Government 1008: Introduction to Geographic Information Systems LAB EXERCISE 4: “Got Database? Will Query” Objectives: Creatinggeodatabases Joiningattributetables Attributeandlocationbasedqueries Spatialjoins Creatingspatialandattributedata EstimatedTime:4‐5hours 1.0 Problem: Using database techniques to query and reason with your data Inthislabexerciseyouwillinvestigatetherelationshipsbetweenpopulationdensity,housing valueandhazardousmaterialsandoilspills(orcrashesorTRIsites).Youwilllearntocombine multipledatatablesandlayersfromvarioussourcesinmakingqueriesandgeneratingstatistics. Recallwhatyoufoundinpreviouslabexercisesaboutspills,EnvironmentalJusticeblockgroups, etc.in(Cambridgeor)otherpartsofMassachusettsandusethatknowledgeingeneratingyour spatialquestions. Data used in this part of the lab exercise Datainthemassgisfolderinlab4.gdb 1.0 Geodatabases Tomanageyourownspatialdatabase,youcancreateageodatabase1.Ageodatabaseisa collectionofgeographicdatasetsofvariousformats.InArcGISageodatabaseisacollectionof geographicdatasetsofvarioustypesheldinacommonfilesystemfolder,aMicrosoftAccess database,oramultiuserrelationaldatabase(suchasOracle,MicrosoftSQLServer,orIBMDB2). Thegeodatabasecancontainthreeprimarydatasettypes: Featureclasses Rasterdatasets Tables Afilegeodatabase2(*.gdb)offersallthefunctionalityofageodatabase,butitisstoredinafile structure,whereas,withapersonalgeodatabase(*.mdb)yourdatawillbestoredinaMicrosoft Accessreadabledatabase(whichyoucanaccessfromoutsideofArcGISinMicrosoftAccessfor non‐spatialqueries). 1.1 Adding Fields to Tables Inordertoaddafieldtoatable,threeconditionsmustbemet: Youmusthave“write”accesstothedata(soitshouldbeinyourU:driveordesktop) YoushouldnotbecurrentlyeditingthedatainArcMaporArcCatalog 1 http://www.esri.com/software/arcgis/geodatabase, http://resources.arcgis.com/en/help/main/10.2/index.html (search for geodatabase) 2 Refer to Appendix A to see how lab4.gdb was created Gov1008 Fall Nootherusersorapplicationsshouldbeaccessingthedata. Ifanyoftheseconditionsarenotmet,the“AddField”optionwillbegrayedoutoritwillnotwork. Tobeabletoeditaspatialdatafile,therefore,youmustcopyittothedesktoporafolderwhere youhavepermissiontosavedata. 1. Openanewmapdocument 2. Copylab4.gdbfromthemassgisfolderusingArcCatalogtoyourdesktopifyouareona labmachine.RemembertocopythefolderbacktoyourU:drivewhenyouaredonewith thissession. 3. Add thedata(ordragitfromArcCatalog)for townsCENSUS2010TOWNS_POLYfromyour lab4.gdb(nottheoneintheT:drive)inArcMap 4. Opentheattributetableforthe CENSUS2010TOWNS_POLY(right‐clickinTOCand thenselectOpenAttributeTable). 5. Inthetable,clickontheTable Options iconatthetopright cornerofthetablewindow.Select “AddFields”. 6. IntheAddfielddialog,enter “DENSITY90”intotheNamespace, “Double”intotheTypespace,settheAliasandDefaultifyouwantto.Click“OK.”Youcan seethatthenewfieldappearsinthelastcolumn(ontheextremeright)ofthetable. 7. Alsoaddfieldscalled“DENSITY00,”“DENSITY10,”“DENSITYCH90”and“DENSITYCH00” FIELD TYPES Text: textual data, letters and/or numbers Short Integer: integer numbers values between +/-32,767 Long Integer: integer numbers values between +/-2.16 billion Float: real numbers (positive numbers) to a decimal precision of 7 places (7 significant digits) (this field type is also referred to as Single) Double: real numbers (positive numbers) to a decimal precision of 15 places (15 significant digits) Date: stores dates (and or times); in geodatabases, this field can store the date and the time BLOB: stores references to Binary Large OBjects like video, audio, word files, or other binary data PRECISION: For numeric data, precision is the total number of digits allowed (Left and Right of decimal point) SCALE: Number of allowable digits to the Right of the decimal point and only for Float and Double field types Youshouldhavenewfields,“DENSITY00,”“DENSITY90,”“DENSITY10”“DENSITYCH90_00”and “DENSITYCH00_10”. Note:ToseevariablecharacteristicsfortheothervariablesintheTownsattributetable,right clickonlayerintheTOC.Thenselect“Properties”andclickthe“Fields”tab. 1.2 Calculating new field values Nowfillthenewfieldswithdata: 8. InArcMap,gotomainmenuCustomizeandthenToolbars andcheckEditor. 9. Ontheeditortoolbar,selectthe “Editor”pulldownmenuandclickon “StartEditing.” 2 Gov1008 Fall 10. Duringtheeditingofatableitiscommontoselecta singleoranumberofrecordsbymistake.They instantlybecomehighlighted.Toclearthisselection, clickonthe iconinthetoolstoolbarortable toolbar. 11. Leftclickonthe“DENSITY90”field(column)heading inthetabletohighlightit. 12. Thenright‐clickoncolumnheading.Scrolldownthe menuthatappearsandselect“Field Calculator”togetanewwindow. 13. IntheFieldCalculatorwindow entertheformulaforcalculating density:doubleclick[POP1990]on the“Fields,”clickortype“/”andthendoubleclick[SQ_MILES]onthe“Fields.” Notethatyoucantypebutyouneedtobecarefultotypeexactlythenamesofthefields includingbrackets. 14. ClickonOK.Thevaluesfor“DENSITY90”(inpopulation persquaremiles)willnowappearonthetable. 15. RepeatthetwopreviousstepsforDENSITY00, DENSITY10byusingtheappropriatepopulationfields. 16. CalculateDENSITYCH90_00(whichisthedifference betweenDENSITY00andDENSITY90)and DENSITYCH00_10(difference between2010and2000). 17. Onceyouhavecreatedthenew variablessaveyourworkby clickingonEditorandthen“Save Edits.” 18. Youcanalsoperformstatisticaloperationsonthefield. Highlightforexamplethecolumn“DENSITY10”inthetable, rightclickonitandselectStatistics.Thisbringsupthestatistics windowthatprovidesstatisticslikemeanandstandard deviationforthefield. 1.3 Attribute Queries Wecannowquerythenewfieldsthathavebeencreated.Forexampleyoumightwanttoselectall townsthathave“DENSITYCH90_00”lessthan0orinotherwordsalltownswheredensity 3 Gov1008 Fall decreasedbetween1990and2000.Youcanperformattributequeriesthroughthegeographic datavieworthroughtheattributetable.Asthetableandthemapwindowaredynamicallylinked, yourselectionresultsshouldbevisibleinbothplaces. 19. Toaccesstheattributequerydialog,clickonthe SelectbyAttributesiconatthetopof theTableorgotothemainmenuSelection,andclick “SelectbyAttributes.” 20. A“SelectbyAttributes”windowwillappear–thisisarelationalquerybyexample(RQBE) whereyoucanconstructaquerywithoutneedingtoknowtheunderlyingStructuredQuery Language(SQL).NotethatsomeSQLisalsovisibleasin“SELECT*FROM CENSUS2010TOWNS_POLY” 21. Underfields,scrolldownto“DENSITYCH”anddoubleclickonit.Thenclickon“<”andthen enter0.ClickApplyandthenclosetheSelectbyAttributeswindow. 22. Thetownswithadropindensityarehighlightedinboththemapaswellasthetable. Note:Afterthequery,clickon “ClearSelection”iconifyouwanttogetridoftheselection andmakeanewselectionquery. 23. Clickonanyfieldinthetabletohighlightitandthenclickontherightmousebutton.From theaccompanyingmenu,youcanselectSortAscendingorSortDescending. Beforeyouexityoumustsaveyouredits. 24. Todothis,click“Stopediting”ontheEditortoolbar.Whenyouclick stopediting,youwillbeaskedifyouwanttosaveedits(ifyouhavenot alreadysavedthem).Click“yes”andyoureditswillbesaved. Remember to save your lab4.mxd document. 4 Gov1008 Fall Question 1 (20 points) Answer these questions before you move on to the next section Question1a(10points): Whichtownshadthegreatestdropinpopulationdensitybetween2000and2010(lookatthetop 10)?Whatwouldyoupredictabouthousingvaluesintownswheredensityfell? Question1b(10points): Whichwerethedensesttownsin2000(lookatthetop10)?Diddensityriseinthosetowns between1990and2000(anddidthetrendholdin2010)?Whatdoyoupredictaboutcrime trendsinthecommunitieswithasteepfall(orsteeprise)indensity? 1.5 Joining tables IfyouopentheattributefileassociatedwiththeTownslayerCENSUS2010TOWNS_POLYyouwill noticethatitdoesnothaveanycrimerelatedvariables.However,wehaveaccesstocrimedataby townsinMassachusettsfromtheFBIUCRdatabase(ucr_90_s_vanducr_00_s_v)andthe documentationtellsusthatthecrimetablesandtownshaveacommonkey:TOWNS_ID. TheTownsattributetablesharesafieldcalled“TOWN_ID”incommonwiththecrimetablesfor 1990and2000. 25. Add(drag)inthecrimetablesinlab4.gdbtoyour TOCucr_00_s_v(2000crime)anducr_90_s_v (1990crime) 26. Right‐clickintheTOCagainstthetable ucr_90_s_vandthenselect“JoinsandRelates”andthen“Join…”togetanewwindow called“JoinData.”Completethedetailsofthejoin(withucr_00_s_v)asshowninthescreen shotthatfollows.“Whatdoyouwanttojointothislayer?”shouldbe“Joinattributes fromatable.”ThekeyisTOWN_ID.Checkagainst“Keeponlymatchingrecords”foran innerjoin.Click“OK.” 27. Then,rightclickontheCENSUS2010TOWNS_POLYlayerintheTOC(forwhichyouadded newfieldsintheearliersection).Select“JoinsandRelates”andthen“Join”.Inthewindow checkagainst“Keepallrecords”foranouterjoin.Seescreenshotsbelowforotherdetails. NowtheattributesfromboththecrimetableswillbevisibleintheTownsattributetable whenyouscrolltotheright. 5 Gov1008 Fall 28. QuerythistableusingSelectbyAttributes(main menuSelectionandthenSelectbyAttribute).For example,thescreenshotshowsaqueryforall locationswheremurderratesin1990werehigher thanmurderratesin2000. Note:JoinsarestoredintheArcMapdocumentitselfbut arenotpermanentunlessyousavethisdataasanew shapefileorfeatureinyourgeodatabase.(Rightclickon thelayerandthenData,ExportData…) 29. Addthecensus2000blockgroups_polylayerin theLab4.gdbtoyourmapdocumentandjointhe housing_valuetabletoit.Rememberthatyou needacommonkeyvariable.Noticethattheblock groupsaremuchmorefinegrainedunitsthantowns. Notethatthislayershowsblockgroupsbasedon datafromCensus2000. Note:census2000blockgroups_polyandhousing_value.dbf,income_by_household.dbf shareacommonkeycalledLOGRECNO; 30. AfterthejoinyoushouldhaveacolumntitledVL_MED_OWNintheattributetablewhich wasthemedianvalueofowneroccupiedhousinginthatblockgroupin2000.Youcanalso getmedianincomebyjoiningtheincome_by_household.dbftable(lookfortheattribute orcolumnINC_MED_HS). 31. TogetCensus2010housingvalue(T101_001Medianvalueforowneroccupiedhousing) orincome(T057_001Medianhouseholdincomein2010InflationAdjustedDollars)for 2010joinCENSUS2010BLOCKGROUPS_POLYlayerandACS0610SocialExplorerData tablewhichshareacommonkeyGEOID10. Optionally,youcanalsojoinCENSUS2010BLOCKGROUPS_POLYlayerwhichmapsblock groupsin2010andthetableCEN2010_BG_SF1_POP_RACEthepopulationtablefromthe SummaryFile1ofthe2010CensuswhichshareakeycalledLOGRECNOinthetable CEN2010_BG_SF1_POP_RACEandLOGSF1inthelayertablefor CENSUS2010BLOCKGROUPS_POLY.Thisgetsyoumoreonpopulationdemographics. Note1:The“key”columnhastobeofthesametype–bothhavetobetextornumbersevenifthe valuesarethesame.IhadtoaddanewcolumncalledGEOID10oftypetextintheACStableand calculatethevaluestobethesameasGeo_FIPS(whichwasanumber). Thesewereall“one‐to‐one”joins.Todo“one‐to‐many”or“many‐to‐many”joinsyouneedtouse asimilartoolcalledRelateoraggregatethedatatoperformaone‐to‐onejoin. Note2:ACS0610SocialExplorerDatatableinthemassgisfolderisdocumentedin ACS06_10_blockgroupdata_socialexplorer_documentation(atextfile).Notethatallthe variableshaveanSEprefixtoindicatethattheyarefromSocialExplorer Remembertosaveyourlab4.mxddocument. 6 Gov1008 Fall Question 2 (40 points) Question2a(20points): CreateamapforonecrimerelatedvariablefromthecrimedatabyTownsinMA.(Thisdoesnot havetobealayoutthatincludesnortharrow,scaleetc.Attachascreenshotofthemapand legend).Then,brieflydescribeaqueryyouusedtoassesschangeincrimeandwhatitsuggests aboutcrimechangesbetween1990and2000.Usescreenshotstohelpyoudescribethechange. ExplainhowthisconfirmedyourhypothesesaboutcrimeanddensitychangeinQuestion1b. Question2c(20points) CreateamapshowinghousingvaluesinMassachusettsin2000versus2010(createtwo differentmaplayoutsortwodataframeswithinonelayout).Notethatinthislabexerciseyouare notexpectedtocombinethe2000and2010data(theblockgroupboundarieswillnotmatch acrossCensuses).Thelegendclassesshouldbecomparable–eitherthesameclassvaluesoruse quantileclassificationsforboth. Usethismaptodescribeinafewparagraphswhetheritconfirmsyourhypothesesaboutthe relationshipsbetweenhousingvalueanddensitychange(inQuestion1a).(Thisdoesnothaveto beaformallayoutthatincludesnortharrow,scaleetc.Attachascreenshotofthemapandlegend). 1.6 Spatial Queries 32. AddthefinalversionofspillsorcrashesorTRIdataset thatyoucreatedinthepreviouslabexercisetoyour ArcMapdocument.(OrusefromtheMassgisfolder: cambridge_crash_2010_corr.shpor cambridge_crash_2005_corr.shpor EPA_TRI_AllReleases_MA2010_pr.shpor MassDEP_AULspills_pr.shp). Notethatalltheselayershavebeenprojectedtomatch theotherMassgislayers. 33. Gotothemainmenu“Selection”andthen“Selectby Location.”Inthe“SelectbyLocation”windowtryout spatialqueriesthatcouldassesspossiblespatial relationshipsbetweenrelevantlayersandcrash(orspill) locations. 34. Addotherlayersfromthemassgisfolderthatcouldhelp youexplainanypatterns:forexampleEnvironmental_Justice_2010,MajorRoads (EOT_Major_Roads),etc. ThescreenontherightshowshowtosetupaquerytofindalltheCambridgecrashesin2010that arewithin50mofamajorroad. 35. Youcan switchtheselectioninthetabletoconductstatisticsfordifferentsubsets.For exampleCalculatestatisticsformeanof2010medianhouseholdincome(!)inblockgroups within½milefromspillsversusthoseblockgroupswhichareover½milefromit. 7 Gov1008 Fall NotethatACS0610SocialExplorerDatatableisdocumentedin ACS06_10_blockgroupdata_socialexplorer_documentation(atextfile). Statisticsonmedianhouseholdincomein2010inblockgroupswithin0.25milesofspillsversusmedianhousehold incomein2010inblockgroupsmorethan0.25milesfromspills 1.7 Spatial Joins in ArcGIS Tofindoutthenumberofhazardousspillsorcrashesineachofthe censusblockgroupsyouwouldcreateaspatialjoinbetweenthe twolayers:spills/crashesandcensusblockgroups.Recall(fromLab Ex2)thatyoucanonlydotheseoverlaysiftheybothare georeferencedtothesamecoordinatesystem,projection,datum, ellipsoid,etc.orifyoursoftwarewillallowprojectiononthefly. 36. Right‐clickagainst2010censusblockgroupslayerinthe TOC,thenselect“JoinsandRelates”andthen“Joins”.Change “Whatdoyouwanttojointothislayer?”tobe“Joindata fromanotherlayerbasedonspatiallocation.”Saveyour outputtothelab4folder. Ifyourdatahadvaluesthatcouldbeadded(forexampleforTRI sitesthereleasesforallsiteswithinablockgroupcanbeadded; foraccidentsthenumberofnon‐fatalitiesorinjurieswithina blockgroupcanalsobeaggregated)thencheckagainstSum. 37. Whenyouopentheattributefileforthenewlayer(thatis automaticallyaddedtoyourArcMapdisplay)youwillfindthat ithasanewvariable“Count_”thatshowsthenumberofspills (orcrashesorTRIsites)ineachcensusblockgroup.Wheredo youfindmanyspills/crashes/TRIsites?(Doanattribute querytofindsuchblockgroups). 1.8 Creating new attribute tables 38. First,addtheSpatialAnalystextension.Inthemainmenuclick CustomizeandthenExtensionsandthenmakesureSpatial Analystischecked. 39. Addoneofthefollowingrastersfrommassgisdependingonthe typeofanalysisyouwouldliketoreasonabout:medianincome in1999and2010:income99,income10;populationdensityin 8 Gov1008 Fall 2000and2010calculatedusingblockleveldata:density00anddensity10orlowincome childdensityin2000(notavailablein2010)calculatedusingblockgroupdata: lichildden00.Allthedensityunitsareinpersons/sqkm. Ifyouaddedincomeyouareaskingaboutthedifferencesinincomebetweenvarious censusblockgroupswithdifferentnumbersofspills/crashes/releases.Thereforeyour spatialquestionwouldbe“Aretheredifferencesinincomebetweenblockgroupswhich havenospills(orcrashesorreleasesorTRIsites)versusthosewithspills(orcrashesor TRIsites)?” 1.8.1 Creating a raster data set from a vector data set (Optional – future reference) 40. ClickontheConversionToolsinArcToolboxandthenToRasterandthen“Featureto Raster”togetanewwindow. 41. Tocreateanewrasterthatshowspopulationdensityandmedianincomein2010in 500x500mcellsthatwereconvertedfromtheblockleveldata(forpopulation)andblock groupleveldata(formedianincome)seethescreenshotsthatfollow. 1.8.2 Combining rasters and vectors: Counting points in a polygon 42. ClickontheSpatialAnalysttoolsinArcToolbox,thenselectZonalfollowedbyZonal statisticsasTabletogetanewwindowasshown. 43. LetspillsorcrashesorTRIsitesbeyourzonedatasetandthe fieldyouareinterestedisthenumberofspillsorcrashesorsites (Count_).Inotherwords,youwanttofindtheaverageincome (thisisanaverageofmedianincome)foreach site/spill/crashcategory(thenumberofspillsor crashesorsitesvaryingfrom0tothemaximum). ClickOKtogetanewtable. 9 Gov1008 Fall 44. YoucanopenthistableinExceland makeagraph.OrclickontheTable options iconandtheninthedrop downmenuselectCreateGraphtogeta newwindowwhereyouwantaVertical bargraphwiththeXfieldisCOUNT_,X labelfieldisCOUNT_(notCOUNTwhich countsthenumberofpixelsinthe category)andtheValuefieldisthe (housingvalue)mean. Thegraphappearstoindicateafallingtrend inmeanofmedianincomeasthenumbersof spillsinthecensusblockgroupincreasesandthenasteeprisewheretherewere15spills. (Perhapsoutliers?PerhapshighincomebutcentrallocationsinBoston?).Savethefinalgraphthat youcreate. Question 3 (20 points) Writeabriefdescriptionoftheresultsofyourspatialquery(ies).Youcouldtesttheoriesand reasonaboutafewofthesetheoriesabouttherelationshipbetweenpopulation,income,housing values,andspills(and/orcrashes)inacensusblockgroup. Includethescreenshotofatleastonespatialquery(Section1.6)andtwographs(usingthe StatisticstoolasshowninSection1.6). Discusstheimplicationsofwhatyoufind.Youcanzoomintoonelocation(likethecityof Springfield,BostonorCambridge)orlookatoveralltrendswithinthestateoraregionwithinthe state.RefertoyourmapinQuestion4forthisdescription. Iwillgradethisbasedonyourcoherenceinstatingyourhypothesesaboutrelationshipsbetween spills/crashesandothervariablesdescribingthecensusblockgroupsandtheappropriatenessof thevisualmaterialyouattachtoanswerthequestionsyousetouttonotonthequantityof visualsormaterialthatyouattach. Question 4 (20 points) CreateamaplayoutwiththegraphyoucreatedinSection1.8.2,andamapofanyvariablethatis relevanttoyourdiscussioninQuestion3.(Includelegend,title,northarrow,source,scaleinthis map). 10 Gov1008 Fall APPENDIX A: Creating a File Geodatabase 1. StartupArcMapandthenArcCatalog(within ArcMap). 2. SelectfromthemainmenuinArcCatalog:File,then New,thenFileGeodatabase(notPersonal Geodatabase)orrightclickintheTOCtoselectNewandthenFileGeodatabase.Rename thisnewgeodatabasetobelab4. Importspatialdatafilesfromthemassgisfoldertothisgeodatabaseasfollows: 3. Right‐clickagainstthegeodatabaselab4.gdbin yourArcCatalogTOCtogetamenuasshowninthe screenontherightwhereyoushouldfirstselect ImportandFeatureClass(multiple). 4. Youwillgetanewwindow.Importtheshapefiles: census2000blockgroups_poly(ashapefile showingcensusblockgroupsinMassachusettsin 2000)andCENSUS2010TOWNS_POLYinmassgisinthegeodatabase CENSUS2010TOWNS.gdbaswellasCENSUS2010BLOCKGROUPS_POLYinthe geodatabaseCENSUS2010_BLK_BG_TRCT.gdbwhichhasfeaturedatafor2010block groups,tractsandblocks. 5. Next,right‐clickagainstthegeodatabase lab4.gdbinyourfoldertogetamenuwhere youshouldselectImportandthenTable (Multiple)togetanewwindow.Importthe tables ACS06_10_blockgroupdata_socialexplorer.xl s(includespopulation,incomeandmedian housingvaluesforblockgroupsfromAmerican CommunitySurveyACSEstimates2006‐2010 downloadedfromSocialExplorer), CEN2010_BG_SF1_POP_RACE.dbf(population datafor2010fromsummaryfilesCensus 2010),housing_value.dbf(medianhousing valuesfromCensus2000)fromthemassgis folder,ucr_90_s_v.dbfanducr_00_s_v.dbf fromthefolderspoliver_sf_crime_townsin massgiswithnumbersandratesofvarious crimesbytownsinMassachusettsfor1990and 2000. NoteherethatIamcopyingfromthedesktop whereIhaveacopyofmassgisinsteadoftheT: drive. 11 Gov1008 Fall 6. YoucanrenamethetablesandlayerswithinthegeodatabaseinArcCatalogtohelpyou keeptrackofwhattheycontain DataforCensus2000forMassachusettsisdocumentedat: http://www.mass.gov/anf/research‐and‐tech/it‐serv‐and‐support/application‐serv/office‐of‐ geographic‐information‐massgis/datalayers/census2000.html DataforCensus2010isdocumentedat: http://www.mass.gov/anf/research‐and‐tech/it‐serv‐and‐support/application‐serv/office‐of‐ geographic‐information‐massgis/datalayers/census2010.html Massgisalsonotesthat The2006‐2010American Community Survey(ACS)5‐yearestimatesdataarenowavailable fromtheCensusBureau,buthavenotbeenprocessedbyMassGIS.Tojointhesetablestothe geographiclayers(Blocks,BlockGroupsandTracts)providedbyMassGIS,usethe LOGACS0610fieldinthegeographyandtheLOGRECNOfieldinthe2006‐2010ACStables. However,IsuggestthatyouuseSocialExplorerorNationalHistoricGIStodownloadthese dataasexplainedinthenextAppendix. Alsonotethatifyoudownload2005‐2009ACSdemographicdataitwillNOTlinktothe2010 geography. 12 Gov1008 Fall APPENDIX B: Census Data in Social Explorer 1. IntheHollis(HarvardLibrary)website searchforSocialExplorerandconnectto itthroughtheweblink. 2. Inthesocialexplorerwebsitelookforthe MapsandTablesandthenTableslink. Thisshouldgiveyouaccesstotablesfrom ACS(AmericanCommunitySurveys), DecennialCensusdatafrom1790,etc.I downloadeddatafromACS2006‐2010by clickingontheBeginReportlink. 3. ForthislabexerciseIselectedBlockgroup(geographic type),intheStateofMassachusetts,addAlltheblock groupsinMassachusettsandthenclickedonProceedto Tables. 4. Inthenextstepselectoneormorevariables(Iselected income,population,medianincome,povertystatusand housingvalue).ClickonShowResultwhenyouhave selectedallthevariablesyouneed. 5. ClickonDataDownload inthe nextpage. 6. Tobeabletojoinittoashapefilelateryoushould downloadbygeographysoclickonBlockgroup data(CSV).Alsodownloadthedatadictionary (textfile)fordocumentationofvariables. NotethatmoreCensusdataisalsoavailableat NHGIShttps://data2.nhgis.org/main AnotherwaytoaccessUSACensusdataisthroughthefactfinderat http://factfinder2.census.gov/faces/nav/jsf/pages/index.xhtml 13
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