[R-sig-Geo] Error in Spatial lag model

Roger Bivand Roger.Bivand at nhh.no
Sun Nov 20 20:29:26 CET 2016


On Sun, 20 Nov 2016, Miluji Sb wrote:

> I have a dataset as below (with NAs). I am trying to run a spatial lagged
> model
>
> ##
> E2_mod_pdssat <- as.data.frame(gcp_t_p[,c(2,3)])
> names(E2_mod_pdssat) <- c("Lon", "Lat")
> row.names(E2_mod_pdssat) <- NULL
>
> coords_matrix  <- as.matrix(E2_mod_pdssat) # create coordinate matrix
> IDs <- row.names(as(E2_mod_pdssat, "data.frame"))
>
> spatial_knn2nb_obj <- knn2nb(knearneigh(coords_matrix, k=2, longlat=TRUE),
> row.names=IDs)
>
> # Now convert the nb to listw for use in spatial regression call.
> # Spatial weights, illustrated with coding style "W" (row standardized)
>
> spatial_knn2listw_obj <- nb2listw(spatial_knn2nb_obj, glist=NULL,
> style="W",  zero.policy=TRUE)

Did you examine this object? What did the print method tell you?

>
> E2_mod_pdssat_org_lon_lat <- E2_mod_pdssat_org[, c(2:3)] # The lon and lat
> will be required

This object "_org" does not yet exist ...

> E2_mod_pdssat_org <- E2_mod_pdssat_org[, -c(2,3)]  # Remove the Lon, Lat
> columns that are not required
>
> E2_mod_pdssat_pdata_frame <- pdata.frame(E2_mod_pdssat_org) # Convert data
> frame to pdata.frame
>

So you omitted to say that the data are (unbalanced) panel data ...

> All goes well until here but when I try to convert the explanatory
> variables in the pdata.frame to spatial lagged variables
>
> E2_mod_pdssat_X_lagged <-
> as.data.frame(cbind(slag(E2_mod_pdssat_pdata_frame$tmean, listw =
> spatial_knn2listw_obj),
> slag(E2_mod_pdssat_pdata_frame$tmeansq, listw = spatial_knn2listw_obj),
> slag(E2_mod_pdssat_pdata_frame$pmean, listw = spatial_knn2listw_obj),
> slag(E2_mod_pdssat_pdata_frame$pmeansq, listw = spatial_knn2listw_obj)))
>
> I get the following error "Error in lag.listw(listw, xt) : object lengths
> differ". What am I doing wrong? I have also tried removing the NAs with
> complete.cases.

You have defined weights for one object (possibly a cross section), and 
then try to use them on a different object with a different number of 
rows. If you really want to do this, you need a Kronecker product of the 
spatial weights to take the panel structure of your data into account. 
Further, I doubt strongly that you need to create WX manually, because 
spatial lags of all the required variables are created by model fitting 
functions in the splm package.

Roger

>
> Any help will be greatly appreciated. Thank you.
>
> Sincerely,
>
> Milu
>
> ## Data
>
> E2_mod_pdssat_org <- dput(head(temp,5))
> structure(list(iso3 = structure(c(30L, 30L, 30L, 1L, 30L), .Label = c(".",
> ".M", "AFG", "AGO", "ALB", "ARE", "ARG", "ARM", "AUS", "AUT",
> "AZE", "BDI", "BEL", "BEN", "BFA", "BGD", "BGR", "BHS", "BIH",
> "BLR", "BLZ", "BOL", "BRA", "BRN", "BTN", "BWA", "CAF", "CAN",
> "CHE", "CHL", "CHN", "CIV", "CMR", "COD", "COG", "COL", "CRI",
> "CUB", "CYP", "CZE", "DEU", "DJI", "DNK", "DOM", "DZA", "ECU",
> "EGY", "ERI", "ESH", "ESP", "EST", "ETH", "FIN", "FJI", "FLK",
> "FRA", "GAB", "GBR", "GEO", "GHA", "GIN", "GNB", "GNQ", "GRC",
> "GRL", "GTM", "GUF", "GUY", "HND", "HRV", "HTI", "HUN", "IDN",
> "IND", "IRL", "IRN", "IRQ", "ISL", "ISR", "ITA", "JAM", "JOR",
> "JPN", "KAZ", "KEN", "KGZ", "KHM", "KIR", "KOR", "KWT", "LAO",
> "LBN", "LBR", "LBY", "LCA", "LKA", "LSO", "LTU", "LUX", "LVA",
> "MAR", "MDA", "MDG", "MEX", "MKD", "MLI", "MMR", "MNE", "MNG",
> "MOZ", "MRT", "MWI", "MYS", "NCL", "NER", "NGA", "NIC", "NLD",
> "NOR", "NPL", "NZL", "OMN", "PAK", "PAN", "PER", "PHL", "PNG",
> "POL", "PRI", "PRK", "PRT", "PRY", "QAT", "ROU", "RUS", "RWA",
> "SAU", "SDN", "SEN", "SJM", "SLB", "SLE", "SLV", "SOM", "SRB",
> "SUR", "SVK", "SVN", "SWE", "SWZ", "SYR", "TCD", "TGO", "THA",
> "TJK", "TKM", "TLS", "TUN", "TUR", "TWN", "TZA", "UGA", "UKR",
> "URY", "USA", "UZB", "VEN", "VNM", "VUT", "YEM", "ZAF", "ZMB",
> "ZWE"), class = "factor"), lon = c(-69L, -68L, -72L, -71L, -70L
> ), lat = c(-55L, -55L, -54L, -54L, -54L), tmean = c(NA, NA,
> 4.55847677595631,
> 4.06015710382516, 3.71010245901642), pmean = c(NA, NA, 2.45569896697998,
> 1.6384220123291, 1.43925595283508), lngdp = c(-0.102380074560642,
> -2.3195972442627, 0.0122363297268748, -0.483756244182587, -6.29744625091553
> ), tmeansq = c(NA, NA, 20.7797107696533, 16.4848766326904, 13.7648601531982
> ), pmeansq = c(NA, NA, 6.03045749664307, 2.68442678451538, 2.07145762443542
> )), .Names = c("iso3", "lon", "lat", "tmean", "pmean", "lngdp",
> "tmeansq", "pmeansq"), row.names = c("1", "2", "3", "4", "5"), class =
> "data.frame")
>
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>
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-- 
Roger Bivand
Department of Economics, Norwegian School of Economics,
Helleveien 30, N-5045 Bergen, Norway.
voice: +47 55 95 93 55; fax +47 55 95 91 00
e-mail: Roger.Bivand at nhh.no
http://orcid.org/0000-0003-2392-6140
https://scholar.google.no/citations?user=AWeghB0AAAAJ&hl=en
http://depsy.org/person/434412



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