Regression Analysis
Ø Open the Regression Tutorial Arc_GIS
Ø Open Regression Exercises
Ø Open the Regression Analysis 911 Calls on Arc Map
Ø Go on table content
Ø Right click on Hot Spot analysis
Ø Click on Activate
Ø Right Click on 911 Calls
Ø Go on Properties
Ø Go on Source
Ø Click on Set data resource
Ø Open Regression Exercises
Ø Open Data folder
Ø Select the 911 Calls and Add it
Ø Click on Apply
Ø Click on OK
Ø Right click on Regression Analysis
Ø Go on Activate
Ø Then click on Full Extent
Ø Now Click on Window
Ø Select the overview
Ø Now go on Arc Tools Box
Ø Right click on empty place in tools box
Ø Click on environment
Ø Expand the Work Space
Ø Click the Current workspace
Ø And again go on Regression Exercises
Ø Give the folder Outputs
Ø Then add it
Ø Then expand the output coordinates
Ø Click on output coordinates system
Ø Click on 1st box
Ø Select the as Specified below
Ø Then check the 2nd box that coordinates is correct
Ø Then click or expand the field
Ø And check that correct sign is ok
Ø And then click on OK
Ø Click on Geoprocessing
Ø Click on Geoprocessing Option
Ø Background processing if is unable
Ø Then click and able
Ø Then click on OK
Ø Go on table content
Ø ObsData911calls unable it
Ø And right click on ObsData91Calls
Ø Click on open attribute table
Ø And check out the all properties
Ø Go on Arc tool box
Ø Expand the Spatial Statistical
tool
Ø Expand Modeling Spatial
Relationship
Ø Then click on Ordinary Least Squares
Ø Click on input feature class
Ø Select 1st box ObsData91Calls
Ø Now in 2nd box Unique ID field
Ø Select Unique ID
Ø Now output feature class open
Ø Go on Open Regression Exercises
Ø Open Regression analysis
Ø Click on Outputs
Ø Type in Name box OLS911Calls.shp
Ø Then save it
Ø Click on dependent variable box
Ø Select Calls
Ø Now select Explanatory variables
Ø Select Popu
Ø Then click on OK
Ø Then process is continue for few minute
Ø When process is complete OLS
Ø Then go on result
Ø Expand OLS
Ø Then expand Messages
Ø Check the No. of Observation
(87)
Ø Check the Variables (2)
Ø Check the R-Squared
Ø Check the Adjust R-Squared
Ø Go on calculator
Ø And write the R-Squared values
Ø Click on view
Ø Then go on graphic
Ø And click on create scatter plot matrix
Ø Click on layer table
Ø And select OBS data911Calls
Ø Click on below the field name
Ø Select calls
Ø Then click below the calls
Ø And select Popu
Ø Then click below popu
Ø Select Renters
Ø Then click below the renters
Ø Select MedIncome
Ø And check Width, length
Ø Change the number of bins (9)
Ø Click on Next
Ø Check the scatter plots
Ø Then click on Finish
Ø Go on Arc tool box
Ø Again click on OLS tool
Ø Click on 1st box input features
Ø Select OBS data911Calls
Ø Click on 2nd box UniqID field
Ø Select UniqID
Ø Click on 3rd box output feature
Ø Go on folder Regression analysis
Ø And write the name ‘OLS911callsOLS.shp’
Ø Then save it
Ø Click on 4th box dependent variable
Ø Select Calls
Ø Now in box explanatory variable
Ø Select popu, jobs, lowedu, ds2urbnCenter
Ø Now click on OK
Ø Process is continue for few time
Ø When our process is complete like come OLS
Ø Check on result
Ø Expend the 1st OLS
Ø Click on message
Ø And check the multi R-squared and adjust R-squared
Ø Again click on calculator
Ø And now again write R-Squared value
Ø Go on tool box
Ø Now expand Analyzing pattern
Ø Click on Spatial Autocorrelation (Moran I)
Ø Click on 1st box input feature
Ø And select the OLS911callsOLS
Ø Now click in 2nd box input field
Ø Select StdResid
Ø And check it generate Report
Ø Click on standardization
Ø Select Row
Ø Now click on Ok
Ø Again process to be continue
Ø When process is complete of OLS
Ø Go on result
Ø Expand the Spatial
Autocorrelation (Moran I)
Ø Click on HTML report file morans I HTML
Ø Now graph of auto correlation show on
Ø Again go result
Ø Expand the 2nd OLS
Ø Then expand the Messages
Ø Now check the popu, jobs etc
Ø Now again go tool box
Ø Expand the Modeling Spatial
Relationship
Ø And open the geographical weighted regression
Ø In 1st box select in input feature OBSdata911calls
Ø In 2nd box dependent variable
Ø Select Calls
Ø In 3rd box firstly select Pop
Ø Then jobs
Ø Then lowedu
Ø Then Dst2Urbncen
Ø Click on output feature
Ø Give a path regression exercises
Ø And output
Ø Give a name ResultGWR.shp
Ø And then save it
Ø And click on Kernal/types
Ø Select adaptive
Ø Click on Ok
Ø Process to be continue
Ø When process will be continued
and sign is check
Ø Again go on Results
Ø Expand the GWR
Ø Then expand Messages
Ø And check it
Ø Now again go on tool box
Ø Right click on GWR vs Prediction
Ø Click on Edit
Ø Result is show on screen
Ø Now double click on GWR Regression
Ø And check the all table
Ø Click on OK
Ø Now click on Run > sign
then process to be continue
Ø Now go on table content and check the result which are shown
Ø Click on size and select A4 size page
Ø Click on landscape
Ø Click on ok
Now
add the legend north arrow and give the coordinate system and then export the
map in JPEG format