[R] Help with map()

Poling, William Po||ngW @end|ng |rom @etn@@com
Thu May 14 15:13:07 CEST 2020


Hi Jim, thanks for the advice, those modifications are outside my capabilities at the moment but I will play around with it I guess.

Thank you.

WHP



Proprietary

-----Original Message-----
From: Jim Lemon <drjimlemon using gmail.com> 
Sent: Thursday, May 14, 2020 7:27 AM
To: Poling, William <PolingW using aetna.com>; r-help mailing list <r-help using r-project.org>
Subject: [EXTERNAL] Re: Re: [R] Help with map()

**** External Email - Use Caution ****

Hi Bill,
I guess if you run makeDensityMatrix on subsets of the geographic locations and then overlay the different results with densityGrid using different colors, it should work as long as the regions don't overlap.

Jim

On Thu, May 14, 2020 at 10:20 PM Poling, William <PolingW using aetna.com> wrote:
>
> Hello Jim, et.al, again.
>
> One last question please.
>
> Since this routine works best with larger volume of geo points, is there a way to modify this routine to accommodate more than one cluster and differentiated by different colors?
>
> #Single cluster routine
> clus3 <- individual_dets_sf_3X %>%
>
>   dplyr::select(MBR_SUBSCRIBERID,state,city,clusters,Latitude,Longitude,distances_Mi) %>% #Notice now that these are capitalized <--"L"
>
>   filter(clusters == 3)
>
> str(clus3)
>
> clus3 <- as.data.frame(clus3)
>
> geomat<-makeDensityMatrix(clus3[,c("Latitude","Longitude")],
>                           
> xlim=range(clus3$Longitude),ylim=range(clus3$Latitude))
> # Range of density (>0) - 1.292155 3.89646
> latlim<-range(clus3$Latitude)
> lonlim<-range(clus3$Longitude)
>
> map("world",xlim=lonlim,ylim=latlim)
> axis(1)
> axis(2)
> densityGrid(geomat,range.cex=c(1,5),xlim=lonlim,ylim=latlim,
>             red=c(0.5,1),green=0,blue=0,pch=15)
> title("Member Geo Density Plot For Cluster3")
>
> knitr::kable(individual_dets_sf_3X %>% group_by(clusters) %>% 
> tally(sort = TRUE))
>
> #   | clusters|   n|
> #   |--------:|---:|
> #   |        3| 384|
> #   |        5| 335|
> #   |        9| 305|
> #   |        7| 298|
> #   |       10| 286|
> #   |        6| 279|
> #   |        4| 168|
> #   |        8| 131|
> #   |        2| 113|
> #   |        1|  53|
>
> 'data.frame':   384 obs. of  7 variables:
>  $ MBR_SUBSCRIBERID: Factor w/ 2352 levels "101040199600",..: 908 2272 1613 1357 1952 1437 795 1634 1160 902 ...
>  $ state           : Factor w/ 41 levels "AL","AR","AZ",..: 10 23 23 10 33 10 10 23 10 10 ...
>  $ city            : Factor w/ 1337 levels "ABBOTTSTOWN",..: 156 496 354 827 670 1161 897 970 249 494 ...
>  $ clusters        : num  3 3 3 3 3 3 3 3 3 3 ...
>  $ Latitude        : num  31.2 35.3 36.5 33.4 34.2 ...
>  $ Longitude       : num  -81.5 -82.4 -81 -84.7 -80.7 ...
>  $ distances_Mi    : num  770 586 471 769 573 ...
>
>
>
>
>
> Proprietary
>
> -----Original Message-----
> From: Poling, William
> Sent: Thursday, May 14, 2020 7:03 AM
> To: Jim Lemon <drjimlemon using gmail.com>
> Cc: r-help using r-project.org; Mark Fowler <gmark.fowler using outlook.com>
> Subject: RE: [EXTERNAL] Re: [R] Help with map()
>
> Hi, it is working now using just the most necessary pkgs.
>
>  Evidently when there are so few rows (clus1=53) the map does not cooperate, I get the plot but no map image?
>
> As I increase records the map begins to appear as it did for Radius1-8 
> routines
>
> Thank you for your time and trouble my friends.
>
> WHP
>
>
>
>
>
> Proprietary
>
> -----Original Message-----
> From: Poling, William
> Sent: Thursday, May 14, 2020 6:46 AM
> To: Jim Lemon <drjimlemon using gmail.com>
> Cc: r-help using r-project.org; Mark Fowler <gmark.fowler using outlook.com>
> Subject: RE: [EXTERNAL] Re: [R] Help with map()
>
> Hi, I ran this which is partially successful. I got long & lat  (x&y) with red plot values however, no map behind it?
>
> Not sure what I might be missing now in terms of pkgs I suppose?
> #Just use the basic pkgs
> library(magrittr)#for %>% function
> library(plotrix)
> library(maps)
> library(dplyr)#For filter()
> str(individual_dets_sf_3X)
> str(radius3)
> str(clus1)
>
>
> #rm(clus1)
>
> clus1 <- individual_dets_sf_3X %>%
>
>   dplyr::select(MBR_SUBSCRIBERID,state,city,clusters,Latitude,Longitude,distances_Mi) %>% #Notice now that these are capitalized <--"L"
>
>   filter(clusters == 1)
>
> str(clus1)
>
> clus1 <- as.data.frame(clus1)
>
> geomat<-makeDensityMatrix(clus1[,c("Latitude","Longitude")],
>                           
> xlim=range(clus1$Longitude),ylim=range(clus1$Latitude))
> # Range of density (>0) - 1.292155 3.89646
> latlim<-range(clus1$Latitude)
> lonlim<-range(clus1$Longitude)
>
> map("world",xlim=lonlim,ylim=latlim)
> axis(1)
> axis(2)
> densityGrid(geomat,range.cex=c(1,5),xlim=lonlim,ylim=latlim,
>             red=c(0.5,1),green=0,blue=0,pch=15)
> title("Member Geo Density Plot For Cluster1")
>
>
>
>
>
> Proprietary
>
> -----Original Message-----
> From: Poling, William
> Sent: Thursday, May 14, 2020 6:29 AM
> To: Jim Lemon <drjimlemon using gmail.com>
> Cc: r-help using r-project.org; Mark Fowler <gmark.fowler using outlook.com>
> Subject: RE: [EXTERNAL] Re: [R] Help with map()
>
>
> Hi Jim, and Mark, thank you for your response.
>
> 1. I have restarted R
> 2. I have only initiated library(magrittr)#for %>% function & library(plotrix), no other libraries thinking that another may be overwriting something.
> 3. I have checked the str()
>
> str(radius3)
> 'data.frame':   1990 obs. of  6 variables:
>  $ MBR_SUBSCRIBERID: Factor w/ 2352 levels "101040199600",..: 590 908 976 509 1674 690 1336 726 1702 2331 ...
>  $ state           : Factor w/ 41 levels "AL","AR","AZ",..: 32 10 25 11 9 32 13 12 12 17 ...
>  $ city            : Factor w/ 1337 levels "ABBOTTSTOWN",..: 932 156 230 698 965 1330 515 1127 1304 1316 ...
>  $ Latitude        : num  40.4 31.2 40.8 42.1 26.8 ...
>  $ Longitude       : num  -79.9 -81.5 -74 -91.6 -82.1 ...
>  $ distances_Mi    : num  310.3 769.9 16.1 920.4 1057.6 ...
>
> str(clus1)
> tibble [53 x 7] (S3: tbl_df/tbl/data.frame)  $ MBR_SUBSCRIBERID: Factor w/ 2352 levels "101040199600",..: 86 2111 995 899 953 924 769 92 790 1748 ...
>  $ state           : Factor w/ 41 levels "AL","AR","AZ",..: 31 39 4 39 39 39 39 31 39 39 ...
>  $ city            : Factor w/ 1337 levels "ABBOTTSTOWN",..: 727 85 455 1018 1203 604 1169 727 984 295 ...
>  $ clusters        : num [1:53] 1 1 1 1 1 1 1 1 1 1 ...
>  $ Latitude        : num [1:53] 42.4 47.6 39.2 46.9 48 ...
>  $ Longitude       : num [1:53] -123 -122 -121 -123 -122 ...
>  $ distances_Mi    : num [1:53] 2499 2406 2472 2430 2408 ...
>
> 4. I change clus1 to DF
> 'data.frame':   53 obs. of  7 variables:
>  $ MBR_SUBSCRIBERID: Factor w/ 2352 levels "101040199600",..: 86 2111 995 899 953 924 769 92 790 1748 ...
>  $ state           : Factor w/ 41 levels "AL","AR","AZ",..: 31 39 4 39 39 39 39 31 39 39 ...
>  $ city            : Factor w/ 1337 levels "ABBOTTSTOWN",..: 727 85 455 1018 1203 604 1169 727 984 295 ...
>  $ clusters        : num  1 1 1 1 1 1 1 1 1 1 ...
>  $ Latitude        : num  42.4 47.6 39.2 46.9 48 ...
>  $ Longitude       : num  -123 -122 -121 -123 -122 ...
>  $ distances_Mi    : num  2499 2406 2472 2430 2408 ...
>
> Then try again, no luck?
>
> Weird?
>
> Thanks
>
> WHP
>
> Proprietary
>
> -----Original Message-----
> From: Jim Lemon <drjimlemon using gmail.com>
> Sent: Thursday, May 14, 2020 5:44 AM
> To: Poling, William <PolingW using aetna.com>
> Cc: r-help using r-project.org
> Subject: [EXTERNAL] Re: [R] Help with map()
>
> **** External Email - Use Caution ****
>
> Hi Bill,
> Have you compared str(radius3) to str(clus1)? It may be quite different.
>
> Jim
>
> On Thu, May 14, 2020 at 8:24 PM Poling, William via R-help <r-help using r-project.org> wrote:
> >
> > #RStudio Version Version 1.2.1335
> > sessionInfo()
> > # R version 4.0.0 Patched (2020-05-03 r78349)
> > #Platform: x86_64-w64-mingw32/x64 (64-bit) #Running under: Windows 
> > 10
> > x64 (build 17763)
> >
> > Good morning.
> >
> > I ran routines like this one yesterday with no errors.
> >
> > #Radius3----
> > str(radius3)
> >
> > radius3 <- individual_dets_sf_3X %>%
> >
> >   dplyr::select(MBR_SUBSCRIBERID,state,city,Latitude,Longitude,distances_Mi) %>%
> >   filter(distances_Mi <= 1200)
> >
> > str(radius3)
> >
> >   geomat<-makeDensityMatrix(radius3[,c("Latitude","Longitude")],
> >
> > xlim=range(radius3$Longitude),ylim=range(radius3$Latitude))
> >
> > latlim<-range(radius3$Latitude)
> > lonlim<-range(radius3$Longitude)
> >
> > <- map("world",xlim=lonlim,ylim=latlim)
> > axis(1)
> > axis(2)
> > densityGrid(geomat,range.cex=c(1,5),xlim=lonlim,ylim=latlim,
> >             red=c(0.5,1),green=0,blue=0,pch=15)
> > title("Member Geo Density Plot For Radius3")
> >
> >
> > This morning I am trying slightly new routine and receiving this 
> > error
> >
> > clus1 <- individual_dets_sf_3X %>%
> >
> >   dplyr::select(MBR_SUBSCRIBERID,state,city,clusters,Latitude,Longitude,distances_Mi) %>%
> >   filter(clusters == 1)
> >
> > geomat<-makeDensityMatrix(clus1[,c("Latitude","Longitude")],
> >
> > xlim=range(clus1$Longitude),ylim=range(clus1$Latitude))
> >
> > latlim<-range(clus1$Latitude)
> > lonlim<-range(clus1$Longitude)
> >
> > map("world",xlim=lonlim,ylim=latlim)
> > axis(1)
> > axis(2)
> > densityGrid(geomat,range.cex=c(1,5),xlim=lonlim,ylim=latlim,
> >             red=c(0.5,1),green=0,blue=0,pch=15)
> > title("Member Geo Density Plot For Cluster1")
> >
> >
> > geomat<-makeDensityMatrix(clus1[,c("Latitude","Longitude")],
> > +
> > + xlim=range(clus1$Longitude),ylim=range(clus1$Latitude))
> >
> > > latlim<-range(clus1$Latitude)
> > > lonlim<-range(clus1$Longitude)
> > >
> > > map("world",xlim=lonlim,ylim=latlim)
> > Error in .C(C_map_type, as.character(mapbase), integer(1)) :
> >   Incorrect number of arguments (2), expecting 0 for ''
> > > axis(1)
> > Error in axis(1) : plot.new has not been called yet
> > > axis(2)
> > Error in axis(2) : plot.new has not been called yet
> > > densityGrid(geomat,range.cex=c(1,5),xlim=lonlim,ylim=latlim,
> > +             red=c(0.5,1),green=0,blue=0,pch=15)
> > Error in plot.xy(xy.coords(x, y), type = type, ...) :
> >   plot.new has not been called yet
> > > title("Member Geo Density Plot For Cluster1")
> > Error in title("Member Geo Density Plot For Cluster1") :
> >   plot.new has not been called yet
> >
> >
> > It seems to error at the point of 
> > map("world",xlim=lonlim,ylim=latlim)
> >
> > I find a ref in stack overflow
> > https://urldefense.proofpoint.com/v2/url?u=https-3A__stackoverflow.c
> > om 
> > _questions_45066628_cannot-2Drun-2Dmap-2Ddatastate&d=DwIBaQ&c=wluqKI
> > iw 
> > ffOpZ6k5sqMWMBOn0vyYnlulRJmmvOXCFpM&r=j7MrcIQm2xjHa8v-2mTpmTCtKvneM2
> > Ex 
> > lYvnUWbsByY&m=sRhKIDOv4AuwrfDBU9b2Rpj-VPfs0lcpkQqNBfVLSe4&s=sEjkBzla
> > FR 7NhUDpUPGPp1nOkAxOlBbFNadLowcDbFw&e=
> > and tried solutions but they do not seem to work?
> >
> > Here is a sample (MBR_SUBSCRIBERID(factor) is replaced with ID(integer) but of no consequence in my routine since not really used.
> >
> > I hope someone recognizes the problem.
> >
> > Thank you for any advice
> >
> > WHP
> >
> > > dput(sample)
> > structure(list(state = structure(c(2L, 22L, 10L, 12L, 6L, 22L, 11L, 
> > 22L, 22L, 32L, 19L, 29L, 9L, 9L, 10L, 30L, 33L, 35L, 41L, 12L, 12L, 
> > 36L, 4L, 9L, 8L, 39L, 36L, 36L, 41L, 28L, 12L, 28L, 28L, 12L, 11L, 
> > 2L, 12L, 22L, 32L, 22L, 12L, 10L, 10L, 22L, 10L ), .Label = c("AL", 
> > "AR", "AZ", "CA", "CO", "CT", "DC", "DE", "FL", "GA", "IA", "IL", 
> > "IN", "KS", "KY", "LA", "MA", "MD", "ME", "MI", "MN", "MO", "NC", 
> > "NE", "NJ", "NM", "NV", "NY", "OH", "OK", "OR", "PA", "SC", "SD", 
> > "TN", "TX", "UT", "VA", "WA", "WI", "WV"
> > ), class = "factor"), city = structure(c(838L, 1030L, 262L, 218L, 
> > 166L, 973L, 339L, 451L, 660L, 358L, 281L, 1280L, 129L, 223L, 989L, 
> > 721L, 550L, 731L, 1325L, 688L, 1184L, 281L, 759L, 1171L, 1305L, 
> > 587L, 272L, 581L, 263L, 152L, 217L, 152L, 390L, 5L, 571L, 1006L, 
> > 1162L, 939L, 170L, 1033L, 1002L, 586L, 586L, 192L, 586L ), .Label = 
> > c("ABBOTTSTOWN", "ABILENE", "ACWORTH", "ADAMS", "ADDISON", "ADKINS", 
> > "ALBANY", "ALBIA", "ALBUQUERQUE", "ALEXANDRIA", "ALFRED", 
> > "ALIQUIPPA", "ALISO VIEJO", "ALLEN PARK", "ALLENTOWN", "ALPHA", 
> > "ALPHARETTA", "ALPINE", "ALTOONA", "AMARILLO", "AMBLER", "AMBRIDGE", 
> > "AMHERST", "AMITYVILLE", "ANAHIEM", "ANDERSON", "ANDOVER", "ANGIER", 
> > "ANGLETON", "ANKENY", "ANN ARBOR", "ANZA", "APEX", "APOLLO", 
> > "ARCADIA", "ARCHDALE", "ARDMORE", "ARGYLE", "ARKANSAS CITY", 
> > "ARLINGTON", "ARNOLD", "ARTHUR", "ASHEBORO", "ASHEVILLE", "ASHLAND", 
> > "ASHLAND CITY", "ASHTON", "ASTON", "ATHENS", "ATLANTA", "ATLANTIC 
> > BCH", "AUBORN", "AUGUSTA", "AURORA", "AUSTELL", "AUSTIN", 
> > "AVENTURA", "AVONDALE ESTATES", "BAKERSFIELD", "BALDWIN CITY", 
> > "BALDWIN PLACE", "BALLWIN", "BANGOR", "BARBOURSVILLE", "BARNEGAT", 
> > "BARTLETT", "BARTON", "BARTONVILLE", "BASSETT", "BATAVIA", 
> > "BATESBURG", "BATON ROUGE", "BAXTER SPRINGS", "BAY CITY", "BAYONNE", 
> > "BAYSIDE", "BAYTOWN", "BEAR", "BEAUMONT", "BEECH CREEK", "BEECHER 
> > CITY", "BELFAIR", "BELLE VERNON", "BELLEAIR", "BELLEVUE", 
> > "BELLMAWR", "BELLMORE", "BELLWOOD", "BELMAR", "BELMONT", 
> > "BELVIDERE", "BENNET", "BENTON", "BENTONVILLE", "BERLIN", "BESSEMER 
> > CITY", "BETHANY", "BETHEL", "BETHEL PARK", "BETHESDA", "BETHLEHEM", 
> > "BETTENDORF", "BIGLERVILLE", "BINGHAMTON", "BIRDSBORO", "BIWABIK", 
> > "BLACK MOUNTAIN", "BLACKSBURG", "BLAINE", "BLAIRSVILLE", 
> > "BLAKESLEE", "BLOOMFIELD", "BLUE BELL", "BLUE GRASS", "BLUE POINT", 
> > "BLUE SPRINGS", "BOCA RATON", "BODFISH", "BOILING SPRINGS", 
> > "BOLIVAR", "BON AQUA", "BONNER SPRINGS", "BONNEY LAKE", 
> > "BOONEVILLE", "BOSSIER CITY", "BOUNTIFUL", "BOWLING GREEN", 
> > "BOYERTOWN", "BOYNTON BEACH", "BRADENTON", "BRADENVILLE", 
> > "BRANDAMORE", "BRANDON", "BRANFORD", "BRANSON", "BRASELTON", 
> > "BREEZEWOOD", "BRENTON", "BRENTWOOD", "BREWSTER", "BRICK", 
> > "BRIDGEPORT", "BRIDGETON", "BRIGHAM CITY", "BROADDUS", "BROCKPORT", 
> > "BROGUE", "BROKEN ARROW", "BRONX", "BROOKFIELD", "BROOKHAVEN", 
> > "BROOKLYN", "BROWNS MILLS", "BROWNSBURG", "BROWNSVILLE", 
> > "BRUNSWICK", "BRYAN", "BUCKSPORT", "BUDD LAKE", "BUFFALO", 
> > "BULVERDE", "BUNKERVILLE", "BURBANK", "BURFORD", "BURIEN", 
> > "BURLINGTON", "BURR RIDGE", "BURTON", "BUSKIRK", "BUTLER", "BUXTON", 
> > "BYRON", "CALERA", "CAMBRIDGE", "CAMP HILL", "CAMPBELL", "CANAAN", 
> > "CANAL WINCHESTER", "CANASTOTA", "CANTON", "CARDIFF BY THE SEA", 
> > "CARL JUNCTION", "CARLISLE", "CARLTON", "CAROL STREAM", 
> > "CARROLLTON", "CARSON CITY", "CARTERSVILLE", "CARTHAGE", "CARY", 
> > "CASEYVILLE", "CASSVILLE", "CASWELL", "CATO", "CEDAR RAPIDS", 
> > "CEDARBURG", "CEDARVILLE", "CENTER POINT", "CENTERTON", "CENTRAL 
> > ISLIP", "CENTRAL POINT", "CHAGRIN FALLS", "CHALFONT", "CHAPEL HILL", 
> > "CHAPIN", "CHARDON", "CHARITON", "CHARLESTON", "CHARLOTTE", 
> > "CHEROKEE", "CHERRY HILL", "CHERRY VALLEY", "CHESHIRE", "CHEST 
> > SPRINGS", "CHESTER", "CHESTERTON", "CHICAGO", "CHILLICOTHE", 
> > "CHOCTAW", "CICERO", "CINCINNATI", "CLAY", "CLEARWATER", "CLEARWATER 
> > BEACH", "CLEMMONS", "CLENDENIN", "CLEVELAND", "CLEVELAND HTS", 
> > "CLEVES", "CLIFFSIDE PARK", "CLIFTON", "CLIFTON PARK", "CLIFTON 
> > SPGS", "CLINTON", "COACHELLA", "COAL TOWNSHIP", "COATESVILLE", 
> > "COLLEGE STATION", "COLLINSVILLE", "COLONIA", "COLUMBIA", 
> > "COLUMBUS", "COMMERCE", "CONCORD", "CONCORD TOWNSHIP", 
> > "CONNELLSVILLE", "CONROE", "CONWAY", "CONYERS", "COOKEVILLE", "COON 
> > RAPIDS", "CORAOPOLIS", "CORDOVA", "CORNELIUS", "CORNWALL", 
> > "CORONADO", "CORPUS CHRISTI", "CORRY", "COTTAGE HILLS", 
> > "COTTLEVILLE", "COTTONWOOD", "COVINGTON", "COWEN", "CRANBERRY 
> > TOWNSHIP", "CROWN POINT", "CUBA", "CUMBERLAND CENTER", "CUMBERLAND 
> > FORESIDE", "CUMMING", "CUYAHOGA FLS", "CYPRESS", "DALLAS", 
> > "DALLASTOWN", "DANBURY", "DANIA BCH", "DANVILLE", "DAVENPORT", 
> > "DAVIE", "DAVIS JUNCTION", "DAWSON", "DAYTON", "DE SOTO", "DECATUR", 
> > "DEFIANCE", "DEFOREST", "DELAVAN", "DELMAR", "DELRAY BEACH", 
> > "DEMOTTE", "DENISON", "DENVER", "DEPTFORD", "DERBY", "DERRY", "DES 
> > MOINES", "DETROIT", "DICKINSON", "DILLSBURG", "DITTMER", "DIXON", 
> > "DONNA", "DOTHAN", "DOUGLAS", "DOUGLASVILLE", "DOVER", "DOYLESTOWN", 
> > "DREXEL HILL", "DUBLIN", "DUCHESNE", "DULUTH", "DUNCAN", 
> > "DUNCANNON", "DUNCANSVILLE", "DUNEDIN", "DUNNSVILLE", "DURHAM", 
> > "DUTTON", "EAGLE GROVE", "EAST AURORA", "EAST CHICAGO", "EAST EARL", 
> > "EAST HANOVER", "EAST HARTFORD", "EAST HARTLAND", "EAST LEROY", 
> > "EAST LIVERPOOL", "EAST MEADOW", "EAST NORTHPORT", "EAST ORANGE", 
> > "EAST PEORIA", "EAST SAINT LOUIS", "EASTON", "EDGERTON", "EDISON", 
> > "EDMOND", "EGG HBR TWP", "EL DORADO", "EL PASO", "ELDRIDGE", 
> > "ELGIN", "ELIZABETHVILLE", "ELLISVILLE", "ELLSWORTH", "ELLWOOD 
> > CITY", "ELMHURST", "ELMWOOD PARK", "ELOY", "ELY", "EMERSON", 
> > "EMORY", "ENDICOTT", "ENGLEWOOD", "ENID", "ENNICE", "ENOLA", 
> > "ENUMCLAW", "EPHRATA", "ERIE", "ESTERO", "EUREKA SPRINGS", 
> > "EVANSVILLE", "EVERETT", "EXCELSIOR SPRINGS", "EXTON", "FAIRFAX", 
> > "FAIRFIELD", "FAIRHAVEN", "FAIRVIEW", "FAIRVIEW PARK", "FALMOUTH", 
> > "FAR HILLS", "FAR ROCKAWAY", "FARMINGDALE", "FARMINGTON", "FAYETTE", 
> > "FAYETTEVILLE", "FELTON", "FENTON", "FERGUSON", "FIELDALE", 
> > "FINDLAY", "FINGERVILLE", "FLEMINGTON", "FLINT", "FLORENCE", 
> > "FLORESVILLE", "FLORISSANT", "FLOVILLA", "FLOWER MOUND", "FLUSHING", 
> > "FOGELSVILLE", "FOLSOM", "FONTANELLE", "FOREST HILLS", "FOREST 
> > PARK", "FORT DODGE", "FORT FAIRFIELD", "FORT GAY", "FORT 
> > LAUDERDALE", "FORT LEE", "FORT MILL", "FORT MOHAVE", "FORT PAYNE", 
> > "FORT PIERCE", "FORT SMITH", "FORT WAYNE", "FORT WORTH", "FOSTORIA", 
> > "FOUNTAIN INN", "FRANKFORT", "FRANKLIN", "FREEDOM", "FREEHOLD", 
> > "FREEPORT", "FREMONT", "FULLERTON", "FULSHEAR", "FULTON", "GADSDEN", 
> > "GAFFNEY", "GAINESVILLE", "GALLOWAY", "GARDEN PRAIRIE", "GARDNERS", 
> > "GARNETT VALLEY", "GARY", "GASTON", "GASTONIA", "GENEVA", 
> > "GETTYSBURG", "GIBSONIA", "GILBERT", "GIRARD", "GLEN BURNIE", "GLEN 
> > CARBON", "GLEN COVE", "GLEN MILLS", "GLENSHAW", "GLENVIEW", 
> > "GLENWOOD", "GOLDEN CITY", "GOLIAD", "GOODSON", "GOODYEAR", 
> > "GORHAM", "GOSHEN", "GRANBURY", "GRANBY", "GRAND PRAIRIE", "GRAND 
> > RAPIDS", "GRANDVIEW", "GRANITE CITY", "GRANITE FALLS", "GRANTS 
> > PASS", "GRASS VALLEY", "GRAVETTE", "GRAYSVILLE", "GREEN LANE", 
> > "GREENBRIER", "GREENLAWN", "GREENSBORO", "GREENSBURG", "GREENUP", 
> > "GREENVILLE", "GREER", "GRIFFIN", "GRIFFITH", "GROTON", "GUADALUPE", 
> > "GUILFORD", "HADLEY", "HAGAN", "HALF WAY", "HALLANDALE BEACH", 
> > "HAMBLETON", "HAMBURG", "HAMDEN", "HAMILTON", "HAMMOND", 
> > "HAMMONTON", "HAMPSHIRE", "HAPEVILLE", "HARBORCREEK", "HARLAN", 
> > "HARRISBURG", "HARRISON", "HARRISONVILLE", "HARTWELL", "HASTINGS", 
> > "HATFIELD", "HAVERHILL", "HAWK POINT", "HAYESVILLE", "HELEN", 
> > "HENDERSON", "HENDERSONVILLE", "HENRICO", "HENRIETTA", "HERMITAGE", 
> > "HERNDON", "HERSHEY", "HIALEAH", "HIAWATHA", "HIBBING", "HICKORY", 
> > "HICKORY GROVE", "HIDDENITE", "HIGH HILL", "HIGH POINT", "HIGH 
> > RIDGE", "HIGHLAND", "HIGHLAND MILLS", "HINCKLEY", "HIRAM", "HOBART", 
> > "HOLBROOK", "HOLDEN", "HOLDENVILLE", "HOLLADAY", "HOLLIS", "HOLLY 
> > SPRINGS", "HOLLYWOOD", "HOLTWOOD", "HOMER", "HOMESTEAD", 
> > "HONEYVILLE", "HOPE MILLS", "HOT SPRINGS", "HOT SPRINGS NATIONAL 
> > PARK", "HOUSTON", "HUBBARD", "HUDSON", "HUFFMAN", "HULL", 
> > "HUMANSVILLE", "HUNTERSVILLE", "HUNTINGDON", "HUNTINGTON BEACH", 
> > "HUNTS POINT", "HURDLE MILLS", "HURRICANE", "HURST", "IMPERIAL", 
> > "INDEPENDENCE", "INDIAN SHORES", "INDIAN TRAIL", "INDIANA", 
> > "INDIANAPOLIS", "INDIANOLA", "INMAN", "IOWA CITY", "IRMO", 
> > "IRVINGTON", "IRWIN", "ISANTI", "ISLESBORO", "ISLIP", "ISSAQUAH", 
> > "ITHACA", "JACKSBORO", "JACKSON", "JACKSON HTS", "JACKSONVILLE", 
> > "JAMAICA", "JAMESTOWN", "JASPER", "JEANNETTE", "JEFFERSON", 
> > "JEFFERSON CITY", "JEWELL", "JOHNSTON", "JOHNSTOWN", "JONESBORO", 
> > "JONESPORT", "JONESTOWN", "JOPLIN", "JUPITER", "KANKAKEE", 
> > "KANNAPOLIS", "KANSAS CITY", "KATY", "KEARNEY", "KELLERTON", 
> > "KEMAH", "KENMORE", "KENNESAW", "KENT", "KINGMAN", "KINGS MOUNTAIN", 
> > "KINGSLAND", "KINGSTON", "KINGWOOD", "KIRKLAND", "KUTZTOWN", "LA 
> > QUINTA", "LA RUE", "LA VERNE", "LAFAYETTE", "LAKE BLUFF", "LAKE IN 
> > THE HILL", "LAKE ISABELLA", "LAKE PLACID", "LAKE SAINT LOUIS", "LAKE 
> > TAPPS", "LAKE VILLAGE", "LAKE WAUKOMIS", "LAKE WORTH", "LAKEBAY", 
> > "LAKELAND", "LAKEWOOD", "LAKEWOOD RCH", "LAMBERTVILLE", "LANCASTER", 
> > "LANDISVILLE", "LANSDALE", "LAREDO", "LARGO", "LAS VEGAS", 
> > "LATROBE", "LAUDERHILL", "LAWNDALE", "LAWRENCE", "LAWRENCEVILLE", 
> > "LE MARS", "LE ROY", "LEAGUE CITY", "LEAVENWORTH", "LEAWOOD", 
> > "LEBANON", "LECOMPTON", "LEECHBURG", "LEES SUMMIT", "LEESBURG", 
> > "LEESVILLE", "LEETONIA", "LENEXA", "LENOIR", "LEVITTOWN", "LEWES", 
> > "LEWISTOWN", "LEXINGTON", "LIBERTY TWP", "LILLINGTON", "LINCOLN", 
> > "LINDENHURST", "LINTON", "LISBON", "LITCHFIELD PK", "LITHIA", 
> > "LITITZ", "LITTLE EGG HARBOR TO", "LK FOREST PK", "LK PEEKSKILL", 
> > "LOCKHART", "LOCKWOOD", "LOGAN", "LOMA LINDA", "LONE JACK", "LONG 
> > BEACH", "LONG LANE", "LONGVIEW", "LORAIN", "LORTON", "LOS ANGELES", 
> > "LOUISBURG", "LOVES PARK", "LOWER BURRELL", "LOWRY CITY", "LUBBOCK", 
> > "LUGOFF", "LUMBERTON", "LYNBROOK", "LYNNWOOD", "MACHESNEY PARK", 
> > "MACON", "MAGNOLIA", "MAHOPAC", "MAHWAH", "MAINEVILLE", "MALVERN", 
> > "MALVERNE", "MANASSAS", "MANCHACA", "MANCHESTER", "MANCHESTER 
> > TOWNSHIP", "MANCHESTER TW", "MANHEIM", "MANITO", "MANLIUS", 
> > "MANNINGTON", "MANSFIELD", "MANSURA", "MAPLE PARK", "MARBLE FALLS", 
> > "MARCELLUS", "MARICOPA", "MARIETTA", "MARION", "MARKLEYSBURG", "MARS 
> > HILL", "MARSHALLTOWN", "MARSHFIELD", "MARSHVILLE", "MARTINSVILLE", 
> > "MARYSVILLE", "MASON CITY", "MASSEY", "MASSILLON", "MASURY", 
> > "MATAWAN", "MATEWAN", "MATTAPOISETT", "MATTHEWS", "MAYFIELD HTS", 
> > "MAYSEL", "MC CLELLAND", "MC DONALD", "MC KEES ROCKS", "MC 
> > SHERRYSTOWN", "MC VEYTOWN", "MCALESTER", "MCDONOUGH", "MCKEESPORT", 
> > "MCKINNEY", "MECHANICSBURG", "MECHANICSVILLE", "MEDFORD", "MEDIA", 
> > "MEDWAY", "MELVILLE", "MEMPHIS", "MERIDEN", "MERRIAM", "MERRICK", 
> > "MERRILL", "MERRILLVILLE", "MESA", "MESQUITE", "MIAMI", "MIAMI 
> > GARDENS", "MICHIGAN CITY", "MIDDLETOWN", "MIDLAND", "MIFFLINTOWN", 
> > "MILFORD", "MILL CREEK", "MILLBROOK", "MILLEDGEVILLE", 
> > "MILLINOCKET", "MILNER", "MILTON", "MILWAUKEE", "MINEOLA", "MINERAL 
> > SPGS", "MINERAL WELLS", "MINNEAPOLIS", "MISSION", "MISSION HILLS", 
> > "MISSION VIEJO", "MISSOURI CITY", "MISSOURI VALLEY", "MOLINE", 
> > "MONESSEN", "MONROE", "MONROE TOWNSHIP", "MONROEVILLE", "MONTCLAIR", 
> > "MONTEREY", "MONTICELLO", "MOORESVILLE", "MORGANTON", "MORGANTOWN", 
> > "MORRIS PLAINS", "MOUND", "MOUND CITY", "MOUNT HOPE", "MOUNT JOY", 
> > "MOUNT LAUREL", "MOUNT PLEASANT", "MOUNT POCONO", "MOUNT UNION", 
> > "MOUNT WOLF", "MOUNTVILLE", "MT HOLLY", "MT PLEASANT", "MULVANE", 
> > "MUNCIE", "MUNSTER", "MURFREESBORO", "MURRAY", "MURRELLS INLT", 
> > "MUSTANG", "MYERSTOWN", "MYSTIC", "N BRANFORD", "N FT MYERS", 
> > "NAPERVILLE", "NAPLES", "NAPOLEON", "NASHVILLE", "NATCHITOCHES", 
> > "NAUGATUCK", "NEOSHO", "NEPTUNE BEACH", "NESCONSET", "NETCONG", "NEW 
> > BLOOMFIELD", "NEW BRAUNFELS", "NEW BRITAIN", "NEW BRUNSWICK", "NEW 
> > CASTLE", "NEW CUMBERLAND", "NEW HAVEN", "NEW KENSINGTON", "NEW 
> > LONDON", "NEW ORLEANS", "NEW PRESTON", "NEW PROVIDENCE", "NEW 
> > ROCHELLE", "NEW TRIPOLI", "NEW ULM", "NEW WINDSOR", "NEW YORK", 
> > "NEWARK", "NEWBURGH HEIGHTS", "NEWINGTON", "NEWNAN", "NEWPORT", 
> > "NEWPORT BEACH", "NEWTON", "NEWTONVILLE", "NIAGARA FALLS", "NIXA", 
> > "NOANK", "NOKOMIS", "NORCROSS", "NORFOLK", "NORMAN", "NORMANDY 
> > PARK", "NORTH BABYLON", "NORTH HAVEN", "NORTH HUNTINGDON", "NORTH 
> > JACKSON", "NORTH LITTLE ROCK", "NORTH MIAMI", "NORTH PORT", "NORTH 
> > RICHLAND HILLS", "NORTH WALES", "NORTH WATERBORO", "NORTHFIELD", 
> > "NORTHRIDGE", "NORTON", "NORWALK", "NOTTINGHAM", "NUTLEY", "NYACK", 
> > "O FALLON", "OAK RIDGE", "OAKDALE", "OCALA", "OCEANSIDE", "OCILLA", 
> > "OLATHE", "OMAHA", "OMRO", "ONA", "ONALASKA", "OPA LOCKA", "ORADLL", 
> > "ORION", "ORONO", "ORRINGTON", "OSCEOLA", "OSKALOOSA", "OSSINING", 
> > "OSWEGO", "OTTAWA", "OVALO", "OVERLAND PARK", "OWASSO", "OWEGO", 
> > "OXFORD", "OYSTER BAY", "OZARK", "PALERMO", "PALM CITY", "PALM 
> > HARBOR", "PALMDALE", "PALMYRA", "PALOS HEIGHTS", "PANA", "PAOLA", 
> > "PARK RIDGE", "PARLIN", "PARMA", "PARRISH", "PARROTT", "PATASKALA", 
> > "PAULS VALLEY", "PAXTON", "PEA RIDGE", "PEARLAND", "PECULIAR", 
> > "PEEKSKILL", "PEKIN", "PELION", "PEMBROKE", "PEMBROKE PINES", "PENN 
> > YAN", "PENNELLVILLE", "PENNSBURG", "PENNSVILLE", "PEORIA", "PERRY", 
> > "PERRYOPOLIS", "PERRYSBURG", "PERRYVILLE", "PHARR", "PHILADELPHIA", 
> > "PHILIPPI", "PHOENIX", "PICKENS", "PICKERINGTON", "PIERSON", "PILOT 
> > MOUNTAIN", "PINE BLUFF", "PINE HILL", "PINEVILLE", "PINNELLAS PARK", 
> > "PISCATAWAY", "PITMAN", "PITTSBURGH", "PLACIDA", "PLAINFIELD", 
> > "PLANO", "PLANT CITY", "PLATTEKILL", "PLEASANT HILL", "PLEASANT 
> > HOPE", "PLYMOUTH", "POCONO LAKE", "POMFRET CENTER", "POMPANO BEACH", 
> > "POOLER", "PORT CARBON", "PORT CHARLOTTE", "PORT NORRIS", "PORT 
> > ORANGE", "PORT SAINT LUCIE", "PORT WASHINGTON", "PORTAGE", "PORTER", 
> > "PORTERSVILLE", "PORTLAND", "POTTSVILLE", "POUGHKEEPSIE", "POWDER 
> > SPRINGS", "POWELL", "PRAIRIE VILLAGE", "PRESCOTT", "PRESCOTT 
> > VALLEY", "PRINCETON", "PROSPECT", "PT PLEASANT", "PUNTA GORDA", 
> > "PURCHASE", "QUAKERTOWN", "QUEENS VLG", "QUINCY", "RALEIGH", 
> > "RANDLEMAN", "RANDOLPH", "RAYTOWN", "READING", "READLYN", "RED 
> > BANK", "RED HOUSE", "RED LION", "REEDERS", "REGO PARK", "REHOBOTH 
> > BCH", "REIDSVILLE", "RENO", "RENTON", "REPUBLIC", "RICH HILL", 
> > "RICHARDS", "RICHMOND", "RICHMOND HILL", "RIDGEWOOD", "RINCON", "RIO 
> > GRANDE CITY", "RIO RANCHO", "RIVERDALE", "RIVERHEAD", "RIVERSIDE", 
> > "ROANOKE", "ROCHELLE", "ROCHESTER", "ROCK HILL", "ROCKAWAY BCH", 
> > "ROCKFORD", "ROCKMART", "ROCKY HILL", "ROCKY MOUNT", "ROGERS", 
> > "ROGERSVILLE", "ROMULUS", "ROOSEVELT", "ROSAMOND", "ROSCOE", 
> > "ROSENBERG", "ROSENDALE", "ROSWELL", "ROTONDA WEST", "ROUGEMONT", 
> > "ROXBORO", "ROY", "RUNNELLS", "RURAL HALL", "RUSH VALLEY", "RUSKIN", 
> > "RUSTBURG", "RUTHER GLEN", "RUTHERFORDTON", "S DEERFIELD", "SACO", 
> > "SAGINAW", "SAINT AUGUSTINE", "SAINT CHARLES", "SAINT CLAIR", "SAINT 
> > CLAIRSVILLE", "SAINT LOUIS", "SAINT MARYS", "SAINT MATTHEWS", "SAINT 
> > PAULS", "SAINT PETERS", "SAINT PETERSBURG", "SALEM", "SALISBURY", 
> > "SALT LAKE CITY", "SALTSBURG", "SALUNGA", "SAMMAMISH", "SAN 
> > ANTONIO", "SAN BENITO", "SAN CLEMENTE", "SAN DIEGO", "SAN ELIZARIO", 
> > "SAN JUAN", "SANDUSKY", "SANDY", "SANFORD", "SANGERVILLE", "SANTA 
> > ANA", "SARASOTA", "SARATOGA SPRINGS", "SARCOXIE", "SAUGUS", 
> > "SAVANNAH", "SAYVILLE", "SCALY MOUNTAIN", "SCHAEFFERSTOWN", 
> > "SCHULENBURG", "SCOTT", "SCOTTSDALE", "SEAFORD", "SEALE", "SEATTLE", 
> > "SEDONA", "SEGUIN", "SELDEN", "SENECA", "SENOIA", "SEVEN VALLEYS", 
> > "SEYMOUR", "SHARON", "SHARPSBURG", "SHARPSVILLE", "SHAVANO PARK", 
> > "SHAWNEE", "SHELLSBURG", "SHELTON", "SHENANDOAH", "SHORELINE", 
> > "SHOREWOOD", "SHREVEPORT", "SICKLERVILLE", "SILER CITY", "SILOAM 
> > SPRINGS", "SIMON", "SIMPSONVILLE", "SIMSBURY", "SIOUX CITY", "SIOUX 
> > FALLS", "SKOKIE", "SKOWHEGAN", "SLATINGTON", "SLIDELL", 
> > "SMITHFIELD", "SN BERNRDNO", "SNELLVILLE", "SOCORRO", "SOMERS", 
> > "SOPHIA", "SOUTH AMBOY", "SOUTH BELOIT", "SOUTH BEND", "SOUTH 
> > DARTMOUTH", "SOUTH HOUSTON", "SOUTH PARK", "SOUTH PLAINFIELD", 
> > "SOUTH SIOUX CITY", "SOUTHAMPTON", "SOUTHBURY", "SOUTHGATE", 
> > "SPARKS", "SPARROW BUSH", "SPENCER", "SPRING", "SPRING BRANCH", 
> > "SPRING GROVE", "SPRING HILL", "SPRING HOPE", "SPRING VALLEY", 
> > "SPRINGDALE", "SPRINGFIELD", "SPRINGFIELD GARDENS", "SPRINGHILL", 
> > "SPRINGTOWN", "SPRNGFLD GDNS", "SPRUCE PINE", "ST PETERSBURG", "ST. 
> > GEORGE", "STAFFORD", "STAMFORD", "STANDISH", "STANLEY", "STANTON", 
> > "STATEN ISLAND", "STATESVILLE", "STERLING", "STILLMAN VALLEY", 
> > "STILWELL", "STOCKBRIDGE", "STOCKTON", "STONE MTN", "STRAFFORD", 
> > "STRATFORD", "STRONGSVILLE", "STROUDSBURG", "STRUTHERS", "SUFFIELD", 
> > "SUGAR HILL", "SUGAR LAND", "SULPHUR", "SUMMERVILLE", "SUMMIT", "SUN 
> > CITY", "SUNBURY", "SUWANEE", "SWANSEA", "SWANTON", "SWEENY", 
> > "SWISSVALE", "SYCAMORE", "SYLVANIA", "SYRACUSE", "TACOMA", 
> > "TAFTVILLE", "TAMPA", "TAPPAHANNOCK", "TAR HEEL", "TAUNTON", 
> > "TAYLORVILLE", "TECUMSEH", "THE WOODLANDS", "THEODOSIA", 
> > "THOMASTON", "THOMASVILLE", "TIERRA VERDE", "TIFTON", "TILLSON", 
> > "TILTON", "TINLEY PARK", "TOCCOA", "TOLEDO", "TOLLAND", "TOMBALL", 
> > "TOMS RIVER", "TOPEKA", "TOPSHAM", "TORRINGTON", "TOVEY", 
> > "TOWNSEND", "TRAVELERS RST", "TRENT", "TRINITY", "TROUTMAN", "TROY", 
> > "TRUMBULL", "TUCKER", "TULALIP", "TURNER", "TUSCUMBIA", "TYRONE", 
> > "UNION", "UNION CITY", "UNIVERSAL CTY", "UNIVERSITY HTS", "UPPR 
> > CHICHSTR", "URBANA", "URBANDALE", "UTICA", "VAIL", "VALE", 
> > "VALENCIA", "VALPARAISO", "VAN BUREN", "VAN METER", "VAN WERT", 
> > "VANDERGRIFT", "VASSALBORO", "VAUGHN", "VENICE", "VERNAL", "VERNON", 
> > "VERONA", "VICTOR", "VIDALIA", "VIENNA", "VILLA GROVE", "VILLA 
> > RIDGE", "VOLANT", "W HAMPTON BCH", "W TERRE HAUTE", "WADSWORTH", 
> > "WAHOO", "WAKE FOREST", "WALDEN", "WALLINGFORD", "WALLINGTON", 
> > "WALNUT COVE", "WANAQUE", "WARFORDSBURG", "WARMINSTER", "WARREN", 
> > "WARSAW", "WARTHEN", "WASHINGTON", "WASOLA", "WATAUGA", "WATERBURY", 
> > "WATERFORD", "WATERLOO", "WATERVILLE", "WATKINS GLEN", "WAXAHACHIE", 
> > "WAYCROSS", "WAYNESBORO", "WEBSTER", "WEIRTON", "WELLSBORO", 
> > "WELLSVILLE", "WENTZVILLE", "WESLACO", "WEST CHESTER", "WEST 
> > DEPTFORD", "WEST DES MOINES", "WEST HAVEN", "WEST HICKORY", "WEST 
> > LIBERTY", "WEST MIFFLIN", "WEST PALM BEACH", "WEST POINT", "WEST 
> > READING", "WEST SENECA", "WEST SUFFIELD", "WEST VALLEY CITY", 
> > "WESTERVILLE", "WESTHAMPTON", "WESTMINSTER", "WESTMORELAND CITY", 
> > "WESTPORT", "WESTVILLE", "WETHERSFIELD", "WHARTON", "WHEELING", 
> > "WHITE PLAINS", "WHITEHALL", "WHITESTONE", "WHITESTOWN", "WHITING", "WHITMAN", "WHITTIER", "WICHITA", "WILDWOOD", "WILLARD", "WILLIAMSBURG", "WILLIAMSPORT", "WILLOW GROVE", "WILLOWBROOK", "WILLOWICK", "WILMETTE", "WILMINGTON", "WILSON", "WILTON MANORS", "WIMBERLEY", "WINDCREST", "WINDER", "WINNEBAGO", "WINSIDE", "WINSTON", "WINSTON SALEM", "WINTERSET", "WINTHROP", "WOLCOTT", "WOODBRIDGE", "WOODBURY HEIGHTS", "WOODLAND PARK", "WOODLAWN", "WOODS CROSS", "WOODSIDE", "WOODSTOCK", "WORTHINGTON", "WYOMISSING", "YARMOUTH", "YOE", "YONKERS", "YORK", "YORKTOWN", "YORKTOWN HEIGHTS", "YOUNG HARRIS", "YOUNGSTOWN", "YPSILANTI", "ZELIENOPLE", "ZEPHYRHILLS"), class = "factor"),
> >     clusters = c(6L, 10L, 3L, 10L, 5L, 6L, 10L, 6L, 6L, 7L, 5L,
> >     7L, 8L, 8L, 3L, 6L, 3L, 10L, 7L, 10L, 10L, 4L, 2L, 8L, 9L,
> >     1L, 4L, 4L, 7L, 5L, 10L, 5L, 5L, 10L, 6L, 6L, 10L, 6L, 7L,
> >     10L, 10L, 3L, 3L, 6L, 3L), Longitude = c(-93.883554, -90.582058,
> >     -83.868923, -89.544083, -72.902467, -94.458904, -90.588533,
> >     -94.527843, -92.93769, -80.029456, -70.58809, -82.888789,
> >     -80.113071, -82.6661, -81.372992, -95.840964, -82.016013,
> >     -89.92625, -80.276676, -89.778385, -87.641063, -94.888036,
> >     -117.663119, -82.530568, -75.574437, -122.209047, -96.799309,
> >     -95.746255, -80.553953, -73.923314, -87.713482, -73.9731,
> >     -73.8187, -87.987023, -93.759478, -94.110903, -90.00597,
> >     -93.257109, -79.932483, -90.201858, -89.100233, -84.625923,
> >     -84.567614, -93.912921, -84.612564), Latitude = c(34.503045,
> >     38.752515, 33.406527, 40.893588, 41.733088, 38.999032, 41.657674,
> >     38.890929, 37.639766, 42.099693, 43.53462, 40.142492, 26.538149,
> >     27.9062, 31.90104, 34.833083, 35.118836, 35.136047, 39.425712,
> >     40.519207, 40.101126, 30.044457, 33.62287, 27.910276, 39.752254,
> >     47.403778, 32.961929, 29.820199, 38.408649, 40.668828, 41.983948,
> >     40.58116, 40.7253, 41.921667, 41.669921, 36.442552, 38.564663,
> >     37.455315, 40.867774, 38.783554, 42.244381, 34.024332, 34.001644,
> >     36.622704, 34.017832), distances_Me = c(1879089.079, 1437296.523,
> >     1185638.742, 1313997.97, 156759.9125, 1759443.351, 1398398.997,
> >     1767861.917, 1668917.322, 534234.2576, 431749.2965, 758508.4701,
> >     1657031.938, 1615575.668, 1169085.702, 2024642.021, 930944.4681,
> >     1525322.746, 553069.7532, 1337002.822, 1161367.37, 2223496.376,
> >     3918520.212, 1609088.602, 164252.5146, 3878581.001, 2197910.688,
> >     2304526.789, 614908.3151, 11075.24597, 1160375.454, 494.2997496,
> >     21063.72622, 1182681.434, 1662351.873, 1810881.911, 1393581.436,
> >     1701982.013, 504395.772, 1404348.991, 1276505.454, 1190457.718,
> >     1188029.899, 1787261.336, 1189994.055), distances_Mi = c(1167.607468,
> >     893.0913246, 736.719012, 816.477441, 97.40573055, 1093.263337,
> >     868.9216123, 1098.494372, 1037.01328, 331.9565399, 268.2755749,
> >     471.3135552, 1029.628072, 1003.868436, 726.4334682, 1258.049536,
> >     578.4599174, 947.7880794, 343.6603307, 830.7719404, 721.6375366,
> >     1381.611443, 2434.846498, 999.8375755, 102.0614003, 2410.029515,
> >     1365.713293, 1431.96122, 382.0848884, 6.881813138, 721.0211909,
> >     0.30714248, 13.08834388, 734.8814328, 1032.933715, 1125.225657,
> >     865.9281298, 1057.55865, 313.4158337, 872.6187534, 793.1807589,
> >     739.7133739, 738.2048023, 1110.548567, 739.4252678), ID = 
> > 2308:2352), row.names = c(NA, -45L), class = "data.frame")
> >
> > Proprietary
> >
> > NOTICE TO RECIPIENT OF INFORMATION:\ This e-mail may 
> > con...{{dropped:16}}
> >
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> > il 
> > man_listinfo_r-2Dhelp&d=DwIBaQ&c=wluqKIiwffOpZ6k5sqMWMBOn0vyYnlulRJm
> > mv 
> > OXCFpM&r=j7MrcIQm2xjHa8v-2mTpmTCtKvneM2ExlYvnUWbsByY&m=sRhKIDOv4Auwr
> > fD 
> > BU9b2Rpj-VPfs0lcpkQqNBfVLSe4&s=CloI44kowc5J_mOah6vx_Kl4PFIeqxmwexvRi
> > qw xuOA&e= PLEASE do read the posting guide 
> > https://urldefense.proofpoint.com/v2/url?u=http-3A__www.R-2Dproject.
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> > g_posting-2Dguide.html&d=DwIBaQ&c=wluqKIiwffOpZ6k5sqMWMBOn0vyYnlulRJ
> > mm 
> > vOXCFpM&r=j7MrcIQm2xjHa8v-2mTpmTCtKvneM2ExlYvnUWbsByY&m=sRhKIDOv4Auw
> > rf
> > DBU9b2Rpj-VPfs0lcpkQqNBfVLSe4&s=iOWreiJDomXv-uJ3NzQNX0IUsupILo_4DmkF
> > K3 GRUig&e= and provide commented, minimal, self-contained, 
> > reproducible code.
>
> NOTICE TO RECIPIENT OF INFORMATION:
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> Thank you. Aetna

NOTICE TO RECIPIENT OF INFORMATION:
This e-mail may contain confidential or privileged information. If you think you have received this e-mail in error, please advise the sender by reply e-mail and then delete this e-mail immediately.  
This e-mail may also contain protected health information (PHI) with information about sensitive medical conditions, including, but not limited to, treatment for substance use disorders, behavioral health, HIV/AIDS, or pregnancy. This type of information may be protected by various federal and/or state laws which prohibit any further disclosure without the express written consent of the person to whom it pertains or as otherwise permitted by law. Any unauthorized further disclosure may be considered a violation of federal and/or state law. A general authorization for the release of medical or other information may NOT be sufficient consent for release of this type of information.
Thank you. Aetna


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