone)thatmadeyoufeeluncomfortablepleasetalktomeaboutit
4864
SharingReusingcode
IamwellawarethatahugevolumeofcodeisavailableonthewebtosolveanynumberofproblemsUnlessIexplicitlytellyounottousesomethingthecoursespolicyisthatyoumaymakeuseofanyonlineresources(egStackOverow)butyoumustexplicitlycitewhereyouobtainedanycodeyoudirectlyuse(oruseasinspiration)Thiscanbeassimpleaspastingthelinkinareferencessection
4964
SharingReusingcode
AnyrecycledcodenotexplicitlycitedwillbetreatedasplagiarismAssignmentgroupsmaynotdirectlysharecodewithanothergroupYouarewelcometodiscusstheproblemstogetherandaskforadvicebutyoumaynotmakedirectuseofcodefromanotherteam
5064
GroupAssignments
Assignment1willbeannouncedthisFriday
5164
GroupAssignments
ConductedaccordingtotheMonashpolicies
Whatweexpect
EachmemberofthegroupcompletestheentireassignmentasbesttheycanGroupmemberscompareanswersandcombineitintoonedocumentforthenalasubmission
5264
GroupAssignments
25oftheassignmentgradewillcomefrompeerevaluationPeerevaluationisanimportantlearningtool
Eachstudentwillberandomlyassignedanotherteamssubmissiontoprovidefeedbackonthreethings
1Couldyoureproducetheanalysis2Didyoulearnsomethingnewfromtheotherteamsapproach3Whatwouldyousuggesttoimprovetheirwork 5364
GroupAssignments
ConictscanariseingroupworkTheycanbebothproductiveanddestructiveTeamsneedtoworkonmanagingconictsandbuildingonthestrengthsofallteammembers
5464
GroupAssignments
ForeachassignmentyouwillbegiventheoptiontocommentontheeortsofyourothergroupmembersIfateammemberhasnotcontributedtoanassignmentsubmissiontheymightscorea0Inthissituationtheteamwillneedtodiscussteamfunctionanddysfunctionwiththeinstructor
5564
RandRStudio
5664
WhatisRRStudio
Risastatisticalprogramminglanguage
RStudioisaconvenientinterfaceforR(anintegrateddevelopmentenvironmentIDE)
5764
WhatisRRStudio
IfRwereanairplaneRStudiowouldbetheairportprovidingmanymanysupportingservicesthatmakeiteasierforyouthepilottotakeoandgotoawesomeplacesSureyoucanyanairplanewithoutanairportbuthavingthoserunwaysandsupportinginfrastructureisagame-changer
--JulieLowndes
5864
Letstakeatour-RRStudio
DEMO5964
6064
RessentialsAshortlist(fornow)Functionsare(mostoften)verbsfollowedbywhattheywillbeappliedtoinparentheses
do_this(to_this)do_that(to_thisto_thatwith_those)
Columns(variables)indataframesareaccessedwith$
dataframe$var_name
Packagesareinstalledwiththeinstallpackagesfunctionandloadedwiththelibraryfunctiononcepersession
installpackages(package_name)library(package_name)
6164
HowtoeditRcodeCreatingDataVisualisationsRRStudio
ConsoleUsingRasacalculatorEnvironmentLoadingandviewingadataframeAccessingavariableinadataframeRfunctions
Conceptsintroduced
6264
LabExercise
CheckyourknowledgeandcomprehensionbytakingyourrstlabquizonEd
GototheEDpageandcompletethelabquiz
NOTEReadingassignmentonEDsitedueby8ambeforeClassonFriday
6364
Shareandsharealike
ThisworkislicensedunderaCreativeCommonsAttribution-NonCommercial-ShareAlike40InternationalLicense
6464
RConsortiumconductedasurveyofusers2017
ThesearethelocationsofrespondentstoanRConsortiumsurveyconductedin2017
8ofRusersarebetween18-24BUT45ofRusersarebetween25-34
Community
2064
SampleofAustralianorganisationscompaniesthatsentemployeestouseR2018
ABSCSIROATOMicrosoftEnergyQldAutoandGeneralBankofQldBHPAEMOGoogleFlightCentreYouiAmadeusInvestmentPartnersYahooSydneyTrainsTennisAustraliaRioTintoReserveBankofAustraliaPwCOracleNetixNOAAFisheriesNABMenulogMacquarieBankHoneywellGeoscienceAustraliaDFATDPICBABankofItalyAustralianRedCrossBloodServiceAmazonBunnings
2164
TracLightSystem
2264
RedPostit
--
IneedahandSlowdown
GreenPostit
--
IamuptospeedIhavecompletedthething
TracLightSystem
2364
Letsstartwriting
GotobitlyLINKSHAREDINCLASStologintoRStudiocloud
LoginwithGoogleGitHubothercredentials
Ifyouhavequestionsplacearedstickynoteonyourlaptop
IfyouaredoneplaceagreenstickyonyourlaptopThissectionisbasedonanexercisefromdatascienceinaboxbyMineCcediletinkaya-Rundel
2464
Createyourrstdatavisualisation
OnceyoulogontoRStudioCloudclickonthiscoursesworkspaceETC10102019semester2YoushouldseeaprojectcalledUNVotesforkitbyclickingontheiconThiswillcreateyourcopyoftheprojectandlaunchitIntheFilespaneinthebottomrightcornerspotthelecalledunvotesRmdOpenitandthenclickontheKnitbuttonGobacktotheleandchangeyournameontop(intheyaml--welltalkaboutwhatthismeanslater)andknitagainChangethecountrynamestothoseyoureinterestedinSpellingandcapitalizationshouldmatchthedatasotakeapeekattheAppendixtoseehowthecountrynamesarespelledKnitagainAndvoilayourrstdatavisualization
2564
Whatcanyoudoattheendofsemester
Someofourbestnalprojects
instagrambabynamesoztourismsalarygapsFantasyAFL
2664
Whatyouneedtolearn
Datapreparationaccountsforabout80oftheworkofdatascientists
--GilPressForbes2016
2764
DataPreparation
ThisisoneoftheleasttaughtpartsofdatascienceandbusinessanalyticsandyetitiswhatdatascientistsspendmostoftheirtimeonBytheendofthissemesteryouwillhavethetoolstobemoreecientandeectiveinthisareasothatyouhavemoretimetospendonyourminingandmodeling
2864
Learningobjectives
Thelearninggoalsassociatedwiththisunitareto
1Learntoreaddierentdataformatslearnabouttidydataandwranglingtechniques
2Applyeectivevisualisationandmodellingtounderstandrelationshipsbetweenvariablesandmakedecisionswithdata
3Developcommunicationskillsusingreproduciblereporting
2964
WhatcouldthisimagesayaboutR
03003064
Philosophy
IfyoufeedapersonashtheyeatforadayIfyouteachapersontoshtheyeatforalifetime
WhateverIdointhedataanalysisthatisshowntoyouduringthel d it t
3164
l d it t
CourseWebsitehttpdmacdicookorg
dmac=DataModelingandComputingunitguide(authorityoncoursestructure)LecturenotesforeachclassAssignmentandprojectinstructionsTextbook+otheronlineresourcesrelatedtotopicsConsultationtimes(6x1Hrconsultations)
3264
MoVEunit
Youcanusetherstudiocloudserver
InthefuturewewillhaveRandRstudioinstalledlocally
WhenthishappensyoucanuseUSBstickattachtotheborrowedlaptopandinstallRRStudioandallyourpackagesonthisUsecanthenusetheUSBstickasyourworkingenvironmentwiththeborrowedlaptopsimplyasthecomputingengine
3364
GradingAssessmentWeight Task
ReadingQuiz 5
Completepriortoeachclassfortherst8weeksonEDQuizneedstobecompletedbyclasstimeNomulligansOnecanbemissed
withoutpenalty
LabExercise 5Eachclassperiodwillhaveaquiztobe
completedindividuallyTwocanbemissedwithoutpenalty
3464
GradingExampleReadingQuiz
Before8amonFridayyouneedtocompletethe5questionreadingquizonEDBefore3pmnextWednesdayYouneedtocompletethe5questionreadingquizonED
3564
GradingExampleLabExercise
ThereistimeattheendofclasstocompletelabexerciseonED
Before5pmTodayyouneedtocompletethe10questionLabExerciseonEDBefore10amThisFridayyouneedtocompletethe10questionLabExerciseonED
3664
GradingAssessment WeightTask
Assignment 12 Teamworkdataanalysischallengedueinweeks359
Mid-SemTheory+Conceptexam 8 Dueweek6
DataAnalysisExam 10 Dueweek11Project 10 Dueweek11FinalExam 50 TBA
3764
Free
Textbook
3864
Remember
Allinformationisonthewebsite
PostquestionsonEDoveremail
3964
Howdoyoudowellinthisclass
Dothereadingpriortoeachclassperiod
Participateactivelyinthisclass
Askquestionsontheed
4064
Howdoyoudowellinthisclass
Cometoconsultationifyouhavequestions
Practicethematerialstaughtineachlectorialbydoingmoreexercisesfromthetextbook
Becuriousbepositivebeengaged
4164
EdSystem
OnlinequizzesConductdiscussionsAskquestionsaboutthecoursematerialandexercisesandturninassignmentsandprojectOnlyyournameandemailaddressarerecordedintheEDsystems
4264
EdSystem
DEMO
4364
4464
Tipsforaskingquestions
FirstsearchexistingdiscussionforanswersIfthequestionhasalreadybeenansweredyouredoneIfithasalreadybeenaskedbutyourenotsatisedwiththeansweraddtothethreadGiveyourquestioncontextfromcourseconceptsnotcourseassignments
GoodcontextIhaveaquestiononlteringBadcontextIhaveaquestiononAssignment1
4564
Tipsforaskingquestions
BepreciseinyourdescriptionGooddescriptionIamgettingthefollowingerrorandImnotsurehowtoresolveit-ErrorcouldnotfindfunctionggplotBaddescriptionRgivingerrorshelpmeAaaarrrrrgh
Rememberyoucaneditaquestionafterpostingit
4664
DiversityampInclusivenessIntentStudentsfromalldiversebackgroundsandperspectivesbewell-servedbythiscoursethatstudentslearningneedsbeaddressedbothinandoutofclassandthatthediversitythatthestudentsbringtothisclassbeviewedasaresourcestrengthandbenetItismyintenttopresentmaterialsandactivitiesthatarerespectfulofdiversitygenderidentitysexualitydisabilityagesocioeconomicstatusethnicityracenationalityreligionandcultureLetmeknowwaystoimprovetheeectivenessofthecourseforyoupersonallyorforotherstudentsorstudentgroups
Ifyouhaveanameandorsetofpronounsthatdierfromthosethatappearinyour ocial Monash records please let me know 4764
your ocial Monash records please let me know
DiversityampInclusivenessIfyoufeellikeyourperformanceintheclassisbeingimpactedbyyourexperiencesoutsideofclasspleasedonthesitatetocomeandtalkwithmeIwanttobearesourceforyouIfyouprefertospeakwithsomeoneoutsideofthecoursetalktoDiCookorlookattheservicesavailabletoyouintheMonashstudentsupportservices
I(likemanypeople)amstillintheprocessoflearningaboutdiverseperspectivesandidentitiesIfsomethingwassaidinclass(byanyone)thatmadeyoufeeluncomfortablepleasetalktomeaboutit
4864
SharingReusingcode
IamwellawarethatahugevolumeofcodeisavailableonthewebtosolveanynumberofproblemsUnlessIexplicitlytellyounottousesomethingthecoursespolicyisthatyoumaymakeuseofanyonlineresources(egStackOverow)butyoumustexplicitlycitewhereyouobtainedanycodeyoudirectlyuse(oruseasinspiration)Thiscanbeassimpleaspastingthelinkinareferencessection
4964
SharingReusingcode
AnyrecycledcodenotexplicitlycitedwillbetreatedasplagiarismAssignmentgroupsmaynotdirectlysharecodewithanothergroupYouarewelcometodiscusstheproblemstogetherandaskforadvicebutyoumaynotmakedirectuseofcodefromanotherteam
5064
GroupAssignments
Assignment1willbeannouncedthisFriday
5164
GroupAssignments
ConductedaccordingtotheMonashpolicies
Whatweexpect
EachmemberofthegroupcompletestheentireassignmentasbesttheycanGroupmemberscompareanswersandcombineitintoonedocumentforthenalasubmission
5264
GroupAssignments
25oftheassignmentgradewillcomefrompeerevaluationPeerevaluationisanimportantlearningtool
Eachstudentwillberandomlyassignedanotherteamssubmissiontoprovidefeedbackonthreethings
1Couldyoureproducetheanalysis2Didyoulearnsomethingnewfromtheotherteamsapproach3Whatwouldyousuggesttoimprovetheirwork 5364
GroupAssignments
ConictscanariseingroupworkTheycanbebothproductiveanddestructiveTeamsneedtoworkonmanagingconictsandbuildingonthestrengthsofallteammembers
5464
GroupAssignments
ForeachassignmentyouwillbegiventheoptiontocommentontheeortsofyourothergroupmembersIfateammemberhasnotcontributedtoanassignmentsubmissiontheymightscorea0Inthissituationtheteamwillneedtodiscussteamfunctionanddysfunctionwiththeinstructor
5564
RandRStudio
5664
WhatisRRStudio
Risastatisticalprogramminglanguage
RStudioisaconvenientinterfaceforR(anintegrateddevelopmentenvironmentIDE)
5764
WhatisRRStudio
IfRwereanairplaneRStudiowouldbetheairportprovidingmanymanysupportingservicesthatmakeiteasierforyouthepilottotakeoandgotoawesomeplacesSureyoucanyanairplanewithoutanairportbuthavingthoserunwaysandsupportinginfrastructureisagame-changer
--JulieLowndes
5864
Letstakeatour-RRStudio
DEMO5964
6064
RessentialsAshortlist(fornow)Functionsare(mostoften)verbsfollowedbywhattheywillbeappliedtoinparentheses
do_this(to_this)do_that(to_thisto_thatwith_those)
Columns(variables)indataframesareaccessedwith$
dataframe$var_name
Packagesareinstalledwiththeinstallpackagesfunctionandloadedwiththelibraryfunctiononcepersession
installpackages(package_name)library(package_name)
6164
HowtoeditRcodeCreatingDataVisualisationsRRStudio
ConsoleUsingRasacalculatorEnvironmentLoadingandviewingadataframeAccessingavariableinadataframeRfunctions
Conceptsintroduced
6264
LabExercise
CheckyourknowledgeandcomprehensionbytakingyourrstlabquizonEd
GototheEDpageandcompletethelabquiz
NOTEReadingassignmentonEDsitedueby8ambeforeClassonFriday
6364
Shareandsharealike
ThisworkislicensedunderaCreativeCommonsAttribution-NonCommercial-ShareAlike40InternationalLicense
6464
SampleofAustralianorganisationscompaniesthatsentemployeestouseR2018
ABSCSIROATOMicrosoftEnergyQldAutoandGeneralBankofQldBHPAEMOGoogleFlightCentreYouiAmadeusInvestmentPartnersYahooSydneyTrainsTennisAustraliaRioTintoReserveBankofAustraliaPwCOracleNetixNOAAFisheriesNABMenulogMacquarieBankHoneywellGeoscienceAustraliaDFATDPICBABankofItalyAustralianRedCrossBloodServiceAmazonBunnings
2164
TracLightSystem
2264
RedPostit
--
IneedahandSlowdown
GreenPostit
--
IamuptospeedIhavecompletedthething
TracLightSystem
2364
Letsstartwriting
GotobitlyLINKSHAREDINCLASStologintoRStudiocloud
LoginwithGoogleGitHubothercredentials
Ifyouhavequestionsplacearedstickynoteonyourlaptop
IfyouaredoneplaceagreenstickyonyourlaptopThissectionisbasedonanexercisefromdatascienceinaboxbyMineCcediletinkaya-Rundel
2464
Createyourrstdatavisualisation
OnceyoulogontoRStudioCloudclickonthiscoursesworkspaceETC10102019semester2YoushouldseeaprojectcalledUNVotesforkitbyclickingontheiconThiswillcreateyourcopyoftheprojectandlaunchitIntheFilespaneinthebottomrightcornerspotthelecalledunvotesRmdOpenitandthenclickontheKnitbuttonGobacktotheleandchangeyournameontop(intheyaml--welltalkaboutwhatthismeanslater)andknitagainChangethecountrynamestothoseyoureinterestedinSpellingandcapitalizationshouldmatchthedatasotakeapeekattheAppendixtoseehowthecountrynamesarespelledKnitagainAndvoilayourrstdatavisualization
2564
Whatcanyoudoattheendofsemester
Someofourbestnalprojects
instagrambabynamesoztourismsalarygapsFantasyAFL
2664
Whatyouneedtolearn
Datapreparationaccountsforabout80oftheworkofdatascientists
--GilPressForbes2016
2764
DataPreparation
ThisisoneoftheleasttaughtpartsofdatascienceandbusinessanalyticsandyetitiswhatdatascientistsspendmostoftheirtimeonBytheendofthissemesteryouwillhavethetoolstobemoreecientandeectiveinthisareasothatyouhavemoretimetospendonyourminingandmodeling
2864
Learningobjectives
Thelearninggoalsassociatedwiththisunitareto
1Learntoreaddierentdataformatslearnabouttidydataandwranglingtechniques
2Applyeectivevisualisationandmodellingtounderstandrelationshipsbetweenvariablesandmakedecisionswithdata
3Developcommunicationskillsusingreproduciblereporting
2964
WhatcouldthisimagesayaboutR
03003064
Philosophy
IfyoufeedapersonashtheyeatforadayIfyouteachapersontoshtheyeatforalifetime
WhateverIdointhedataanalysisthatisshowntoyouduringthel d it t
3164
l d it t
CourseWebsitehttpdmacdicookorg
dmac=DataModelingandComputingunitguide(authorityoncoursestructure)LecturenotesforeachclassAssignmentandprojectinstructionsTextbook+otheronlineresourcesrelatedtotopicsConsultationtimes(6x1Hrconsultations)
3264
MoVEunit
Youcanusetherstudiocloudserver
InthefuturewewillhaveRandRstudioinstalledlocally
WhenthishappensyoucanuseUSBstickattachtotheborrowedlaptopandinstallRRStudioandallyourpackagesonthisUsecanthenusetheUSBstickasyourworkingenvironmentwiththeborrowedlaptopsimplyasthecomputingengine
3364
GradingAssessmentWeight Task
ReadingQuiz 5
Completepriortoeachclassfortherst8weeksonEDQuizneedstobecompletedbyclasstimeNomulligansOnecanbemissed
withoutpenalty
LabExercise 5Eachclassperiodwillhaveaquiztobe
completedindividuallyTwocanbemissedwithoutpenalty
3464
GradingExampleReadingQuiz
Before8amonFridayyouneedtocompletethe5questionreadingquizonEDBefore3pmnextWednesdayYouneedtocompletethe5questionreadingquizonED
3564
GradingExampleLabExercise
ThereistimeattheendofclasstocompletelabexerciseonED
Before5pmTodayyouneedtocompletethe10questionLabExerciseonEDBefore10amThisFridayyouneedtocompletethe10questionLabExerciseonED
3664
GradingAssessment WeightTask
Assignment 12 Teamworkdataanalysischallengedueinweeks359
Mid-SemTheory+Conceptexam 8 Dueweek6
DataAnalysisExam 10 Dueweek11Project 10 Dueweek11FinalExam 50 TBA
3764
Free
Textbook
3864
Remember
Allinformationisonthewebsite
PostquestionsonEDoveremail
3964
Howdoyoudowellinthisclass
Dothereadingpriortoeachclassperiod
Participateactivelyinthisclass
Askquestionsontheed
4064
Howdoyoudowellinthisclass
Cometoconsultationifyouhavequestions
Practicethematerialstaughtineachlectorialbydoingmoreexercisesfromthetextbook
Becuriousbepositivebeengaged
4164
EdSystem
OnlinequizzesConductdiscussionsAskquestionsaboutthecoursematerialandexercisesandturninassignmentsandprojectOnlyyournameandemailaddressarerecordedintheEDsystems
4264
EdSystem
DEMO
4364
4464
Tipsforaskingquestions
FirstsearchexistingdiscussionforanswersIfthequestionhasalreadybeenansweredyouredoneIfithasalreadybeenaskedbutyourenotsatisedwiththeansweraddtothethreadGiveyourquestioncontextfromcourseconceptsnotcourseassignments
GoodcontextIhaveaquestiononlteringBadcontextIhaveaquestiononAssignment1
4564
Tipsforaskingquestions
BepreciseinyourdescriptionGooddescriptionIamgettingthefollowingerrorandImnotsurehowtoresolveit-ErrorcouldnotfindfunctionggplotBaddescriptionRgivingerrorshelpmeAaaarrrrrgh
Rememberyoucaneditaquestionafterpostingit
4664
DiversityampInclusivenessIntentStudentsfromalldiversebackgroundsandperspectivesbewell-servedbythiscoursethatstudentslearningneedsbeaddressedbothinandoutofclassandthatthediversitythatthestudentsbringtothisclassbeviewedasaresourcestrengthandbenetItismyintenttopresentmaterialsandactivitiesthatarerespectfulofdiversitygenderidentitysexualitydisabilityagesocioeconomicstatusethnicityracenationalityreligionandcultureLetmeknowwaystoimprovetheeectivenessofthecourseforyoupersonallyorforotherstudentsorstudentgroups
Ifyouhaveanameandorsetofpronounsthatdierfromthosethatappearinyour ocial Monash records please let me know 4764
your ocial Monash records please let me know
DiversityampInclusivenessIfyoufeellikeyourperformanceintheclassisbeingimpactedbyyourexperiencesoutsideofclasspleasedonthesitatetocomeandtalkwithmeIwanttobearesourceforyouIfyouprefertospeakwithsomeoneoutsideofthecoursetalktoDiCookorlookattheservicesavailabletoyouintheMonashstudentsupportservices
I(likemanypeople)amstillintheprocessoflearningaboutdiverseperspectivesandidentitiesIfsomethingwassaidinclass(byanyone)thatmadeyoufeeluncomfortablepleasetalktomeaboutit
4864
SharingReusingcode
IamwellawarethatahugevolumeofcodeisavailableonthewebtosolveanynumberofproblemsUnlessIexplicitlytellyounottousesomethingthecoursespolicyisthatyoumaymakeuseofanyonlineresources(egStackOverow)butyoumustexplicitlycitewhereyouobtainedanycodeyoudirectlyuse(oruseasinspiration)Thiscanbeassimpleaspastingthelinkinareferencessection
4964
SharingReusingcode
AnyrecycledcodenotexplicitlycitedwillbetreatedasplagiarismAssignmentgroupsmaynotdirectlysharecodewithanothergroupYouarewelcometodiscusstheproblemstogetherandaskforadvicebutyoumaynotmakedirectuseofcodefromanotherteam
5064
GroupAssignments
Assignment1willbeannouncedthisFriday
5164
GroupAssignments
ConductedaccordingtotheMonashpolicies
Whatweexpect
EachmemberofthegroupcompletestheentireassignmentasbesttheycanGroupmemberscompareanswersandcombineitintoonedocumentforthenalasubmission
5264
GroupAssignments
25oftheassignmentgradewillcomefrompeerevaluationPeerevaluationisanimportantlearningtool
Eachstudentwillberandomlyassignedanotherteamssubmissiontoprovidefeedbackonthreethings
1Couldyoureproducetheanalysis2Didyoulearnsomethingnewfromtheotherteamsapproach3Whatwouldyousuggesttoimprovetheirwork 5364
GroupAssignments
ConictscanariseingroupworkTheycanbebothproductiveanddestructiveTeamsneedtoworkonmanagingconictsandbuildingonthestrengthsofallteammembers
5464
GroupAssignments
ForeachassignmentyouwillbegiventheoptiontocommentontheeortsofyourothergroupmembersIfateammemberhasnotcontributedtoanassignmentsubmissiontheymightscorea0Inthissituationtheteamwillneedtodiscussteamfunctionanddysfunctionwiththeinstructor
5564
RandRStudio
5664
WhatisRRStudio
Risastatisticalprogramminglanguage
RStudioisaconvenientinterfaceforR(anintegrateddevelopmentenvironmentIDE)
5764
WhatisRRStudio
IfRwereanairplaneRStudiowouldbetheairportprovidingmanymanysupportingservicesthatmakeiteasierforyouthepilottotakeoandgotoawesomeplacesSureyoucanyanairplanewithoutanairportbuthavingthoserunwaysandsupportinginfrastructureisagame-changer
--JulieLowndes
5864
Letstakeatour-RRStudio
DEMO5964
6064
RessentialsAshortlist(fornow)Functionsare(mostoften)verbsfollowedbywhattheywillbeappliedtoinparentheses
do_this(to_this)do_that(to_thisto_thatwith_those)
Columns(variables)indataframesareaccessedwith$
dataframe$var_name
Packagesareinstalledwiththeinstallpackagesfunctionandloadedwiththelibraryfunctiononcepersession
installpackages(package_name)library(package_name)
6164
HowtoeditRcodeCreatingDataVisualisationsRRStudio
ConsoleUsingRasacalculatorEnvironmentLoadingandviewingadataframeAccessingavariableinadataframeRfunctions
Conceptsintroduced
6264
LabExercise
CheckyourknowledgeandcomprehensionbytakingyourrstlabquizonEd
GototheEDpageandcompletethelabquiz
NOTEReadingassignmentonEDsitedueby8ambeforeClassonFriday
6364
Shareandsharealike
ThisworkislicensedunderaCreativeCommonsAttribution-NonCommercial-ShareAlike40InternationalLicense
6464
TracLightSystem
2264
RedPostit
--
IneedahandSlowdown
GreenPostit
--
IamuptospeedIhavecompletedthething
TracLightSystem
2364
Letsstartwriting
GotobitlyLINKSHAREDINCLASStologintoRStudiocloud
LoginwithGoogleGitHubothercredentials
Ifyouhavequestionsplacearedstickynoteonyourlaptop
IfyouaredoneplaceagreenstickyonyourlaptopThissectionisbasedonanexercisefromdatascienceinaboxbyMineCcediletinkaya-Rundel
2464
Createyourrstdatavisualisation
OnceyoulogontoRStudioCloudclickonthiscoursesworkspaceETC10102019semester2YoushouldseeaprojectcalledUNVotesforkitbyclickingontheiconThiswillcreateyourcopyoftheprojectandlaunchitIntheFilespaneinthebottomrightcornerspotthelecalledunvotesRmdOpenitandthenclickontheKnitbuttonGobacktotheleandchangeyournameontop(intheyaml--welltalkaboutwhatthismeanslater)andknitagainChangethecountrynamestothoseyoureinterestedinSpellingandcapitalizationshouldmatchthedatasotakeapeekattheAppendixtoseehowthecountrynamesarespelledKnitagainAndvoilayourrstdatavisualization
2564
Whatcanyoudoattheendofsemester
Someofourbestnalprojects
instagrambabynamesoztourismsalarygapsFantasyAFL
2664
Whatyouneedtolearn
Datapreparationaccountsforabout80oftheworkofdatascientists
--GilPressForbes2016
2764
DataPreparation
ThisisoneoftheleasttaughtpartsofdatascienceandbusinessanalyticsandyetitiswhatdatascientistsspendmostoftheirtimeonBytheendofthissemesteryouwillhavethetoolstobemoreecientandeectiveinthisareasothatyouhavemoretimetospendonyourminingandmodeling
2864
Learningobjectives
Thelearninggoalsassociatedwiththisunitareto
1Learntoreaddierentdataformatslearnabouttidydataandwranglingtechniques
2Applyeectivevisualisationandmodellingtounderstandrelationshipsbetweenvariablesandmakedecisionswithdata
3Developcommunicationskillsusingreproduciblereporting
2964
WhatcouldthisimagesayaboutR
03003064
Philosophy
IfyoufeedapersonashtheyeatforadayIfyouteachapersontoshtheyeatforalifetime
WhateverIdointhedataanalysisthatisshowntoyouduringthel d it t
3164
l d it t
CourseWebsitehttpdmacdicookorg
dmac=DataModelingandComputingunitguide(authorityoncoursestructure)LecturenotesforeachclassAssignmentandprojectinstructionsTextbook+otheronlineresourcesrelatedtotopicsConsultationtimes(6x1Hrconsultations)
3264
MoVEunit
Youcanusetherstudiocloudserver
InthefuturewewillhaveRandRstudioinstalledlocally
WhenthishappensyoucanuseUSBstickattachtotheborrowedlaptopandinstallRRStudioandallyourpackagesonthisUsecanthenusetheUSBstickasyourworkingenvironmentwiththeborrowedlaptopsimplyasthecomputingengine
3364
GradingAssessmentWeight Task
ReadingQuiz 5
Completepriortoeachclassfortherst8weeksonEDQuizneedstobecompletedbyclasstimeNomulligansOnecanbemissed
withoutpenalty
LabExercise 5Eachclassperiodwillhaveaquiztobe
completedindividuallyTwocanbemissedwithoutpenalty
3464
GradingExampleReadingQuiz
Before8amonFridayyouneedtocompletethe5questionreadingquizonEDBefore3pmnextWednesdayYouneedtocompletethe5questionreadingquizonED
3564
GradingExampleLabExercise
ThereistimeattheendofclasstocompletelabexerciseonED
Before5pmTodayyouneedtocompletethe10questionLabExerciseonEDBefore10amThisFridayyouneedtocompletethe10questionLabExerciseonED
3664
GradingAssessment WeightTask
Assignment 12 Teamworkdataanalysischallengedueinweeks359
Mid-SemTheory+Conceptexam 8 Dueweek6
DataAnalysisExam 10 Dueweek11Project 10 Dueweek11FinalExam 50 TBA
3764
Free
Textbook
3864
Remember
Allinformationisonthewebsite
PostquestionsonEDoveremail
3964
Howdoyoudowellinthisclass
Dothereadingpriortoeachclassperiod
Participateactivelyinthisclass
Askquestionsontheed
4064
Howdoyoudowellinthisclass
Cometoconsultationifyouhavequestions
Practicethematerialstaughtineachlectorialbydoingmoreexercisesfromthetextbook
Becuriousbepositivebeengaged
4164
EdSystem
OnlinequizzesConductdiscussionsAskquestionsaboutthecoursematerialandexercisesandturninassignmentsandprojectOnlyyournameandemailaddressarerecordedintheEDsystems
4264
EdSystem
DEMO
4364
4464
Tipsforaskingquestions
FirstsearchexistingdiscussionforanswersIfthequestionhasalreadybeenansweredyouredoneIfithasalreadybeenaskedbutyourenotsatisedwiththeansweraddtothethreadGiveyourquestioncontextfromcourseconceptsnotcourseassignments
GoodcontextIhaveaquestiononlteringBadcontextIhaveaquestiononAssignment1
4564
Tipsforaskingquestions
BepreciseinyourdescriptionGooddescriptionIamgettingthefollowingerrorandImnotsurehowtoresolveit-ErrorcouldnotfindfunctionggplotBaddescriptionRgivingerrorshelpmeAaaarrrrrgh
Rememberyoucaneditaquestionafterpostingit
4664
DiversityampInclusivenessIntentStudentsfromalldiversebackgroundsandperspectivesbewell-servedbythiscoursethatstudentslearningneedsbeaddressedbothinandoutofclassandthatthediversitythatthestudentsbringtothisclassbeviewedasaresourcestrengthandbenetItismyintenttopresentmaterialsandactivitiesthatarerespectfulofdiversitygenderidentitysexualitydisabilityagesocioeconomicstatusethnicityracenationalityreligionandcultureLetmeknowwaystoimprovetheeectivenessofthecourseforyoupersonallyorforotherstudentsorstudentgroups
Ifyouhaveanameandorsetofpronounsthatdierfromthosethatappearinyour ocial Monash records please let me know 4764
your ocial Monash records please let me know
DiversityampInclusivenessIfyoufeellikeyourperformanceintheclassisbeingimpactedbyyourexperiencesoutsideofclasspleasedonthesitatetocomeandtalkwithmeIwanttobearesourceforyouIfyouprefertospeakwithsomeoneoutsideofthecoursetalktoDiCookorlookattheservicesavailabletoyouintheMonashstudentsupportservices
I(likemanypeople)amstillintheprocessoflearningaboutdiverseperspectivesandidentitiesIfsomethingwassaidinclass(byanyone)thatmadeyoufeeluncomfortablepleasetalktomeaboutit
4864
SharingReusingcode
IamwellawarethatahugevolumeofcodeisavailableonthewebtosolveanynumberofproblemsUnlessIexplicitlytellyounottousesomethingthecoursespolicyisthatyoumaymakeuseofanyonlineresources(egStackOverow)butyoumustexplicitlycitewhereyouobtainedanycodeyoudirectlyuse(oruseasinspiration)Thiscanbeassimpleaspastingthelinkinareferencessection
4964
SharingReusingcode
AnyrecycledcodenotexplicitlycitedwillbetreatedasplagiarismAssignmentgroupsmaynotdirectlysharecodewithanothergroupYouarewelcometodiscusstheproblemstogetherandaskforadvicebutyoumaynotmakedirectuseofcodefromanotherteam
5064
GroupAssignments
Assignment1willbeannouncedthisFriday
5164
GroupAssignments
ConductedaccordingtotheMonashpolicies
Whatweexpect
EachmemberofthegroupcompletestheentireassignmentasbesttheycanGroupmemberscompareanswersandcombineitintoonedocumentforthenalasubmission
5264
GroupAssignments
25oftheassignmentgradewillcomefrompeerevaluationPeerevaluationisanimportantlearningtool
Eachstudentwillberandomlyassignedanotherteamssubmissiontoprovidefeedbackonthreethings
1Couldyoureproducetheanalysis2Didyoulearnsomethingnewfromtheotherteamsapproach3Whatwouldyousuggesttoimprovetheirwork 5364
GroupAssignments
ConictscanariseingroupworkTheycanbebothproductiveanddestructiveTeamsneedtoworkonmanagingconictsandbuildingonthestrengthsofallteammembers
5464
GroupAssignments
ForeachassignmentyouwillbegiventheoptiontocommentontheeortsofyourothergroupmembersIfateammemberhasnotcontributedtoanassignmentsubmissiontheymightscorea0Inthissituationtheteamwillneedtodiscussteamfunctionanddysfunctionwiththeinstructor
5564
RandRStudio
5664
WhatisRRStudio
Risastatisticalprogramminglanguage
RStudioisaconvenientinterfaceforR(anintegrateddevelopmentenvironmentIDE)
5764
WhatisRRStudio
IfRwereanairplaneRStudiowouldbetheairportprovidingmanymanysupportingservicesthatmakeiteasierforyouthepilottotakeoandgotoawesomeplacesSureyoucanyanairplanewithoutanairportbuthavingthoserunwaysandsupportinginfrastructureisagame-changer
--JulieLowndes
5864
Letstakeatour-RRStudio
DEMO5964
6064
RessentialsAshortlist(fornow)Functionsare(mostoften)verbsfollowedbywhattheywillbeappliedtoinparentheses
do_this(to_this)do_that(to_thisto_thatwith_those)
Columns(variables)indataframesareaccessedwith$
dataframe$var_name
Packagesareinstalledwiththeinstallpackagesfunctionandloadedwiththelibraryfunctiononcepersession
installpackages(package_name)library(package_name)
6164
HowtoeditRcodeCreatingDataVisualisationsRRStudio
ConsoleUsingRasacalculatorEnvironmentLoadingandviewingadataframeAccessingavariableinadataframeRfunctions
Conceptsintroduced
6264
LabExercise
CheckyourknowledgeandcomprehensionbytakingyourrstlabquizonEd
GototheEDpageandcompletethelabquiz
NOTEReadingassignmentonEDsitedueby8ambeforeClassonFriday
6364
Shareandsharealike
ThisworkislicensedunderaCreativeCommonsAttribution-NonCommercial-ShareAlike40InternationalLicense
6464
RedPostit
--
IneedahandSlowdown
GreenPostit
--
IamuptospeedIhavecompletedthething
TracLightSystem
2364
Letsstartwriting
GotobitlyLINKSHAREDINCLASStologintoRStudiocloud
LoginwithGoogleGitHubothercredentials
Ifyouhavequestionsplacearedstickynoteonyourlaptop
IfyouaredoneplaceagreenstickyonyourlaptopThissectionisbasedonanexercisefromdatascienceinaboxbyMineCcediletinkaya-Rundel
2464
Createyourrstdatavisualisation
OnceyoulogontoRStudioCloudclickonthiscoursesworkspaceETC10102019semester2YoushouldseeaprojectcalledUNVotesforkitbyclickingontheiconThiswillcreateyourcopyoftheprojectandlaunchitIntheFilespaneinthebottomrightcornerspotthelecalledunvotesRmdOpenitandthenclickontheKnitbuttonGobacktotheleandchangeyournameontop(intheyaml--welltalkaboutwhatthismeanslater)andknitagainChangethecountrynamestothoseyoureinterestedinSpellingandcapitalizationshouldmatchthedatasotakeapeekattheAppendixtoseehowthecountrynamesarespelledKnitagainAndvoilayourrstdatavisualization
2564
Whatcanyoudoattheendofsemester
Someofourbestnalprojects
instagrambabynamesoztourismsalarygapsFantasyAFL
2664
Whatyouneedtolearn
Datapreparationaccountsforabout80oftheworkofdatascientists
--GilPressForbes2016
2764
DataPreparation
ThisisoneoftheleasttaughtpartsofdatascienceandbusinessanalyticsandyetitiswhatdatascientistsspendmostoftheirtimeonBytheendofthissemesteryouwillhavethetoolstobemoreecientandeectiveinthisareasothatyouhavemoretimetospendonyourminingandmodeling
2864
Learningobjectives
Thelearninggoalsassociatedwiththisunitareto
1Learntoreaddierentdataformatslearnabouttidydataandwranglingtechniques
2Applyeectivevisualisationandmodellingtounderstandrelationshipsbetweenvariablesandmakedecisionswithdata
3Developcommunicationskillsusingreproduciblereporting
2964
WhatcouldthisimagesayaboutR
03003064
Philosophy
IfyoufeedapersonashtheyeatforadayIfyouteachapersontoshtheyeatforalifetime
WhateverIdointhedataanalysisthatisshowntoyouduringthel d it t
3164
l d it t
CourseWebsitehttpdmacdicookorg
dmac=DataModelingandComputingunitguide(authorityoncoursestructure)LecturenotesforeachclassAssignmentandprojectinstructionsTextbook+otheronlineresourcesrelatedtotopicsConsultationtimes(6x1Hrconsultations)
3264
MoVEunit
Youcanusetherstudiocloudserver
InthefuturewewillhaveRandRstudioinstalledlocally
WhenthishappensyoucanuseUSBstickattachtotheborrowedlaptopandinstallRRStudioandallyourpackagesonthisUsecanthenusetheUSBstickasyourworkingenvironmentwiththeborrowedlaptopsimplyasthecomputingengine
3364
GradingAssessmentWeight Task
ReadingQuiz 5
Completepriortoeachclassfortherst8weeksonEDQuizneedstobecompletedbyclasstimeNomulligansOnecanbemissed
withoutpenalty
LabExercise 5Eachclassperiodwillhaveaquiztobe
completedindividuallyTwocanbemissedwithoutpenalty
3464
GradingExampleReadingQuiz
Before8amonFridayyouneedtocompletethe5questionreadingquizonEDBefore3pmnextWednesdayYouneedtocompletethe5questionreadingquizonED
3564
GradingExampleLabExercise
ThereistimeattheendofclasstocompletelabexerciseonED
Before5pmTodayyouneedtocompletethe10questionLabExerciseonEDBefore10amThisFridayyouneedtocompletethe10questionLabExerciseonED
3664
GradingAssessment WeightTask
Assignment 12 Teamworkdataanalysischallengedueinweeks359
Mid-SemTheory+Conceptexam 8 Dueweek6
DataAnalysisExam 10 Dueweek11Project 10 Dueweek11FinalExam 50 TBA
3764
Free
Textbook
3864
Remember
Allinformationisonthewebsite
PostquestionsonEDoveremail
3964
Howdoyoudowellinthisclass
Dothereadingpriortoeachclassperiod
Participateactivelyinthisclass
Askquestionsontheed
4064
Howdoyoudowellinthisclass
Cometoconsultationifyouhavequestions
Practicethematerialstaughtineachlectorialbydoingmoreexercisesfromthetextbook
Becuriousbepositivebeengaged
4164
EdSystem
OnlinequizzesConductdiscussionsAskquestionsaboutthecoursematerialandexercisesandturninassignmentsandprojectOnlyyournameandemailaddressarerecordedintheEDsystems
4264
EdSystem
DEMO
4364
4464
Tipsforaskingquestions
FirstsearchexistingdiscussionforanswersIfthequestionhasalreadybeenansweredyouredoneIfithasalreadybeenaskedbutyourenotsatisedwiththeansweraddtothethreadGiveyourquestioncontextfromcourseconceptsnotcourseassignments
GoodcontextIhaveaquestiononlteringBadcontextIhaveaquestiononAssignment1
4564
Tipsforaskingquestions
BepreciseinyourdescriptionGooddescriptionIamgettingthefollowingerrorandImnotsurehowtoresolveit-ErrorcouldnotfindfunctionggplotBaddescriptionRgivingerrorshelpmeAaaarrrrrgh
Rememberyoucaneditaquestionafterpostingit
4664
DiversityampInclusivenessIntentStudentsfromalldiversebackgroundsandperspectivesbewell-servedbythiscoursethatstudentslearningneedsbeaddressedbothinandoutofclassandthatthediversitythatthestudentsbringtothisclassbeviewedasaresourcestrengthandbenetItismyintenttopresentmaterialsandactivitiesthatarerespectfulofdiversitygenderidentitysexualitydisabilityagesocioeconomicstatusethnicityracenationalityreligionandcultureLetmeknowwaystoimprovetheeectivenessofthecourseforyoupersonallyorforotherstudentsorstudentgroups
Ifyouhaveanameandorsetofpronounsthatdierfromthosethatappearinyour ocial Monash records please let me know 4764
your ocial Monash records please let me know
DiversityampInclusivenessIfyoufeellikeyourperformanceintheclassisbeingimpactedbyyourexperiencesoutsideofclasspleasedonthesitatetocomeandtalkwithmeIwanttobearesourceforyouIfyouprefertospeakwithsomeoneoutsideofthecoursetalktoDiCookorlookattheservicesavailabletoyouintheMonashstudentsupportservices
I(likemanypeople)amstillintheprocessoflearningaboutdiverseperspectivesandidentitiesIfsomethingwassaidinclass(byanyone)thatmadeyoufeeluncomfortablepleasetalktomeaboutit
4864
SharingReusingcode
IamwellawarethatahugevolumeofcodeisavailableonthewebtosolveanynumberofproblemsUnlessIexplicitlytellyounottousesomethingthecoursespolicyisthatyoumaymakeuseofanyonlineresources(egStackOverow)butyoumustexplicitlycitewhereyouobtainedanycodeyoudirectlyuse(oruseasinspiration)Thiscanbeassimpleaspastingthelinkinareferencessection
4964
SharingReusingcode
AnyrecycledcodenotexplicitlycitedwillbetreatedasplagiarismAssignmentgroupsmaynotdirectlysharecodewithanothergroupYouarewelcometodiscusstheproblemstogetherandaskforadvicebutyoumaynotmakedirectuseofcodefromanotherteam
5064
GroupAssignments
Assignment1willbeannouncedthisFriday
5164
GroupAssignments
ConductedaccordingtotheMonashpolicies
Whatweexpect
EachmemberofthegroupcompletestheentireassignmentasbesttheycanGroupmemberscompareanswersandcombineitintoonedocumentforthenalasubmission
5264
GroupAssignments
25oftheassignmentgradewillcomefrompeerevaluationPeerevaluationisanimportantlearningtool
Eachstudentwillberandomlyassignedanotherteamssubmissiontoprovidefeedbackonthreethings
1Couldyoureproducetheanalysis2Didyoulearnsomethingnewfromtheotherteamsapproach3Whatwouldyousuggesttoimprovetheirwork 5364
GroupAssignments
ConictscanariseingroupworkTheycanbebothproductiveanddestructiveTeamsneedtoworkonmanagingconictsandbuildingonthestrengthsofallteammembers
5464
GroupAssignments
ForeachassignmentyouwillbegiventheoptiontocommentontheeortsofyourothergroupmembersIfateammemberhasnotcontributedtoanassignmentsubmissiontheymightscorea0Inthissituationtheteamwillneedtodiscussteamfunctionanddysfunctionwiththeinstructor
5564
RandRStudio
5664
WhatisRRStudio
Risastatisticalprogramminglanguage
RStudioisaconvenientinterfaceforR(anintegrateddevelopmentenvironmentIDE)
5764
WhatisRRStudio
IfRwereanairplaneRStudiowouldbetheairportprovidingmanymanysupportingservicesthatmakeiteasierforyouthepilottotakeoandgotoawesomeplacesSureyoucanyanairplanewithoutanairportbuthavingthoserunwaysandsupportinginfrastructureisagame-changer
--JulieLowndes
5864
Letstakeatour-RRStudio
DEMO5964
6064
RessentialsAshortlist(fornow)Functionsare(mostoften)verbsfollowedbywhattheywillbeappliedtoinparentheses
do_this(to_this)do_that(to_thisto_thatwith_those)
Columns(variables)indataframesareaccessedwith$
dataframe$var_name
Packagesareinstalledwiththeinstallpackagesfunctionandloadedwiththelibraryfunctiononcepersession
installpackages(package_name)library(package_name)
6164
HowtoeditRcodeCreatingDataVisualisationsRRStudio
ConsoleUsingRasacalculatorEnvironmentLoadingandviewingadataframeAccessingavariableinadataframeRfunctions
Conceptsintroduced
6264
LabExercise
CheckyourknowledgeandcomprehensionbytakingyourrstlabquizonEd
GototheEDpageandcompletethelabquiz
NOTEReadingassignmentonEDsitedueby8ambeforeClassonFriday
6364
Shareandsharealike
ThisworkislicensedunderaCreativeCommonsAttribution-NonCommercial-ShareAlike40InternationalLicense
6464
Letsstartwriting
GotobitlyLINKSHAREDINCLASStologintoRStudiocloud
LoginwithGoogleGitHubothercredentials
Ifyouhavequestionsplacearedstickynoteonyourlaptop
IfyouaredoneplaceagreenstickyonyourlaptopThissectionisbasedonanexercisefromdatascienceinaboxbyMineCcediletinkaya-Rundel
2464
Createyourrstdatavisualisation
OnceyoulogontoRStudioCloudclickonthiscoursesworkspaceETC10102019semester2YoushouldseeaprojectcalledUNVotesforkitbyclickingontheiconThiswillcreateyourcopyoftheprojectandlaunchitIntheFilespaneinthebottomrightcornerspotthelecalledunvotesRmdOpenitandthenclickontheKnitbuttonGobacktotheleandchangeyournameontop(intheyaml--welltalkaboutwhatthismeanslater)andknitagainChangethecountrynamestothoseyoureinterestedinSpellingandcapitalizationshouldmatchthedatasotakeapeekattheAppendixtoseehowthecountrynamesarespelledKnitagainAndvoilayourrstdatavisualization
2564
Whatcanyoudoattheendofsemester
Someofourbestnalprojects
instagrambabynamesoztourismsalarygapsFantasyAFL
2664
Whatyouneedtolearn
Datapreparationaccountsforabout80oftheworkofdatascientists
--GilPressForbes2016
2764
DataPreparation
ThisisoneoftheleasttaughtpartsofdatascienceandbusinessanalyticsandyetitiswhatdatascientistsspendmostoftheirtimeonBytheendofthissemesteryouwillhavethetoolstobemoreecientandeectiveinthisareasothatyouhavemoretimetospendonyourminingandmodeling
2864
Learningobjectives
Thelearninggoalsassociatedwiththisunitareto
1Learntoreaddierentdataformatslearnabouttidydataandwranglingtechniques
2Applyeectivevisualisationandmodellingtounderstandrelationshipsbetweenvariablesandmakedecisionswithdata
3Developcommunicationskillsusingreproduciblereporting
2964
WhatcouldthisimagesayaboutR
03003064
Philosophy
IfyoufeedapersonashtheyeatforadayIfyouteachapersontoshtheyeatforalifetime
WhateverIdointhedataanalysisthatisshowntoyouduringthel d it t
3164
l d it t
CourseWebsitehttpdmacdicookorg
dmac=DataModelingandComputingunitguide(authorityoncoursestructure)LecturenotesforeachclassAssignmentandprojectinstructionsTextbook+otheronlineresourcesrelatedtotopicsConsultationtimes(6x1Hrconsultations)
3264
MoVEunit
Youcanusetherstudiocloudserver
InthefuturewewillhaveRandRstudioinstalledlocally
WhenthishappensyoucanuseUSBstickattachtotheborrowedlaptopandinstallRRStudioandallyourpackagesonthisUsecanthenusetheUSBstickasyourworkingenvironmentwiththeborrowedlaptopsimplyasthecomputingengine
3364
GradingAssessmentWeight Task
ReadingQuiz 5
Completepriortoeachclassfortherst8weeksonEDQuizneedstobecompletedbyclasstimeNomulligansOnecanbemissed
withoutpenalty
LabExercise 5Eachclassperiodwillhaveaquiztobe
completedindividuallyTwocanbemissedwithoutpenalty
3464
GradingExampleReadingQuiz
Before8amonFridayyouneedtocompletethe5questionreadingquizonEDBefore3pmnextWednesdayYouneedtocompletethe5questionreadingquizonED
3564
GradingExampleLabExercise
ThereistimeattheendofclasstocompletelabexerciseonED
Before5pmTodayyouneedtocompletethe10questionLabExerciseonEDBefore10amThisFridayyouneedtocompletethe10questionLabExerciseonED
3664
GradingAssessment WeightTask
Assignment 12 Teamworkdataanalysischallengedueinweeks359
Mid-SemTheory+Conceptexam 8 Dueweek6
DataAnalysisExam 10 Dueweek11Project 10 Dueweek11FinalExam 50 TBA
3764
Free
Textbook
3864
Remember
Allinformationisonthewebsite
PostquestionsonEDoveremail
3964
Howdoyoudowellinthisclass
Dothereadingpriortoeachclassperiod
Participateactivelyinthisclass
Askquestionsontheed
4064
Howdoyoudowellinthisclass
Cometoconsultationifyouhavequestions
Practicethematerialstaughtineachlectorialbydoingmoreexercisesfromthetextbook
Becuriousbepositivebeengaged
4164
EdSystem
OnlinequizzesConductdiscussionsAskquestionsaboutthecoursematerialandexercisesandturninassignmentsandprojectOnlyyournameandemailaddressarerecordedintheEDsystems
4264
EdSystem
DEMO
4364
4464
Tipsforaskingquestions
FirstsearchexistingdiscussionforanswersIfthequestionhasalreadybeenansweredyouredoneIfithasalreadybeenaskedbutyourenotsatisedwiththeansweraddtothethreadGiveyourquestioncontextfromcourseconceptsnotcourseassignments
GoodcontextIhaveaquestiononlteringBadcontextIhaveaquestiononAssignment1
4564
Tipsforaskingquestions
BepreciseinyourdescriptionGooddescriptionIamgettingthefollowingerrorandImnotsurehowtoresolveit-ErrorcouldnotfindfunctionggplotBaddescriptionRgivingerrorshelpmeAaaarrrrrgh
Rememberyoucaneditaquestionafterpostingit
4664
DiversityampInclusivenessIntentStudentsfromalldiversebackgroundsandperspectivesbewell-servedbythiscoursethatstudentslearningneedsbeaddressedbothinandoutofclassandthatthediversitythatthestudentsbringtothisclassbeviewedasaresourcestrengthandbenetItismyintenttopresentmaterialsandactivitiesthatarerespectfulofdiversitygenderidentitysexualitydisabilityagesocioeconomicstatusethnicityracenationalityreligionandcultureLetmeknowwaystoimprovetheeectivenessofthecourseforyoupersonallyorforotherstudentsorstudentgroups
Ifyouhaveanameandorsetofpronounsthatdierfromthosethatappearinyour ocial Monash records please let me know 4764
your ocial Monash records please let me know
DiversityampInclusivenessIfyoufeellikeyourperformanceintheclassisbeingimpactedbyyourexperiencesoutsideofclasspleasedonthesitatetocomeandtalkwithmeIwanttobearesourceforyouIfyouprefertospeakwithsomeoneoutsideofthecoursetalktoDiCookorlookattheservicesavailabletoyouintheMonashstudentsupportservices
I(likemanypeople)amstillintheprocessoflearningaboutdiverseperspectivesandidentitiesIfsomethingwassaidinclass(byanyone)thatmadeyoufeeluncomfortablepleasetalktomeaboutit
4864
SharingReusingcode
IamwellawarethatahugevolumeofcodeisavailableonthewebtosolveanynumberofproblemsUnlessIexplicitlytellyounottousesomethingthecoursespolicyisthatyoumaymakeuseofanyonlineresources(egStackOverow)butyoumustexplicitlycitewhereyouobtainedanycodeyoudirectlyuse(oruseasinspiration)Thiscanbeassimpleaspastingthelinkinareferencessection
4964
SharingReusingcode
AnyrecycledcodenotexplicitlycitedwillbetreatedasplagiarismAssignmentgroupsmaynotdirectlysharecodewithanothergroupYouarewelcometodiscusstheproblemstogetherandaskforadvicebutyoumaynotmakedirectuseofcodefromanotherteam
5064
GroupAssignments
Assignment1willbeannouncedthisFriday
5164
GroupAssignments
ConductedaccordingtotheMonashpolicies
Whatweexpect
EachmemberofthegroupcompletestheentireassignmentasbesttheycanGroupmemberscompareanswersandcombineitintoonedocumentforthenalasubmission
5264
GroupAssignments
25oftheassignmentgradewillcomefrompeerevaluationPeerevaluationisanimportantlearningtool
Eachstudentwillberandomlyassignedanotherteamssubmissiontoprovidefeedbackonthreethings
1Couldyoureproducetheanalysis2Didyoulearnsomethingnewfromtheotherteamsapproach3Whatwouldyousuggesttoimprovetheirwork 5364
GroupAssignments
ConictscanariseingroupworkTheycanbebothproductiveanddestructiveTeamsneedtoworkonmanagingconictsandbuildingonthestrengthsofallteammembers
5464
GroupAssignments
ForeachassignmentyouwillbegiventheoptiontocommentontheeortsofyourothergroupmembersIfateammemberhasnotcontributedtoanassignmentsubmissiontheymightscorea0Inthissituationtheteamwillneedtodiscussteamfunctionanddysfunctionwiththeinstructor
5564
RandRStudio
5664
WhatisRRStudio
Risastatisticalprogramminglanguage
RStudioisaconvenientinterfaceforR(anintegrateddevelopmentenvironmentIDE)
5764
WhatisRRStudio
IfRwereanairplaneRStudiowouldbetheairportprovidingmanymanysupportingservicesthatmakeiteasierforyouthepilottotakeoandgotoawesomeplacesSureyoucanyanairplanewithoutanairportbuthavingthoserunwaysandsupportinginfrastructureisagame-changer
--JulieLowndes
5864
Letstakeatour-RRStudio
DEMO5964
6064
RessentialsAshortlist(fornow)Functionsare(mostoften)verbsfollowedbywhattheywillbeappliedtoinparentheses
do_this(to_this)do_that(to_thisto_thatwith_those)
Columns(variables)indataframesareaccessedwith$
dataframe$var_name
Packagesareinstalledwiththeinstallpackagesfunctionandloadedwiththelibraryfunctiononcepersession
installpackages(package_name)library(package_name)
6164
HowtoeditRcodeCreatingDataVisualisationsRRStudio
ConsoleUsingRasacalculatorEnvironmentLoadingandviewingadataframeAccessingavariableinadataframeRfunctions
Conceptsintroduced
6264
LabExercise
CheckyourknowledgeandcomprehensionbytakingyourrstlabquizonEd
GototheEDpageandcompletethelabquiz
NOTEReadingassignmentonEDsitedueby8ambeforeClassonFriday
6364
Shareandsharealike
ThisworkislicensedunderaCreativeCommonsAttribution-NonCommercial-ShareAlike40InternationalLicense
6464
Createyourrstdatavisualisation
OnceyoulogontoRStudioCloudclickonthiscoursesworkspaceETC10102019semester2YoushouldseeaprojectcalledUNVotesforkitbyclickingontheiconThiswillcreateyourcopyoftheprojectandlaunchitIntheFilespaneinthebottomrightcornerspotthelecalledunvotesRmdOpenitandthenclickontheKnitbuttonGobacktotheleandchangeyournameontop(intheyaml--welltalkaboutwhatthismeanslater)andknitagainChangethecountrynamestothoseyoureinterestedinSpellingandcapitalizationshouldmatchthedatasotakeapeekattheAppendixtoseehowthecountrynamesarespelledKnitagainAndvoilayourrstdatavisualization
2564
Whatcanyoudoattheendofsemester
Someofourbestnalprojects
instagrambabynamesoztourismsalarygapsFantasyAFL
2664
Whatyouneedtolearn
Datapreparationaccountsforabout80oftheworkofdatascientists
--GilPressForbes2016
2764
DataPreparation
ThisisoneoftheleasttaughtpartsofdatascienceandbusinessanalyticsandyetitiswhatdatascientistsspendmostoftheirtimeonBytheendofthissemesteryouwillhavethetoolstobemoreecientandeectiveinthisareasothatyouhavemoretimetospendonyourminingandmodeling
2864
Learningobjectives
Thelearninggoalsassociatedwiththisunitareto
1Learntoreaddierentdataformatslearnabouttidydataandwranglingtechniques
2Applyeectivevisualisationandmodellingtounderstandrelationshipsbetweenvariablesandmakedecisionswithdata
3Developcommunicationskillsusingreproduciblereporting
2964
WhatcouldthisimagesayaboutR
03003064
Philosophy
IfyoufeedapersonashtheyeatforadayIfyouteachapersontoshtheyeatforalifetime
WhateverIdointhedataanalysisthatisshowntoyouduringthel d it t
3164
l d it t
CourseWebsitehttpdmacdicookorg
dmac=DataModelingandComputingunitguide(authorityoncoursestructure)LecturenotesforeachclassAssignmentandprojectinstructionsTextbook+otheronlineresourcesrelatedtotopicsConsultationtimes(6x1Hrconsultations)
3264
MoVEunit
Youcanusetherstudiocloudserver
InthefuturewewillhaveRandRstudioinstalledlocally
WhenthishappensyoucanuseUSBstickattachtotheborrowedlaptopandinstallRRStudioandallyourpackagesonthisUsecanthenusetheUSBstickasyourworkingenvironmentwiththeborrowedlaptopsimplyasthecomputingengine
3364
GradingAssessmentWeight Task
ReadingQuiz 5
Completepriortoeachclassfortherst8weeksonEDQuizneedstobecompletedbyclasstimeNomulligansOnecanbemissed
withoutpenalty
LabExercise 5Eachclassperiodwillhaveaquiztobe
completedindividuallyTwocanbemissedwithoutpenalty
3464
GradingExampleReadingQuiz
Before8amonFridayyouneedtocompletethe5questionreadingquizonEDBefore3pmnextWednesdayYouneedtocompletethe5questionreadingquizonED
3564
GradingExampleLabExercise
ThereistimeattheendofclasstocompletelabexerciseonED
Before5pmTodayyouneedtocompletethe10questionLabExerciseonEDBefore10amThisFridayyouneedtocompletethe10questionLabExerciseonED
3664
GradingAssessment WeightTask
Assignment 12 Teamworkdataanalysischallengedueinweeks359
Mid-SemTheory+Conceptexam 8 Dueweek6
DataAnalysisExam 10 Dueweek11Project 10 Dueweek11FinalExam 50 TBA
3764
Free
Textbook
3864
Remember
Allinformationisonthewebsite
PostquestionsonEDoveremail
3964
Howdoyoudowellinthisclass
Dothereadingpriortoeachclassperiod
Participateactivelyinthisclass
Askquestionsontheed
4064
Howdoyoudowellinthisclass
Cometoconsultationifyouhavequestions
Practicethematerialstaughtineachlectorialbydoingmoreexercisesfromthetextbook
Becuriousbepositivebeengaged
4164
EdSystem
OnlinequizzesConductdiscussionsAskquestionsaboutthecoursematerialandexercisesandturninassignmentsandprojectOnlyyournameandemailaddressarerecordedintheEDsystems
4264
EdSystem
DEMO
4364
4464
Tipsforaskingquestions
FirstsearchexistingdiscussionforanswersIfthequestionhasalreadybeenansweredyouredoneIfithasalreadybeenaskedbutyourenotsatisedwiththeansweraddtothethreadGiveyourquestioncontextfromcourseconceptsnotcourseassignments
GoodcontextIhaveaquestiononlteringBadcontextIhaveaquestiononAssignment1
4564
Tipsforaskingquestions
BepreciseinyourdescriptionGooddescriptionIamgettingthefollowingerrorandImnotsurehowtoresolveit-ErrorcouldnotfindfunctionggplotBaddescriptionRgivingerrorshelpmeAaaarrrrrgh
Rememberyoucaneditaquestionafterpostingit
4664
DiversityampInclusivenessIntentStudentsfromalldiversebackgroundsandperspectivesbewell-servedbythiscoursethatstudentslearningneedsbeaddressedbothinandoutofclassandthatthediversitythatthestudentsbringtothisclassbeviewedasaresourcestrengthandbenetItismyintenttopresentmaterialsandactivitiesthatarerespectfulofdiversitygenderidentitysexualitydisabilityagesocioeconomicstatusethnicityracenationalityreligionandcultureLetmeknowwaystoimprovetheeectivenessofthecourseforyoupersonallyorforotherstudentsorstudentgroups
Ifyouhaveanameandorsetofpronounsthatdierfromthosethatappearinyour ocial Monash records please let me know 4764
your ocial Monash records please let me know
DiversityampInclusivenessIfyoufeellikeyourperformanceintheclassisbeingimpactedbyyourexperiencesoutsideofclasspleasedonthesitatetocomeandtalkwithmeIwanttobearesourceforyouIfyouprefertospeakwithsomeoneoutsideofthecoursetalktoDiCookorlookattheservicesavailabletoyouintheMonashstudentsupportservices
I(likemanypeople)amstillintheprocessoflearningaboutdiverseperspectivesandidentitiesIfsomethingwassaidinclass(byanyone)thatmadeyoufeeluncomfortablepleasetalktomeaboutit
4864
SharingReusingcode
IamwellawarethatahugevolumeofcodeisavailableonthewebtosolveanynumberofproblemsUnlessIexplicitlytellyounottousesomethingthecoursespolicyisthatyoumaymakeuseofanyonlineresources(egStackOverow)butyoumustexplicitlycitewhereyouobtainedanycodeyoudirectlyuse(oruseasinspiration)Thiscanbeassimpleaspastingthelinkinareferencessection
4964
SharingReusingcode
AnyrecycledcodenotexplicitlycitedwillbetreatedasplagiarismAssignmentgroupsmaynotdirectlysharecodewithanothergroupYouarewelcometodiscusstheproblemstogetherandaskforadvicebutyoumaynotmakedirectuseofcodefromanotherteam
5064
GroupAssignments
Assignment1willbeannouncedthisFriday
5164
GroupAssignments
ConductedaccordingtotheMonashpolicies
Whatweexpect
EachmemberofthegroupcompletestheentireassignmentasbesttheycanGroupmemberscompareanswersandcombineitintoonedocumentforthenalasubmission
5264
GroupAssignments
25oftheassignmentgradewillcomefrompeerevaluationPeerevaluationisanimportantlearningtool
Eachstudentwillberandomlyassignedanotherteamssubmissiontoprovidefeedbackonthreethings
1Couldyoureproducetheanalysis2Didyoulearnsomethingnewfromtheotherteamsapproach3Whatwouldyousuggesttoimprovetheirwork 5364
GroupAssignments
ConictscanariseingroupworkTheycanbebothproductiveanddestructiveTeamsneedtoworkonmanagingconictsandbuildingonthestrengthsofallteammembers
5464
GroupAssignments
ForeachassignmentyouwillbegiventheoptiontocommentontheeortsofyourothergroupmembersIfateammemberhasnotcontributedtoanassignmentsubmissiontheymightscorea0Inthissituationtheteamwillneedtodiscussteamfunctionanddysfunctionwiththeinstructor
5564
RandRStudio
5664
WhatisRRStudio
Risastatisticalprogramminglanguage
RStudioisaconvenientinterfaceforR(anintegrateddevelopmentenvironmentIDE)
5764
WhatisRRStudio
IfRwereanairplaneRStudiowouldbetheairportprovidingmanymanysupportingservicesthatmakeiteasierforyouthepilottotakeoandgotoawesomeplacesSureyoucanyanairplanewithoutanairportbuthavingthoserunwaysandsupportinginfrastructureisagame-changer
--JulieLowndes
5864
Letstakeatour-RRStudio
DEMO5964
6064
RessentialsAshortlist(fornow)Functionsare(mostoften)verbsfollowedbywhattheywillbeappliedtoinparentheses
do_this(to_this)do_that(to_thisto_thatwith_those)
Columns(variables)indataframesareaccessedwith$
dataframe$var_name
Packagesareinstalledwiththeinstallpackagesfunctionandloadedwiththelibraryfunctiononcepersession
installpackages(package_name)library(package_name)
6164
HowtoeditRcodeCreatingDataVisualisationsRRStudio
ConsoleUsingRasacalculatorEnvironmentLoadingandviewingadataframeAccessingavariableinadataframeRfunctions
Conceptsintroduced
6264
LabExercise
CheckyourknowledgeandcomprehensionbytakingyourrstlabquizonEd
GototheEDpageandcompletethelabquiz
NOTEReadingassignmentonEDsitedueby8ambeforeClassonFriday
6364
Shareandsharealike
ThisworkislicensedunderaCreativeCommonsAttribution-NonCommercial-ShareAlike40InternationalLicense
6464
Whatcanyoudoattheendofsemester
Someofourbestnalprojects
instagrambabynamesoztourismsalarygapsFantasyAFL
2664
Whatyouneedtolearn
Datapreparationaccountsforabout80oftheworkofdatascientists
--GilPressForbes2016
2764
DataPreparation
ThisisoneoftheleasttaughtpartsofdatascienceandbusinessanalyticsandyetitiswhatdatascientistsspendmostoftheirtimeonBytheendofthissemesteryouwillhavethetoolstobemoreecientandeectiveinthisareasothatyouhavemoretimetospendonyourminingandmodeling
2864
Learningobjectives
Thelearninggoalsassociatedwiththisunitareto
1Learntoreaddierentdataformatslearnabouttidydataandwranglingtechniques
2Applyeectivevisualisationandmodellingtounderstandrelationshipsbetweenvariablesandmakedecisionswithdata
3Developcommunicationskillsusingreproduciblereporting
2964
WhatcouldthisimagesayaboutR
03003064
Philosophy
IfyoufeedapersonashtheyeatforadayIfyouteachapersontoshtheyeatforalifetime
WhateverIdointhedataanalysisthatisshowntoyouduringthel d it t
3164
l d it t
CourseWebsitehttpdmacdicookorg
dmac=DataModelingandComputingunitguide(authorityoncoursestructure)LecturenotesforeachclassAssignmentandprojectinstructionsTextbook+otheronlineresourcesrelatedtotopicsConsultationtimes(6x1Hrconsultations)
3264
MoVEunit
Youcanusetherstudiocloudserver
InthefuturewewillhaveRandRstudioinstalledlocally
WhenthishappensyoucanuseUSBstickattachtotheborrowedlaptopandinstallRRStudioandallyourpackagesonthisUsecanthenusetheUSBstickasyourworkingenvironmentwiththeborrowedlaptopsimplyasthecomputingengine
3364
GradingAssessmentWeight Task
ReadingQuiz 5
Completepriortoeachclassfortherst8weeksonEDQuizneedstobecompletedbyclasstimeNomulligansOnecanbemissed
withoutpenalty
LabExercise 5Eachclassperiodwillhaveaquiztobe
completedindividuallyTwocanbemissedwithoutpenalty
3464
GradingExampleReadingQuiz
Before8amonFridayyouneedtocompletethe5questionreadingquizonEDBefore3pmnextWednesdayYouneedtocompletethe5questionreadingquizonED
3564
GradingExampleLabExercise
ThereistimeattheendofclasstocompletelabexerciseonED
Before5pmTodayyouneedtocompletethe10questionLabExerciseonEDBefore10amThisFridayyouneedtocompletethe10questionLabExerciseonED
3664
GradingAssessment WeightTask
Assignment 12 Teamworkdataanalysischallengedueinweeks359
Mid-SemTheory+Conceptexam 8 Dueweek6
DataAnalysisExam 10 Dueweek11Project 10 Dueweek11FinalExam 50 TBA
3764
Free
Textbook
3864
Remember
Allinformationisonthewebsite
PostquestionsonEDoveremail
3964
Howdoyoudowellinthisclass
Dothereadingpriortoeachclassperiod
Participateactivelyinthisclass
Askquestionsontheed
4064
Howdoyoudowellinthisclass
Cometoconsultationifyouhavequestions
Practicethematerialstaughtineachlectorialbydoingmoreexercisesfromthetextbook
Becuriousbepositivebeengaged
4164
EdSystem
OnlinequizzesConductdiscussionsAskquestionsaboutthecoursematerialandexercisesandturninassignmentsandprojectOnlyyournameandemailaddressarerecordedintheEDsystems
4264
EdSystem
DEMO
4364
4464
Tipsforaskingquestions
FirstsearchexistingdiscussionforanswersIfthequestionhasalreadybeenansweredyouredoneIfithasalreadybeenaskedbutyourenotsatisedwiththeansweraddtothethreadGiveyourquestioncontextfromcourseconceptsnotcourseassignments
GoodcontextIhaveaquestiononlteringBadcontextIhaveaquestiononAssignment1
4564
Tipsforaskingquestions
BepreciseinyourdescriptionGooddescriptionIamgettingthefollowingerrorandImnotsurehowtoresolveit-ErrorcouldnotfindfunctionggplotBaddescriptionRgivingerrorshelpmeAaaarrrrrgh
Rememberyoucaneditaquestionafterpostingit
4664
DiversityampInclusivenessIntentStudentsfromalldiversebackgroundsandperspectivesbewell-servedbythiscoursethatstudentslearningneedsbeaddressedbothinandoutofclassandthatthediversitythatthestudentsbringtothisclassbeviewedasaresourcestrengthandbenetItismyintenttopresentmaterialsandactivitiesthatarerespectfulofdiversitygenderidentitysexualitydisabilityagesocioeconomicstatusethnicityracenationalityreligionandcultureLetmeknowwaystoimprovetheeectivenessofthecourseforyoupersonallyorforotherstudentsorstudentgroups
Ifyouhaveanameandorsetofpronounsthatdierfromthosethatappearinyour ocial Monash records please let me know 4764
your ocial Monash records please let me know
DiversityampInclusivenessIfyoufeellikeyourperformanceintheclassisbeingimpactedbyyourexperiencesoutsideofclasspleasedonthesitatetocomeandtalkwithmeIwanttobearesourceforyouIfyouprefertospeakwithsomeoneoutsideofthecoursetalktoDiCookorlookattheservicesavailabletoyouintheMonashstudentsupportservices
I(likemanypeople)amstillintheprocessoflearningaboutdiverseperspectivesandidentitiesIfsomethingwassaidinclass(byanyone)thatmadeyoufeeluncomfortablepleasetalktomeaboutit
4864
SharingReusingcode
IamwellawarethatahugevolumeofcodeisavailableonthewebtosolveanynumberofproblemsUnlessIexplicitlytellyounottousesomethingthecoursespolicyisthatyoumaymakeuseofanyonlineresources(egStackOverow)butyoumustexplicitlycitewhereyouobtainedanycodeyoudirectlyuse(oruseasinspiration)Thiscanbeassimpleaspastingthelinkinareferencessection
4964
SharingReusingcode
AnyrecycledcodenotexplicitlycitedwillbetreatedasplagiarismAssignmentgroupsmaynotdirectlysharecodewithanothergroupYouarewelcometodiscusstheproblemstogetherandaskforadvicebutyoumaynotmakedirectuseofcodefromanotherteam
5064
GroupAssignments
Assignment1willbeannouncedthisFriday
5164
GroupAssignments
ConductedaccordingtotheMonashpolicies
Whatweexpect
EachmemberofthegroupcompletestheentireassignmentasbesttheycanGroupmemberscompareanswersandcombineitintoonedocumentforthenalasubmission
5264
GroupAssignments
25oftheassignmentgradewillcomefrompeerevaluationPeerevaluationisanimportantlearningtool
Eachstudentwillberandomlyassignedanotherteamssubmissiontoprovidefeedbackonthreethings
1Couldyoureproducetheanalysis2Didyoulearnsomethingnewfromtheotherteamsapproach3Whatwouldyousuggesttoimprovetheirwork 5364
GroupAssignments
ConictscanariseingroupworkTheycanbebothproductiveanddestructiveTeamsneedtoworkonmanagingconictsandbuildingonthestrengthsofallteammembers
5464
GroupAssignments
ForeachassignmentyouwillbegiventheoptiontocommentontheeortsofyourothergroupmembersIfateammemberhasnotcontributedtoanassignmentsubmissiontheymightscorea0Inthissituationtheteamwillneedtodiscussteamfunctionanddysfunctionwiththeinstructor
5564
RandRStudio
5664
WhatisRRStudio
Risastatisticalprogramminglanguage
RStudioisaconvenientinterfaceforR(anintegrateddevelopmentenvironmentIDE)
5764
WhatisRRStudio
IfRwereanairplaneRStudiowouldbetheairportprovidingmanymanysupportingservicesthatmakeiteasierforyouthepilottotakeoandgotoawesomeplacesSureyoucanyanairplanewithoutanairportbuthavingthoserunwaysandsupportinginfrastructureisagame-changer
--JulieLowndes
5864
Letstakeatour-RRStudio
DEMO5964
6064
RessentialsAshortlist(fornow)Functionsare(mostoften)verbsfollowedbywhattheywillbeappliedtoinparentheses
do_this(to_this)do_that(to_thisto_thatwith_those)
Columns(variables)indataframesareaccessedwith$
dataframe$var_name
Packagesareinstalledwiththeinstallpackagesfunctionandloadedwiththelibraryfunctiononcepersession
installpackages(package_name)library(package_name)
6164
HowtoeditRcodeCreatingDataVisualisationsRRStudio
ConsoleUsingRasacalculatorEnvironmentLoadingandviewingadataframeAccessingavariableinadataframeRfunctions
Conceptsintroduced
6264
LabExercise
CheckyourknowledgeandcomprehensionbytakingyourrstlabquizonEd
GototheEDpageandcompletethelabquiz
NOTEReadingassignmentonEDsitedueby8ambeforeClassonFriday
6364
Shareandsharealike
ThisworkislicensedunderaCreativeCommonsAttribution-NonCommercial-ShareAlike40InternationalLicense
6464
Whatyouneedtolearn
Datapreparationaccountsforabout80oftheworkofdatascientists
--GilPressForbes2016
2764
DataPreparation
ThisisoneoftheleasttaughtpartsofdatascienceandbusinessanalyticsandyetitiswhatdatascientistsspendmostoftheirtimeonBytheendofthissemesteryouwillhavethetoolstobemoreecientandeectiveinthisareasothatyouhavemoretimetospendonyourminingandmodeling
2864
Learningobjectives
Thelearninggoalsassociatedwiththisunitareto
1Learntoreaddierentdataformatslearnabouttidydataandwranglingtechniques
2Applyeectivevisualisationandmodellingtounderstandrelationshipsbetweenvariablesandmakedecisionswithdata
3Developcommunicationskillsusingreproduciblereporting
2964
WhatcouldthisimagesayaboutR
03003064
Philosophy
IfyoufeedapersonashtheyeatforadayIfyouteachapersontoshtheyeatforalifetime
WhateverIdointhedataanalysisthatisshowntoyouduringthel d it t
3164
l d it t
CourseWebsitehttpdmacdicookorg
dmac=DataModelingandComputingunitguide(authorityoncoursestructure)LecturenotesforeachclassAssignmentandprojectinstructionsTextbook+otheronlineresourcesrelatedtotopicsConsultationtimes(6x1Hrconsultations)
3264
MoVEunit
Youcanusetherstudiocloudserver
InthefuturewewillhaveRandRstudioinstalledlocally
WhenthishappensyoucanuseUSBstickattachtotheborrowedlaptopandinstallRRStudioandallyourpackagesonthisUsecanthenusetheUSBstickasyourworkingenvironmentwiththeborrowedlaptopsimplyasthecomputingengine
3364
GradingAssessmentWeight Task
ReadingQuiz 5
Completepriortoeachclassfortherst8weeksonEDQuizneedstobecompletedbyclasstimeNomulligansOnecanbemissed
withoutpenalty
LabExercise 5Eachclassperiodwillhaveaquiztobe
completedindividuallyTwocanbemissedwithoutpenalty
3464
GradingExampleReadingQuiz
Before8amonFridayyouneedtocompletethe5questionreadingquizonEDBefore3pmnextWednesdayYouneedtocompletethe5questionreadingquizonED
3564
GradingExampleLabExercise
ThereistimeattheendofclasstocompletelabexerciseonED
Before5pmTodayyouneedtocompletethe10questionLabExerciseonEDBefore10amThisFridayyouneedtocompletethe10questionLabExerciseonED
3664
GradingAssessment WeightTask
Assignment 12 Teamworkdataanalysischallengedueinweeks359
Mid-SemTheory+Conceptexam 8 Dueweek6
DataAnalysisExam 10 Dueweek11Project 10 Dueweek11FinalExam 50 TBA
3764
Free
Textbook
3864
Remember
Allinformationisonthewebsite
PostquestionsonEDoveremail
3964
Howdoyoudowellinthisclass
Dothereadingpriortoeachclassperiod
Participateactivelyinthisclass
Askquestionsontheed
4064
Howdoyoudowellinthisclass
Cometoconsultationifyouhavequestions
Practicethematerialstaughtineachlectorialbydoingmoreexercisesfromthetextbook
Becuriousbepositivebeengaged
4164
EdSystem
OnlinequizzesConductdiscussionsAskquestionsaboutthecoursematerialandexercisesandturninassignmentsandprojectOnlyyournameandemailaddressarerecordedintheEDsystems
4264
EdSystem
DEMO
4364
4464
Tipsforaskingquestions
FirstsearchexistingdiscussionforanswersIfthequestionhasalreadybeenansweredyouredoneIfithasalreadybeenaskedbutyourenotsatisedwiththeansweraddtothethreadGiveyourquestioncontextfromcourseconceptsnotcourseassignments
GoodcontextIhaveaquestiononlteringBadcontextIhaveaquestiononAssignment1
4564
Tipsforaskingquestions
BepreciseinyourdescriptionGooddescriptionIamgettingthefollowingerrorandImnotsurehowtoresolveit-ErrorcouldnotfindfunctionggplotBaddescriptionRgivingerrorshelpmeAaaarrrrrgh
Rememberyoucaneditaquestionafterpostingit
4664
DiversityampInclusivenessIntentStudentsfromalldiversebackgroundsandperspectivesbewell-servedbythiscoursethatstudentslearningneedsbeaddressedbothinandoutofclassandthatthediversitythatthestudentsbringtothisclassbeviewedasaresourcestrengthandbenetItismyintenttopresentmaterialsandactivitiesthatarerespectfulofdiversitygenderidentitysexualitydisabilityagesocioeconomicstatusethnicityracenationalityreligionandcultureLetmeknowwaystoimprovetheeectivenessofthecourseforyoupersonallyorforotherstudentsorstudentgroups
Ifyouhaveanameandorsetofpronounsthatdierfromthosethatappearinyour ocial Monash records please let me know 4764
your ocial Monash records please let me know
DiversityampInclusivenessIfyoufeellikeyourperformanceintheclassisbeingimpactedbyyourexperiencesoutsideofclasspleasedonthesitatetocomeandtalkwithmeIwanttobearesourceforyouIfyouprefertospeakwithsomeoneoutsideofthecoursetalktoDiCookorlookattheservicesavailabletoyouintheMonashstudentsupportservices
I(likemanypeople)amstillintheprocessoflearningaboutdiverseperspectivesandidentitiesIfsomethingwassaidinclass(byanyone)thatmadeyoufeeluncomfortablepleasetalktomeaboutit
4864
SharingReusingcode
IamwellawarethatahugevolumeofcodeisavailableonthewebtosolveanynumberofproblemsUnlessIexplicitlytellyounottousesomethingthecoursespolicyisthatyoumaymakeuseofanyonlineresources(egStackOverow)butyoumustexplicitlycitewhereyouobtainedanycodeyoudirectlyuse(oruseasinspiration)Thiscanbeassimpleaspastingthelinkinareferencessection
4964
SharingReusingcode
AnyrecycledcodenotexplicitlycitedwillbetreatedasplagiarismAssignmentgroupsmaynotdirectlysharecodewithanothergroupYouarewelcometodiscusstheproblemstogetherandaskforadvicebutyoumaynotmakedirectuseofcodefromanotherteam
5064
GroupAssignments
Assignment1willbeannouncedthisFriday
5164
GroupAssignments
ConductedaccordingtotheMonashpolicies
Whatweexpect
EachmemberofthegroupcompletestheentireassignmentasbesttheycanGroupmemberscompareanswersandcombineitintoonedocumentforthenalasubmission
5264
GroupAssignments
25oftheassignmentgradewillcomefrompeerevaluationPeerevaluationisanimportantlearningtool
Eachstudentwillberandomlyassignedanotherteamssubmissiontoprovidefeedbackonthreethings
1Couldyoureproducetheanalysis2Didyoulearnsomethingnewfromtheotherteamsapproach3Whatwouldyousuggesttoimprovetheirwork 5364
GroupAssignments
ConictscanariseingroupworkTheycanbebothproductiveanddestructiveTeamsneedtoworkonmanagingconictsandbuildingonthestrengthsofallteammembers
5464
GroupAssignments
ForeachassignmentyouwillbegiventheoptiontocommentontheeortsofyourothergroupmembersIfateammemberhasnotcontributedtoanassignmentsubmissiontheymightscorea0Inthissituationtheteamwillneedtodiscussteamfunctionanddysfunctionwiththeinstructor
5564
RandRStudio
5664
WhatisRRStudio
Risastatisticalprogramminglanguage
RStudioisaconvenientinterfaceforR(anintegrateddevelopmentenvironmentIDE)
5764
WhatisRRStudio
IfRwereanairplaneRStudiowouldbetheairportprovidingmanymanysupportingservicesthatmakeiteasierforyouthepilottotakeoandgotoawesomeplacesSureyoucanyanairplanewithoutanairportbuthavingthoserunwaysandsupportinginfrastructureisagame-changer
--JulieLowndes
5864
Letstakeatour-RRStudio
DEMO5964
6064
RessentialsAshortlist(fornow)Functionsare(mostoften)verbsfollowedbywhattheywillbeappliedtoinparentheses
do_this(to_this)do_that(to_thisto_thatwith_those)
Columns(variables)indataframesareaccessedwith$
dataframe$var_name
Packagesareinstalledwiththeinstallpackagesfunctionandloadedwiththelibraryfunctiononcepersession
installpackages(package_name)library(package_name)
6164
HowtoeditRcodeCreatingDataVisualisationsRRStudio
ConsoleUsingRasacalculatorEnvironmentLoadingandviewingadataframeAccessingavariableinadataframeRfunctions
Conceptsintroduced
6264
LabExercise
CheckyourknowledgeandcomprehensionbytakingyourrstlabquizonEd
GototheEDpageandcompletethelabquiz
NOTEReadingassignmentonEDsitedueby8ambeforeClassonFriday
6364
Shareandsharealike
ThisworkislicensedunderaCreativeCommonsAttribution-NonCommercial-ShareAlike40InternationalLicense
6464
DataPreparation
ThisisoneoftheleasttaughtpartsofdatascienceandbusinessanalyticsandyetitiswhatdatascientistsspendmostoftheirtimeonBytheendofthissemesteryouwillhavethetoolstobemoreecientandeectiveinthisareasothatyouhavemoretimetospendonyourminingandmodeling
2864
Learningobjectives
Thelearninggoalsassociatedwiththisunitareto
1Learntoreaddierentdataformatslearnabouttidydataandwranglingtechniques
2Applyeectivevisualisationandmodellingtounderstandrelationshipsbetweenvariablesandmakedecisionswithdata
3Developcommunicationskillsusingreproduciblereporting
2964
WhatcouldthisimagesayaboutR
03003064
Philosophy
IfyoufeedapersonashtheyeatforadayIfyouteachapersontoshtheyeatforalifetime
WhateverIdointhedataanalysisthatisshowntoyouduringthel d it t
3164
l d it t
CourseWebsitehttpdmacdicookorg
dmac=DataModelingandComputingunitguide(authorityoncoursestructure)LecturenotesforeachclassAssignmentandprojectinstructionsTextbook+otheronlineresourcesrelatedtotopicsConsultationtimes(6x1Hrconsultations)
3264
MoVEunit
Youcanusetherstudiocloudserver
InthefuturewewillhaveRandRstudioinstalledlocally
WhenthishappensyoucanuseUSBstickattachtotheborrowedlaptopandinstallRRStudioandallyourpackagesonthisUsecanthenusetheUSBstickasyourworkingenvironmentwiththeborrowedlaptopsimplyasthecomputingengine
3364
GradingAssessmentWeight Task
ReadingQuiz 5
Completepriortoeachclassfortherst8weeksonEDQuizneedstobecompletedbyclasstimeNomulligansOnecanbemissed
withoutpenalty
LabExercise 5Eachclassperiodwillhaveaquiztobe
completedindividuallyTwocanbemissedwithoutpenalty
3464
GradingExampleReadingQuiz
Before8amonFridayyouneedtocompletethe5questionreadingquizonEDBefore3pmnextWednesdayYouneedtocompletethe5questionreadingquizonED
3564
GradingExampleLabExercise
ThereistimeattheendofclasstocompletelabexerciseonED
Before5pmTodayyouneedtocompletethe10questionLabExerciseonEDBefore10amThisFridayyouneedtocompletethe10questionLabExerciseonED
3664
GradingAssessment WeightTask
Assignment 12 Teamworkdataanalysischallengedueinweeks359
Mid-SemTheory+Conceptexam 8 Dueweek6
DataAnalysisExam 10 Dueweek11Project 10 Dueweek11FinalExam 50 TBA
3764
Free
Textbook
3864
Remember
Allinformationisonthewebsite
PostquestionsonEDoveremail
3964
Howdoyoudowellinthisclass
Dothereadingpriortoeachclassperiod
Participateactivelyinthisclass
Askquestionsontheed
4064
Howdoyoudowellinthisclass
Cometoconsultationifyouhavequestions
Practicethematerialstaughtineachlectorialbydoingmoreexercisesfromthetextbook
Becuriousbepositivebeengaged
4164
EdSystem
OnlinequizzesConductdiscussionsAskquestionsaboutthecoursematerialandexercisesandturninassignmentsandprojectOnlyyournameandemailaddressarerecordedintheEDsystems
4264
EdSystem
DEMO
4364
4464
Tipsforaskingquestions
FirstsearchexistingdiscussionforanswersIfthequestionhasalreadybeenansweredyouredoneIfithasalreadybeenaskedbutyourenotsatisedwiththeansweraddtothethreadGiveyourquestioncontextfromcourseconceptsnotcourseassignments
GoodcontextIhaveaquestiononlteringBadcontextIhaveaquestiononAssignment1
4564
Tipsforaskingquestions
BepreciseinyourdescriptionGooddescriptionIamgettingthefollowingerrorandImnotsurehowtoresolveit-ErrorcouldnotfindfunctionggplotBaddescriptionRgivingerrorshelpmeAaaarrrrrgh
Rememberyoucaneditaquestionafterpostingit
4664
DiversityampInclusivenessIntentStudentsfromalldiversebackgroundsandperspectivesbewell-servedbythiscoursethatstudentslearningneedsbeaddressedbothinandoutofclassandthatthediversitythatthestudentsbringtothisclassbeviewedasaresourcestrengthandbenetItismyintenttopresentmaterialsandactivitiesthatarerespectfulofdiversitygenderidentitysexualitydisabilityagesocioeconomicstatusethnicityracenationalityreligionandcultureLetmeknowwaystoimprovetheeectivenessofthecourseforyoupersonallyorforotherstudentsorstudentgroups
Ifyouhaveanameandorsetofpronounsthatdierfromthosethatappearinyour ocial Monash records please let me know 4764
your ocial Monash records please let me know
DiversityampInclusivenessIfyoufeellikeyourperformanceintheclassisbeingimpactedbyyourexperiencesoutsideofclasspleasedonthesitatetocomeandtalkwithmeIwanttobearesourceforyouIfyouprefertospeakwithsomeoneoutsideofthecoursetalktoDiCookorlookattheservicesavailabletoyouintheMonashstudentsupportservices
I(likemanypeople)amstillintheprocessoflearningaboutdiverseperspectivesandidentitiesIfsomethingwassaidinclass(byanyone)thatmadeyoufeeluncomfortablepleasetalktomeaboutit
4864
SharingReusingcode
IamwellawarethatahugevolumeofcodeisavailableonthewebtosolveanynumberofproblemsUnlessIexplicitlytellyounottousesomethingthecoursespolicyisthatyoumaymakeuseofanyonlineresources(egStackOverow)butyoumustexplicitlycitewhereyouobtainedanycodeyoudirectlyuse(oruseasinspiration)Thiscanbeassimpleaspastingthelinkinareferencessection
4964
SharingReusingcode
AnyrecycledcodenotexplicitlycitedwillbetreatedasplagiarismAssignmentgroupsmaynotdirectlysharecodewithanothergroupYouarewelcometodiscusstheproblemstogetherandaskforadvicebutyoumaynotmakedirectuseofcodefromanotherteam
5064
GroupAssignments
Assignment1willbeannouncedthisFriday
5164
GroupAssignments
ConductedaccordingtotheMonashpolicies
Whatweexpect
EachmemberofthegroupcompletestheentireassignmentasbesttheycanGroupmemberscompareanswersandcombineitintoonedocumentforthenalasubmission
5264
GroupAssignments
25oftheassignmentgradewillcomefrompeerevaluationPeerevaluationisanimportantlearningtool
Eachstudentwillberandomlyassignedanotherteamssubmissiontoprovidefeedbackonthreethings
1Couldyoureproducetheanalysis2Didyoulearnsomethingnewfromtheotherteamsapproach3Whatwouldyousuggesttoimprovetheirwork 5364
GroupAssignments
ConictscanariseingroupworkTheycanbebothproductiveanddestructiveTeamsneedtoworkonmanagingconictsandbuildingonthestrengthsofallteammembers
5464
GroupAssignments
ForeachassignmentyouwillbegiventheoptiontocommentontheeortsofyourothergroupmembersIfateammemberhasnotcontributedtoanassignmentsubmissiontheymightscorea0Inthissituationtheteamwillneedtodiscussteamfunctionanddysfunctionwiththeinstructor
5564
RandRStudio
5664
WhatisRRStudio
Risastatisticalprogramminglanguage
RStudioisaconvenientinterfaceforR(anintegrateddevelopmentenvironmentIDE)
5764
WhatisRRStudio
IfRwereanairplaneRStudiowouldbetheairportprovidingmanymanysupportingservicesthatmakeiteasierforyouthepilottotakeoandgotoawesomeplacesSureyoucanyanairplanewithoutanairportbuthavingthoserunwaysandsupportinginfrastructureisagame-changer
--JulieLowndes
5864
Letstakeatour-RRStudio
DEMO5964
6064
RessentialsAshortlist(fornow)Functionsare(mostoften)verbsfollowedbywhattheywillbeappliedtoinparentheses
do_this(to_this)do_that(to_thisto_thatwith_those)
Columns(variables)indataframesareaccessedwith$
dataframe$var_name
Packagesareinstalledwiththeinstallpackagesfunctionandloadedwiththelibraryfunctiononcepersession
installpackages(package_name)library(package_name)
6164
HowtoeditRcodeCreatingDataVisualisationsRRStudio
ConsoleUsingRasacalculatorEnvironmentLoadingandviewingadataframeAccessingavariableinadataframeRfunctions
Conceptsintroduced
6264
LabExercise
CheckyourknowledgeandcomprehensionbytakingyourrstlabquizonEd
GototheEDpageandcompletethelabquiz
NOTEReadingassignmentonEDsitedueby8ambeforeClassonFriday
6364
Shareandsharealike
ThisworkislicensedunderaCreativeCommonsAttribution-NonCommercial-ShareAlike40InternationalLicense
6464
Learningobjectives
Thelearninggoalsassociatedwiththisunitareto
1Learntoreaddierentdataformatslearnabouttidydataandwranglingtechniques
2Applyeectivevisualisationandmodellingtounderstandrelationshipsbetweenvariablesandmakedecisionswithdata
3Developcommunicationskillsusingreproduciblereporting
2964
WhatcouldthisimagesayaboutR
03003064
Philosophy
IfyoufeedapersonashtheyeatforadayIfyouteachapersontoshtheyeatforalifetime
WhateverIdointhedataanalysisthatisshowntoyouduringthel d it t
3164
l d it t
CourseWebsitehttpdmacdicookorg
dmac=DataModelingandComputingunitguide(authorityoncoursestructure)LecturenotesforeachclassAssignmentandprojectinstructionsTextbook+otheronlineresourcesrelatedtotopicsConsultationtimes(6x1Hrconsultations)
3264
MoVEunit
Youcanusetherstudiocloudserver
InthefuturewewillhaveRandRstudioinstalledlocally
WhenthishappensyoucanuseUSBstickattachtotheborrowedlaptopandinstallRRStudioandallyourpackagesonthisUsecanthenusetheUSBstickasyourworkingenvironmentwiththeborrowedlaptopsimplyasthecomputingengine
3364
GradingAssessmentWeight Task
ReadingQuiz 5
Completepriortoeachclassfortherst8weeksonEDQuizneedstobecompletedbyclasstimeNomulligansOnecanbemissed
withoutpenalty
LabExercise 5Eachclassperiodwillhaveaquiztobe
completedindividuallyTwocanbemissedwithoutpenalty
3464
GradingExampleReadingQuiz
Before8amonFridayyouneedtocompletethe5questionreadingquizonEDBefore3pmnextWednesdayYouneedtocompletethe5questionreadingquizonED
3564
GradingExampleLabExercise
ThereistimeattheendofclasstocompletelabexerciseonED
Before5pmTodayyouneedtocompletethe10questionLabExerciseonEDBefore10amThisFridayyouneedtocompletethe10questionLabExerciseonED
3664
GradingAssessment WeightTask
Assignment 12 Teamworkdataanalysischallengedueinweeks359
Mid-SemTheory+Conceptexam 8 Dueweek6
DataAnalysisExam 10 Dueweek11Project 10 Dueweek11FinalExam 50 TBA
3764
Free
Textbook
3864
Remember
Allinformationisonthewebsite
PostquestionsonEDoveremail
3964
Howdoyoudowellinthisclass
Dothereadingpriortoeachclassperiod
Participateactivelyinthisclass
Askquestionsontheed
4064
Howdoyoudowellinthisclass
Cometoconsultationifyouhavequestions
Practicethematerialstaughtineachlectorialbydoingmoreexercisesfromthetextbook
Becuriousbepositivebeengaged
4164
EdSystem
OnlinequizzesConductdiscussionsAskquestionsaboutthecoursematerialandexercisesandturninassignmentsandprojectOnlyyournameandemailaddressarerecordedintheEDsystems
4264
EdSystem
DEMO
4364
4464
Tipsforaskingquestions
FirstsearchexistingdiscussionforanswersIfthequestionhasalreadybeenansweredyouredoneIfithasalreadybeenaskedbutyourenotsatisedwiththeansweraddtothethreadGiveyourquestioncontextfromcourseconceptsnotcourseassignments
GoodcontextIhaveaquestiononlteringBadcontextIhaveaquestiononAssignment1
4564
Tipsforaskingquestions
BepreciseinyourdescriptionGooddescriptionIamgettingthefollowingerrorandImnotsurehowtoresolveit-ErrorcouldnotfindfunctionggplotBaddescriptionRgivingerrorshelpmeAaaarrrrrgh
Rememberyoucaneditaquestionafterpostingit
4664
DiversityampInclusivenessIntentStudentsfromalldiversebackgroundsandperspectivesbewell-servedbythiscoursethatstudentslearningneedsbeaddressedbothinandoutofclassandthatthediversitythatthestudentsbringtothisclassbeviewedasaresourcestrengthandbenetItismyintenttopresentmaterialsandactivitiesthatarerespectfulofdiversitygenderidentitysexualitydisabilityagesocioeconomicstatusethnicityracenationalityreligionandcultureLetmeknowwaystoimprovetheeectivenessofthecourseforyoupersonallyorforotherstudentsorstudentgroups
Ifyouhaveanameandorsetofpronounsthatdierfromthosethatappearinyour ocial Monash records please let me know 4764
your ocial Monash records please let me know
DiversityampInclusivenessIfyoufeellikeyourperformanceintheclassisbeingimpactedbyyourexperiencesoutsideofclasspleasedonthesitatetocomeandtalkwithmeIwanttobearesourceforyouIfyouprefertospeakwithsomeoneoutsideofthecoursetalktoDiCookorlookattheservicesavailabletoyouintheMonashstudentsupportservices
I(likemanypeople)amstillintheprocessoflearningaboutdiverseperspectivesandidentitiesIfsomethingwassaidinclass(byanyone)thatmadeyoufeeluncomfortablepleasetalktomeaboutit
4864
SharingReusingcode
IamwellawarethatahugevolumeofcodeisavailableonthewebtosolveanynumberofproblemsUnlessIexplicitlytellyounottousesomethingthecoursespolicyisthatyoumaymakeuseofanyonlineresources(egStackOverow)butyoumustexplicitlycitewhereyouobtainedanycodeyoudirectlyuse(oruseasinspiration)Thiscanbeassimpleaspastingthelinkinareferencessection
4964
SharingReusingcode
AnyrecycledcodenotexplicitlycitedwillbetreatedasplagiarismAssignmentgroupsmaynotdirectlysharecodewithanothergroupYouarewelcometodiscusstheproblemstogetherandaskforadvicebutyoumaynotmakedirectuseofcodefromanotherteam
5064
GroupAssignments
Assignment1willbeannouncedthisFriday
5164
GroupAssignments
ConductedaccordingtotheMonashpolicies
Whatweexpect
EachmemberofthegroupcompletestheentireassignmentasbesttheycanGroupmemberscompareanswersandcombineitintoonedocumentforthenalasubmission
5264
GroupAssignments
25oftheassignmentgradewillcomefrompeerevaluationPeerevaluationisanimportantlearningtool
Eachstudentwillberandomlyassignedanotherteamssubmissiontoprovidefeedbackonthreethings
1Couldyoureproducetheanalysis2Didyoulearnsomethingnewfromtheotherteamsapproach3Whatwouldyousuggesttoimprovetheirwork 5364
GroupAssignments
ConictscanariseingroupworkTheycanbebothproductiveanddestructiveTeamsneedtoworkonmanagingconictsandbuildingonthestrengthsofallteammembers
5464
GroupAssignments
ForeachassignmentyouwillbegiventheoptiontocommentontheeortsofyourothergroupmembersIfateammemberhasnotcontributedtoanassignmentsubmissiontheymightscorea0Inthissituationtheteamwillneedtodiscussteamfunctionanddysfunctionwiththeinstructor
5564
RandRStudio
5664
WhatisRRStudio
Risastatisticalprogramminglanguage
RStudioisaconvenientinterfaceforR(anintegrateddevelopmentenvironmentIDE)
5764
WhatisRRStudio
IfRwereanairplaneRStudiowouldbetheairportprovidingmanymanysupportingservicesthatmakeiteasierforyouthepilottotakeoandgotoawesomeplacesSureyoucanyanairplanewithoutanairportbuthavingthoserunwaysandsupportinginfrastructureisagame-changer
--JulieLowndes
5864
Letstakeatour-RRStudio
DEMO5964
6064
RessentialsAshortlist(fornow)Functionsare(mostoften)verbsfollowedbywhattheywillbeappliedtoinparentheses
do_this(to_this)do_that(to_thisto_thatwith_those)
Columns(variables)indataframesareaccessedwith$
dataframe$var_name
Packagesareinstalledwiththeinstallpackagesfunctionandloadedwiththelibraryfunctiononcepersession
installpackages(package_name)library(package_name)
6164
HowtoeditRcodeCreatingDataVisualisationsRRStudio
ConsoleUsingRasacalculatorEnvironmentLoadingandviewingadataframeAccessingavariableinadataframeRfunctions
Conceptsintroduced
6264
LabExercise
CheckyourknowledgeandcomprehensionbytakingyourrstlabquizonEd
GototheEDpageandcompletethelabquiz
NOTEReadingassignmentonEDsitedueby8ambeforeClassonFriday
6364
Shareandsharealike
ThisworkislicensedunderaCreativeCommonsAttribution-NonCommercial-ShareAlike40InternationalLicense
6464
WhatcouldthisimagesayaboutR
03003064
Philosophy
IfyoufeedapersonashtheyeatforadayIfyouteachapersontoshtheyeatforalifetime
WhateverIdointhedataanalysisthatisshowntoyouduringthel d it t
3164
l d it t
CourseWebsitehttpdmacdicookorg
dmac=DataModelingandComputingunitguide(authorityoncoursestructure)LecturenotesforeachclassAssignmentandprojectinstructionsTextbook+otheronlineresourcesrelatedtotopicsConsultationtimes(6x1Hrconsultations)
3264
MoVEunit
Youcanusetherstudiocloudserver
InthefuturewewillhaveRandRstudioinstalledlocally
WhenthishappensyoucanuseUSBstickattachtotheborrowedlaptopandinstallRRStudioandallyourpackagesonthisUsecanthenusetheUSBstickasyourworkingenvironmentwiththeborrowedlaptopsimplyasthecomputingengine
3364
GradingAssessmentWeight Task
ReadingQuiz 5
Completepriortoeachclassfortherst8weeksonEDQuizneedstobecompletedbyclasstimeNomulligansOnecanbemissed
withoutpenalty
LabExercise 5Eachclassperiodwillhaveaquiztobe
completedindividuallyTwocanbemissedwithoutpenalty
3464
GradingExampleReadingQuiz
Before8amonFridayyouneedtocompletethe5questionreadingquizonEDBefore3pmnextWednesdayYouneedtocompletethe5questionreadingquizonED
3564
GradingExampleLabExercise
ThereistimeattheendofclasstocompletelabexerciseonED
Before5pmTodayyouneedtocompletethe10questionLabExerciseonEDBefore10amThisFridayyouneedtocompletethe10questionLabExerciseonED
3664
GradingAssessment WeightTask
Assignment 12 Teamworkdataanalysischallengedueinweeks359
Mid-SemTheory+Conceptexam 8 Dueweek6
DataAnalysisExam 10 Dueweek11Project 10 Dueweek11FinalExam 50 TBA
3764
Free
Textbook
3864
Remember
Allinformationisonthewebsite
PostquestionsonEDoveremail
3964
Howdoyoudowellinthisclass
Dothereadingpriortoeachclassperiod
Participateactivelyinthisclass
Askquestionsontheed
4064
Howdoyoudowellinthisclass
Cometoconsultationifyouhavequestions
Practicethematerialstaughtineachlectorialbydoingmoreexercisesfromthetextbook
Becuriousbepositivebeengaged
4164
EdSystem
OnlinequizzesConductdiscussionsAskquestionsaboutthecoursematerialandexercisesandturninassignmentsandprojectOnlyyournameandemailaddressarerecordedintheEDsystems
4264
EdSystem
DEMO
4364
4464
Tipsforaskingquestions
FirstsearchexistingdiscussionforanswersIfthequestionhasalreadybeenansweredyouredoneIfithasalreadybeenaskedbutyourenotsatisedwiththeansweraddtothethreadGiveyourquestioncontextfromcourseconceptsnotcourseassignments
GoodcontextIhaveaquestiononlteringBadcontextIhaveaquestiononAssignment1
4564
Tipsforaskingquestions
BepreciseinyourdescriptionGooddescriptionIamgettingthefollowingerrorandImnotsurehowtoresolveit-ErrorcouldnotfindfunctionggplotBaddescriptionRgivingerrorshelpmeAaaarrrrrgh
Rememberyoucaneditaquestionafterpostingit
4664
DiversityampInclusivenessIntentStudentsfromalldiversebackgroundsandperspectivesbewell-servedbythiscoursethatstudentslearningneedsbeaddressedbothinandoutofclassandthatthediversitythatthestudentsbringtothisclassbeviewedasaresourcestrengthandbenetItismyintenttopresentmaterialsandactivitiesthatarerespectfulofdiversitygenderidentitysexualitydisabilityagesocioeconomicstatusethnicityracenationalityreligionandcultureLetmeknowwaystoimprovetheeectivenessofthecourseforyoupersonallyorforotherstudentsorstudentgroups
Ifyouhaveanameandorsetofpronounsthatdierfromthosethatappearinyour ocial Monash records please let me know 4764
your ocial Monash records please let me know
DiversityampInclusivenessIfyoufeellikeyourperformanceintheclassisbeingimpactedbyyourexperiencesoutsideofclasspleasedonthesitatetocomeandtalkwithmeIwanttobearesourceforyouIfyouprefertospeakwithsomeoneoutsideofthecoursetalktoDiCookorlookattheservicesavailabletoyouintheMonashstudentsupportservices
I(likemanypeople)amstillintheprocessoflearningaboutdiverseperspectivesandidentitiesIfsomethingwassaidinclass(byanyone)thatmadeyoufeeluncomfortablepleasetalktomeaboutit
4864
SharingReusingcode
IamwellawarethatahugevolumeofcodeisavailableonthewebtosolveanynumberofproblemsUnlessIexplicitlytellyounottousesomethingthecoursespolicyisthatyoumaymakeuseofanyonlineresources(egStackOverow)butyoumustexplicitlycitewhereyouobtainedanycodeyoudirectlyuse(oruseasinspiration)Thiscanbeassimpleaspastingthelinkinareferencessection
4964
SharingReusingcode
AnyrecycledcodenotexplicitlycitedwillbetreatedasplagiarismAssignmentgroupsmaynotdirectlysharecodewithanothergroupYouarewelcometodiscusstheproblemstogetherandaskforadvicebutyoumaynotmakedirectuseofcodefromanotherteam
5064
GroupAssignments
Assignment1willbeannouncedthisFriday
5164
GroupAssignments
ConductedaccordingtotheMonashpolicies
Whatweexpect
EachmemberofthegroupcompletestheentireassignmentasbesttheycanGroupmemberscompareanswersandcombineitintoonedocumentforthenalasubmission
5264
GroupAssignments
25oftheassignmentgradewillcomefrompeerevaluationPeerevaluationisanimportantlearningtool
Eachstudentwillberandomlyassignedanotherteamssubmissiontoprovidefeedbackonthreethings
1Couldyoureproducetheanalysis2Didyoulearnsomethingnewfromtheotherteamsapproach3Whatwouldyousuggesttoimprovetheirwork 5364
GroupAssignments
ConictscanariseingroupworkTheycanbebothproductiveanddestructiveTeamsneedtoworkonmanagingconictsandbuildingonthestrengthsofallteammembers
5464
GroupAssignments
ForeachassignmentyouwillbegiventheoptiontocommentontheeortsofyourothergroupmembersIfateammemberhasnotcontributedtoanassignmentsubmissiontheymightscorea0Inthissituationtheteamwillneedtodiscussteamfunctionanddysfunctionwiththeinstructor
5564
RandRStudio
5664
WhatisRRStudio
Risastatisticalprogramminglanguage
RStudioisaconvenientinterfaceforR(anintegrateddevelopmentenvironmentIDE)
5764
WhatisRRStudio
IfRwereanairplaneRStudiowouldbetheairportprovidingmanymanysupportingservicesthatmakeiteasierforyouthepilottotakeoandgotoawesomeplacesSureyoucanyanairplanewithoutanairportbuthavingthoserunwaysandsupportinginfrastructureisagame-changer
--JulieLowndes
5864
Letstakeatour-RRStudio
DEMO5964
6064
RessentialsAshortlist(fornow)Functionsare(mostoften)verbsfollowedbywhattheywillbeappliedtoinparentheses
do_this(to_this)do_that(to_thisto_thatwith_those)
Columns(variables)indataframesareaccessedwith$
dataframe$var_name
Packagesareinstalledwiththeinstallpackagesfunctionandloadedwiththelibraryfunctiononcepersession
installpackages(package_name)library(package_name)
6164
HowtoeditRcodeCreatingDataVisualisationsRRStudio
ConsoleUsingRasacalculatorEnvironmentLoadingandviewingadataframeAccessingavariableinadataframeRfunctions
Conceptsintroduced
6264
LabExercise
CheckyourknowledgeandcomprehensionbytakingyourrstlabquizonEd
GototheEDpageandcompletethelabquiz
NOTEReadingassignmentonEDsitedueby8ambeforeClassonFriday
6364
Shareandsharealike
ThisworkislicensedunderaCreativeCommonsAttribution-NonCommercial-ShareAlike40InternationalLicense
6464
Philosophy
IfyoufeedapersonashtheyeatforadayIfyouteachapersontoshtheyeatforalifetime
WhateverIdointhedataanalysisthatisshowntoyouduringthel d it t
3164
l d it t
CourseWebsitehttpdmacdicookorg
dmac=DataModelingandComputingunitguide(authorityoncoursestructure)LecturenotesforeachclassAssignmentandprojectinstructionsTextbook+otheronlineresourcesrelatedtotopicsConsultationtimes(6x1Hrconsultations)
3264
MoVEunit
Youcanusetherstudiocloudserver
InthefuturewewillhaveRandRstudioinstalledlocally
WhenthishappensyoucanuseUSBstickattachtotheborrowedlaptopandinstallRRStudioandallyourpackagesonthisUsecanthenusetheUSBstickasyourworkingenvironmentwiththeborrowedlaptopsimplyasthecomputingengine
3364
GradingAssessmentWeight Task
ReadingQuiz 5
Completepriortoeachclassfortherst8weeksonEDQuizneedstobecompletedbyclasstimeNomulligansOnecanbemissed
withoutpenalty
LabExercise 5Eachclassperiodwillhaveaquiztobe
completedindividuallyTwocanbemissedwithoutpenalty
3464
GradingExampleReadingQuiz
Before8amonFridayyouneedtocompletethe5questionreadingquizonEDBefore3pmnextWednesdayYouneedtocompletethe5questionreadingquizonED
3564
GradingExampleLabExercise
ThereistimeattheendofclasstocompletelabexerciseonED
Before5pmTodayyouneedtocompletethe10questionLabExerciseonEDBefore10amThisFridayyouneedtocompletethe10questionLabExerciseonED
3664
GradingAssessment WeightTask
Assignment 12 Teamworkdataanalysischallengedueinweeks359
Mid-SemTheory+Conceptexam 8 Dueweek6
DataAnalysisExam 10 Dueweek11Project 10 Dueweek11FinalExam 50 TBA
3764
Free
Textbook
3864
Remember
Allinformationisonthewebsite
PostquestionsonEDoveremail
3964
Howdoyoudowellinthisclass
Dothereadingpriortoeachclassperiod
Participateactivelyinthisclass
Askquestionsontheed
4064
Howdoyoudowellinthisclass
Cometoconsultationifyouhavequestions
Practicethematerialstaughtineachlectorialbydoingmoreexercisesfromthetextbook
Becuriousbepositivebeengaged
4164
EdSystem
OnlinequizzesConductdiscussionsAskquestionsaboutthecoursematerialandexercisesandturninassignmentsandprojectOnlyyournameandemailaddressarerecordedintheEDsystems
4264
EdSystem
DEMO
4364
4464
Tipsforaskingquestions
FirstsearchexistingdiscussionforanswersIfthequestionhasalreadybeenansweredyouredoneIfithasalreadybeenaskedbutyourenotsatisedwiththeansweraddtothethreadGiveyourquestioncontextfromcourseconceptsnotcourseassignments
GoodcontextIhaveaquestiononlteringBadcontextIhaveaquestiononAssignment1
4564
Tipsforaskingquestions
BepreciseinyourdescriptionGooddescriptionIamgettingthefollowingerrorandImnotsurehowtoresolveit-ErrorcouldnotfindfunctionggplotBaddescriptionRgivingerrorshelpmeAaaarrrrrgh
Rememberyoucaneditaquestionafterpostingit
4664
DiversityampInclusivenessIntentStudentsfromalldiversebackgroundsandperspectivesbewell-servedbythiscoursethatstudentslearningneedsbeaddressedbothinandoutofclassandthatthediversitythatthestudentsbringtothisclassbeviewedasaresourcestrengthandbenetItismyintenttopresentmaterialsandactivitiesthatarerespectfulofdiversitygenderidentitysexualitydisabilityagesocioeconomicstatusethnicityracenationalityreligionandcultureLetmeknowwaystoimprovetheeectivenessofthecourseforyoupersonallyorforotherstudentsorstudentgroups
Ifyouhaveanameandorsetofpronounsthatdierfromthosethatappearinyour ocial Monash records please let me know 4764
your ocial Monash records please let me know
DiversityampInclusivenessIfyoufeellikeyourperformanceintheclassisbeingimpactedbyyourexperiencesoutsideofclasspleasedonthesitatetocomeandtalkwithmeIwanttobearesourceforyouIfyouprefertospeakwithsomeoneoutsideofthecoursetalktoDiCookorlookattheservicesavailabletoyouintheMonashstudentsupportservices
I(likemanypeople)amstillintheprocessoflearningaboutdiverseperspectivesandidentitiesIfsomethingwassaidinclass(byanyone)thatmadeyoufeeluncomfortablepleasetalktomeaboutit
4864
SharingReusingcode
IamwellawarethatahugevolumeofcodeisavailableonthewebtosolveanynumberofproblemsUnlessIexplicitlytellyounottousesomethingthecoursespolicyisthatyoumaymakeuseofanyonlineresources(egStackOverow)butyoumustexplicitlycitewhereyouobtainedanycodeyoudirectlyuse(oruseasinspiration)Thiscanbeassimpleaspastingthelinkinareferencessection
4964
SharingReusingcode
AnyrecycledcodenotexplicitlycitedwillbetreatedasplagiarismAssignmentgroupsmaynotdirectlysharecodewithanothergroupYouarewelcometodiscusstheproblemstogetherandaskforadvicebutyoumaynotmakedirectuseofcodefromanotherteam
5064
GroupAssignments
Assignment1willbeannouncedthisFriday
5164
GroupAssignments
ConductedaccordingtotheMonashpolicies
Whatweexpect
EachmemberofthegroupcompletestheentireassignmentasbesttheycanGroupmemberscompareanswersandcombineitintoonedocumentforthenalasubmission
5264
GroupAssignments
25oftheassignmentgradewillcomefrompeerevaluationPeerevaluationisanimportantlearningtool
Eachstudentwillberandomlyassignedanotherteamssubmissiontoprovidefeedbackonthreethings
1Couldyoureproducetheanalysis2Didyoulearnsomethingnewfromtheotherteamsapproach3Whatwouldyousuggesttoimprovetheirwork 5364
GroupAssignments
ConictscanariseingroupworkTheycanbebothproductiveanddestructiveTeamsneedtoworkonmanagingconictsandbuildingonthestrengthsofallteammembers
5464
GroupAssignments
ForeachassignmentyouwillbegiventheoptiontocommentontheeortsofyourothergroupmembersIfateammemberhasnotcontributedtoanassignmentsubmissiontheymightscorea0Inthissituationtheteamwillneedtodiscussteamfunctionanddysfunctionwiththeinstructor
5564
RandRStudio
5664
WhatisRRStudio
Risastatisticalprogramminglanguage
RStudioisaconvenientinterfaceforR(anintegrateddevelopmentenvironmentIDE)
5764
WhatisRRStudio
IfRwereanairplaneRStudiowouldbetheairportprovidingmanymanysupportingservicesthatmakeiteasierforyouthepilottotakeoandgotoawesomeplacesSureyoucanyanairplanewithoutanairportbuthavingthoserunwaysandsupportinginfrastructureisagame-changer
--JulieLowndes
5864
Letstakeatour-RRStudio
DEMO5964
6064
RessentialsAshortlist(fornow)Functionsare(mostoften)verbsfollowedbywhattheywillbeappliedtoinparentheses
do_this(to_this)do_that(to_thisto_thatwith_those)
Columns(variables)indataframesareaccessedwith$
dataframe$var_name
Packagesareinstalledwiththeinstallpackagesfunctionandloadedwiththelibraryfunctiononcepersession
installpackages(package_name)library(package_name)
6164
HowtoeditRcodeCreatingDataVisualisationsRRStudio
ConsoleUsingRasacalculatorEnvironmentLoadingandviewingadataframeAccessingavariableinadataframeRfunctions
Conceptsintroduced
6264
LabExercise
CheckyourknowledgeandcomprehensionbytakingyourrstlabquizonEd
GototheEDpageandcompletethelabquiz
NOTEReadingassignmentonEDsitedueby8ambeforeClassonFriday
6364
Shareandsharealike
ThisworkislicensedunderaCreativeCommonsAttribution-NonCommercial-ShareAlike40InternationalLicense
6464
l d it t
CourseWebsitehttpdmacdicookorg
dmac=DataModelingandComputingunitguide(authorityoncoursestructure)LecturenotesforeachclassAssignmentandprojectinstructionsTextbook+otheronlineresourcesrelatedtotopicsConsultationtimes(6x1Hrconsultations)
3264
MoVEunit
Youcanusetherstudiocloudserver
InthefuturewewillhaveRandRstudioinstalledlocally
WhenthishappensyoucanuseUSBstickattachtotheborrowedlaptopandinstallRRStudioandallyourpackagesonthisUsecanthenusetheUSBstickasyourworkingenvironmentwiththeborrowedlaptopsimplyasthecomputingengine
3364
GradingAssessmentWeight Task
ReadingQuiz 5
Completepriortoeachclassfortherst8weeksonEDQuizneedstobecompletedbyclasstimeNomulligansOnecanbemissed
withoutpenalty
LabExercise 5Eachclassperiodwillhaveaquiztobe
completedindividuallyTwocanbemissedwithoutpenalty
3464
GradingExampleReadingQuiz
Before8amonFridayyouneedtocompletethe5questionreadingquizonEDBefore3pmnextWednesdayYouneedtocompletethe5questionreadingquizonED
3564
GradingExampleLabExercise
ThereistimeattheendofclasstocompletelabexerciseonED
Before5pmTodayyouneedtocompletethe10questionLabExerciseonEDBefore10amThisFridayyouneedtocompletethe10questionLabExerciseonED
3664
GradingAssessment WeightTask
Assignment 12 Teamworkdataanalysischallengedueinweeks359
Mid-SemTheory+Conceptexam 8 Dueweek6
DataAnalysisExam 10 Dueweek11Project 10 Dueweek11FinalExam 50 TBA
3764
Free
Textbook
3864
Remember
Allinformationisonthewebsite
PostquestionsonEDoveremail
3964
Howdoyoudowellinthisclass
Dothereadingpriortoeachclassperiod
Participateactivelyinthisclass
Askquestionsontheed
4064
Howdoyoudowellinthisclass
Cometoconsultationifyouhavequestions
Practicethematerialstaughtineachlectorialbydoingmoreexercisesfromthetextbook
Becuriousbepositivebeengaged
4164
EdSystem
OnlinequizzesConductdiscussionsAskquestionsaboutthecoursematerialandexercisesandturninassignmentsandprojectOnlyyournameandemailaddressarerecordedintheEDsystems
4264
EdSystem
DEMO
4364
4464
Tipsforaskingquestions
FirstsearchexistingdiscussionforanswersIfthequestionhasalreadybeenansweredyouredoneIfithasalreadybeenaskedbutyourenotsatisedwiththeansweraddtothethreadGiveyourquestioncontextfromcourseconceptsnotcourseassignments
GoodcontextIhaveaquestiononlteringBadcontextIhaveaquestiononAssignment1
4564
Tipsforaskingquestions
BepreciseinyourdescriptionGooddescriptionIamgettingthefollowingerrorandImnotsurehowtoresolveit-ErrorcouldnotfindfunctionggplotBaddescriptionRgivingerrorshelpmeAaaarrrrrgh
Rememberyoucaneditaquestionafterpostingit
4664
DiversityampInclusivenessIntentStudentsfromalldiversebackgroundsandperspectivesbewell-servedbythiscoursethatstudentslearningneedsbeaddressedbothinandoutofclassandthatthediversitythatthestudentsbringtothisclassbeviewedasaresourcestrengthandbenetItismyintenttopresentmaterialsandactivitiesthatarerespectfulofdiversitygenderidentitysexualitydisabilityagesocioeconomicstatusethnicityracenationalityreligionandcultureLetmeknowwaystoimprovetheeectivenessofthecourseforyoupersonallyorforotherstudentsorstudentgroups
Ifyouhaveanameandorsetofpronounsthatdierfromthosethatappearinyour ocial Monash records please let me know 4764
your ocial Monash records please let me know
DiversityampInclusivenessIfyoufeellikeyourperformanceintheclassisbeingimpactedbyyourexperiencesoutsideofclasspleasedonthesitatetocomeandtalkwithmeIwanttobearesourceforyouIfyouprefertospeakwithsomeoneoutsideofthecoursetalktoDiCookorlookattheservicesavailabletoyouintheMonashstudentsupportservices
I(likemanypeople)amstillintheprocessoflearningaboutdiverseperspectivesandidentitiesIfsomethingwassaidinclass(byanyone)thatmadeyoufeeluncomfortablepleasetalktomeaboutit
4864
SharingReusingcode
IamwellawarethatahugevolumeofcodeisavailableonthewebtosolveanynumberofproblemsUnlessIexplicitlytellyounottousesomethingthecoursespolicyisthatyoumaymakeuseofanyonlineresources(egStackOverow)butyoumustexplicitlycitewhereyouobtainedanycodeyoudirectlyuse(oruseasinspiration)Thiscanbeassimpleaspastingthelinkinareferencessection
4964
SharingReusingcode
AnyrecycledcodenotexplicitlycitedwillbetreatedasplagiarismAssignmentgroupsmaynotdirectlysharecodewithanothergroupYouarewelcometodiscusstheproblemstogetherandaskforadvicebutyoumaynotmakedirectuseofcodefromanotherteam
5064
GroupAssignments
Assignment1willbeannouncedthisFriday
5164
GroupAssignments
ConductedaccordingtotheMonashpolicies
Whatweexpect
EachmemberofthegroupcompletestheentireassignmentasbesttheycanGroupmemberscompareanswersandcombineitintoonedocumentforthenalasubmission
5264
GroupAssignments
25oftheassignmentgradewillcomefrompeerevaluationPeerevaluationisanimportantlearningtool
Eachstudentwillberandomlyassignedanotherteamssubmissiontoprovidefeedbackonthreethings
1Couldyoureproducetheanalysis2Didyoulearnsomethingnewfromtheotherteamsapproach3Whatwouldyousuggesttoimprovetheirwork 5364
GroupAssignments
ConictscanariseingroupworkTheycanbebothproductiveanddestructiveTeamsneedtoworkonmanagingconictsandbuildingonthestrengthsofallteammembers
5464
GroupAssignments
ForeachassignmentyouwillbegiventheoptiontocommentontheeortsofyourothergroupmembersIfateammemberhasnotcontributedtoanassignmentsubmissiontheymightscorea0Inthissituationtheteamwillneedtodiscussteamfunctionanddysfunctionwiththeinstructor
5564
RandRStudio
5664
WhatisRRStudio
Risastatisticalprogramminglanguage
RStudioisaconvenientinterfaceforR(anintegrateddevelopmentenvironmentIDE)
5764
WhatisRRStudio
IfRwereanairplaneRStudiowouldbetheairportprovidingmanymanysupportingservicesthatmakeiteasierforyouthepilottotakeoandgotoawesomeplacesSureyoucanyanairplanewithoutanairportbuthavingthoserunwaysandsupportinginfrastructureisagame-changer
--JulieLowndes
5864
Letstakeatour-RRStudio
DEMO5964
6064
RessentialsAshortlist(fornow)Functionsare(mostoften)verbsfollowedbywhattheywillbeappliedtoinparentheses
do_this(to_this)do_that(to_thisto_thatwith_those)
Columns(variables)indataframesareaccessedwith$
dataframe$var_name
Packagesareinstalledwiththeinstallpackagesfunctionandloadedwiththelibraryfunctiononcepersession
installpackages(package_name)library(package_name)
6164
HowtoeditRcodeCreatingDataVisualisationsRRStudio
ConsoleUsingRasacalculatorEnvironmentLoadingandviewingadataframeAccessingavariableinadataframeRfunctions
Conceptsintroduced
6264
LabExercise
CheckyourknowledgeandcomprehensionbytakingyourrstlabquizonEd
GototheEDpageandcompletethelabquiz
NOTEReadingassignmentonEDsitedueby8ambeforeClassonFriday
6364
Shareandsharealike
ThisworkislicensedunderaCreativeCommonsAttribution-NonCommercial-ShareAlike40InternationalLicense
6464
MoVEunit
Youcanusetherstudiocloudserver
InthefuturewewillhaveRandRstudioinstalledlocally
WhenthishappensyoucanuseUSBstickattachtotheborrowedlaptopandinstallRRStudioandallyourpackagesonthisUsecanthenusetheUSBstickasyourworkingenvironmentwiththeborrowedlaptopsimplyasthecomputingengine
3364
GradingAssessmentWeight Task
ReadingQuiz 5
Completepriortoeachclassfortherst8weeksonEDQuizneedstobecompletedbyclasstimeNomulligansOnecanbemissed
withoutpenalty
LabExercise 5Eachclassperiodwillhaveaquiztobe
completedindividuallyTwocanbemissedwithoutpenalty
3464
GradingExampleReadingQuiz
Before8amonFridayyouneedtocompletethe5questionreadingquizonEDBefore3pmnextWednesdayYouneedtocompletethe5questionreadingquizonED
3564
GradingExampleLabExercise
ThereistimeattheendofclasstocompletelabexerciseonED
Before5pmTodayyouneedtocompletethe10questionLabExerciseonEDBefore10amThisFridayyouneedtocompletethe10questionLabExerciseonED
3664
GradingAssessment WeightTask
Assignment 12 Teamworkdataanalysischallengedueinweeks359
Mid-SemTheory+Conceptexam 8 Dueweek6
DataAnalysisExam 10 Dueweek11Project 10 Dueweek11FinalExam 50 TBA
3764
Free
Textbook
3864
Remember
Allinformationisonthewebsite
PostquestionsonEDoveremail
3964
Howdoyoudowellinthisclass
Dothereadingpriortoeachclassperiod
Participateactivelyinthisclass
Askquestionsontheed
4064
Howdoyoudowellinthisclass
Cometoconsultationifyouhavequestions
Practicethematerialstaughtineachlectorialbydoingmoreexercisesfromthetextbook
Becuriousbepositivebeengaged
4164
EdSystem
OnlinequizzesConductdiscussionsAskquestionsaboutthecoursematerialandexercisesandturninassignmentsandprojectOnlyyournameandemailaddressarerecordedintheEDsystems
4264
EdSystem
DEMO
4364
4464
Tipsforaskingquestions
FirstsearchexistingdiscussionforanswersIfthequestionhasalreadybeenansweredyouredoneIfithasalreadybeenaskedbutyourenotsatisedwiththeansweraddtothethreadGiveyourquestioncontextfromcourseconceptsnotcourseassignments
GoodcontextIhaveaquestiononlteringBadcontextIhaveaquestiononAssignment1
4564
Tipsforaskingquestions
BepreciseinyourdescriptionGooddescriptionIamgettingthefollowingerrorandImnotsurehowtoresolveit-ErrorcouldnotfindfunctionggplotBaddescriptionRgivingerrorshelpmeAaaarrrrrgh
Rememberyoucaneditaquestionafterpostingit
4664
DiversityampInclusivenessIntentStudentsfromalldiversebackgroundsandperspectivesbewell-servedbythiscoursethatstudentslearningneedsbeaddressedbothinandoutofclassandthatthediversitythatthestudentsbringtothisclassbeviewedasaresourcestrengthandbenetItismyintenttopresentmaterialsandactivitiesthatarerespectfulofdiversitygenderidentitysexualitydisabilityagesocioeconomicstatusethnicityracenationalityreligionandcultureLetmeknowwaystoimprovetheeectivenessofthecourseforyoupersonallyorforotherstudentsorstudentgroups
Ifyouhaveanameandorsetofpronounsthatdierfromthosethatappearinyour ocial Monash records please let me know 4764
your ocial Monash records please let me know
DiversityampInclusivenessIfyoufeellikeyourperformanceintheclassisbeingimpactedbyyourexperiencesoutsideofclasspleasedonthesitatetocomeandtalkwithmeIwanttobearesourceforyouIfyouprefertospeakwithsomeoneoutsideofthecoursetalktoDiCookorlookattheservicesavailabletoyouintheMonashstudentsupportservices
I(likemanypeople)amstillintheprocessoflearningaboutdiverseperspectivesandidentitiesIfsomethingwassaidinclass(byanyone)thatmadeyoufeeluncomfortablepleasetalktomeaboutit
4864
SharingReusingcode
IamwellawarethatahugevolumeofcodeisavailableonthewebtosolveanynumberofproblemsUnlessIexplicitlytellyounottousesomethingthecoursespolicyisthatyoumaymakeuseofanyonlineresources(egStackOverow)butyoumustexplicitlycitewhereyouobtainedanycodeyoudirectlyuse(oruseasinspiration)Thiscanbeassimpleaspastingthelinkinareferencessection
4964
SharingReusingcode
AnyrecycledcodenotexplicitlycitedwillbetreatedasplagiarismAssignmentgroupsmaynotdirectlysharecodewithanothergroupYouarewelcometodiscusstheproblemstogetherandaskforadvicebutyoumaynotmakedirectuseofcodefromanotherteam
5064
GroupAssignments
Assignment1willbeannouncedthisFriday
5164
GroupAssignments
ConductedaccordingtotheMonashpolicies
Whatweexpect
EachmemberofthegroupcompletestheentireassignmentasbesttheycanGroupmemberscompareanswersandcombineitintoonedocumentforthenalasubmission
5264
GroupAssignments
25oftheassignmentgradewillcomefrompeerevaluationPeerevaluationisanimportantlearningtool
Eachstudentwillberandomlyassignedanotherteamssubmissiontoprovidefeedbackonthreethings
1Couldyoureproducetheanalysis2Didyoulearnsomethingnewfromtheotherteamsapproach3Whatwouldyousuggesttoimprovetheirwork 5364
GroupAssignments
ConictscanariseingroupworkTheycanbebothproductiveanddestructiveTeamsneedtoworkonmanagingconictsandbuildingonthestrengthsofallteammembers
5464
GroupAssignments
ForeachassignmentyouwillbegiventheoptiontocommentontheeortsofyourothergroupmembersIfateammemberhasnotcontributedtoanassignmentsubmissiontheymightscorea0Inthissituationtheteamwillneedtodiscussteamfunctionanddysfunctionwiththeinstructor
5564
RandRStudio
5664
WhatisRRStudio
Risastatisticalprogramminglanguage
RStudioisaconvenientinterfaceforR(anintegrateddevelopmentenvironmentIDE)
5764
WhatisRRStudio
IfRwereanairplaneRStudiowouldbetheairportprovidingmanymanysupportingservicesthatmakeiteasierforyouthepilottotakeoandgotoawesomeplacesSureyoucanyanairplanewithoutanairportbuthavingthoserunwaysandsupportinginfrastructureisagame-changer
--JulieLowndes
5864
Letstakeatour-RRStudio
DEMO5964
6064
RessentialsAshortlist(fornow)Functionsare(mostoften)verbsfollowedbywhattheywillbeappliedtoinparentheses
do_this(to_this)do_that(to_thisto_thatwith_those)
Columns(variables)indataframesareaccessedwith$
dataframe$var_name
Packagesareinstalledwiththeinstallpackagesfunctionandloadedwiththelibraryfunctiononcepersession
installpackages(package_name)library(package_name)
6164
HowtoeditRcodeCreatingDataVisualisationsRRStudio
ConsoleUsingRasacalculatorEnvironmentLoadingandviewingadataframeAccessingavariableinadataframeRfunctions
Conceptsintroduced
6264
LabExercise
CheckyourknowledgeandcomprehensionbytakingyourrstlabquizonEd
GototheEDpageandcompletethelabquiz
NOTEReadingassignmentonEDsitedueby8ambeforeClassonFriday
6364
Shareandsharealike
ThisworkislicensedunderaCreativeCommonsAttribution-NonCommercial-ShareAlike40InternationalLicense
6464
GradingAssessmentWeight Task
ReadingQuiz 5
Completepriortoeachclassfortherst8weeksonEDQuizneedstobecompletedbyclasstimeNomulligansOnecanbemissed
withoutpenalty
LabExercise 5Eachclassperiodwillhaveaquiztobe
completedindividuallyTwocanbemissedwithoutpenalty
3464
GradingExampleReadingQuiz
Before8amonFridayyouneedtocompletethe5questionreadingquizonEDBefore3pmnextWednesdayYouneedtocompletethe5questionreadingquizonED
3564
GradingExampleLabExercise
ThereistimeattheendofclasstocompletelabexerciseonED
Before5pmTodayyouneedtocompletethe10questionLabExerciseonEDBefore10amThisFridayyouneedtocompletethe10questionLabExerciseonED
3664
GradingAssessment WeightTask
Assignment 12 Teamworkdataanalysischallengedueinweeks359
Mid-SemTheory+Conceptexam 8 Dueweek6
DataAnalysisExam 10 Dueweek11Project 10 Dueweek11FinalExam 50 TBA
3764
Free
Textbook
3864
Remember
Allinformationisonthewebsite
PostquestionsonEDoveremail
3964
Howdoyoudowellinthisclass
Dothereadingpriortoeachclassperiod
Participateactivelyinthisclass
Askquestionsontheed
4064
Howdoyoudowellinthisclass
Cometoconsultationifyouhavequestions
Practicethematerialstaughtineachlectorialbydoingmoreexercisesfromthetextbook
Becuriousbepositivebeengaged
4164
EdSystem
OnlinequizzesConductdiscussionsAskquestionsaboutthecoursematerialandexercisesandturninassignmentsandprojectOnlyyournameandemailaddressarerecordedintheEDsystems
4264
EdSystem
DEMO
4364
4464
Tipsforaskingquestions
FirstsearchexistingdiscussionforanswersIfthequestionhasalreadybeenansweredyouredoneIfithasalreadybeenaskedbutyourenotsatisedwiththeansweraddtothethreadGiveyourquestioncontextfromcourseconceptsnotcourseassignments
GoodcontextIhaveaquestiononlteringBadcontextIhaveaquestiononAssignment1
4564
Tipsforaskingquestions
BepreciseinyourdescriptionGooddescriptionIamgettingthefollowingerrorandImnotsurehowtoresolveit-ErrorcouldnotfindfunctionggplotBaddescriptionRgivingerrorshelpmeAaaarrrrrgh
Rememberyoucaneditaquestionafterpostingit
4664
DiversityampInclusivenessIntentStudentsfromalldiversebackgroundsandperspectivesbewell-servedbythiscoursethatstudentslearningneedsbeaddressedbothinandoutofclassandthatthediversitythatthestudentsbringtothisclassbeviewedasaresourcestrengthandbenetItismyintenttopresentmaterialsandactivitiesthatarerespectfulofdiversitygenderidentitysexualitydisabilityagesocioeconomicstatusethnicityracenationalityreligionandcultureLetmeknowwaystoimprovetheeectivenessofthecourseforyoupersonallyorforotherstudentsorstudentgroups
Ifyouhaveanameandorsetofpronounsthatdierfromthosethatappearinyour ocial Monash records please let me know 4764
your ocial Monash records please let me know
DiversityampInclusivenessIfyoufeellikeyourperformanceintheclassisbeingimpactedbyyourexperiencesoutsideofclasspleasedonthesitatetocomeandtalkwithmeIwanttobearesourceforyouIfyouprefertospeakwithsomeoneoutsideofthecoursetalktoDiCookorlookattheservicesavailabletoyouintheMonashstudentsupportservices
I(likemanypeople)amstillintheprocessoflearningaboutdiverseperspectivesandidentitiesIfsomethingwassaidinclass(byanyone)thatmadeyoufeeluncomfortablepleasetalktomeaboutit
4864
SharingReusingcode
IamwellawarethatahugevolumeofcodeisavailableonthewebtosolveanynumberofproblemsUnlessIexplicitlytellyounottousesomethingthecoursespolicyisthatyoumaymakeuseofanyonlineresources(egStackOverow)butyoumustexplicitlycitewhereyouobtainedanycodeyoudirectlyuse(oruseasinspiration)Thiscanbeassimpleaspastingthelinkinareferencessection
4964
SharingReusingcode
AnyrecycledcodenotexplicitlycitedwillbetreatedasplagiarismAssignmentgroupsmaynotdirectlysharecodewithanothergroupYouarewelcometodiscusstheproblemstogetherandaskforadvicebutyoumaynotmakedirectuseofcodefromanotherteam
5064
GroupAssignments
Assignment1willbeannouncedthisFriday
5164
GroupAssignments
ConductedaccordingtotheMonashpolicies
Whatweexpect
EachmemberofthegroupcompletestheentireassignmentasbesttheycanGroupmemberscompareanswersandcombineitintoonedocumentforthenalasubmission
5264
GroupAssignments
25oftheassignmentgradewillcomefrompeerevaluationPeerevaluationisanimportantlearningtool
Eachstudentwillberandomlyassignedanotherteamssubmissiontoprovidefeedbackonthreethings
1Couldyoureproducetheanalysis2Didyoulearnsomethingnewfromtheotherteamsapproach3Whatwouldyousuggesttoimprovetheirwork 5364
GroupAssignments
ConictscanariseingroupworkTheycanbebothproductiveanddestructiveTeamsneedtoworkonmanagingconictsandbuildingonthestrengthsofallteammembers
5464
GroupAssignments
ForeachassignmentyouwillbegiventheoptiontocommentontheeortsofyourothergroupmembersIfateammemberhasnotcontributedtoanassignmentsubmissiontheymightscorea0Inthissituationtheteamwillneedtodiscussteamfunctionanddysfunctionwiththeinstructor
5564
RandRStudio
5664
WhatisRRStudio
Risastatisticalprogramminglanguage
RStudioisaconvenientinterfaceforR(anintegrateddevelopmentenvironmentIDE)
5764
WhatisRRStudio
IfRwereanairplaneRStudiowouldbetheairportprovidingmanymanysupportingservicesthatmakeiteasierforyouthepilottotakeoandgotoawesomeplacesSureyoucanyanairplanewithoutanairportbuthavingthoserunwaysandsupportinginfrastructureisagame-changer
--JulieLowndes
5864
Letstakeatour-RRStudio
DEMO5964
6064
RessentialsAshortlist(fornow)Functionsare(mostoften)verbsfollowedbywhattheywillbeappliedtoinparentheses
do_this(to_this)do_that(to_thisto_thatwith_those)
Columns(variables)indataframesareaccessedwith$
dataframe$var_name
Packagesareinstalledwiththeinstallpackagesfunctionandloadedwiththelibraryfunctiononcepersession
installpackages(package_name)library(package_name)
6164
HowtoeditRcodeCreatingDataVisualisationsRRStudio
ConsoleUsingRasacalculatorEnvironmentLoadingandviewingadataframeAccessingavariableinadataframeRfunctions
Conceptsintroduced
6264
LabExercise
CheckyourknowledgeandcomprehensionbytakingyourrstlabquizonEd
GototheEDpageandcompletethelabquiz
NOTEReadingassignmentonEDsitedueby8ambeforeClassonFriday
6364
Shareandsharealike
ThisworkislicensedunderaCreativeCommonsAttribution-NonCommercial-ShareAlike40InternationalLicense
6464
GradingExampleReadingQuiz
Before8amonFridayyouneedtocompletethe5questionreadingquizonEDBefore3pmnextWednesdayYouneedtocompletethe5questionreadingquizonED
3564
GradingExampleLabExercise
ThereistimeattheendofclasstocompletelabexerciseonED
Before5pmTodayyouneedtocompletethe10questionLabExerciseonEDBefore10amThisFridayyouneedtocompletethe10questionLabExerciseonED
3664
GradingAssessment WeightTask
Assignment 12 Teamworkdataanalysischallengedueinweeks359
Mid-SemTheory+Conceptexam 8 Dueweek6
DataAnalysisExam 10 Dueweek11Project 10 Dueweek11FinalExam 50 TBA
3764
Free
Textbook
3864
Remember
Allinformationisonthewebsite
PostquestionsonEDoveremail
3964
Howdoyoudowellinthisclass
Dothereadingpriortoeachclassperiod
Participateactivelyinthisclass
Askquestionsontheed
4064
Howdoyoudowellinthisclass
Cometoconsultationifyouhavequestions
Practicethematerialstaughtineachlectorialbydoingmoreexercisesfromthetextbook
Becuriousbepositivebeengaged
4164
EdSystem
OnlinequizzesConductdiscussionsAskquestionsaboutthecoursematerialandexercisesandturninassignmentsandprojectOnlyyournameandemailaddressarerecordedintheEDsystems
4264
EdSystem
DEMO
4364
4464
Tipsforaskingquestions
FirstsearchexistingdiscussionforanswersIfthequestionhasalreadybeenansweredyouredoneIfithasalreadybeenaskedbutyourenotsatisedwiththeansweraddtothethreadGiveyourquestioncontextfromcourseconceptsnotcourseassignments
GoodcontextIhaveaquestiononlteringBadcontextIhaveaquestiononAssignment1
4564
Tipsforaskingquestions
BepreciseinyourdescriptionGooddescriptionIamgettingthefollowingerrorandImnotsurehowtoresolveit-ErrorcouldnotfindfunctionggplotBaddescriptionRgivingerrorshelpmeAaaarrrrrgh
Rememberyoucaneditaquestionafterpostingit
4664
DiversityampInclusivenessIntentStudentsfromalldiversebackgroundsandperspectivesbewell-servedbythiscoursethatstudentslearningneedsbeaddressedbothinandoutofclassandthatthediversitythatthestudentsbringtothisclassbeviewedasaresourcestrengthandbenetItismyintenttopresentmaterialsandactivitiesthatarerespectfulofdiversitygenderidentitysexualitydisabilityagesocioeconomicstatusethnicityracenationalityreligionandcultureLetmeknowwaystoimprovetheeectivenessofthecourseforyoupersonallyorforotherstudentsorstudentgroups
Ifyouhaveanameandorsetofpronounsthatdierfromthosethatappearinyour ocial Monash records please let me know 4764
your ocial Monash records please let me know
DiversityampInclusivenessIfyoufeellikeyourperformanceintheclassisbeingimpactedbyyourexperiencesoutsideofclasspleasedonthesitatetocomeandtalkwithmeIwanttobearesourceforyouIfyouprefertospeakwithsomeoneoutsideofthecoursetalktoDiCookorlookattheservicesavailabletoyouintheMonashstudentsupportservices
I(likemanypeople)amstillintheprocessoflearningaboutdiverseperspectivesandidentitiesIfsomethingwassaidinclass(byanyone)thatmadeyoufeeluncomfortablepleasetalktomeaboutit
4864
SharingReusingcode
IamwellawarethatahugevolumeofcodeisavailableonthewebtosolveanynumberofproblemsUnlessIexplicitlytellyounottousesomethingthecoursespolicyisthatyoumaymakeuseofanyonlineresources(egStackOverow)butyoumustexplicitlycitewhereyouobtainedanycodeyoudirectlyuse(oruseasinspiration)Thiscanbeassimpleaspastingthelinkinareferencessection
4964
SharingReusingcode
AnyrecycledcodenotexplicitlycitedwillbetreatedasplagiarismAssignmentgroupsmaynotdirectlysharecodewithanothergroupYouarewelcometodiscusstheproblemstogetherandaskforadvicebutyoumaynotmakedirectuseofcodefromanotherteam
5064
GroupAssignments
Assignment1willbeannouncedthisFriday
5164
GroupAssignments
ConductedaccordingtotheMonashpolicies
Whatweexpect
EachmemberofthegroupcompletestheentireassignmentasbesttheycanGroupmemberscompareanswersandcombineitintoonedocumentforthenalasubmission
5264
GroupAssignments
25oftheassignmentgradewillcomefrompeerevaluationPeerevaluationisanimportantlearningtool
Eachstudentwillberandomlyassignedanotherteamssubmissiontoprovidefeedbackonthreethings
1Couldyoureproducetheanalysis2Didyoulearnsomethingnewfromtheotherteamsapproach3Whatwouldyousuggesttoimprovetheirwork 5364
GroupAssignments
ConictscanariseingroupworkTheycanbebothproductiveanddestructiveTeamsneedtoworkonmanagingconictsandbuildingonthestrengthsofallteammembers
5464
GroupAssignments
ForeachassignmentyouwillbegiventheoptiontocommentontheeortsofyourothergroupmembersIfateammemberhasnotcontributedtoanassignmentsubmissiontheymightscorea0Inthissituationtheteamwillneedtodiscussteamfunctionanddysfunctionwiththeinstructor
5564
RandRStudio
5664
WhatisRRStudio
Risastatisticalprogramminglanguage
RStudioisaconvenientinterfaceforR(anintegrateddevelopmentenvironmentIDE)
5764
WhatisRRStudio
IfRwereanairplaneRStudiowouldbetheairportprovidingmanymanysupportingservicesthatmakeiteasierforyouthepilottotakeoandgotoawesomeplacesSureyoucanyanairplanewithoutanairportbuthavingthoserunwaysandsupportinginfrastructureisagame-changer
--JulieLowndes
5864
Letstakeatour-RRStudio
DEMO5964
6064
RessentialsAshortlist(fornow)Functionsare(mostoften)verbsfollowedbywhattheywillbeappliedtoinparentheses
do_this(to_this)do_that(to_thisto_thatwith_those)
Columns(variables)indataframesareaccessedwith$
dataframe$var_name
Packagesareinstalledwiththeinstallpackagesfunctionandloadedwiththelibraryfunctiononcepersession
installpackages(package_name)library(package_name)
6164
HowtoeditRcodeCreatingDataVisualisationsRRStudio
ConsoleUsingRasacalculatorEnvironmentLoadingandviewingadataframeAccessingavariableinadataframeRfunctions
Conceptsintroduced
6264
LabExercise
CheckyourknowledgeandcomprehensionbytakingyourrstlabquizonEd
GototheEDpageandcompletethelabquiz
NOTEReadingassignmentonEDsitedueby8ambeforeClassonFriday
6364
Shareandsharealike
ThisworkislicensedunderaCreativeCommonsAttribution-NonCommercial-ShareAlike40InternationalLicense
6464
GradingExampleLabExercise
ThereistimeattheendofclasstocompletelabexerciseonED
Before5pmTodayyouneedtocompletethe10questionLabExerciseonEDBefore10amThisFridayyouneedtocompletethe10questionLabExerciseonED
3664
GradingAssessment WeightTask
Assignment 12 Teamworkdataanalysischallengedueinweeks359
Mid-SemTheory+Conceptexam 8 Dueweek6
DataAnalysisExam 10 Dueweek11Project 10 Dueweek11FinalExam 50 TBA
3764
Free
Textbook
3864
Remember
Allinformationisonthewebsite
PostquestionsonEDoveremail
3964
Howdoyoudowellinthisclass
Dothereadingpriortoeachclassperiod
Participateactivelyinthisclass
Askquestionsontheed
4064
Howdoyoudowellinthisclass
Cometoconsultationifyouhavequestions
Practicethematerialstaughtineachlectorialbydoingmoreexercisesfromthetextbook
Becuriousbepositivebeengaged
4164
EdSystem
OnlinequizzesConductdiscussionsAskquestionsaboutthecoursematerialandexercisesandturninassignmentsandprojectOnlyyournameandemailaddressarerecordedintheEDsystems
4264
EdSystem
DEMO
4364
4464
Tipsforaskingquestions
FirstsearchexistingdiscussionforanswersIfthequestionhasalreadybeenansweredyouredoneIfithasalreadybeenaskedbutyourenotsatisedwiththeansweraddtothethreadGiveyourquestioncontextfromcourseconceptsnotcourseassignments
GoodcontextIhaveaquestiononlteringBadcontextIhaveaquestiononAssignment1
4564
Tipsforaskingquestions
BepreciseinyourdescriptionGooddescriptionIamgettingthefollowingerrorandImnotsurehowtoresolveit-ErrorcouldnotfindfunctionggplotBaddescriptionRgivingerrorshelpmeAaaarrrrrgh
Rememberyoucaneditaquestionafterpostingit
4664
DiversityampInclusivenessIntentStudentsfromalldiversebackgroundsandperspectivesbewell-servedbythiscoursethatstudentslearningneedsbeaddressedbothinandoutofclassandthatthediversitythatthestudentsbringtothisclassbeviewedasaresourcestrengthandbenetItismyintenttopresentmaterialsandactivitiesthatarerespectfulofdiversitygenderidentitysexualitydisabilityagesocioeconomicstatusethnicityracenationalityreligionandcultureLetmeknowwaystoimprovetheeectivenessofthecourseforyoupersonallyorforotherstudentsorstudentgroups
Ifyouhaveanameandorsetofpronounsthatdierfromthosethatappearinyour ocial Monash records please let me know 4764
your ocial Monash records please let me know
DiversityampInclusivenessIfyoufeellikeyourperformanceintheclassisbeingimpactedbyyourexperiencesoutsideofclasspleasedonthesitatetocomeandtalkwithmeIwanttobearesourceforyouIfyouprefertospeakwithsomeoneoutsideofthecoursetalktoDiCookorlookattheservicesavailabletoyouintheMonashstudentsupportservices
I(likemanypeople)amstillintheprocessoflearningaboutdiverseperspectivesandidentitiesIfsomethingwassaidinclass(byanyone)thatmadeyoufeeluncomfortablepleasetalktomeaboutit
4864
SharingReusingcode
IamwellawarethatahugevolumeofcodeisavailableonthewebtosolveanynumberofproblemsUnlessIexplicitlytellyounottousesomethingthecoursespolicyisthatyoumaymakeuseofanyonlineresources(egStackOverow)butyoumustexplicitlycitewhereyouobtainedanycodeyoudirectlyuse(oruseasinspiration)Thiscanbeassimpleaspastingthelinkinareferencessection
4964
SharingReusingcode
AnyrecycledcodenotexplicitlycitedwillbetreatedasplagiarismAssignmentgroupsmaynotdirectlysharecodewithanothergroupYouarewelcometodiscusstheproblemstogetherandaskforadvicebutyoumaynotmakedirectuseofcodefromanotherteam
5064
GroupAssignments
Assignment1willbeannouncedthisFriday
5164
GroupAssignments
ConductedaccordingtotheMonashpolicies
Whatweexpect
EachmemberofthegroupcompletestheentireassignmentasbesttheycanGroupmemberscompareanswersandcombineitintoonedocumentforthenalasubmission
5264
GroupAssignments
25oftheassignmentgradewillcomefrompeerevaluationPeerevaluationisanimportantlearningtool
Eachstudentwillberandomlyassignedanotherteamssubmissiontoprovidefeedbackonthreethings
1Couldyoureproducetheanalysis2Didyoulearnsomethingnewfromtheotherteamsapproach3Whatwouldyousuggesttoimprovetheirwork 5364
GroupAssignments
ConictscanariseingroupworkTheycanbebothproductiveanddestructiveTeamsneedtoworkonmanagingconictsandbuildingonthestrengthsofallteammembers
5464
GroupAssignments
ForeachassignmentyouwillbegiventheoptiontocommentontheeortsofyourothergroupmembersIfateammemberhasnotcontributedtoanassignmentsubmissiontheymightscorea0Inthissituationtheteamwillneedtodiscussteamfunctionanddysfunctionwiththeinstructor
5564
RandRStudio
5664
WhatisRRStudio
Risastatisticalprogramminglanguage
RStudioisaconvenientinterfaceforR(anintegrateddevelopmentenvironmentIDE)
5764
WhatisRRStudio
IfRwereanairplaneRStudiowouldbetheairportprovidingmanymanysupportingservicesthatmakeiteasierforyouthepilottotakeoandgotoawesomeplacesSureyoucanyanairplanewithoutanairportbuthavingthoserunwaysandsupportinginfrastructureisagame-changer
--JulieLowndes
5864
Letstakeatour-RRStudio
DEMO5964
6064
RessentialsAshortlist(fornow)Functionsare(mostoften)verbsfollowedbywhattheywillbeappliedtoinparentheses
do_this(to_this)do_that(to_thisto_thatwith_those)
Columns(variables)indataframesareaccessedwith$
dataframe$var_name
Packagesareinstalledwiththeinstallpackagesfunctionandloadedwiththelibraryfunctiononcepersession
installpackages(package_name)library(package_name)
6164
HowtoeditRcodeCreatingDataVisualisationsRRStudio
ConsoleUsingRasacalculatorEnvironmentLoadingandviewingadataframeAccessingavariableinadataframeRfunctions
Conceptsintroduced
6264
LabExercise
CheckyourknowledgeandcomprehensionbytakingyourrstlabquizonEd
GototheEDpageandcompletethelabquiz
NOTEReadingassignmentonEDsitedueby8ambeforeClassonFriday
6364
Shareandsharealike
ThisworkislicensedunderaCreativeCommonsAttribution-NonCommercial-ShareAlike40InternationalLicense
6464
GradingAssessment WeightTask
Assignment 12 Teamworkdataanalysischallengedueinweeks359
Mid-SemTheory+Conceptexam 8 Dueweek6
DataAnalysisExam 10 Dueweek11Project 10 Dueweek11FinalExam 50 TBA
3764
Free
Textbook
3864
Remember
Allinformationisonthewebsite
PostquestionsonEDoveremail
3964
Howdoyoudowellinthisclass
Dothereadingpriortoeachclassperiod
Participateactivelyinthisclass
Askquestionsontheed
4064
Howdoyoudowellinthisclass
Cometoconsultationifyouhavequestions
Practicethematerialstaughtineachlectorialbydoingmoreexercisesfromthetextbook
Becuriousbepositivebeengaged
4164
EdSystem
OnlinequizzesConductdiscussionsAskquestionsaboutthecoursematerialandexercisesandturninassignmentsandprojectOnlyyournameandemailaddressarerecordedintheEDsystems
4264
EdSystem
DEMO
4364
4464
Tipsforaskingquestions
FirstsearchexistingdiscussionforanswersIfthequestionhasalreadybeenansweredyouredoneIfithasalreadybeenaskedbutyourenotsatisedwiththeansweraddtothethreadGiveyourquestioncontextfromcourseconceptsnotcourseassignments
GoodcontextIhaveaquestiononlteringBadcontextIhaveaquestiononAssignment1
4564
Tipsforaskingquestions
BepreciseinyourdescriptionGooddescriptionIamgettingthefollowingerrorandImnotsurehowtoresolveit-ErrorcouldnotfindfunctionggplotBaddescriptionRgivingerrorshelpmeAaaarrrrrgh
Rememberyoucaneditaquestionafterpostingit
4664
DiversityampInclusivenessIntentStudentsfromalldiversebackgroundsandperspectivesbewell-servedbythiscoursethatstudentslearningneedsbeaddressedbothinandoutofclassandthatthediversitythatthestudentsbringtothisclassbeviewedasaresourcestrengthandbenetItismyintenttopresentmaterialsandactivitiesthatarerespectfulofdiversitygenderidentitysexualitydisabilityagesocioeconomicstatusethnicityracenationalityreligionandcultureLetmeknowwaystoimprovetheeectivenessofthecourseforyoupersonallyorforotherstudentsorstudentgroups
Ifyouhaveanameandorsetofpronounsthatdierfromthosethatappearinyour ocial Monash records please let me know 4764
your ocial Monash records please let me know
DiversityampInclusivenessIfyoufeellikeyourperformanceintheclassisbeingimpactedbyyourexperiencesoutsideofclasspleasedonthesitatetocomeandtalkwithmeIwanttobearesourceforyouIfyouprefertospeakwithsomeoneoutsideofthecoursetalktoDiCookorlookattheservicesavailabletoyouintheMonashstudentsupportservices
I(likemanypeople)amstillintheprocessoflearningaboutdiverseperspectivesandidentitiesIfsomethingwassaidinclass(byanyone)thatmadeyoufeeluncomfortablepleasetalktomeaboutit
4864
SharingReusingcode
IamwellawarethatahugevolumeofcodeisavailableonthewebtosolveanynumberofproblemsUnlessIexplicitlytellyounottousesomethingthecoursespolicyisthatyoumaymakeuseofanyonlineresources(egStackOverow)butyoumustexplicitlycitewhereyouobtainedanycodeyoudirectlyuse(oruseasinspiration)Thiscanbeassimpleaspastingthelinkinareferencessection
4964
SharingReusingcode
AnyrecycledcodenotexplicitlycitedwillbetreatedasplagiarismAssignmentgroupsmaynotdirectlysharecodewithanothergroupYouarewelcometodiscusstheproblemstogetherandaskforadvicebutyoumaynotmakedirectuseofcodefromanotherteam
5064
GroupAssignments
Assignment1willbeannouncedthisFriday
5164
GroupAssignments
ConductedaccordingtotheMonashpolicies
Whatweexpect
EachmemberofthegroupcompletestheentireassignmentasbesttheycanGroupmemberscompareanswersandcombineitintoonedocumentforthenalasubmission
5264
GroupAssignments
25oftheassignmentgradewillcomefrompeerevaluationPeerevaluationisanimportantlearningtool
Eachstudentwillberandomlyassignedanotherteamssubmissiontoprovidefeedbackonthreethings
1Couldyoureproducetheanalysis2Didyoulearnsomethingnewfromtheotherteamsapproach3Whatwouldyousuggesttoimprovetheirwork 5364
GroupAssignments
ConictscanariseingroupworkTheycanbebothproductiveanddestructiveTeamsneedtoworkonmanagingconictsandbuildingonthestrengthsofallteammembers
5464
GroupAssignments
ForeachassignmentyouwillbegiventheoptiontocommentontheeortsofyourothergroupmembersIfateammemberhasnotcontributedtoanassignmentsubmissiontheymightscorea0Inthissituationtheteamwillneedtodiscussteamfunctionanddysfunctionwiththeinstructor
5564
RandRStudio
5664
WhatisRRStudio
Risastatisticalprogramminglanguage
RStudioisaconvenientinterfaceforR(anintegrateddevelopmentenvironmentIDE)
5764
WhatisRRStudio
IfRwereanairplaneRStudiowouldbetheairportprovidingmanymanysupportingservicesthatmakeiteasierforyouthepilottotakeoandgotoawesomeplacesSureyoucanyanairplanewithoutanairportbuthavingthoserunwaysandsupportinginfrastructureisagame-changer
--JulieLowndes
5864
Letstakeatour-RRStudio
DEMO5964
6064
RessentialsAshortlist(fornow)Functionsare(mostoften)verbsfollowedbywhattheywillbeappliedtoinparentheses
do_this(to_this)do_that(to_thisto_thatwith_those)
Columns(variables)indataframesareaccessedwith$
dataframe$var_name
Packagesareinstalledwiththeinstallpackagesfunctionandloadedwiththelibraryfunctiononcepersession
installpackages(package_name)library(package_name)
6164
HowtoeditRcodeCreatingDataVisualisationsRRStudio
ConsoleUsingRasacalculatorEnvironmentLoadingandviewingadataframeAccessingavariableinadataframeRfunctions
Conceptsintroduced
6264
LabExercise
CheckyourknowledgeandcomprehensionbytakingyourrstlabquizonEd
GototheEDpageandcompletethelabquiz
NOTEReadingassignmentonEDsitedueby8ambeforeClassonFriday
6364
Shareandsharealike
ThisworkislicensedunderaCreativeCommonsAttribution-NonCommercial-ShareAlike40InternationalLicense
6464
Free
Textbook
3864
Remember
Allinformationisonthewebsite
PostquestionsonEDoveremail
3964
Howdoyoudowellinthisclass
Dothereadingpriortoeachclassperiod
Participateactivelyinthisclass
Askquestionsontheed
4064
Howdoyoudowellinthisclass
Cometoconsultationifyouhavequestions
Practicethematerialstaughtineachlectorialbydoingmoreexercisesfromthetextbook
Becuriousbepositivebeengaged
4164
EdSystem
OnlinequizzesConductdiscussionsAskquestionsaboutthecoursematerialandexercisesandturninassignmentsandprojectOnlyyournameandemailaddressarerecordedintheEDsystems
4264
EdSystem
DEMO
4364
4464
Tipsforaskingquestions
FirstsearchexistingdiscussionforanswersIfthequestionhasalreadybeenansweredyouredoneIfithasalreadybeenaskedbutyourenotsatisedwiththeansweraddtothethreadGiveyourquestioncontextfromcourseconceptsnotcourseassignments
GoodcontextIhaveaquestiononlteringBadcontextIhaveaquestiononAssignment1
4564
Tipsforaskingquestions
BepreciseinyourdescriptionGooddescriptionIamgettingthefollowingerrorandImnotsurehowtoresolveit-ErrorcouldnotfindfunctionggplotBaddescriptionRgivingerrorshelpmeAaaarrrrrgh
Rememberyoucaneditaquestionafterpostingit
4664
DiversityampInclusivenessIntentStudentsfromalldiversebackgroundsandperspectivesbewell-servedbythiscoursethatstudentslearningneedsbeaddressedbothinandoutofclassandthatthediversitythatthestudentsbringtothisclassbeviewedasaresourcestrengthandbenetItismyintenttopresentmaterialsandactivitiesthatarerespectfulofdiversitygenderidentitysexualitydisabilityagesocioeconomicstatusethnicityracenationalityreligionandcultureLetmeknowwaystoimprovetheeectivenessofthecourseforyoupersonallyorforotherstudentsorstudentgroups
Ifyouhaveanameandorsetofpronounsthatdierfromthosethatappearinyour ocial Monash records please let me know 4764
your ocial Monash records please let me know
DiversityampInclusivenessIfyoufeellikeyourperformanceintheclassisbeingimpactedbyyourexperiencesoutsideofclasspleasedonthesitatetocomeandtalkwithmeIwanttobearesourceforyouIfyouprefertospeakwithsomeoneoutsideofthecoursetalktoDiCookorlookattheservicesavailabletoyouintheMonashstudentsupportservices
I(likemanypeople)amstillintheprocessoflearningaboutdiverseperspectivesandidentitiesIfsomethingwassaidinclass(byanyone)thatmadeyoufeeluncomfortablepleasetalktomeaboutit
4864
SharingReusingcode
IamwellawarethatahugevolumeofcodeisavailableonthewebtosolveanynumberofproblemsUnlessIexplicitlytellyounottousesomethingthecoursespolicyisthatyoumaymakeuseofanyonlineresources(egStackOverow)butyoumustexplicitlycitewhereyouobtainedanycodeyoudirectlyuse(oruseasinspiration)Thiscanbeassimpleaspastingthelinkinareferencessection
4964
SharingReusingcode
AnyrecycledcodenotexplicitlycitedwillbetreatedasplagiarismAssignmentgroupsmaynotdirectlysharecodewithanothergroupYouarewelcometodiscusstheproblemstogetherandaskforadvicebutyoumaynotmakedirectuseofcodefromanotherteam
5064
GroupAssignments
Assignment1willbeannouncedthisFriday
5164
GroupAssignments
ConductedaccordingtotheMonashpolicies
Whatweexpect
EachmemberofthegroupcompletestheentireassignmentasbesttheycanGroupmemberscompareanswersandcombineitintoonedocumentforthenalasubmission
5264
GroupAssignments
25oftheassignmentgradewillcomefrompeerevaluationPeerevaluationisanimportantlearningtool
Eachstudentwillberandomlyassignedanotherteamssubmissiontoprovidefeedbackonthreethings
1Couldyoureproducetheanalysis2Didyoulearnsomethingnewfromtheotherteamsapproach3Whatwouldyousuggesttoimprovetheirwork 5364
GroupAssignments
ConictscanariseingroupworkTheycanbebothproductiveanddestructiveTeamsneedtoworkonmanagingconictsandbuildingonthestrengthsofallteammembers
5464
GroupAssignments
ForeachassignmentyouwillbegiventheoptiontocommentontheeortsofyourothergroupmembersIfateammemberhasnotcontributedtoanassignmentsubmissiontheymightscorea0Inthissituationtheteamwillneedtodiscussteamfunctionanddysfunctionwiththeinstructor
5564
RandRStudio
5664
WhatisRRStudio
Risastatisticalprogramminglanguage
RStudioisaconvenientinterfaceforR(anintegrateddevelopmentenvironmentIDE)
5764
WhatisRRStudio
IfRwereanairplaneRStudiowouldbetheairportprovidingmanymanysupportingservicesthatmakeiteasierforyouthepilottotakeoandgotoawesomeplacesSureyoucanyanairplanewithoutanairportbuthavingthoserunwaysandsupportinginfrastructureisagame-changer
--JulieLowndes
5864
Letstakeatour-RRStudio
DEMO5964
6064
RessentialsAshortlist(fornow)Functionsare(mostoften)verbsfollowedbywhattheywillbeappliedtoinparentheses
do_this(to_this)do_that(to_thisto_thatwith_those)
Columns(variables)indataframesareaccessedwith$
dataframe$var_name
Packagesareinstalledwiththeinstallpackagesfunctionandloadedwiththelibraryfunctiononcepersession
installpackages(package_name)library(package_name)
6164
HowtoeditRcodeCreatingDataVisualisationsRRStudio
ConsoleUsingRasacalculatorEnvironmentLoadingandviewingadataframeAccessingavariableinadataframeRfunctions
Conceptsintroduced
6264
LabExercise
CheckyourknowledgeandcomprehensionbytakingyourrstlabquizonEd
GototheEDpageandcompletethelabquiz
NOTEReadingassignmentonEDsitedueby8ambeforeClassonFriday
6364
Shareandsharealike
ThisworkislicensedunderaCreativeCommonsAttribution-NonCommercial-ShareAlike40InternationalLicense
6464
Remember
Allinformationisonthewebsite
PostquestionsonEDoveremail
3964
Howdoyoudowellinthisclass
Dothereadingpriortoeachclassperiod
Participateactivelyinthisclass
Askquestionsontheed
4064
Howdoyoudowellinthisclass
Cometoconsultationifyouhavequestions
Practicethematerialstaughtineachlectorialbydoingmoreexercisesfromthetextbook
Becuriousbepositivebeengaged
4164
EdSystem
OnlinequizzesConductdiscussionsAskquestionsaboutthecoursematerialandexercisesandturninassignmentsandprojectOnlyyournameandemailaddressarerecordedintheEDsystems
4264
EdSystem
DEMO
4364
4464
Tipsforaskingquestions
FirstsearchexistingdiscussionforanswersIfthequestionhasalreadybeenansweredyouredoneIfithasalreadybeenaskedbutyourenotsatisedwiththeansweraddtothethreadGiveyourquestioncontextfromcourseconceptsnotcourseassignments
GoodcontextIhaveaquestiononlteringBadcontextIhaveaquestiononAssignment1
4564
Tipsforaskingquestions
BepreciseinyourdescriptionGooddescriptionIamgettingthefollowingerrorandImnotsurehowtoresolveit-ErrorcouldnotfindfunctionggplotBaddescriptionRgivingerrorshelpmeAaaarrrrrgh
Rememberyoucaneditaquestionafterpostingit
4664
DiversityampInclusivenessIntentStudentsfromalldiversebackgroundsandperspectivesbewell-servedbythiscoursethatstudentslearningneedsbeaddressedbothinandoutofclassandthatthediversitythatthestudentsbringtothisclassbeviewedasaresourcestrengthandbenetItismyintenttopresentmaterialsandactivitiesthatarerespectfulofdiversitygenderidentitysexualitydisabilityagesocioeconomicstatusethnicityracenationalityreligionandcultureLetmeknowwaystoimprovetheeectivenessofthecourseforyoupersonallyorforotherstudentsorstudentgroups
Ifyouhaveanameandorsetofpronounsthatdierfromthosethatappearinyour ocial Monash records please let me know 4764
your ocial Monash records please let me know
DiversityampInclusivenessIfyoufeellikeyourperformanceintheclassisbeingimpactedbyyourexperiencesoutsideofclasspleasedonthesitatetocomeandtalkwithmeIwanttobearesourceforyouIfyouprefertospeakwithsomeoneoutsideofthecoursetalktoDiCookorlookattheservicesavailabletoyouintheMonashstudentsupportservices
I(likemanypeople)amstillintheprocessoflearningaboutdiverseperspectivesandidentitiesIfsomethingwassaidinclass(byanyone)thatmadeyoufeeluncomfortablepleasetalktomeaboutit
4864
SharingReusingcode
IamwellawarethatahugevolumeofcodeisavailableonthewebtosolveanynumberofproblemsUnlessIexplicitlytellyounottousesomethingthecoursespolicyisthatyoumaymakeuseofanyonlineresources(egStackOverow)butyoumustexplicitlycitewhereyouobtainedanycodeyoudirectlyuse(oruseasinspiration)Thiscanbeassimpleaspastingthelinkinareferencessection
4964
SharingReusingcode
AnyrecycledcodenotexplicitlycitedwillbetreatedasplagiarismAssignmentgroupsmaynotdirectlysharecodewithanothergroupYouarewelcometodiscusstheproblemstogetherandaskforadvicebutyoumaynotmakedirectuseofcodefromanotherteam
5064
GroupAssignments
Assignment1willbeannouncedthisFriday
5164
GroupAssignments
ConductedaccordingtotheMonashpolicies
Whatweexpect
EachmemberofthegroupcompletestheentireassignmentasbesttheycanGroupmemberscompareanswersandcombineitintoonedocumentforthenalasubmission
5264
GroupAssignments
25oftheassignmentgradewillcomefrompeerevaluationPeerevaluationisanimportantlearningtool
Eachstudentwillberandomlyassignedanotherteamssubmissiontoprovidefeedbackonthreethings
1Couldyoureproducetheanalysis2Didyoulearnsomethingnewfromtheotherteamsapproach3Whatwouldyousuggesttoimprovetheirwork 5364
GroupAssignments
ConictscanariseingroupworkTheycanbebothproductiveanddestructiveTeamsneedtoworkonmanagingconictsandbuildingonthestrengthsofallteammembers
5464
GroupAssignments
ForeachassignmentyouwillbegiventheoptiontocommentontheeortsofyourothergroupmembersIfateammemberhasnotcontributedtoanassignmentsubmissiontheymightscorea0Inthissituationtheteamwillneedtodiscussteamfunctionanddysfunctionwiththeinstructor
5564
RandRStudio
5664
WhatisRRStudio
Risastatisticalprogramminglanguage
RStudioisaconvenientinterfaceforR(anintegrateddevelopmentenvironmentIDE)
5764
WhatisRRStudio
IfRwereanairplaneRStudiowouldbetheairportprovidingmanymanysupportingservicesthatmakeiteasierforyouthepilottotakeoandgotoawesomeplacesSureyoucanyanairplanewithoutanairportbuthavingthoserunwaysandsupportinginfrastructureisagame-changer
--JulieLowndes
5864
Letstakeatour-RRStudio
DEMO5964
6064
RessentialsAshortlist(fornow)Functionsare(mostoften)verbsfollowedbywhattheywillbeappliedtoinparentheses
do_this(to_this)do_that(to_thisto_thatwith_those)
Columns(variables)indataframesareaccessedwith$
dataframe$var_name
Packagesareinstalledwiththeinstallpackagesfunctionandloadedwiththelibraryfunctiononcepersession
installpackages(package_name)library(package_name)
6164
HowtoeditRcodeCreatingDataVisualisationsRRStudio
ConsoleUsingRasacalculatorEnvironmentLoadingandviewingadataframeAccessingavariableinadataframeRfunctions
Conceptsintroduced
6264
LabExercise
CheckyourknowledgeandcomprehensionbytakingyourrstlabquizonEd
GototheEDpageandcompletethelabquiz
NOTEReadingassignmentonEDsitedueby8ambeforeClassonFriday
6364
Shareandsharealike
ThisworkislicensedunderaCreativeCommonsAttribution-NonCommercial-ShareAlike40InternationalLicense
6464
Howdoyoudowellinthisclass
Dothereadingpriortoeachclassperiod
Participateactivelyinthisclass
Askquestionsontheed
4064
Howdoyoudowellinthisclass
Cometoconsultationifyouhavequestions
Practicethematerialstaughtineachlectorialbydoingmoreexercisesfromthetextbook
Becuriousbepositivebeengaged
4164
EdSystem
OnlinequizzesConductdiscussionsAskquestionsaboutthecoursematerialandexercisesandturninassignmentsandprojectOnlyyournameandemailaddressarerecordedintheEDsystems
4264
EdSystem
DEMO
4364
4464
Tipsforaskingquestions
FirstsearchexistingdiscussionforanswersIfthequestionhasalreadybeenansweredyouredoneIfithasalreadybeenaskedbutyourenotsatisedwiththeansweraddtothethreadGiveyourquestioncontextfromcourseconceptsnotcourseassignments
GoodcontextIhaveaquestiononlteringBadcontextIhaveaquestiononAssignment1
4564
Tipsforaskingquestions
BepreciseinyourdescriptionGooddescriptionIamgettingthefollowingerrorandImnotsurehowtoresolveit-ErrorcouldnotfindfunctionggplotBaddescriptionRgivingerrorshelpmeAaaarrrrrgh
Rememberyoucaneditaquestionafterpostingit
4664
DiversityampInclusivenessIntentStudentsfromalldiversebackgroundsandperspectivesbewell-servedbythiscoursethatstudentslearningneedsbeaddressedbothinandoutofclassandthatthediversitythatthestudentsbringtothisclassbeviewedasaresourcestrengthandbenetItismyintenttopresentmaterialsandactivitiesthatarerespectfulofdiversitygenderidentitysexualitydisabilityagesocioeconomicstatusethnicityracenationalityreligionandcultureLetmeknowwaystoimprovetheeectivenessofthecourseforyoupersonallyorforotherstudentsorstudentgroups
Ifyouhaveanameandorsetofpronounsthatdierfromthosethatappearinyour ocial Monash records please let me know 4764
your ocial Monash records please let me know
DiversityampInclusivenessIfyoufeellikeyourperformanceintheclassisbeingimpactedbyyourexperiencesoutsideofclasspleasedonthesitatetocomeandtalkwithmeIwanttobearesourceforyouIfyouprefertospeakwithsomeoneoutsideofthecoursetalktoDiCookorlookattheservicesavailabletoyouintheMonashstudentsupportservices
I(likemanypeople)amstillintheprocessoflearningaboutdiverseperspectivesandidentitiesIfsomethingwassaidinclass(byanyone)thatmadeyoufeeluncomfortablepleasetalktomeaboutit
4864
SharingReusingcode
IamwellawarethatahugevolumeofcodeisavailableonthewebtosolveanynumberofproblemsUnlessIexplicitlytellyounottousesomethingthecoursespolicyisthatyoumaymakeuseofanyonlineresources(egStackOverow)butyoumustexplicitlycitewhereyouobtainedanycodeyoudirectlyuse(oruseasinspiration)Thiscanbeassimpleaspastingthelinkinareferencessection
4964
SharingReusingcode
AnyrecycledcodenotexplicitlycitedwillbetreatedasplagiarismAssignmentgroupsmaynotdirectlysharecodewithanothergroupYouarewelcometodiscusstheproblemstogetherandaskforadvicebutyoumaynotmakedirectuseofcodefromanotherteam
5064
GroupAssignments
Assignment1willbeannouncedthisFriday
5164
GroupAssignments
ConductedaccordingtotheMonashpolicies
Whatweexpect
EachmemberofthegroupcompletestheentireassignmentasbesttheycanGroupmemberscompareanswersandcombineitintoonedocumentforthenalasubmission
5264
GroupAssignments
25oftheassignmentgradewillcomefrompeerevaluationPeerevaluationisanimportantlearningtool
Eachstudentwillberandomlyassignedanotherteamssubmissiontoprovidefeedbackonthreethings
1Couldyoureproducetheanalysis2Didyoulearnsomethingnewfromtheotherteamsapproach3Whatwouldyousuggesttoimprovetheirwork 5364
GroupAssignments
ConictscanariseingroupworkTheycanbebothproductiveanddestructiveTeamsneedtoworkonmanagingconictsandbuildingonthestrengthsofallteammembers
5464
GroupAssignments
ForeachassignmentyouwillbegiventheoptiontocommentontheeortsofyourothergroupmembersIfateammemberhasnotcontributedtoanassignmentsubmissiontheymightscorea0Inthissituationtheteamwillneedtodiscussteamfunctionanddysfunctionwiththeinstructor
5564
RandRStudio
5664
WhatisRRStudio
Risastatisticalprogramminglanguage
RStudioisaconvenientinterfaceforR(anintegrateddevelopmentenvironmentIDE)
5764
WhatisRRStudio
IfRwereanairplaneRStudiowouldbetheairportprovidingmanymanysupportingservicesthatmakeiteasierforyouthepilottotakeoandgotoawesomeplacesSureyoucanyanairplanewithoutanairportbuthavingthoserunwaysandsupportinginfrastructureisagame-changer
--JulieLowndes
5864
Letstakeatour-RRStudio
DEMO5964
6064
RessentialsAshortlist(fornow)Functionsare(mostoften)verbsfollowedbywhattheywillbeappliedtoinparentheses
do_this(to_this)do_that(to_thisto_thatwith_those)
Columns(variables)indataframesareaccessedwith$
dataframe$var_name
Packagesareinstalledwiththeinstallpackagesfunctionandloadedwiththelibraryfunctiononcepersession
installpackages(package_name)library(package_name)
6164
HowtoeditRcodeCreatingDataVisualisationsRRStudio
ConsoleUsingRasacalculatorEnvironmentLoadingandviewingadataframeAccessingavariableinadataframeRfunctions
Conceptsintroduced
6264
LabExercise
CheckyourknowledgeandcomprehensionbytakingyourrstlabquizonEd
GototheEDpageandcompletethelabquiz
NOTEReadingassignmentonEDsitedueby8ambeforeClassonFriday
6364
Shareandsharealike
ThisworkislicensedunderaCreativeCommonsAttribution-NonCommercial-ShareAlike40InternationalLicense
6464
Howdoyoudowellinthisclass
Cometoconsultationifyouhavequestions
Practicethematerialstaughtineachlectorialbydoingmoreexercisesfromthetextbook
Becuriousbepositivebeengaged
4164
EdSystem
OnlinequizzesConductdiscussionsAskquestionsaboutthecoursematerialandexercisesandturninassignmentsandprojectOnlyyournameandemailaddressarerecordedintheEDsystems
4264
EdSystem
DEMO
4364
4464
Tipsforaskingquestions
FirstsearchexistingdiscussionforanswersIfthequestionhasalreadybeenansweredyouredoneIfithasalreadybeenaskedbutyourenotsatisedwiththeansweraddtothethreadGiveyourquestioncontextfromcourseconceptsnotcourseassignments
GoodcontextIhaveaquestiononlteringBadcontextIhaveaquestiononAssignment1
4564
Tipsforaskingquestions
BepreciseinyourdescriptionGooddescriptionIamgettingthefollowingerrorandImnotsurehowtoresolveit-ErrorcouldnotfindfunctionggplotBaddescriptionRgivingerrorshelpmeAaaarrrrrgh
Rememberyoucaneditaquestionafterpostingit
4664
DiversityampInclusivenessIntentStudentsfromalldiversebackgroundsandperspectivesbewell-servedbythiscoursethatstudentslearningneedsbeaddressedbothinandoutofclassandthatthediversitythatthestudentsbringtothisclassbeviewedasaresourcestrengthandbenetItismyintenttopresentmaterialsandactivitiesthatarerespectfulofdiversitygenderidentitysexualitydisabilityagesocioeconomicstatusethnicityracenationalityreligionandcultureLetmeknowwaystoimprovetheeectivenessofthecourseforyoupersonallyorforotherstudentsorstudentgroups
Ifyouhaveanameandorsetofpronounsthatdierfromthosethatappearinyour ocial Monash records please let me know 4764
your ocial Monash records please let me know
DiversityampInclusivenessIfyoufeellikeyourperformanceintheclassisbeingimpactedbyyourexperiencesoutsideofclasspleasedonthesitatetocomeandtalkwithmeIwanttobearesourceforyouIfyouprefertospeakwithsomeoneoutsideofthecoursetalktoDiCookorlookattheservicesavailabletoyouintheMonashstudentsupportservices
I(likemanypeople)amstillintheprocessoflearningaboutdiverseperspectivesandidentitiesIfsomethingwassaidinclass(byanyone)thatmadeyoufeeluncomfortablepleasetalktomeaboutit
4864
SharingReusingcode
IamwellawarethatahugevolumeofcodeisavailableonthewebtosolveanynumberofproblemsUnlessIexplicitlytellyounottousesomethingthecoursespolicyisthatyoumaymakeuseofanyonlineresources(egStackOverow)butyoumustexplicitlycitewhereyouobtainedanycodeyoudirectlyuse(oruseasinspiration)Thiscanbeassimpleaspastingthelinkinareferencessection
4964
SharingReusingcode
AnyrecycledcodenotexplicitlycitedwillbetreatedasplagiarismAssignmentgroupsmaynotdirectlysharecodewithanothergroupYouarewelcometodiscusstheproblemstogetherandaskforadvicebutyoumaynotmakedirectuseofcodefromanotherteam
5064
GroupAssignments
Assignment1willbeannouncedthisFriday
5164
GroupAssignments
ConductedaccordingtotheMonashpolicies
Whatweexpect
EachmemberofthegroupcompletestheentireassignmentasbesttheycanGroupmemberscompareanswersandcombineitintoonedocumentforthenalasubmission
5264
GroupAssignments
25oftheassignmentgradewillcomefrompeerevaluationPeerevaluationisanimportantlearningtool
Eachstudentwillberandomlyassignedanotherteamssubmissiontoprovidefeedbackonthreethings
1Couldyoureproducetheanalysis2Didyoulearnsomethingnewfromtheotherteamsapproach3Whatwouldyousuggesttoimprovetheirwork 5364
GroupAssignments
ConictscanariseingroupworkTheycanbebothproductiveanddestructiveTeamsneedtoworkonmanagingconictsandbuildingonthestrengthsofallteammembers
5464
GroupAssignments
ForeachassignmentyouwillbegiventheoptiontocommentontheeortsofyourothergroupmembersIfateammemberhasnotcontributedtoanassignmentsubmissiontheymightscorea0Inthissituationtheteamwillneedtodiscussteamfunctionanddysfunctionwiththeinstructor
5564
RandRStudio
5664
WhatisRRStudio
Risastatisticalprogramminglanguage
RStudioisaconvenientinterfaceforR(anintegrateddevelopmentenvironmentIDE)
5764
WhatisRRStudio
IfRwereanairplaneRStudiowouldbetheairportprovidingmanymanysupportingservicesthatmakeiteasierforyouthepilottotakeoandgotoawesomeplacesSureyoucanyanairplanewithoutanairportbuthavingthoserunwaysandsupportinginfrastructureisagame-changer
--JulieLowndes
5864
Letstakeatour-RRStudio
DEMO5964
6064
RessentialsAshortlist(fornow)Functionsare(mostoften)verbsfollowedbywhattheywillbeappliedtoinparentheses
do_this(to_this)do_that(to_thisto_thatwith_those)
Columns(variables)indataframesareaccessedwith$
dataframe$var_name
Packagesareinstalledwiththeinstallpackagesfunctionandloadedwiththelibraryfunctiononcepersession
installpackages(package_name)library(package_name)
6164
HowtoeditRcodeCreatingDataVisualisationsRRStudio
ConsoleUsingRasacalculatorEnvironmentLoadingandviewingadataframeAccessingavariableinadataframeRfunctions
Conceptsintroduced
6264
LabExercise
CheckyourknowledgeandcomprehensionbytakingyourrstlabquizonEd
GototheEDpageandcompletethelabquiz
NOTEReadingassignmentonEDsitedueby8ambeforeClassonFriday
6364
Shareandsharealike
ThisworkislicensedunderaCreativeCommonsAttribution-NonCommercial-ShareAlike40InternationalLicense
6464
EdSystem
OnlinequizzesConductdiscussionsAskquestionsaboutthecoursematerialandexercisesandturninassignmentsandprojectOnlyyournameandemailaddressarerecordedintheEDsystems
4264
EdSystem
DEMO
4364
4464
Tipsforaskingquestions
FirstsearchexistingdiscussionforanswersIfthequestionhasalreadybeenansweredyouredoneIfithasalreadybeenaskedbutyourenotsatisedwiththeansweraddtothethreadGiveyourquestioncontextfromcourseconceptsnotcourseassignments
GoodcontextIhaveaquestiononlteringBadcontextIhaveaquestiononAssignment1
4564
Tipsforaskingquestions
BepreciseinyourdescriptionGooddescriptionIamgettingthefollowingerrorandImnotsurehowtoresolveit-ErrorcouldnotfindfunctionggplotBaddescriptionRgivingerrorshelpmeAaaarrrrrgh
Rememberyoucaneditaquestionafterpostingit
4664
DiversityampInclusivenessIntentStudentsfromalldiversebackgroundsandperspectivesbewell-servedbythiscoursethatstudentslearningneedsbeaddressedbothinandoutofclassandthatthediversitythatthestudentsbringtothisclassbeviewedasaresourcestrengthandbenetItismyintenttopresentmaterialsandactivitiesthatarerespectfulofdiversitygenderidentitysexualitydisabilityagesocioeconomicstatusethnicityracenationalityreligionandcultureLetmeknowwaystoimprovetheeectivenessofthecourseforyoupersonallyorforotherstudentsorstudentgroups
Ifyouhaveanameandorsetofpronounsthatdierfromthosethatappearinyour ocial Monash records please let me know 4764
your ocial Monash records please let me know
DiversityampInclusivenessIfyoufeellikeyourperformanceintheclassisbeingimpactedbyyourexperiencesoutsideofclasspleasedonthesitatetocomeandtalkwithmeIwanttobearesourceforyouIfyouprefertospeakwithsomeoneoutsideofthecoursetalktoDiCookorlookattheservicesavailabletoyouintheMonashstudentsupportservices
I(likemanypeople)amstillintheprocessoflearningaboutdiverseperspectivesandidentitiesIfsomethingwassaidinclass(byanyone)thatmadeyoufeeluncomfortablepleasetalktomeaboutit
4864
SharingReusingcode
IamwellawarethatahugevolumeofcodeisavailableonthewebtosolveanynumberofproblemsUnlessIexplicitlytellyounottousesomethingthecoursespolicyisthatyoumaymakeuseofanyonlineresources(egStackOverow)butyoumustexplicitlycitewhereyouobtainedanycodeyoudirectlyuse(oruseasinspiration)Thiscanbeassimpleaspastingthelinkinareferencessection
4964
SharingReusingcode
AnyrecycledcodenotexplicitlycitedwillbetreatedasplagiarismAssignmentgroupsmaynotdirectlysharecodewithanothergroupYouarewelcometodiscusstheproblemstogetherandaskforadvicebutyoumaynotmakedirectuseofcodefromanotherteam
5064
GroupAssignments
Assignment1willbeannouncedthisFriday
5164
GroupAssignments
ConductedaccordingtotheMonashpolicies
Whatweexpect
EachmemberofthegroupcompletestheentireassignmentasbesttheycanGroupmemberscompareanswersandcombineitintoonedocumentforthenalasubmission
5264
GroupAssignments
25oftheassignmentgradewillcomefrompeerevaluationPeerevaluationisanimportantlearningtool
Eachstudentwillberandomlyassignedanotherteamssubmissiontoprovidefeedbackonthreethings
1Couldyoureproducetheanalysis2Didyoulearnsomethingnewfromtheotherteamsapproach3Whatwouldyousuggesttoimprovetheirwork 5364
GroupAssignments
ConictscanariseingroupworkTheycanbebothproductiveanddestructiveTeamsneedtoworkonmanagingconictsandbuildingonthestrengthsofallteammembers
5464
GroupAssignments
ForeachassignmentyouwillbegiventheoptiontocommentontheeortsofyourothergroupmembersIfateammemberhasnotcontributedtoanassignmentsubmissiontheymightscorea0Inthissituationtheteamwillneedtodiscussteamfunctionanddysfunctionwiththeinstructor
5564
RandRStudio
5664
WhatisRRStudio
Risastatisticalprogramminglanguage
RStudioisaconvenientinterfaceforR(anintegrateddevelopmentenvironmentIDE)
5764
WhatisRRStudio
IfRwereanairplaneRStudiowouldbetheairportprovidingmanymanysupportingservicesthatmakeiteasierforyouthepilottotakeoandgotoawesomeplacesSureyoucanyanairplanewithoutanairportbuthavingthoserunwaysandsupportinginfrastructureisagame-changer
--JulieLowndes
5864
Letstakeatour-RRStudio
DEMO5964
6064
RessentialsAshortlist(fornow)Functionsare(mostoften)verbsfollowedbywhattheywillbeappliedtoinparentheses
do_this(to_this)do_that(to_thisto_thatwith_those)
Columns(variables)indataframesareaccessedwith$
dataframe$var_name
Packagesareinstalledwiththeinstallpackagesfunctionandloadedwiththelibraryfunctiononcepersession
installpackages(package_name)library(package_name)
6164
HowtoeditRcodeCreatingDataVisualisationsRRStudio
ConsoleUsingRasacalculatorEnvironmentLoadingandviewingadataframeAccessingavariableinadataframeRfunctions
Conceptsintroduced
6264
LabExercise
CheckyourknowledgeandcomprehensionbytakingyourrstlabquizonEd
GototheEDpageandcompletethelabquiz
NOTEReadingassignmentonEDsitedueby8ambeforeClassonFriday
6364
Shareandsharealike
ThisworkislicensedunderaCreativeCommonsAttribution-NonCommercial-ShareAlike40InternationalLicense
6464
EdSystem
DEMO
4364
4464
Tipsforaskingquestions
FirstsearchexistingdiscussionforanswersIfthequestionhasalreadybeenansweredyouredoneIfithasalreadybeenaskedbutyourenotsatisedwiththeansweraddtothethreadGiveyourquestioncontextfromcourseconceptsnotcourseassignments
GoodcontextIhaveaquestiononlteringBadcontextIhaveaquestiononAssignment1
4564
Tipsforaskingquestions
BepreciseinyourdescriptionGooddescriptionIamgettingthefollowingerrorandImnotsurehowtoresolveit-ErrorcouldnotfindfunctionggplotBaddescriptionRgivingerrorshelpmeAaaarrrrrgh
Rememberyoucaneditaquestionafterpostingit
4664
DiversityampInclusivenessIntentStudentsfromalldiversebackgroundsandperspectivesbewell-servedbythiscoursethatstudentslearningneedsbeaddressedbothinandoutofclassandthatthediversitythatthestudentsbringtothisclassbeviewedasaresourcestrengthandbenetItismyintenttopresentmaterialsandactivitiesthatarerespectfulofdiversitygenderidentitysexualitydisabilityagesocioeconomicstatusethnicityracenationalityreligionandcultureLetmeknowwaystoimprovetheeectivenessofthecourseforyoupersonallyorforotherstudentsorstudentgroups
Ifyouhaveanameandorsetofpronounsthatdierfromthosethatappearinyour ocial Monash records please let me know 4764
your ocial Monash records please let me know
DiversityampInclusivenessIfyoufeellikeyourperformanceintheclassisbeingimpactedbyyourexperiencesoutsideofclasspleasedonthesitatetocomeandtalkwithmeIwanttobearesourceforyouIfyouprefertospeakwithsomeoneoutsideofthecoursetalktoDiCookorlookattheservicesavailabletoyouintheMonashstudentsupportservices
I(likemanypeople)amstillintheprocessoflearningaboutdiverseperspectivesandidentitiesIfsomethingwassaidinclass(byanyone)thatmadeyoufeeluncomfortablepleasetalktomeaboutit
4864
SharingReusingcode
IamwellawarethatahugevolumeofcodeisavailableonthewebtosolveanynumberofproblemsUnlessIexplicitlytellyounottousesomethingthecoursespolicyisthatyoumaymakeuseofanyonlineresources(egStackOverow)butyoumustexplicitlycitewhereyouobtainedanycodeyoudirectlyuse(oruseasinspiration)Thiscanbeassimpleaspastingthelinkinareferencessection
4964
SharingReusingcode
AnyrecycledcodenotexplicitlycitedwillbetreatedasplagiarismAssignmentgroupsmaynotdirectlysharecodewithanothergroupYouarewelcometodiscusstheproblemstogetherandaskforadvicebutyoumaynotmakedirectuseofcodefromanotherteam
5064
GroupAssignments
Assignment1willbeannouncedthisFriday
5164
GroupAssignments
ConductedaccordingtotheMonashpolicies
Whatweexpect
EachmemberofthegroupcompletestheentireassignmentasbesttheycanGroupmemberscompareanswersandcombineitintoonedocumentforthenalasubmission
5264
GroupAssignments
25oftheassignmentgradewillcomefrompeerevaluationPeerevaluationisanimportantlearningtool
Eachstudentwillberandomlyassignedanotherteamssubmissiontoprovidefeedbackonthreethings
1Couldyoureproducetheanalysis2Didyoulearnsomethingnewfromtheotherteamsapproach3Whatwouldyousuggesttoimprovetheirwork 5364
GroupAssignments
ConictscanariseingroupworkTheycanbebothproductiveanddestructiveTeamsneedtoworkonmanagingconictsandbuildingonthestrengthsofallteammembers
5464
GroupAssignments
ForeachassignmentyouwillbegiventheoptiontocommentontheeortsofyourothergroupmembersIfateammemberhasnotcontributedtoanassignmentsubmissiontheymightscorea0Inthissituationtheteamwillneedtodiscussteamfunctionanddysfunctionwiththeinstructor
5564
RandRStudio
5664
WhatisRRStudio
Risastatisticalprogramminglanguage
RStudioisaconvenientinterfaceforR(anintegrateddevelopmentenvironmentIDE)
5764
WhatisRRStudio
IfRwereanairplaneRStudiowouldbetheairportprovidingmanymanysupportingservicesthatmakeiteasierforyouthepilottotakeoandgotoawesomeplacesSureyoucanyanairplanewithoutanairportbuthavingthoserunwaysandsupportinginfrastructureisagame-changer
--JulieLowndes
5864
Letstakeatour-RRStudio
DEMO5964
6064
RessentialsAshortlist(fornow)Functionsare(mostoften)verbsfollowedbywhattheywillbeappliedtoinparentheses
do_this(to_this)do_that(to_thisto_thatwith_those)
Columns(variables)indataframesareaccessedwith$
dataframe$var_name
Packagesareinstalledwiththeinstallpackagesfunctionandloadedwiththelibraryfunctiononcepersession
installpackages(package_name)library(package_name)
6164
HowtoeditRcodeCreatingDataVisualisationsRRStudio
ConsoleUsingRasacalculatorEnvironmentLoadingandviewingadataframeAccessingavariableinadataframeRfunctions
Conceptsintroduced
6264
LabExercise
CheckyourknowledgeandcomprehensionbytakingyourrstlabquizonEd
GototheEDpageandcompletethelabquiz
NOTEReadingassignmentonEDsitedueby8ambeforeClassonFriday
6364
Shareandsharealike
ThisworkislicensedunderaCreativeCommonsAttribution-NonCommercial-ShareAlike40InternationalLicense
6464
4464
Tipsforaskingquestions
FirstsearchexistingdiscussionforanswersIfthequestionhasalreadybeenansweredyouredoneIfithasalreadybeenaskedbutyourenotsatisedwiththeansweraddtothethreadGiveyourquestioncontextfromcourseconceptsnotcourseassignments
GoodcontextIhaveaquestiononlteringBadcontextIhaveaquestiononAssignment1
4564
Tipsforaskingquestions
BepreciseinyourdescriptionGooddescriptionIamgettingthefollowingerrorandImnotsurehowtoresolveit-ErrorcouldnotfindfunctionggplotBaddescriptionRgivingerrorshelpmeAaaarrrrrgh
Rememberyoucaneditaquestionafterpostingit
4664
DiversityampInclusivenessIntentStudentsfromalldiversebackgroundsandperspectivesbewell-servedbythiscoursethatstudentslearningneedsbeaddressedbothinandoutofclassandthatthediversitythatthestudentsbringtothisclassbeviewedasaresourcestrengthandbenetItismyintenttopresentmaterialsandactivitiesthatarerespectfulofdiversitygenderidentitysexualitydisabilityagesocioeconomicstatusethnicityracenationalityreligionandcultureLetmeknowwaystoimprovetheeectivenessofthecourseforyoupersonallyorforotherstudentsorstudentgroups
Ifyouhaveanameandorsetofpronounsthatdierfromthosethatappearinyour ocial Monash records please let me know 4764
your ocial Monash records please let me know
DiversityampInclusivenessIfyoufeellikeyourperformanceintheclassisbeingimpactedbyyourexperiencesoutsideofclasspleasedonthesitatetocomeandtalkwithmeIwanttobearesourceforyouIfyouprefertospeakwithsomeoneoutsideofthecoursetalktoDiCookorlookattheservicesavailabletoyouintheMonashstudentsupportservices
I(likemanypeople)amstillintheprocessoflearningaboutdiverseperspectivesandidentitiesIfsomethingwassaidinclass(byanyone)thatmadeyoufeeluncomfortablepleasetalktomeaboutit
4864
SharingReusingcode
IamwellawarethatahugevolumeofcodeisavailableonthewebtosolveanynumberofproblemsUnlessIexplicitlytellyounottousesomethingthecoursespolicyisthatyoumaymakeuseofanyonlineresources(egStackOverow)butyoumustexplicitlycitewhereyouobtainedanycodeyoudirectlyuse(oruseasinspiration)Thiscanbeassimpleaspastingthelinkinareferencessection
4964
SharingReusingcode
AnyrecycledcodenotexplicitlycitedwillbetreatedasplagiarismAssignmentgroupsmaynotdirectlysharecodewithanothergroupYouarewelcometodiscusstheproblemstogetherandaskforadvicebutyoumaynotmakedirectuseofcodefromanotherteam
5064
GroupAssignments
Assignment1willbeannouncedthisFriday
5164
GroupAssignments
ConductedaccordingtotheMonashpolicies
Whatweexpect
EachmemberofthegroupcompletestheentireassignmentasbesttheycanGroupmemberscompareanswersandcombineitintoonedocumentforthenalasubmission
5264
GroupAssignments
25oftheassignmentgradewillcomefrompeerevaluationPeerevaluationisanimportantlearningtool
Eachstudentwillberandomlyassignedanotherteamssubmissiontoprovidefeedbackonthreethings
1Couldyoureproducetheanalysis2Didyoulearnsomethingnewfromtheotherteamsapproach3Whatwouldyousuggesttoimprovetheirwork 5364
GroupAssignments
ConictscanariseingroupworkTheycanbebothproductiveanddestructiveTeamsneedtoworkonmanagingconictsandbuildingonthestrengthsofallteammembers
5464
GroupAssignments
ForeachassignmentyouwillbegiventheoptiontocommentontheeortsofyourothergroupmembersIfateammemberhasnotcontributedtoanassignmentsubmissiontheymightscorea0Inthissituationtheteamwillneedtodiscussteamfunctionanddysfunctionwiththeinstructor
5564
RandRStudio
5664
WhatisRRStudio
Risastatisticalprogramminglanguage
RStudioisaconvenientinterfaceforR(anintegrateddevelopmentenvironmentIDE)
5764
WhatisRRStudio
IfRwereanairplaneRStudiowouldbetheairportprovidingmanymanysupportingservicesthatmakeiteasierforyouthepilottotakeoandgotoawesomeplacesSureyoucanyanairplanewithoutanairportbuthavingthoserunwaysandsupportinginfrastructureisagame-changer
--JulieLowndes
5864
Letstakeatour-RRStudio
DEMO5964
6064
RessentialsAshortlist(fornow)Functionsare(mostoften)verbsfollowedbywhattheywillbeappliedtoinparentheses
do_this(to_this)do_that(to_thisto_thatwith_those)
Columns(variables)indataframesareaccessedwith$
dataframe$var_name
Packagesareinstalledwiththeinstallpackagesfunctionandloadedwiththelibraryfunctiononcepersession
installpackages(package_name)library(package_name)
6164
HowtoeditRcodeCreatingDataVisualisationsRRStudio
ConsoleUsingRasacalculatorEnvironmentLoadingandviewingadataframeAccessingavariableinadataframeRfunctions
Conceptsintroduced
6264
LabExercise
CheckyourknowledgeandcomprehensionbytakingyourrstlabquizonEd
GototheEDpageandcompletethelabquiz
NOTEReadingassignmentonEDsitedueby8ambeforeClassonFriday
6364
Shareandsharealike
ThisworkislicensedunderaCreativeCommonsAttribution-NonCommercial-ShareAlike40InternationalLicense
6464
Tipsforaskingquestions
FirstsearchexistingdiscussionforanswersIfthequestionhasalreadybeenansweredyouredoneIfithasalreadybeenaskedbutyourenotsatisedwiththeansweraddtothethreadGiveyourquestioncontextfromcourseconceptsnotcourseassignments
GoodcontextIhaveaquestiononlteringBadcontextIhaveaquestiononAssignment1
4564
Tipsforaskingquestions
BepreciseinyourdescriptionGooddescriptionIamgettingthefollowingerrorandImnotsurehowtoresolveit-ErrorcouldnotfindfunctionggplotBaddescriptionRgivingerrorshelpmeAaaarrrrrgh
Rememberyoucaneditaquestionafterpostingit
4664
DiversityampInclusivenessIntentStudentsfromalldiversebackgroundsandperspectivesbewell-servedbythiscoursethatstudentslearningneedsbeaddressedbothinandoutofclassandthatthediversitythatthestudentsbringtothisclassbeviewedasaresourcestrengthandbenetItismyintenttopresentmaterialsandactivitiesthatarerespectfulofdiversitygenderidentitysexualitydisabilityagesocioeconomicstatusethnicityracenationalityreligionandcultureLetmeknowwaystoimprovetheeectivenessofthecourseforyoupersonallyorforotherstudentsorstudentgroups
Ifyouhaveanameandorsetofpronounsthatdierfromthosethatappearinyour ocial Monash records please let me know 4764
your ocial Monash records please let me know
DiversityampInclusivenessIfyoufeellikeyourperformanceintheclassisbeingimpactedbyyourexperiencesoutsideofclasspleasedonthesitatetocomeandtalkwithmeIwanttobearesourceforyouIfyouprefertospeakwithsomeoneoutsideofthecoursetalktoDiCookorlookattheservicesavailabletoyouintheMonashstudentsupportservices
I(likemanypeople)amstillintheprocessoflearningaboutdiverseperspectivesandidentitiesIfsomethingwassaidinclass(byanyone)thatmadeyoufeeluncomfortablepleasetalktomeaboutit
4864
SharingReusingcode
IamwellawarethatahugevolumeofcodeisavailableonthewebtosolveanynumberofproblemsUnlessIexplicitlytellyounottousesomethingthecoursespolicyisthatyoumaymakeuseofanyonlineresources(egStackOverow)butyoumustexplicitlycitewhereyouobtainedanycodeyoudirectlyuse(oruseasinspiration)Thiscanbeassimpleaspastingthelinkinareferencessection
4964
SharingReusingcode
AnyrecycledcodenotexplicitlycitedwillbetreatedasplagiarismAssignmentgroupsmaynotdirectlysharecodewithanothergroupYouarewelcometodiscusstheproblemstogetherandaskforadvicebutyoumaynotmakedirectuseofcodefromanotherteam
5064
GroupAssignments
Assignment1willbeannouncedthisFriday
5164
GroupAssignments
ConductedaccordingtotheMonashpolicies
Whatweexpect
EachmemberofthegroupcompletestheentireassignmentasbesttheycanGroupmemberscompareanswersandcombineitintoonedocumentforthenalasubmission
5264
GroupAssignments
25oftheassignmentgradewillcomefrompeerevaluationPeerevaluationisanimportantlearningtool
Eachstudentwillberandomlyassignedanotherteamssubmissiontoprovidefeedbackonthreethings
1Couldyoureproducetheanalysis2Didyoulearnsomethingnewfromtheotherteamsapproach3Whatwouldyousuggesttoimprovetheirwork 5364
GroupAssignments
ConictscanariseingroupworkTheycanbebothproductiveanddestructiveTeamsneedtoworkonmanagingconictsandbuildingonthestrengthsofallteammembers
5464
GroupAssignments
ForeachassignmentyouwillbegiventheoptiontocommentontheeortsofyourothergroupmembersIfateammemberhasnotcontributedtoanassignmentsubmissiontheymightscorea0Inthissituationtheteamwillneedtodiscussteamfunctionanddysfunctionwiththeinstructor
5564
RandRStudio
5664
WhatisRRStudio
Risastatisticalprogramminglanguage
RStudioisaconvenientinterfaceforR(anintegrateddevelopmentenvironmentIDE)
5764
WhatisRRStudio
IfRwereanairplaneRStudiowouldbetheairportprovidingmanymanysupportingservicesthatmakeiteasierforyouthepilottotakeoandgotoawesomeplacesSureyoucanyanairplanewithoutanairportbuthavingthoserunwaysandsupportinginfrastructureisagame-changer
--JulieLowndes
5864
Letstakeatour-RRStudio
DEMO5964
6064
RessentialsAshortlist(fornow)Functionsare(mostoften)verbsfollowedbywhattheywillbeappliedtoinparentheses
do_this(to_this)do_that(to_thisto_thatwith_those)
Columns(variables)indataframesareaccessedwith$
dataframe$var_name
Packagesareinstalledwiththeinstallpackagesfunctionandloadedwiththelibraryfunctiononcepersession
installpackages(package_name)library(package_name)
6164
HowtoeditRcodeCreatingDataVisualisationsRRStudio
ConsoleUsingRasacalculatorEnvironmentLoadingandviewingadataframeAccessingavariableinadataframeRfunctions
Conceptsintroduced
6264
LabExercise
CheckyourknowledgeandcomprehensionbytakingyourrstlabquizonEd
GototheEDpageandcompletethelabquiz
NOTEReadingassignmentonEDsitedueby8ambeforeClassonFriday
6364
Shareandsharealike
ThisworkislicensedunderaCreativeCommonsAttribution-NonCommercial-ShareAlike40InternationalLicense
6464
Tipsforaskingquestions
BepreciseinyourdescriptionGooddescriptionIamgettingthefollowingerrorandImnotsurehowtoresolveit-ErrorcouldnotfindfunctionggplotBaddescriptionRgivingerrorshelpmeAaaarrrrrgh
Rememberyoucaneditaquestionafterpostingit
4664
DiversityampInclusivenessIntentStudentsfromalldiversebackgroundsandperspectivesbewell-servedbythiscoursethatstudentslearningneedsbeaddressedbothinandoutofclassandthatthediversitythatthestudentsbringtothisclassbeviewedasaresourcestrengthandbenetItismyintenttopresentmaterialsandactivitiesthatarerespectfulofdiversitygenderidentitysexualitydisabilityagesocioeconomicstatusethnicityracenationalityreligionandcultureLetmeknowwaystoimprovetheeectivenessofthecourseforyoupersonallyorforotherstudentsorstudentgroups
Ifyouhaveanameandorsetofpronounsthatdierfromthosethatappearinyour ocial Monash records please let me know 4764
your ocial Monash records please let me know
DiversityampInclusivenessIfyoufeellikeyourperformanceintheclassisbeingimpactedbyyourexperiencesoutsideofclasspleasedonthesitatetocomeandtalkwithmeIwanttobearesourceforyouIfyouprefertospeakwithsomeoneoutsideofthecoursetalktoDiCookorlookattheservicesavailabletoyouintheMonashstudentsupportservices
I(likemanypeople)amstillintheprocessoflearningaboutdiverseperspectivesandidentitiesIfsomethingwassaidinclass(byanyone)thatmadeyoufeeluncomfortablepleasetalktomeaboutit
4864
SharingReusingcode
IamwellawarethatahugevolumeofcodeisavailableonthewebtosolveanynumberofproblemsUnlessIexplicitlytellyounottousesomethingthecoursespolicyisthatyoumaymakeuseofanyonlineresources(egStackOverow)butyoumustexplicitlycitewhereyouobtainedanycodeyoudirectlyuse(oruseasinspiration)Thiscanbeassimpleaspastingthelinkinareferencessection
4964
SharingReusingcode
AnyrecycledcodenotexplicitlycitedwillbetreatedasplagiarismAssignmentgroupsmaynotdirectlysharecodewithanothergroupYouarewelcometodiscusstheproblemstogetherandaskforadvicebutyoumaynotmakedirectuseofcodefromanotherteam
5064
GroupAssignments
Assignment1willbeannouncedthisFriday
5164
GroupAssignments
ConductedaccordingtotheMonashpolicies
Whatweexpect
EachmemberofthegroupcompletestheentireassignmentasbesttheycanGroupmemberscompareanswersandcombineitintoonedocumentforthenalasubmission
5264
GroupAssignments
25oftheassignmentgradewillcomefrompeerevaluationPeerevaluationisanimportantlearningtool
Eachstudentwillberandomlyassignedanotherteamssubmissiontoprovidefeedbackonthreethings
1Couldyoureproducetheanalysis2Didyoulearnsomethingnewfromtheotherteamsapproach3Whatwouldyousuggesttoimprovetheirwork 5364
GroupAssignments
ConictscanariseingroupworkTheycanbebothproductiveanddestructiveTeamsneedtoworkonmanagingconictsandbuildingonthestrengthsofallteammembers
5464
GroupAssignments
ForeachassignmentyouwillbegiventheoptiontocommentontheeortsofyourothergroupmembersIfateammemberhasnotcontributedtoanassignmentsubmissiontheymightscorea0Inthissituationtheteamwillneedtodiscussteamfunctionanddysfunctionwiththeinstructor
5564
RandRStudio
5664
WhatisRRStudio
Risastatisticalprogramminglanguage
RStudioisaconvenientinterfaceforR(anintegrateddevelopmentenvironmentIDE)
5764
WhatisRRStudio
IfRwereanairplaneRStudiowouldbetheairportprovidingmanymanysupportingservicesthatmakeiteasierforyouthepilottotakeoandgotoawesomeplacesSureyoucanyanairplanewithoutanairportbuthavingthoserunwaysandsupportinginfrastructureisagame-changer
--JulieLowndes
5864
Letstakeatour-RRStudio
DEMO5964
6064
RessentialsAshortlist(fornow)Functionsare(mostoften)verbsfollowedbywhattheywillbeappliedtoinparentheses
do_this(to_this)do_that(to_thisto_thatwith_those)
Columns(variables)indataframesareaccessedwith$
dataframe$var_name
Packagesareinstalledwiththeinstallpackagesfunctionandloadedwiththelibraryfunctiononcepersession
installpackages(package_name)library(package_name)
6164
HowtoeditRcodeCreatingDataVisualisationsRRStudio
ConsoleUsingRasacalculatorEnvironmentLoadingandviewingadataframeAccessingavariableinadataframeRfunctions
Conceptsintroduced
6264
LabExercise
CheckyourknowledgeandcomprehensionbytakingyourrstlabquizonEd
GototheEDpageandcompletethelabquiz
NOTEReadingassignmentonEDsitedueby8ambeforeClassonFriday
6364
Shareandsharealike
ThisworkislicensedunderaCreativeCommonsAttribution-NonCommercial-ShareAlike40InternationalLicense
6464
DiversityampInclusivenessIntentStudentsfromalldiversebackgroundsandperspectivesbewell-servedbythiscoursethatstudentslearningneedsbeaddressedbothinandoutofclassandthatthediversitythatthestudentsbringtothisclassbeviewedasaresourcestrengthandbenetItismyintenttopresentmaterialsandactivitiesthatarerespectfulofdiversitygenderidentitysexualitydisabilityagesocioeconomicstatusethnicityracenationalityreligionandcultureLetmeknowwaystoimprovetheeectivenessofthecourseforyoupersonallyorforotherstudentsorstudentgroups
Ifyouhaveanameandorsetofpronounsthatdierfromthosethatappearinyour ocial Monash records please let me know 4764
your ocial Monash records please let me know
DiversityampInclusivenessIfyoufeellikeyourperformanceintheclassisbeingimpactedbyyourexperiencesoutsideofclasspleasedonthesitatetocomeandtalkwithmeIwanttobearesourceforyouIfyouprefertospeakwithsomeoneoutsideofthecoursetalktoDiCookorlookattheservicesavailabletoyouintheMonashstudentsupportservices
I(likemanypeople)amstillintheprocessoflearningaboutdiverseperspectivesandidentitiesIfsomethingwassaidinclass(byanyone)thatmadeyoufeeluncomfortablepleasetalktomeaboutit
4864
SharingReusingcode
IamwellawarethatahugevolumeofcodeisavailableonthewebtosolveanynumberofproblemsUnlessIexplicitlytellyounottousesomethingthecoursespolicyisthatyoumaymakeuseofanyonlineresources(egStackOverow)butyoumustexplicitlycitewhereyouobtainedanycodeyoudirectlyuse(oruseasinspiration)Thiscanbeassimpleaspastingthelinkinareferencessection
4964
SharingReusingcode
AnyrecycledcodenotexplicitlycitedwillbetreatedasplagiarismAssignmentgroupsmaynotdirectlysharecodewithanothergroupYouarewelcometodiscusstheproblemstogetherandaskforadvicebutyoumaynotmakedirectuseofcodefromanotherteam
5064
GroupAssignments
Assignment1willbeannouncedthisFriday
5164
GroupAssignments
ConductedaccordingtotheMonashpolicies
Whatweexpect
EachmemberofthegroupcompletestheentireassignmentasbesttheycanGroupmemberscompareanswersandcombineitintoonedocumentforthenalasubmission
5264
GroupAssignments
25oftheassignmentgradewillcomefrompeerevaluationPeerevaluationisanimportantlearningtool
Eachstudentwillberandomlyassignedanotherteamssubmissiontoprovidefeedbackonthreethings
1Couldyoureproducetheanalysis2Didyoulearnsomethingnewfromtheotherteamsapproach3Whatwouldyousuggesttoimprovetheirwork 5364
GroupAssignments
ConictscanariseingroupworkTheycanbebothproductiveanddestructiveTeamsneedtoworkonmanagingconictsandbuildingonthestrengthsofallteammembers
5464
GroupAssignments
ForeachassignmentyouwillbegiventheoptiontocommentontheeortsofyourothergroupmembersIfateammemberhasnotcontributedtoanassignmentsubmissiontheymightscorea0Inthissituationtheteamwillneedtodiscussteamfunctionanddysfunctionwiththeinstructor
5564
RandRStudio
5664
WhatisRRStudio
Risastatisticalprogramminglanguage
RStudioisaconvenientinterfaceforR(anintegrateddevelopmentenvironmentIDE)
5764
WhatisRRStudio
IfRwereanairplaneRStudiowouldbetheairportprovidingmanymanysupportingservicesthatmakeiteasierforyouthepilottotakeoandgotoawesomeplacesSureyoucanyanairplanewithoutanairportbuthavingthoserunwaysandsupportinginfrastructureisagame-changer
--JulieLowndes
5864
Letstakeatour-RRStudio
DEMO5964
6064
RessentialsAshortlist(fornow)Functionsare(mostoften)verbsfollowedbywhattheywillbeappliedtoinparentheses
do_this(to_this)do_that(to_thisto_thatwith_those)
Columns(variables)indataframesareaccessedwith$
dataframe$var_name
Packagesareinstalledwiththeinstallpackagesfunctionandloadedwiththelibraryfunctiononcepersession
installpackages(package_name)library(package_name)
6164
HowtoeditRcodeCreatingDataVisualisationsRRStudio
ConsoleUsingRasacalculatorEnvironmentLoadingandviewingadataframeAccessingavariableinadataframeRfunctions
Conceptsintroduced
6264
LabExercise
CheckyourknowledgeandcomprehensionbytakingyourrstlabquizonEd
GototheEDpageandcompletethelabquiz
NOTEReadingassignmentonEDsitedueby8ambeforeClassonFriday
6364
Shareandsharealike
ThisworkislicensedunderaCreativeCommonsAttribution-NonCommercial-ShareAlike40InternationalLicense
6464
your ocial Monash records please let me know
DiversityampInclusivenessIfyoufeellikeyourperformanceintheclassisbeingimpactedbyyourexperiencesoutsideofclasspleasedonthesitatetocomeandtalkwithmeIwanttobearesourceforyouIfyouprefertospeakwithsomeoneoutsideofthecoursetalktoDiCookorlookattheservicesavailabletoyouintheMonashstudentsupportservices
I(likemanypeople)amstillintheprocessoflearningaboutdiverseperspectivesandidentitiesIfsomethingwassaidinclass(byanyone)thatmadeyoufeeluncomfortablepleasetalktomeaboutit
4864
SharingReusingcode
IamwellawarethatahugevolumeofcodeisavailableonthewebtosolveanynumberofproblemsUnlessIexplicitlytellyounottousesomethingthecoursespolicyisthatyoumaymakeuseofanyonlineresources(egStackOverow)butyoumustexplicitlycitewhereyouobtainedanycodeyoudirectlyuse(oruseasinspiration)Thiscanbeassimpleaspastingthelinkinareferencessection
4964
SharingReusingcode
AnyrecycledcodenotexplicitlycitedwillbetreatedasplagiarismAssignmentgroupsmaynotdirectlysharecodewithanothergroupYouarewelcometodiscusstheproblemstogetherandaskforadvicebutyoumaynotmakedirectuseofcodefromanotherteam
5064
GroupAssignments
Assignment1willbeannouncedthisFriday
5164
GroupAssignments
ConductedaccordingtotheMonashpolicies
Whatweexpect
EachmemberofthegroupcompletestheentireassignmentasbesttheycanGroupmemberscompareanswersandcombineitintoonedocumentforthenalasubmission
5264
GroupAssignments
25oftheassignmentgradewillcomefrompeerevaluationPeerevaluationisanimportantlearningtool
Eachstudentwillberandomlyassignedanotherteamssubmissiontoprovidefeedbackonthreethings
1Couldyoureproducetheanalysis2Didyoulearnsomethingnewfromtheotherteamsapproach3Whatwouldyousuggesttoimprovetheirwork 5364
GroupAssignments
ConictscanariseingroupworkTheycanbebothproductiveanddestructiveTeamsneedtoworkonmanagingconictsandbuildingonthestrengthsofallteammembers
5464
GroupAssignments
ForeachassignmentyouwillbegiventheoptiontocommentontheeortsofyourothergroupmembersIfateammemberhasnotcontributedtoanassignmentsubmissiontheymightscorea0Inthissituationtheteamwillneedtodiscussteamfunctionanddysfunctionwiththeinstructor
5564
RandRStudio
5664
WhatisRRStudio
Risastatisticalprogramminglanguage
RStudioisaconvenientinterfaceforR(anintegrateddevelopmentenvironmentIDE)
5764
WhatisRRStudio
IfRwereanairplaneRStudiowouldbetheairportprovidingmanymanysupportingservicesthatmakeiteasierforyouthepilottotakeoandgotoawesomeplacesSureyoucanyanairplanewithoutanairportbuthavingthoserunwaysandsupportinginfrastructureisagame-changer
--JulieLowndes
5864
Letstakeatour-RRStudio
DEMO5964
6064
RessentialsAshortlist(fornow)Functionsare(mostoften)verbsfollowedbywhattheywillbeappliedtoinparentheses
do_this(to_this)do_that(to_thisto_thatwith_those)
Columns(variables)indataframesareaccessedwith$
dataframe$var_name
Packagesareinstalledwiththeinstallpackagesfunctionandloadedwiththelibraryfunctiononcepersession
installpackages(package_name)library(package_name)
6164
HowtoeditRcodeCreatingDataVisualisationsRRStudio
ConsoleUsingRasacalculatorEnvironmentLoadingandviewingadataframeAccessingavariableinadataframeRfunctions
Conceptsintroduced
6264
LabExercise
CheckyourknowledgeandcomprehensionbytakingyourrstlabquizonEd
GototheEDpageandcompletethelabquiz
NOTEReadingassignmentonEDsitedueby8ambeforeClassonFriday
6364
Shareandsharealike
ThisworkislicensedunderaCreativeCommonsAttribution-NonCommercial-ShareAlike40InternationalLicense
6464
SharingReusingcode
IamwellawarethatahugevolumeofcodeisavailableonthewebtosolveanynumberofproblemsUnlessIexplicitlytellyounottousesomethingthecoursespolicyisthatyoumaymakeuseofanyonlineresources(egStackOverow)butyoumustexplicitlycitewhereyouobtainedanycodeyoudirectlyuse(oruseasinspiration)Thiscanbeassimpleaspastingthelinkinareferencessection
4964
SharingReusingcode
AnyrecycledcodenotexplicitlycitedwillbetreatedasplagiarismAssignmentgroupsmaynotdirectlysharecodewithanothergroupYouarewelcometodiscusstheproblemstogetherandaskforadvicebutyoumaynotmakedirectuseofcodefromanotherteam
5064
GroupAssignments
Assignment1willbeannouncedthisFriday
5164
GroupAssignments
ConductedaccordingtotheMonashpolicies
Whatweexpect
EachmemberofthegroupcompletestheentireassignmentasbesttheycanGroupmemberscompareanswersandcombineitintoonedocumentforthenalasubmission
5264
GroupAssignments
25oftheassignmentgradewillcomefrompeerevaluationPeerevaluationisanimportantlearningtool
Eachstudentwillberandomlyassignedanotherteamssubmissiontoprovidefeedbackonthreethings
1Couldyoureproducetheanalysis2Didyoulearnsomethingnewfromtheotherteamsapproach3Whatwouldyousuggesttoimprovetheirwork 5364
GroupAssignments
ConictscanariseingroupworkTheycanbebothproductiveanddestructiveTeamsneedtoworkonmanagingconictsandbuildingonthestrengthsofallteammembers
5464
GroupAssignments
ForeachassignmentyouwillbegiventheoptiontocommentontheeortsofyourothergroupmembersIfateammemberhasnotcontributedtoanassignmentsubmissiontheymightscorea0Inthissituationtheteamwillneedtodiscussteamfunctionanddysfunctionwiththeinstructor
5564
RandRStudio
5664
WhatisRRStudio
Risastatisticalprogramminglanguage
RStudioisaconvenientinterfaceforR(anintegrateddevelopmentenvironmentIDE)
5764
WhatisRRStudio
IfRwereanairplaneRStudiowouldbetheairportprovidingmanymanysupportingservicesthatmakeiteasierforyouthepilottotakeoandgotoawesomeplacesSureyoucanyanairplanewithoutanairportbuthavingthoserunwaysandsupportinginfrastructureisagame-changer
--JulieLowndes
5864
Letstakeatour-RRStudio
DEMO5964
6064
RessentialsAshortlist(fornow)Functionsare(mostoften)verbsfollowedbywhattheywillbeappliedtoinparentheses
do_this(to_this)do_that(to_thisto_thatwith_those)
Columns(variables)indataframesareaccessedwith$
dataframe$var_name
Packagesareinstalledwiththeinstallpackagesfunctionandloadedwiththelibraryfunctiononcepersession
installpackages(package_name)library(package_name)
6164
HowtoeditRcodeCreatingDataVisualisationsRRStudio
ConsoleUsingRasacalculatorEnvironmentLoadingandviewingadataframeAccessingavariableinadataframeRfunctions
Conceptsintroduced
6264
LabExercise
CheckyourknowledgeandcomprehensionbytakingyourrstlabquizonEd
GototheEDpageandcompletethelabquiz
NOTEReadingassignmentonEDsitedueby8ambeforeClassonFriday
6364
Shareandsharealike
ThisworkislicensedunderaCreativeCommonsAttribution-NonCommercial-ShareAlike40InternationalLicense
6464
SharingReusingcode
AnyrecycledcodenotexplicitlycitedwillbetreatedasplagiarismAssignmentgroupsmaynotdirectlysharecodewithanothergroupYouarewelcometodiscusstheproblemstogetherandaskforadvicebutyoumaynotmakedirectuseofcodefromanotherteam
5064
GroupAssignments
Assignment1willbeannouncedthisFriday
5164
GroupAssignments
ConductedaccordingtotheMonashpolicies
Whatweexpect
EachmemberofthegroupcompletestheentireassignmentasbesttheycanGroupmemberscompareanswersandcombineitintoonedocumentforthenalasubmission
5264
GroupAssignments
25oftheassignmentgradewillcomefrompeerevaluationPeerevaluationisanimportantlearningtool
Eachstudentwillberandomlyassignedanotherteamssubmissiontoprovidefeedbackonthreethings
1Couldyoureproducetheanalysis2Didyoulearnsomethingnewfromtheotherteamsapproach3Whatwouldyousuggesttoimprovetheirwork 5364
GroupAssignments
ConictscanariseingroupworkTheycanbebothproductiveanddestructiveTeamsneedtoworkonmanagingconictsandbuildingonthestrengthsofallteammembers
5464
GroupAssignments
ForeachassignmentyouwillbegiventheoptiontocommentontheeortsofyourothergroupmembersIfateammemberhasnotcontributedtoanassignmentsubmissiontheymightscorea0Inthissituationtheteamwillneedtodiscussteamfunctionanddysfunctionwiththeinstructor
5564
RandRStudio
5664
WhatisRRStudio
Risastatisticalprogramminglanguage
RStudioisaconvenientinterfaceforR(anintegrateddevelopmentenvironmentIDE)
5764
WhatisRRStudio
IfRwereanairplaneRStudiowouldbetheairportprovidingmanymanysupportingservicesthatmakeiteasierforyouthepilottotakeoandgotoawesomeplacesSureyoucanyanairplanewithoutanairportbuthavingthoserunwaysandsupportinginfrastructureisagame-changer
--JulieLowndes
5864
Letstakeatour-RRStudio
DEMO5964
6064
RessentialsAshortlist(fornow)Functionsare(mostoften)verbsfollowedbywhattheywillbeappliedtoinparentheses
do_this(to_this)do_that(to_thisto_thatwith_those)
Columns(variables)indataframesareaccessedwith$
dataframe$var_name
Packagesareinstalledwiththeinstallpackagesfunctionandloadedwiththelibraryfunctiononcepersession
installpackages(package_name)library(package_name)
6164
HowtoeditRcodeCreatingDataVisualisationsRRStudio
ConsoleUsingRasacalculatorEnvironmentLoadingandviewingadataframeAccessingavariableinadataframeRfunctions
Conceptsintroduced
6264
LabExercise
CheckyourknowledgeandcomprehensionbytakingyourrstlabquizonEd
GototheEDpageandcompletethelabquiz
NOTEReadingassignmentonEDsitedueby8ambeforeClassonFriday
6364
Shareandsharealike
ThisworkislicensedunderaCreativeCommonsAttribution-NonCommercial-ShareAlike40InternationalLicense
6464
GroupAssignments
Assignment1willbeannouncedthisFriday
5164
GroupAssignments
ConductedaccordingtotheMonashpolicies
Whatweexpect
EachmemberofthegroupcompletestheentireassignmentasbesttheycanGroupmemberscompareanswersandcombineitintoonedocumentforthenalasubmission
5264
GroupAssignments
25oftheassignmentgradewillcomefrompeerevaluationPeerevaluationisanimportantlearningtool
Eachstudentwillberandomlyassignedanotherteamssubmissiontoprovidefeedbackonthreethings
1Couldyoureproducetheanalysis2Didyoulearnsomethingnewfromtheotherteamsapproach3Whatwouldyousuggesttoimprovetheirwork 5364
GroupAssignments
ConictscanariseingroupworkTheycanbebothproductiveanddestructiveTeamsneedtoworkonmanagingconictsandbuildingonthestrengthsofallteammembers
5464
GroupAssignments
ForeachassignmentyouwillbegiventheoptiontocommentontheeortsofyourothergroupmembersIfateammemberhasnotcontributedtoanassignmentsubmissiontheymightscorea0Inthissituationtheteamwillneedtodiscussteamfunctionanddysfunctionwiththeinstructor
5564
RandRStudio
5664
WhatisRRStudio
Risastatisticalprogramminglanguage
RStudioisaconvenientinterfaceforR(anintegrateddevelopmentenvironmentIDE)
5764
WhatisRRStudio
IfRwereanairplaneRStudiowouldbetheairportprovidingmanymanysupportingservicesthatmakeiteasierforyouthepilottotakeoandgotoawesomeplacesSureyoucanyanairplanewithoutanairportbuthavingthoserunwaysandsupportinginfrastructureisagame-changer
--JulieLowndes
5864
Letstakeatour-RRStudio
DEMO5964
6064
RessentialsAshortlist(fornow)Functionsare(mostoften)verbsfollowedbywhattheywillbeappliedtoinparentheses
do_this(to_this)do_that(to_thisto_thatwith_those)
Columns(variables)indataframesareaccessedwith$
dataframe$var_name
Packagesareinstalledwiththeinstallpackagesfunctionandloadedwiththelibraryfunctiononcepersession
installpackages(package_name)library(package_name)
6164
HowtoeditRcodeCreatingDataVisualisationsRRStudio
ConsoleUsingRasacalculatorEnvironmentLoadingandviewingadataframeAccessingavariableinadataframeRfunctions
Conceptsintroduced
6264
LabExercise
CheckyourknowledgeandcomprehensionbytakingyourrstlabquizonEd
GototheEDpageandcompletethelabquiz
NOTEReadingassignmentonEDsitedueby8ambeforeClassonFriday
6364
Shareandsharealike
ThisworkislicensedunderaCreativeCommonsAttribution-NonCommercial-ShareAlike40InternationalLicense
6464
GroupAssignments
ConductedaccordingtotheMonashpolicies
Whatweexpect
EachmemberofthegroupcompletestheentireassignmentasbesttheycanGroupmemberscompareanswersandcombineitintoonedocumentforthenalasubmission
5264
GroupAssignments
25oftheassignmentgradewillcomefrompeerevaluationPeerevaluationisanimportantlearningtool
Eachstudentwillberandomlyassignedanotherteamssubmissiontoprovidefeedbackonthreethings
1Couldyoureproducetheanalysis2Didyoulearnsomethingnewfromtheotherteamsapproach3Whatwouldyousuggesttoimprovetheirwork 5364
GroupAssignments
ConictscanariseingroupworkTheycanbebothproductiveanddestructiveTeamsneedtoworkonmanagingconictsandbuildingonthestrengthsofallteammembers
5464
GroupAssignments
ForeachassignmentyouwillbegiventheoptiontocommentontheeortsofyourothergroupmembersIfateammemberhasnotcontributedtoanassignmentsubmissiontheymightscorea0Inthissituationtheteamwillneedtodiscussteamfunctionanddysfunctionwiththeinstructor
5564
RandRStudio
5664
WhatisRRStudio
Risastatisticalprogramminglanguage
RStudioisaconvenientinterfaceforR(anintegrateddevelopmentenvironmentIDE)
5764
WhatisRRStudio
IfRwereanairplaneRStudiowouldbetheairportprovidingmanymanysupportingservicesthatmakeiteasierforyouthepilottotakeoandgotoawesomeplacesSureyoucanyanairplanewithoutanairportbuthavingthoserunwaysandsupportinginfrastructureisagame-changer
--JulieLowndes
5864
Letstakeatour-RRStudio
DEMO5964
6064
RessentialsAshortlist(fornow)Functionsare(mostoften)verbsfollowedbywhattheywillbeappliedtoinparentheses
do_this(to_this)do_that(to_thisto_thatwith_those)
Columns(variables)indataframesareaccessedwith$
dataframe$var_name
Packagesareinstalledwiththeinstallpackagesfunctionandloadedwiththelibraryfunctiononcepersession
installpackages(package_name)library(package_name)
6164
HowtoeditRcodeCreatingDataVisualisationsRRStudio
ConsoleUsingRasacalculatorEnvironmentLoadingandviewingadataframeAccessingavariableinadataframeRfunctions
Conceptsintroduced
6264
LabExercise
CheckyourknowledgeandcomprehensionbytakingyourrstlabquizonEd
GototheEDpageandcompletethelabquiz
NOTEReadingassignmentonEDsitedueby8ambeforeClassonFriday
6364
Shareandsharealike
ThisworkislicensedunderaCreativeCommonsAttribution-NonCommercial-ShareAlike40InternationalLicense
6464
GroupAssignments
25oftheassignmentgradewillcomefrompeerevaluationPeerevaluationisanimportantlearningtool
Eachstudentwillberandomlyassignedanotherteamssubmissiontoprovidefeedbackonthreethings
1Couldyoureproducetheanalysis2Didyoulearnsomethingnewfromtheotherteamsapproach3Whatwouldyousuggesttoimprovetheirwork 5364
GroupAssignments
ConictscanariseingroupworkTheycanbebothproductiveanddestructiveTeamsneedtoworkonmanagingconictsandbuildingonthestrengthsofallteammembers
5464
GroupAssignments
ForeachassignmentyouwillbegiventheoptiontocommentontheeortsofyourothergroupmembersIfateammemberhasnotcontributedtoanassignmentsubmissiontheymightscorea0Inthissituationtheteamwillneedtodiscussteamfunctionanddysfunctionwiththeinstructor
5564
RandRStudio
5664
WhatisRRStudio
Risastatisticalprogramminglanguage
RStudioisaconvenientinterfaceforR(anintegrateddevelopmentenvironmentIDE)
5764
WhatisRRStudio
IfRwereanairplaneRStudiowouldbetheairportprovidingmanymanysupportingservicesthatmakeiteasierforyouthepilottotakeoandgotoawesomeplacesSureyoucanyanairplanewithoutanairportbuthavingthoserunwaysandsupportinginfrastructureisagame-changer
--JulieLowndes
5864
Letstakeatour-RRStudio
DEMO5964
6064
RessentialsAshortlist(fornow)Functionsare(mostoften)verbsfollowedbywhattheywillbeappliedtoinparentheses
do_this(to_this)do_that(to_thisto_thatwith_those)
Columns(variables)indataframesareaccessedwith$
dataframe$var_name
Packagesareinstalledwiththeinstallpackagesfunctionandloadedwiththelibraryfunctiononcepersession
installpackages(package_name)library(package_name)
6164
HowtoeditRcodeCreatingDataVisualisationsRRStudio
ConsoleUsingRasacalculatorEnvironmentLoadingandviewingadataframeAccessingavariableinadataframeRfunctions
Conceptsintroduced
6264
LabExercise
CheckyourknowledgeandcomprehensionbytakingyourrstlabquizonEd
GototheEDpageandcompletethelabquiz
NOTEReadingassignmentonEDsitedueby8ambeforeClassonFriday
6364
Shareandsharealike
ThisworkislicensedunderaCreativeCommonsAttribution-NonCommercial-ShareAlike40InternationalLicense
6464
GroupAssignments
ConictscanariseingroupworkTheycanbebothproductiveanddestructiveTeamsneedtoworkonmanagingconictsandbuildingonthestrengthsofallteammembers
5464
GroupAssignments
ForeachassignmentyouwillbegiventheoptiontocommentontheeortsofyourothergroupmembersIfateammemberhasnotcontributedtoanassignmentsubmissiontheymightscorea0Inthissituationtheteamwillneedtodiscussteamfunctionanddysfunctionwiththeinstructor
5564
RandRStudio
5664
WhatisRRStudio
Risastatisticalprogramminglanguage
RStudioisaconvenientinterfaceforR(anintegrateddevelopmentenvironmentIDE)
5764
WhatisRRStudio
IfRwereanairplaneRStudiowouldbetheairportprovidingmanymanysupportingservicesthatmakeiteasierforyouthepilottotakeoandgotoawesomeplacesSureyoucanyanairplanewithoutanairportbuthavingthoserunwaysandsupportinginfrastructureisagame-changer
--JulieLowndes
5864
Letstakeatour-RRStudio
DEMO5964
6064
RessentialsAshortlist(fornow)Functionsare(mostoften)verbsfollowedbywhattheywillbeappliedtoinparentheses
do_this(to_this)do_that(to_thisto_thatwith_those)
Columns(variables)indataframesareaccessedwith$
dataframe$var_name
Packagesareinstalledwiththeinstallpackagesfunctionandloadedwiththelibraryfunctiononcepersession
installpackages(package_name)library(package_name)
6164
HowtoeditRcodeCreatingDataVisualisationsRRStudio
ConsoleUsingRasacalculatorEnvironmentLoadingandviewingadataframeAccessingavariableinadataframeRfunctions
Conceptsintroduced
6264
LabExercise
CheckyourknowledgeandcomprehensionbytakingyourrstlabquizonEd
GototheEDpageandcompletethelabquiz
NOTEReadingassignmentonEDsitedueby8ambeforeClassonFriday
6364
Shareandsharealike
ThisworkislicensedunderaCreativeCommonsAttribution-NonCommercial-ShareAlike40InternationalLicense
6464
GroupAssignments
ForeachassignmentyouwillbegiventheoptiontocommentontheeortsofyourothergroupmembersIfateammemberhasnotcontributedtoanassignmentsubmissiontheymightscorea0Inthissituationtheteamwillneedtodiscussteamfunctionanddysfunctionwiththeinstructor
5564
RandRStudio
5664
WhatisRRStudio
Risastatisticalprogramminglanguage
RStudioisaconvenientinterfaceforR(anintegrateddevelopmentenvironmentIDE)
5764
WhatisRRStudio
IfRwereanairplaneRStudiowouldbetheairportprovidingmanymanysupportingservicesthatmakeiteasierforyouthepilottotakeoandgotoawesomeplacesSureyoucanyanairplanewithoutanairportbuthavingthoserunwaysandsupportinginfrastructureisagame-changer
--JulieLowndes
5864
Letstakeatour-RRStudio
DEMO5964
6064
RessentialsAshortlist(fornow)Functionsare(mostoften)verbsfollowedbywhattheywillbeappliedtoinparentheses
do_this(to_this)do_that(to_thisto_thatwith_those)
Columns(variables)indataframesareaccessedwith$
dataframe$var_name
Packagesareinstalledwiththeinstallpackagesfunctionandloadedwiththelibraryfunctiononcepersession
installpackages(package_name)library(package_name)
6164
HowtoeditRcodeCreatingDataVisualisationsRRStudio
ConsoleUsingRasacalculatorEnvironmentLoadingandviewingadataframeAccessingavariableinadataframeRfunctions
Conceptsintroduced
6264
LabExercise
CheckyourknowledgeandcomprehensionbytakingyourrstlabquizonEd
GototheEDpageandcompletethelabquiz
NOTEReadingassignmentonEDsitedueby8ambeforeClassonFriday
6364
Shareandsharealike
ThisworkislicensedunderaCreativeCommonsAttribution-NonCommercial-ShareAlike40InternationalLicense
6464
RandRStudio
5664
WhatisRRStudio
Risastatisticalprogramminglanguage
RStudioisaconvenientinterfaceforR(anintegrateddevelopmentenvironmentIDE)
5764
WhatisRRStudio
IfRwereanairplaneRStudiowouldbetheairportprovidingmanymanysupportingservicesthatmakeiteasierforyouthepilottotakeoandgotoawesomeplacesSureyoucanyanairplanewithoutanairportbuthavingthoserunwaysandsupportinginfrastructureisagame-changer
--JulieLowndes
5864
Letstakeatour-RRStudio
DEMO5964
6064
RessentialsAshortlist(fornow)Functionsare(mostoften)verbsfollowedbywhattheywillbeappliedtoinparentheses
do_this(to_this)do_that(to_thisto_thatwith_those)
Columns(variables)indataframesareaccessedwith$
dataframe$var_name
Packagesareinstalledwiththeinstallpackagesfunctionandloadedwiththelibraryfunctiononcepersession
installpackages(package_name)library(package_name)
6164
HowtoeditRcodeCreatingDataVisualisationsRRStudio
ConsoleUsingRasacalculatorEnvironmentLoadingandviewingadataframeAccessingavariableinadataframeRfunctions
Conceptsintroduced
6264
LabExercise
CheckyourknowledgeandcomprehensionbytakingyourrstlabquizonEd
GototheEDpageandcompletethelabquiz
NOTEReadingassignmentonEDsitedueby8ambeforeClassonFriday
6364
Shareandsharealike
ThisworkislicensedunderaCreativeCommonsAttribution-NonCommercial-ShareAlike40InternationalLicense
6464
WhatisRRStudio
Risastatisticalprogramminglanguage
RStudioisaconvenientinterfaceforR(anintegrateddevelopmentenvironmentIDE)
5764
WhatisRRStudio
IfRwereanairplaneRStudiowouldbetheairportprovidingmanymanysupportingservicesthatmakeiteasierforyouthepilottotakeoandgotoawesomeplacesSureyoucanyanairplanewithoutanairportbuthavingthoserunwaysandsupportinginfrastructureisagame-changer
--JulieLowndes
5864
Letstakeatour-RRStudio
DEMO5964
6064
RessentialsAshortlist(fornow)Functionsare(mostoften)verbsfollowedbywhattheywillbeappliedtoinparentheses
do_this(to_this)do_that(to_thisto_thatwith_those)
Columns(variables)indataframesareaccessedwith$
dataframe$var_name
Packagesareinstalledwiththeinstallpackagesfunctionandloadedwiththelibraryfunctiononcepersession
installpackages(package_name)library(package_name)
6164
HowtoeditRcodeCreatingDataVisualisationsRRStudio
ConsoleUsingRasacalculatorEnvironmentLoadingandviewingadataframeAccessingavariableinadataframeRfunctions
Conceptsintroduced
6264
LabExercise
CheckyourknowledgeandcomprehensionbytakingyourrstlabquizonEd
GototheEDpageandcompletethelabquiz
NOTEReadingassignmentonEDsitedueby8ambeforeClassonFriday
6364
Shareandsharealike
ThisworkislicensedunderaCreativeCommonsAttribution-NonCommercial-ShareAlike40InternationalLicense
6464
WhatisRRStudio
IfRwereanairplaneRStudiowouldbetheairportprovidingmanymanysupportingservicesthatmakeiteasierforyouthepilottotakeoandgotoawesomeplacesSureyoucanyanairplanewithoutanairportbuthavingthoserunwaysandsupportinginfrastructureisagame-changer
--JulieLowndes
5864
Letstakeatour-RRStudio
DEMO5964
6064
RessentialsAshortlist(fornow)Functionsare(mostoften)verbsfollowedbywhattheywillbeappliedtoinparentheses
do_this(to_this)do_that(to_thisto_thatwith_those)
Columns(variables)indataframesareaccessedwith$
dataframe$var_name
Packagesareinstalledwiththeinstallpackagesfunctionandloadedwiththelibraryfunctiononcepersession
installpackages(package_name)library(package_name)
6164
HowtoeditRcodeCreatingDataVisualisationsRRStudio
ConsoleUsingRasacalculatorEnvironmentLoadingandviewingadataframeAccessingavariableinadataframeRfunctions
Conceptsintroduced
6264
LabExercise
CheckyourknowledgeandcomprehensionbytakingyourrstlabquizonEd
GototheEDpageandcompletethelabquiz
NOTEReadingassignmentonEDsitedueby8ambeforeClassonFriday
6364
Shareandsharealike
ThisworkislicensedunderaCreativeCommonsAttribution-NonCommercial-ShareAlike40InternationalLicense
6464
Letstakeatour-RRStudio
DEMO5964
6064
RessentialsAshortlist(fornow)Functionsare(mostoften)verbsfollowedbywhattheywillbeappliedtoinparentheses
do_this(to_this)do_that(to_thisto_thatwith_those)
Columns(variables)indataframesareaccessedwith$
dataframe$var_name
Packagesareinstalledwiththeinstallpackagesfunctionandloadedwiththelibraryfunctiononcepersession
installpackages(package_name)library(package_name)
6164
HowtoeditRcodeCreatingDataVisualisationsRRStudio
ConsoleUsingRasacalculatorEnvironmentLoadingandviewingadataframeAccessingavariableinadataframeRfunctions
Conceptsintroduced
6264
LabExercise
CheckyourknowledgeandcomprehensionbytakingyourrstlabquizonEd
GototheEDpageandcompletethelabquiz
NOTEReadingassignmentonEDsitedueby8ambeforeClassonFriday
6364
Shareandsharealike
ThisworkislicensedunderaCreativeCommonsAttribution-NonCommercial-ShareAlike40InternationalLicense
6464
6064
RessentialsAshortlist(fornow)Functionsare(mostoften)verbsfollowedbywhattheywillbeappliedtoinparentheses
do_this(to_this)do_that(to_thisto_thatwith_those)
Columns(variables)indataframesareaccessedwith$
dataframe$var_name
Packagesareinstalledwiththeinstallpackagesfunctionandloadedwiththelibraryfunctiononcepersession
installpackages(package_name)library(package_name)
6164
HowtoeditRcodeCreatingDataVisualisationsRRStudio
ConsoleUsingRasacalculatorEnvironmentLoadingandviewingadataframeAccessingavariableinadataframeRfunctions
Conceptsintroduced
6264
LabExercise
CheckyourknowledgeandcomprehensionbytakingyourrstlabquizonEd
GototheEDpageandcompletethelabquiz
NOTEReadingassignmentonEDsitedueby8ambeforeClassonFriday
6364
Shareandsharealike
ThisworkislicensedunderaCreativeCommonsAttribution-NonCommercial-ShareAlike40InternationalLicense
6464
RessentialsAshortlist(fornow)Functionsare(mostoften)verbsfollowedbywhattheywillbeappliedtoinparentheses
do_this(to_this)do_that(to_thisto_thatwith_those)
Columns(variables)indataframesareaccessedwith$
dataframe$var_name
Packagesareinstalledwiththeinstallpackagesfunctionandloadedwiththelibraryfunctiononcepersession
installpackages(package_name)library(package_name)
6164
HowtoeditRcodeCreatingDataVisualisationsRRStudio
ConsoleUsingRasacalculatorEnvironmentLoadingandviewingadataframeAccessingavariableinadataframeRfunctions
Conceptsintroduced
6264
LabExercise
CheckyourknowledgeandcomprehensionbytakingyourrstlabquizonEd
GototheEDpageandcompletethelabquiz
NOTEReadingassignmentonEDsitedueby8ambeforeClassonFriday
6364
Shareandsharealike
ThisworkislicensedunderaCreativeCommonsAttribution-NonCommercial-ShareAlike40InternationalLicense
6464
HowtoeditRcodeCreatingDataVisualisationsRRStudio
ConsoleUsingRasacalculatorEnvironmentLoadingandviewingadataframeAccessingavariableinadataframeRfunctions
Conceptsintroduced
6264
LabExercise
CheckyourknowledgeandcomprehensionbytakingyourrstlabquizonEd
GototheEDpageandcompletethelabquiz
NOTEReadingassignmentonEDsitedueby8ambeforeClassonFriday
6364
Shareandsharealike
ThisworkislicensedunderaCreativeCommonsAttribution-NonCommercial-ShareAlike40InternationalLicense
6464
LabExercise
CheckyourknowledgeandcomprehensionbytakingyourrstlabquizonEd
GototheEDpageandcompletethelabquiz
NOTEReadingassignmentonEDsitedueby8ambeforeClassonFriday
6364
Shareandsharealike
ThisworkislicensedunderaCreativeCommonsAttribution-NonCommercial-ShareAlike40InternationalLicense
6464
Shareandsharealike
ThisworkislicensedunderaCreativeCommonsAttribution-NonCommercial-ShareAlike40InternationalLicense
6464
