Take-home Ex01

1 Importing the required packages

packages = c('rgdal', 'sf', 'spdep', 'tmap', 'tidyverse', "geoR")
for (p in packages){
  if(!require(p, character.only = T)){
    install.packages(p)
  }
  library(p,character.only = T)
}

2 Data Importing, Preparation and Wrangling

2.1 MASTER PLAN 2014 PLANNING AREA BOUNDARY

#####(latest for Web verion)

Importing geospatial data - Master Plan 2014 Planning Area Boundary

https://data.gov.sg/dataset/master-plan-2014-subzone-boundary-web

mpsz <- st_read(dsn = "data/geospatial", layer = "MP14_SUBZONE_WEB_PL")

## Reading layer `MP14_SUBZONE_WEB_PL' from data source `C:\IS415\Take-home Exercises\exercise 1\data\geospatial' using driver `ESRI Shapefile'
## Simple feature collection with 323 features and 15 fields
## geometry type:  MULTIPOLYGON
## dimension:      XY
## bbox:           xmin: 2667.538 ymin: 15748.72 xmax: 56396.44 ymax: 50256.33
## proj4string:    +proj=tmerc +lat_0=1.366666666666667 +lon_0=103.8333333333333 +k=1 +x_0=28001.642 +y_0=38744.572 +datum=WGS84 +units=m +no_defs

Checking the simple feature datadrame to ensure the data file has been imported correctly

summary(mpsz)

##     OBJECTID       SUBZONE_NO               SUBZONE_N     SUBZONE_C   CA_IND 
##  Min.   :  1.0   Min.   : 1.000   ADMIRALTY      :  1   AMSZ01 :  1   N:274  
##  1st Qu.: 81.5   1st Qu.: 2.000   AIRPORT ROAD   :  1   AMSZ02 :  1   Y: 49  
##  Median :162.0   Median : 4.000   ALEXANDRA HILL :  1   AMSZ03 :  1          
##  Mean   :162.0   Mean   : 4.625   ALEXANDRA NORTH:  1   AMSZ04 :  1          
##  3rd Qu.:242.5   3rd Qu.: 6.500   ALJUNIED       :  1   AMSZ05 :  1          
##  Max.   :323.0   Max.   :17.000   ANAK BUKIT     :  1   AMSZ06 :  1          
##                                   (Other)        :317   (Other):317          
##          PLN_AREA_N    PLN_AREA_C               REGION_N   REGION_C 
##  BUKIT MERAH  : 17   BM     : 17   CENTRAL REGION   :134   CR :134  
##  QUEENSTOWN   : 15   QT     : 15   EAST REGION      : 30   ER : 30  
##  ANG MO KIO   : 12   AM     : 12   NORTH-EAST REGION: 48   NER: 48  
##  DOWNTOWN CORE: 12   DT     : 12   NORTH REGION     : 41   NR : 41  
##  TOA PAYOH    : 12   TP     : 12   WEST REGION      : 70   WR : 70  
##  HOUGANG      : 10   HG     : 10                                    
##  (Other)      :245   (Other):245                                    
##              INC_CRC      FMEL_UPD_D             X_ADDR          Y_ADDR     
##  00F5E30B5C9B7AD8:  1   Min.   :2014-12-05   Min.   : 5093   Min.   :19579  
##  013B509B8EDF15BE:  1   1st Qu.:2014-12-05   1st Qu.:21864   1st Qu.:31776  
##  01A4287FB060A0A6:  1   Median :2014-12-05   Median :28465   Median :35113  
##  029BD940F4455194:  1   Mean   :2014-12-05   Mean   :27257   Mean   :36106  
##  0524461C92F35D94:  1   3rd Qu.:2014-12-05   3rd Qu.:31674   3rd Qu.:39869  
##  05FD555397CBEE7A:  1   Max.   :2014-12-05   Max.   :50425   Max.   :49553  
##  (Other)         :317                                                       
##    SHAPE_Leng        SHAPE_Area                geometry  
##  Min.   :  871.5   Min.   :   39438   MULTIPOLYGON :323  
##  1st Qu.: 3709.6   1st Qu.:  628261   epsg:NA      :  0  
##  Median : 5211.9   Median : 1229894   +proj=tmer...:  0  
##  Mean   : 6524.4   Mean   : 2420882                      
##  3rd Qu.: 6942.6   3rd Qu.: 2106483                      
##  Max.   :68083.9   Max.   :69748299                      
## 

Checking the projection system of mpsz

st_crs(mpsz)

## Coordinate Reference System:
##   No user input
##   wkt:
## PROJCS["SVY21",
##     GEOGCS["SVY21[WGS84]",
##         DATUM["WGS_1984",
##             SPHEROID["WGS_84",6378137.0,298.257223563]],
##         PRIMEM["Greenwich",0.0],
##         UNIT["Degree",0.0174532925199433],
##         AUTHORITY["EPSG","4326"]],
##     PROJECTION["Transverse_Mercator"],
##     PARAMETER["False_Easting",28001.642],
##     PARAMETER["False_Northing",38744.572],
##     PARAMETER["Central_Meridian",103.8333333333333],
##     PARAMETER["Scale_Factor",1.0],
##     PARAMETER["Latitude_Of_Origin",1.366666666666667],
##     UNIT["Meter",1.0]]

Viewing the spatial data

plot(mpsz)

## Warning: plotting the first 9 out of 15 attributes; use max.plot = 15 to plot
## all

2.2 BUS STOP LOCATIONS

Importing geospatial data - Bus Stop Locations

https://www.mytransport.sg/content/dam/datamall/datasets/Geospatial/BusStopLocation.zip

busstop <- st_read(dsn = "data/geospatial", layer = "BusStop")

## Reading layer `BusStop' from data source `C:\IS415\Take-home Exercises\exercise 1\data\geospatial' using driver `ESRI Shapefile'
## Simple feature collection with 5040 features and 3 fields
## geometry type:  POINT
## dimension:      XY
## bbox:           xmin: 4427.938 ymin: 26482.1 xmax: 48282.5 ymax: 52983.82
## proj4string:    +proj=tmerc +lat_0=1.366666666666667 +lon_0=103.8333333333333 +k=1 +x_0=28001.642 +y_0=38744.572 +datum=WGS84 +units=m +no_defs

Checking the simple feature datadrame to ensure the data file has been imported correctly

busstop

## Simple feature collection with 5040 features and 3 fields
## geometry type:  POINT
## dimension:      XY
## bbox:           xmin: 4427.938 ymin: 26482.1 xmax: 48282.5 ymax: 52983.82
## proj4string:    +proj=tmerc +lat_0=1.366666666666667 +lon_0=103.8333333333333 +k=1 +x_0=28001.642 +y_0=38744.572 +datum=WGS84 +units=m +no_defs 
## First 10 features:
##    BUS_STOP_N BUS_ROOF_N                  LOC_DESC                  geometry
## 1       78221        B06                      <NA> POINT (42227.96 39563.16)
## 2       63359        B01         HOUGANG SWIM CPLX POINT (34065.75 39047.46)
## 3       64141        B13            AFT JLN TELAWI  POINT (36335.3 38525.74)
## 4       83139        B07          AFT JOO CHIAT PL POINT (36530.26 32981.18)
## 5       55231        B02    OPP SBST EAST DISTRICT POINT (29669.93 40841.51)
## 6       55351        B03         OPP FUDU WALK P/G POINT (28404.77 41300.92)
## 7       92089        B10           CHIJ KATONG CON POINT (37378.19 32166.81)
## 8       80271        B06                 OPP BLK 2 POINT (33524.15 31938.86)
## 9       82059        B02                 ONE AMBER POINT (35142.59 31500.49)
## 10      97089        B02 OPP SELARANG PK DRUG REH. POINT (44329.52 39204.74)

Checking the projection system of mpsz

st_crs(busstop)

## Coordinate Reference System:
##   No user input
##   wkt:
## PROJCS["SVY21",
##     GEOGCS["GCS_WGS_1984",
##         DATUM["WGS_1984",
##             SPHEROID["WGS_84",6378137.0,298.257223563]],
##         PRIMEM["Greenwich",0.0],
##         UNIT["Degree",0.0174532925199433],
##         AUTHORITY["EPSG","4326"]],
##     PROJECTION["Transverse_Mercator"],
##     PARAMETER["False_Easting",28001.642],
##     PARAMETER["False_Northing",38744.572],
##     PARAMETER["Central_Meridian",103.8333333333333],
##     PARAMETER["Scale_Factor",1.0],
##     PARAMETER["Latitude_Of_Origin",1.366666666666667],
##     UNIT["Meter",1.0]]

Viewing the spatial data

plot(busstop)

2.3 PASSENGER VOLUME BY BUS STOP

Importing aspatial data - Passenger Volume by Bus Stop

pasvolbybs <- read_csv("data/aspatial/passenger_volume_by_busstop.csv")

## Parsed with column specification:
## cols(
##   YEAR_MONTH = col_character(),
##   DAY_TYPE = col_character(),
##   TIME_PER_HOUR = col_double(),
##   PT_TYPE = col_character(),
##   PT_CODE = col_character(),
##   TOTAL_TAP_IN_VOLUME = col_double(),
##   TOTAL_TAP_OUT_VOLUME = col_double()
## )

Checking the tibble data frame to ensure the data file has been imported correctly

list(pasvolbybs)

## [[1]]
## # A tibble: 197,389 x 7
##    YEAR_MONTH DAY_TYPE TIME_PER_HOUR PT_TYPE PT_CODE TOTAL_TAP_IN_VO~
##    <chr>      <chr>            <dbl> <chr>   <chr>              <dbl>
##  1 2020-01    WEEKEND~             6 BUS     67551                224
##  2 2020-01    WEEKDAY              6 BUS     67551               3922
##  3 2020-01    WEEKDAY              7 BUS     66541                648
##  4 2020-01    WEEKEND~             7 BUS     66541                127
##  5 2020-01    WEEKEND~            17 BUS     54209                736
##  6 2020-01    WEEKDAY             17 BUS     54209               1388
##  7 2020-01    WEEKEND~            12 BUS     61049                 92
##  8 2020-01    WEEKDAY             12 BUS     61049                140
##  9 2020-01    WEEKEND~            17 BUS     67611                442
## 10 2020-01    WEEKDAY             17 BUS     67611                765
## # ... with 197,379 more rows, and 1 more variable: TOTAL_TAP_OUT_VOLUME <dbl>

Sum the Tap_in_Volume and Tap_OutVolume of Weekends/Holiday and Weekdays for each bus stop

volume <- pasvolbybs %>%
  group_by(PT_CODE = PT_CODE) %>%
  summarise_at(vars(contains("TAP")),sum)

2.4 SINGAPORE RESIDENTS BY PLANNING AREASUBZONE, AGE GROUP, SEX AND TYPE OF DWELLING

Importing aspatial data - Singapore Residents by Planning AreaSubzone, Age Group, Sex and Type of Dwelling

https://www.singstat.gov.sg/find-data/search-by-theme/population/geographic-distribution/latest-data

resbypaagsdt <- read_csv("data/aspatial/respopagesextod2011to2019.csv")

## Parsed with column specification:
## cols(
##   PA = col_character(),
##   SZ = col_character(),
##   AG = col_character(),
##   Sex = col_character(),
##   TOD = col_character(),
##   Pop = col_double(),
##   Time = col_double()
## )

Checking the tibble data frame to ensure the data file has been imported correctly

list(resbypaagsdt)

## [[1]]
## # A tibble: 883,728 x 7
##    PA        SZ               AG    Sex    TOD                         Pop  Time
##    <chr>     <chr>            <chr> <chr>  <chr>                     <dbl> <dbl>
##  1 Ang Mo K~ Ang Mo Kio Town~ 0_to~ Males  HDB 1- and 2-Room Flats       0  2011
##  2 Ang Mo K~ Ang Mo Kio Town~ 0_to~ Males  HDB 3-Room Flats             10  2011
##  3 Ang Mo K~ Ang Mo Kio Town~ 0_to~ Males  HDB 4-Room Flats             30  2011
##  4 Ang Mo K~ Ang Mo Kio Town~ 0_to~ Males  HDB 5-Room and Executive~    50  2011
##  5 Ang Mo K~ Ang Mo Kio Town~ 0_to~ Males  HUDC Flats (excluding th~     0  2011
##  6 Ang Mo K~ Ang Mo Kio Town~ 0_to~ Males  Landed Properties             0  2011
##  7 Ang Mo K~ Ang Mo Kio Town~ 0_to~ Males  Condominiums and Other A~    40  2011
##  8 Ang Mo K~ Ang Mo Kio Town~ 0_to~ Males  Others                        0  2011
##  9 Ang Mo K~ Ang Mo Kio Town~ 0_to~ Femal~ HDB 1- and 2-Room Flats       0  2011
## 10 Ang Mo K~ Ang Mo Kio Town~ 0_to~ Femal~ HDB 3-Room Flats             10  2011
## # ... with 883,718 more rows

Data wrangling - Extracting 2019 records only + grouping by SZ, Summarize the population size and Capitalize Subzone Names

resbypaagsdt2019 <- resbypaagsdt %>%
  filter(Time == 2019) %>%
  group_by(SZ = SZ) %>%
  summarize(Pop = sum(Pop)) %>%
  mutate_at(.vars = vars(SZ), .funs = funs(toupper))

## Warning: funs() is soft deprecated as of dplyr 0.8.0
## Please use a list of either functions or lambdas: 
## 
##   # Simple named list: 
##   list(mean = mean, median = median)
## 
##   # Auto named with `tibble::lst()`: 
##   tibble::lst(mean, median)
## 
##   # Using lambdas
##   list(~ mean(., trim = .2), ~ median(., na.rm = TRUE))
## This warning is displayed once per session.

Check filtered tibble data frame resbypaagsdt2019

list(resbypaagsdt2019)

## [[1]]
## # A tibble: 323 x 2
##    SZ                       Pop
##    <chr>                  <dbl>
##  1 ADMIRALTY              14110
##  2 AIRPORT ROAD               0
##  3 ALEXANDRA HILL         13780
##  4 ALEXANDRA NORTH         2120
##  5 ALJUNIED               40190
##  6 ANAK BUKIT             22250
##  7 ANCHORVALE             46610
##  8 ANG MO KIO TOWN CENTRE  4890
##  9 ANSON                      0
## 10 BALESTIER              32760
## # ... with 313 more rows

2.5 Joining Data Tables

Joining Passenger Volume by Bus Stop data and Bus Stop data

busstop_pasvolbybs <- left_join(busstop, volume, by = c("BUS_STOP_N" = "PT_CODE"))

## Warning: Column `BUS_STOP_N`/`PT_CODE` joining factor and character vector,
## coercing into character vector

Checking joined data tables

busstop_pasvolbybs

## Simple feature collection with 5040 features and 5 fields
## geometry type:  POINT
## dimension:      XY
## bbox:           xmin: 4427.938 ymin: 26482.1 xmax: 48282.5 ymax: 52983.82
## proj4string:    +proj=tmerc +lat_0=1.366666666666667 +lon_0=103.8333333333333 +k=1 +x_0=28001.642 +y_0=38744.572 +datum=WGS84 +units=m +no_defs 
## First 10 features:
##    BUS_STOP_N BUS_ROOF_N                  LOC_DESC TOTAL_TAP_IN_VOLUME
## 1       78221        B06                      <NA>               22198
## 2       63359        B01         HOUGANG SWIM CPLX               14410
## 3       64141        B13            AFT JLN TELAWI                3441
## 4       83139        B07          AFT JOO CHIAT PL                4325
## 5       55231        B02    OPP SBST EAST DISTRICT               15052
## 6       55351        B03         OPP FUDU WALK P/G                 222
## 7       92089        B10           CHIJ KATONG CON               21151
## 8       80271        B06                 OPP BLK 2                3575
## 9       82059        B02                 ONE AMBER               12792
## 10      97089        B02 OPP SELARANG PK DRUG REH.                3284
##    TOTAL_TAP_OUT_VOLUME                  geometry
## 1                 26620 POINT (42227.96 39563.16)
## 2                 16905 POINT (34065.75 39047.46)
## 3                  6524  POINT (36335.3 38525.74)
## 4                  3585 POINT (36530.26 32981.18)
## 5                  5462 POINT (29669.93 40841.51)
## 6                  1321 POINT (28404.77 41300.92)
## 7                 10545 POINT (37378.19 32166.81)
## 8                 19784 POINT (33524.15 31938.86)
## 9                  2988 POINT (35142.59 31500.49)
## 10                 1387 POINT (44329.52 39204.74)

Joining Master Plan 2014 Subzone Boundary and busstop_pasvolbybs

mpsz_busstop_pasvolbybs <- st_join(mpsz, busstop_pasvolbybs)

Checking joined data tables

summary(mpsz_busstop_pasvolbybs)

##     OBJECTID       SUBZONE_NO                       SUBZONE_N      SUBZONE_C   
##  Min.   :  1.0   Min.   : 1.000   WESTERN WATER CATCHMENT:  92   WCSZ01 :  92  
##  1st Qu.:119.0   1st Qu.: 2.000   FRANKEL                :  80   BDSZ05 :  80  
##  Median :187.0   Median : 4.000   TAMPINES EAST          :  75   TMSZ02 :  75  
##  Mean   :181.7   Mean   : 4.429   TUAS NORTH             :  57   TSSZ03 :  57  
##  3rd Qu.:250.0   3rd Qu.: 6.000   BEDOK NORTH            :  55   BDSZ04 :  55  
##  Max.   :323.0   Max.   :17.000   WOODLANDS EAST         :  51   JWSZ08 :  51  
##                                   (Other)                :4643   (Other):4643  
##  CA_IND         PLN_AREA_N     PLN_AREA_C                REGION_N    REGION_C  
##  N:4825   BEDOK      : 269   BD     : 269   CENTRAL REGION   :1431   CR :1431  
##  Y: 228   JURONG WEST: 244   JW     : 244   EAST REGION      : 767   ER : 767  
##           QUEENSTOWN : 226   QT     : 226   NORTH-EAST REGION: 787   NER: 787  
##           TAMPINES   : 208   TM     : 208   NORTH REGION     : 676   NR : 676  
##           WOODLANDS  : 206   WD     : 206   WEST REGION      :1392   WR :1392  
##           HOUGANG    : 201   HG     : 201                                      
##           (Other)    :3699   (Other):3699                                      
##              INC_CRC       FMEL_UPD_D             X_ADDR          Y_ADDR     
##  82062B23CEEE75F2:  92   Min.   :2014-12-05   Min.   : 5093   Min.   :19579  
##  B34F041CC4B050EC:  80   1st Qu.:2014-12-05   1st Qu.:19898   1st Qu.:33173  
##  21658EAAF84F4D8D:  75   Median :2014-12-05   Median :27743   Median :36300  
##  1CD927A110152200:  57   Mean   :2014-12-05   Mean   :26705   Mean   :37028  
##  A2254301F85C1EDF:  55   3rd Qu.:2014-12-05   3rd Qu.:33774   3rd Qu.:40337  
##  C90769E43EE6B0F2:  51   Max.   :2014-12-05   Max.   :50425   Max.   :49553  
##  (Other)         :4643                                                       
##    SHAPE_Leng        SHAPE_Area        BUS_STOP_N          BUS_ROOF_N  
##  Min.   :  871.5   Min.   :   39438   Length:5053        B01    : 694  
##  1st Qu.: 4555.1   1st Qu.: 1026467   Class :character   B02    : 533  
##  Median : 5969.6   Median : 1648630   Mode  :character   B03    : 485  
##  Mean   : 7476.1   Mean   : 3756729                      B04    : 417  
##  3rd Qu.: 7811.6   3rd Qu.: 2796007                      B05    : 339  
##  Max.   :68083.9   Max.   :69748299                      (Other):2565  
##                                                          NA's   :  20  
##               LOC_DESC    TOTAL_TAP_IN_VOLUME TOTAL_TAP_OUT_VOLUME
##  BLK 101          :   7   Min.   :      0     Min.   :      1     
##  BLK 1            :   6   1st Qu.:   3120     1st Qu.:   3392     
##  BLK 121          :   6   Median :  10291     Median :  10613     
##  BLK 2            :   6   Mean   :  23284     Mean   :  23243     
##  OPP HONG SAN TERR:   6   3rd Qu.:  24548     3rd Qu.:  24237     
##  (Other)          :4885   Max.   :1877391     Max.   :1607925     
##  NA's             : 137   NA's   :94          NA's   :94          
##           geometry   
##  MULTIPOLYGON :5053  
##  epsg:NA      :   0  
##  +proj=tmer...:   0  
##                      
##                      
##                      
## 

Joining mpsz_busstop_pasvolbybs and Singapore Residents by Planning AreaSubzone, Age Group, Sex and Type of Dwelling - 2019

mpsz_busstop_pasvolbybs2019 <- left_join(mpsz_busstop_pasvolbybs, resbypaagsdt2019, by = c("SUBZONE_N" = "SZ"))

## Warning: Column `SUBZONE_N`/`SZ` joining factor and character vector, coercing
## into character vector

Checking joined data tables

mpsz_busstop_pasvolbybs2019

## Simple feature collection with 5053 features and 21 fields
## geometry type:  MULTIPOLYGON
## dimension:      XY
## bbox:           xmin: 2667.538 ymin: 15748.72 xmax: 56396.44 ymax: 50256.33
## proj4string:    +proj=tmerc +lat_0=1.366666666666667 +lon_0=103.8333333333333 +k=1 +x_0=28001.642 +y_0=38744.572 +datum=WGS84 +units=m +no_defs 
## First 10 features:
##    OBJECTID SUBZONE_NO    SUBZONE_N SUBZONE_C CA_IND   PLN_AREA_N PLN_AREA_C
## 1         1          1 MARINA SOUTH    MSSZ01      Y MARINA SOUTH         MS
## 2         1          1 MARINA SOUTH    MSSZ01      Y MARINA SOUTH         MS
## 3         1          1 MARINA SOUTH    MSSZ01      Y MARINA SOUTH         MS
## 4         1          1 MARINA SOUTH    MSSZ01      Y MARINA SOUTH         MS
## 5         1          1 MARINA SOUTH    MSSZ01      Y MARINA SOUTH         MS
## 6         2          1 PEARL'S HILL    OTSZ01      Y       OUTRAM         OT
## 7         2          1 PEARL'S HILL    OTSZ01      Y       OUTRAM         OT
## 8         2          1 PEARL'S HILL    OTSZ01      Y       OUTRAM         OT
## 9         2          1 PEARL'S HILL    OTSZ01      Y       OUTRAM         OT
## 10        2          1 PEARL'S HILL    OTSZ01      Y       OUTRAM         OT
##          REGION_N REGION_C          INC_CRC FMEL_UPD_D   X_ADDR   Y_ADDR
## 1  CENTRAL REGION       CR 5ED7EB253F99252E 2014-12-05 31595.84 29220.19
## 2  CENTRAL REGION       CR 5ED7EB253F99252E 2014-12-05 31595.84 29220.19
## 3  CENTRAL REGION       CR 5ED7EB253F99252E 2014-12-05 31595.84 29220.19
## 4  CENTRAL REGION       CR 5ED7EB253F99252E 2014-12-05 31595.84 29220.19
## 5  CENTRAL REGION       CR 5ED7EB253F99252E 2014-12-05 31595.84 29220.19
## 6  CENTRAL REGION       CR 8C7149B9EB32EEFC 2014-12-05 28679.06 29782.05
## 7  CENTRAL REGION       CR 8C7149B9EB32EEFC 2014-12-05 28679.06 29782.05
## 8  CENTRAL REGION       CR 8C7149B9EB32EEFC 2014-12-05 28679.06 29782.05
## 9  CENTRAL REGION       CR 8C7149B9EB32EEFC 2014-12-05 28679.06 29782.05
## 10 CENTRAL REGION       CR 8C7149B9EB32EEFC 2014-12-05 28679.06 29782.05
##    SHAPE_Leng SHAPE_Area BUS_STOP_N BUS_ROOF_N                 LOC_DESC
## 1    5267.381  1630379.3      03341        B02          AFT MARINA BLVD
## 2    5267.381  1630379.3      03369        B03           MARINA BARRAGE
## 3    5267.381  1630379.3      03349        B01            AFT MARINA GR
## 4    5267.381  1630379.3      03371        B04           AFT MARINA WAY
## 5    5267.381  1630379.3      03331        B05           MARINA CITY PK
## 6    3506.107   559816.2      06031        NIL               OPP BLK 13
## 7    3506.107   559816.2      06039        B01                    BLK 8
## 8    3506.107   559816.2      06161        B01                    BLK 2
## 9    3506.107   559816.2      06069        B02    AFT FURAMA RIVERFRONT
## 10   3506.107   559816.2      05022        B06 AFT CHINATOWN STN EXIT D
##    TOTAL_TAP_IN_VOLUME TOTAL_TAP_OUT_VOLUME  Pop                       geometry
## 1                  213                 1219    0 MULTIPOLYGON (((31495.56 30...
## 2                 6223                 6101    0 MULTIPOLYGON (((31495.56 30...
## 3                 1524                  163    0 MULTIPOLYGON (((31495.56 30...
## 4                 1139                 3726    0 MULTIPOLYGON (((31495.56 30...
## 5                  121                  157    0 MULTIPOLYGON (((31495.56 30...
## 6                 8479                 8157 6630 MULTIPOLYGON (((29092.28 30...
## 7                11546                10070 6630 MULTIPOLYGON (((29092.28 30...
## 8                19524                22602 6630 MULTIPOLYGON (((29092.28 30...
## 9                13156                14332 6630 MULTIPOLYGON (((29092.28 30...
## 10              131282               109735 6630 MULTIPOLYGON (((29092.28 30...

Summing all the passenger volumes by subzone

mpsz_busstop_pasvolbybs2019 <- mpsz_busstop_pasvolbybs2019 %>%
  filter(Pop != 0 | TOTAL_TAP_IN_VOLUME != 0 | TOTAL_TAP_OUT_VOLUME != 0) %>%
  group_by(SUBZONE_N = SUBZONE_N) %>%
  mutate_at(vars(contains("TAP")),sum)

Data frame object - Tap In and Tap Out, with removed unnecessary columns and NA columns

mpsz_busstop_pasvolbybs2019 <- mpsz_busstop_pasvolbybs2019[!duplicated(mpsz_busstop_pasvolbybs2019[,c("SUBZONE_N")]),]
mpsz_cleaned <- select(mpsz_busstop_pasvolbybs2019, -c(1,2,4:18))
mpsz_cleaned <- mpsz_cleaned %>%
  mutate_all(~replace(., is.na(.), 0))

## `mutate_all()` ignored the following grouping variables:
## Column `SUBZONE_N`
## Use `mutate_at(df, vars(-group_cols()), myoperation)` to silence the message.

mpsz_cleaned

## Simple feature collection with 307 features and 4 fields
## geometry type:  MULTIPOLYGON
## dimension:      XY
## bbox:           xmin: 26414.27 ymin: 47406.32 xmax: 27841.8 ymax: 49010.58
## proj4string:    +proj=tmerc +lat_0=1.366666666666667 +lon_0=103.8333333333333 +k=1 +x_0=28001.642 +y_0=38744.572 +datum=WGS84 +units=m +no_defs 
## # A tibble: 307 x 5
## # Groups:   SUBZONE_N [307]
##    SUBZONE_N  TOTAL_TAP_IN_VO~ TOTAL_TAP_OUT_V~   Pop                   geometry
##  * <chr>                 <dbl>            <dbl> <dbl>         <MULTIPOLYGON [m]>
##  1 MARINA SO~             9220            11366     0 (((31495.56 30140.01, 319~
##  2 PEARL'S H~           272549           212781  6630 (((29092.28 30021.89, 291~
##  3 BOAT QUAY             51458           113105    70 (((29932.33 29879.12, 299~
##  4 HENDERSON~           385622           340528 13380 (((27131.28 30059.73, 270~
##  5 REDHILL              337565           327084 10730 (((26451.03 30396.46, 264~
##  6 ALEXANDRA~           497549           603813 13780 (((25899.7 29766.74, 2588~
##  7 BUKIT HO ~           188085           192011 14780 (((27746.95 30497.17, 277~
##  8 CLARKE QU~           244731           155963    60 (((29351.26 29902.05, 293~
##  9 PASIR PAN~           317152           333296  4430 (((20996.49 30542.35, 209~
## 10 QUEENSWAY            113621            99051   290 (((24472.11 29621.83, 244~
## # ... with 297 more rows

3 Simple Linear Regression

To reveal the relation between public bus commuters’ flows and residential population at the planning sub-zone level

TapInLM <- lm(TOTAL_TAP_IN_VOLUME ~ Pop, data = mpsz_cleaned)
TapInLM

## 
## Call:
## lm(formula = TOTAL_TAP_IN_VOLUME ~ Pop, data = mpsz_cleaned)
## 
## Coefficients:
## (Intercept)          Pop  
##   1.765e+05    9.827e+00

TapOutLM <- lm(TOTAL_TAP_OUT_VOLUME ~ Pop, data = mpsz_cleaned)
TapOutLM

## 
## Call:
## lm(formula = TOTAL_TAP_OUT_VOLUME ~ Pop, data = mpsz_cleaned)
## 
## Coefficients:
## (Intercept)          Pop  
##   174207.94         9.95

summary(TapInLM)

## 
## Call:
## lm(formula = TOTAL_TAP_IN_VOLUME ~ Pop, data = mpsz_cleaned)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -1482502  -141114   -61851    65895  1898605 
## 
## Coefficients:
##              Estimate Std. Error t value Pr(>|t|)    
## (Intercept) 1.765e+05  2.136e+04   8.264 4.37e-15 ***
## Pop         9.827e+00  9.530e-01  10.312  < 2e-16 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 303200 on 305 degrees of freedom
## Multiple R-squared:  0.2585, Adjusted R-squared:  0.2561 
## F-statistic: 106.3 on 1 and 305 DF,  p-value: < 2.2e-16

summary(TapOutLM)

## 
## Call:
## lm(formula = TOTAL_TAP_OUT_VOLUME ~ Pop, data = mpsz_cleaned)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -1496522  -138978   -53701    51239  1595044 
## 
## Coefficients:
##              Estimate Std. Error t value Pr(>|t|)    
## (Intercept) 1.742e+05  2.077e+04   8.387 1.88e-15 ***
## Pop         9.950e+00  9.268e-01  10.736  < 2e-16 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 294900 on 305 degrees of freedom
## Multiple R-squared:  0.2742, Adjusted R-squared:  0.2719 
## F-statistic: 115.3 on 1 and 305 DF,  p-value: < 2.2e-16

Plotting simple linear regression to reveal the relation between Tap In public bus commuters’ flows data and residential population at the planning sub-zone level

TapInLMModel <- ggplot(data = mpsz_cleaned, aes(x = Pop, y = TOTAL_TAP_IN_VOLUME)) + geom_point(size = 2, color = "#2684FF") + geom_smooth(color = "black", method = lm)

print(TapInLMModel + labs(y="Total Tap In Volume", x = "Residential Population"))

## `geom_smooth()` using formula 'y ~ x'

Since the coefficient t value is far from 0, we can declare that a relationship between tap in public bus commuters’ flows and residential population at the planning subzone level exists. The higher residential population at the planning subzone level, the higher the tap in public bus commuters’ flows.

Plotting simple linear regression to reveal the relation between Tap Out public bus commuters’ flows data and residential population at the planning sub-zone level

TapInLMModel <- ggplot(data = mpsz_cleaned, aes(x = Pop, y = TOTAL_TAP_OUT_VOLUME)) + geom_point(size = 2, color = "#2684FF") + geom_smooth(color = "black", method = lm)

print(TapInLMModel + labs(y="Total Tap Out Volume", x = "Residential Population"))

## `geom_smooth()` using formula 'y ~ x'

##### Since the coefficient t value is far from 0, we can declare that a relationship between tap out public bus commuters’ flows and residential population at the planning subzone level exists. The higher residential population at the planning subzone level, the higher the tap out public bus commuters’ flows.

4 Spatial Autocorrelation Analysis

Performing spatial autocorrelation analysis on the residual of the regression model to test if the model conforms to the randomization assumption.

TAP IN

Residuals

tapin_residual = resid(TapInLM)
tapout_residual = resid(TapOutLM)

mpsz_cleaned <- cbind(mpsz_cleaned, tapin_residual, tapout_residual)
mpsz_cleaned

## Simple feature collection with 307 features and 6 fields
## geometry type:  MULTIPOLYGON
## dimension:      XY
## bbox:           xmin: 26414.27 ymin: 47406.32 xmax: 27841.8 ymax: 49010.58
## proj4string:    +proj=tmerc +lat_0=1.366666666666667 +lon_0=103.8333333333333 +k=1 +x_0=28001.642 +y_0=38744.572 +datum=WGS84 +units=m +no_defs 
## First 10 features:
##          SUBZONE_N TOTAL_TAP_IN_VOLUME TOTAL_TAP_OUT_VOLUME   Pop
## 1     MARINA SOUTH                9220                11366     0
## 2     PEARL'S HILL              272549               212781  6630
## 3        BOAT QUAY               51458               113105    70
## 4   HENDERSON HILL              385622               340528 13380
## 5          REDHILL              337565               327084 10730
## 6   ALEXANDRA HILL              497549               603813 13780
## 7    BUKIT HO SWEE              188085               192011 14780
## 8      CLARKE QUAY              244731               155963    60
## 9  PASIR PANJANG 1              317152               333296  4430
## 10       QUEENSWAY              113621                99051   290
##    tapin_residual tapout_residual                       geometry
## 1      -167279.97      -162841.94 MULTIPOLYGON (((31495.56 30...
## 2        30896.31       -27393.38 MULTIPOLYGON (((29092.28 30...
## 3      -125729.85       -61799.41 MULTIPOLYGON (((29932.33 29...
## 4        77637.36        33193.21 MULTIPOLYGON (((27131.28 30...
## 5        55621.79        46115.89 MULTIPOLYGON (((26451.03 30...
## 6       185633.57       292498.33 MULTIPOLYGON (((25899.7 297...
## 7      -133657.38      -129253.36 MULTIPOLYGON (((27746.95 30...
## 8        67641.42       -18841.92 MULTIPOLYGON (((29351.26 29...
## 9        97118.62       115010.94 MULTIPOLYGON (((20996.49 30...
## 10      -65728.78       -78042.35 MULTIPOLYGON (((24472.11 29...

Creating centroids

centroids <- st_centroid(mpsz_cleaned$geometry)
centroids

## Geometry set for 307 features 
## geometry type:  POINT
## dimension:      XY
## bbox:           xmin: 5092.895 ymin: 25813.35 xmax: 46661.85 ymax: 49552.79
## proj4string:    +proj=tmerc +lat_0=1.366666666666667 +lon_0=103.8333333333333 +k=1 +x_0=28001.642 +y_0=38744.572 +datum=WGS84 +units=m +no_defs 
## First 5 geometries:

## POINT (31595.84 29220.19)

## POINT (28679.06 29782.05)

## POINT (29654.96 29974.66)

## POINT (26782.83 29933.77)

## POINT (26201.96 30005.7)

coords = st_coordinates(centroids)

qtm(mpsz_cleaned, "tapin_residual")

## Warning: The shape mpsz_cleaned is invalid. See sf::st_is_valid

## Variable(s) "tapin_residual" contains positive and negative values, so midpoint is set to 0. Set midpoint = NA to show the full spectrum of the color palette.

Creating (QUEEN) contiguity based neighbors

wm_q <- poly2nb(mpsz_cleaned, queen = TRUE)
summary(wm_q)

## Neighbour list object:
## Number of regions: 307 
## Number of nonzero links: 1862 
## Percentage nonzero weights: 1.975618 
## Average number of links: 6.065147 
## Link number distribution:
## 
##  2  3  4  5  6  7  8  9 10 11 12 14 17 
##  6 10 28 78 78 49 37 14  2  2  1  1  1 
## 6 least connected regions:
## 15 70 174 265 270 287 with 2 links
## 1 most connected region:
## 298 with 17 links

Creating (ROOK) contiguity based neighbors

wm_r <- poly2nb(mpsz_cleaned, queen = FALSE)
summary(wm_r)

## Neighbour list object:
## Number of regions: 307 
## Number of nonzero links: 1614 
## Percentage nonzero weights: 1.712485 
## Average number of links: 5.257329 
## Link number distribution:
## 
##  1  2  3  4  5  6  7  8  9 10 13 14 
##  1  5 23 70 92 62 29 17  4  2  1  1 
## 1 least connected region:
## 270 with 1 link
## 1 most connected region:
## 298 with 14 links

Plotting Queen and Rook contiguity based neighbors maps

Note: Maps were displayed properly in RStudio. Knitted version is zoomed in and I could not zoom out of the maps, sorry about this.

par(mfrow=c(1,2))
plot(mpsz_cleaned$geometry, border="lightgrey") 
plot(wm_q, coords, pch = 19, cex = 0.6, add = TRUE, col= "blue", main="Queen Contiguity")
plot(mpsz_cleaned$geometry, border="lightgrey") 
plot(wm_r,coords, pch = 19, cex = 0.6, add = TRUE, col = "red", main="Rook Contiguity")

Determining the cut off distance

k1 <- knn2nb(knearneigh(coords))
k1dists <- unlist(nbdists(k1, coords))
summary(k1dists)

##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##   182.5   616.3   887.5   937.2  1169.8  5404.1

Computing fixed distance weight matrix

wm_d5405 <- dnearneigh(coords, 182, 5405)
wm_d5405

## Neighbour list object:
## Number of regions: 307 
## Number of nonzero links: 17040 
## Percentage nonzero weights: 18.07977 
## Average number of links: 55.50489

Displaying the structure of the weight matrix

table(mpsz_cleaned$SUBZONE_N, card(wm_d5405))

##                                
##                                 1 6 7 8 10 11 13 14 15 16 17 18 19 20 21 22 23
##   ADMIRALTY                     0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   AIRPORT ROAD                  0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   ALEXANDRA HILL                0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   ALEXANDRA NORTH               0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   ALJUNIED                      0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   ANAK BUKIT                    0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   ANCHORVALE                    0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   ANG MO KIO TOWN CENTRE        0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   ANSON                         0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BALESTIER                     0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BANGKIT                       0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BAYFRONT SUBZONE              0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BAYSHORE                      0 0 0 0  0  0  0  0  0  1  0  0  0  0  0  0  0
##   BEDOK NORTH                   0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BEDOK RESERVOIR               0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BEDOK SOUTH                   0 0 0 0  0  0  0  0  0  0  0  1  0  0  0  0  0
##   BENCOOLEN                     0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BENDEMEER                     0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BENOI SECTOR                  0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  1
##   BIDADARI                      0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BISHAN EAST                   0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BOAT QUAY                     0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BOON KENG                     0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BOON LAY PLACE                0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BOON TECK                     0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BOULEVARD                     0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BRADDELL                      0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BRAS BASAH                    0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BRICKWORKS                    0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BUGIS                         0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BUKIT BATOK CENTRAL           0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BUKIT BATOK EAST              0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BUKIT BATOK SOUTH             0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BUKIT BATOK WEST              0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BUKIT HO SWEE                 0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BUKIT MERAH                   0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   CAIRNHILL                     0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   CECIL                         0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   CENTRAL SUBZONE               0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   CENTRAL WATER CATCHMENT       0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   CHANGI AIRPORT                0 0 0 1  0  0  0  0  0  0  0  0  0  0  0  0  0
##   CHANGI POINT                  0 0 0 0  1  0  0  0  0  0  0  0  0  0  0  0  0
##   CHANGI WEST                   0 0 0 0  0  0  0  1  0  0  0  0  0  0  0  0  0
##   CHATSWORTH                    0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   CHENG SAN                     0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   CHIN BEE                      0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   CHINA SQUARE                  0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   CHINATOWN                     0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   CHOA CHU KANG CENTRAL         0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   CHOA CHU KANG NORTH           0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   CHONG BOON                    0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   CITY HALL                     0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   CITY TERMINALS                0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   CLARKE QUAY                   0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   CLEMENTI CENTRAL              0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   CLEMENTI NORTH                0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   CLEMENTI WEST                 0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   CLEMENTI WOODS                0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   CLIFFORD PIER                 0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   COMMONWEALTH                  0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   COMPASSVALE                   0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   CORONATION ROAD               0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   CRAWFORD                      0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   DAIRY FARM                    0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   DEFU INDUSTRIAL PARK          0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   DEPOT ROAD                    0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   DHOBY GHAUT                   0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   DOVER                         0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   DUNEARN                       0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   EAST COAST                    0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   EVERTON PARK                  0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   FABER                         0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   FAJAR                         0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   FARRER COURT                  0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   FARRER PARK                   0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   FERNVALE                      0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   FLORA DRIVE                   0 0 0 0  0  0  0  0  0  0  0  0  0  0  1  0  0
##   FORT CANNING                  0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   FRANKEL                       0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   GALI BATU                     0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   GEYLANG BAHRU                 0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   GEYLANG EAST                  0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   GHIM MOH                      0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   GOMBAK                        0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   GOODWOOD PARK                 0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   GREENWOOD PARK                0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  1  0
##   GUILIN                        0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   GUL BASIN                     0 0 0 0  0  0  0  0  0  0  1  0  0  0  0  0  0
##   GUL CIRCLE                    0 0 0 0  0  0  0  0  0  0  0  1  0  0  0  0  0
##   HENDERSON HILL                0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   HILLCREST                     0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   HILLVIEW                      0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   HOLLAND DRIVE                 0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   HOLLAND ROAD                  0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   HONG KAH                      0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   HONG KAH NORTH                0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   HOUGANG CENTRAL               0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   HOUGANG EAST                  0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   HOUGANG WEST                  0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   INSTITUTION HILL              0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   INTERNATIONAL BUSINESS PARK   0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   ISTANA NEGARA                 0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   JELEBU                        0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   JOO KOON                      0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  1  0
##   JOO SENG                      0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   JURONG GATEWAY                0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   JURONG PORT                   0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   JURONG RIVER                  0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   JURONG WEST CENTRAL           0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   KAKI BUKIT                    0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   KALLANG BAHRU                 0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   KALLANG WAY                   0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   KAMPONG BUGIS                 0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   KAMPONG GLAM                  0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   KAMPONG JAVA                  0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   KAMPONG TIONG BAHRU           0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   KAMPONG UBI                   0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   KANGKAR                       0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   KATONG                        0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   KEAT HONG                     0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   KEBUN BAHRU                   0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   KEMBANGAN                     0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   KENT RIDGE                    0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   KHATIB                        0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   KIAN TECK                     0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   KIM KEAT                      0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   KOVAN                         0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   KRANJI                        0 0 0 0  0  0  0  0  0  0  0  0  1  0  0  0  0
##   LAKESIDE                      0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   LAVENDER                      0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   LEEDON PARK                   0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   LEONIE HILL                   0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   LIM CHU KANG                  0 1 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   LITTLE INDIA                  0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   LIU FANG                      0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   LORONG 8 TOA PAYOH            0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   LORONG AH SOO                 0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   LORONG CHUAN                  0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   LORONG HALUS                  0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   LOWER SELETAR                 0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   LOYANG EAST                   0 0 0 0  0  0  0  0  1  0  0  0  0  0  0  0  0
##   LOYANG WEST                   0 0 0 0  0  0  0  0  0  1  0  0  0  0  0  0  0
##   MACKENZIE                     0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   MACPHERSON                    0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   MALCOLM                       0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   MANDAI EAST                   0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   MANDAI ESTATE                 0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   MANDAI WEST                   0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   MARGARET DRIVE                0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   MARINA CENTRE                 0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   MARINA EAST (MP)              0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   MARINA SOUTH                  0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   MARINE PARADE                 0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   MARITIME SQUARE               0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   MARYMOUNT                     0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   MATILDA                       0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   MAXWELL                       0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   MEI CHIN                      0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   MIDVIEW                       0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   MONK'S HILL                   0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   MOULMEIN                      0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   MOUNT EMILY                   0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   MOUNT PLEASANT                0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   MOUNTBATTEN                   0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   NASSIM                        0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   NATIONAL UNIVERSITY OF S'PORE 0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   NATURE RESERVE                0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   NEE SOON                      0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   NEWTON CIRCUS                 0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   NORTH COAST                   0 0 0 0  0  0  0  0  0  0  0  0  0  1  0  0  0
##   NORTHLAND                     0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   NORTHSHORE                    0 0 0 0  0  0  0  0  0  0  0  0  0  1  0  0  0
##   ONE NORTH                     0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   ONE TREE HILL                 0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   ORANGE GROVE                  0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   OXLEY                         0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   PANDAN                        0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   PANG SUA                      0 0 0 0  0  0  0  0  0  0  0  0  0  0  1  0  0
##   PASIR PANJANG 1               0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   PASIR PANJANG 2               0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   PASIR RIS CENTRAL             0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   PASIR RIS DRIVE               0 0 0 0  0  0  0  0  0  0  0  0  0  1  0  0  0
##   PASIR RIS PARK                0 0 0 0  0  0  0  0  0  0  0  1  0  0  0  0  0
##   PASIR RIS WAFER FAB PARK      0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   PASIR RIS WEST                0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   PATERSON                      0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   PAYA LEBAR EAST               0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   PAYA LEBAR NORTH              0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   PAYA LEBAR WEST               0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   PEARL'S HILL                  0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   PEI CHUN                      0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   PENG SIANG                    0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   PENJURU CRESCENT              0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   PEOPLE'S PARK                 0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   PHILLIP                       0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   PIONEER SECTOR                0 0 0 0  0  0  1  0  0  0  0  0  0  0  0  0  0
##   PLAB                          0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   PORT                          0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   POTONG PASIR                  0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   PUNGGOL FIELD                 0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   PUNGGOL TOWN CENTRE           0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   QUEENSWAY                     0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   RAFFLES PLACE                 0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   REDHILL                       0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   RESERVOIR VIEW                0 0 0 0  0  0  0  0  0  0  1  0  0  0  0  0  0
##   RIDOUT                        0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   RIVERVALE                     0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   ROBERTSON QUAY                0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   ROCHOR CANAL                  0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SAFTI                         0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SAMULUN                       0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  1
##   SAUJANA                       0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SELEGIE                       0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SELETAR                       0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SELETAR AEROSPACE PARK        0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SELETAR HILLS                 0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SEMBAWANG CENTRAL             0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SEMBAWANG EAST                0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SEMBAWANG HILLS               0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SEMBAWANG NORTH               0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SEMBAWANG SPRINGS             0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SEMBAWANG STRAITS             0 0 0 0  0  0  0  0  0  0  0  1  0  0  0  0  0
##   SENGKANG TOWN CENTRE          0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SENGKANG WEST                 0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SENJA                         0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SENNETT                       0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SENOKO NORTH                  0 0 0 0  0  0  0  0  0  0  0  0  0  0  1  0  0
##   SENOKO SOUTH                  0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SENOKO WEST                   0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SENTOSA                       0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SERANGOON CENTRAL             0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SERANGOON GARDEN              0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SERANGOON NORTH               0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SERANGOON NORTH IND ESTATE    0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SHANGRI-LA                    0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SHIPYARD                      0 0 0 0  0  0  0  0  0  0  0  0  0  1  0  0  0
##   SIGLAP                        0 0 0 0  0  0  0  0  0  0  0  0  1  0  0  0  0
##   SIMEI                         0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SINGAPORE GENERAL HOSPITAL    0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SINGAPORE POLYTECHNIC         0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SOMERSET                      0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SPRINGLEAF                    0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   STRAITS VIEW                  0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SUNGEI ROAD                   0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SUNSET WAY                    0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SWISS CLUB                    0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TAGORE                        0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TAI SENG                      0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TAMAN JURONG                  0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TAMPINES EAST                 0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TAMPINES NORTH                0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TAMPINES WEST                 0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TANGLIN                       0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TANGLIN HALT                  0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TANJONG PAGAR                 0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TANJONG RHU                   0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TEBAN GARDENS                 0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TECK WHYE                     0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TELOK BLANGAH DRIVE           0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TELOK BLANGAH RISE            0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TELOK BLANGAH WAY             0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TENGAH                        0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TENGEH                        0 0 0 0  0  0  1  0  0  0  0  0  0  0  0  0  0
##   THE WHARVES                   0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  1
##   TIONG BAHRU                   0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TIONG BAHRU STATION           0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TOA PAYOH CENTRAL             0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TOA PAYOH WEST                0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TOH GUAN                      0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TOH TUCK                      0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TOWNSVILLE                    0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TRAFALGAR                     0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TUAS BAY                      0 0 0 0  0  1  0  0  0  0  0  0  0  0  0  0  0
##   TUAS NORTH                    0 0 0 0  0  0  1  0  0  0  0  0  0  0  0  0  0
##   TUAS PROMENADE                0 0 0 1  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TUAS VIEW                     0 0 0 1  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TUAS VIEW EXTENSION           1 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TUKANG                        0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TURF CLUB                     0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TYERSALL                      0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   ULU PANDAN                    0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   UPPER PAYA LEBAR              0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   UPPER THOMSON                 0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   VICTORIA                      0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   WATERWAY EAST                 0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   WENYA                         0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   WEST COAST                    0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   WESTERN WATER CATCHMENT       0 0 1 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   WOODGROVE                     0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   WOODLANDS EAST                0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   WOODLANDS REGIONAL CENTRE     0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   WOODLANDS SOUTH               0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   WOODLANDS WEST                0 0 0 0  0  0  0  0  0  0  0  0  0  1  0  0  0
##   WOODLEIGH                     0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   XILIN                         0 0 0 0  0  0  0  0  0  1  0  0  0  0  0  0  0
##   YEW TEE                       0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   YIO CHU KANG                  0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   YIO CHU KANG EAST             0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   YIO CHU KANG NORTH            0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   YIO CHU KANG WEST             0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   YISHUN CENTRAL                0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   YISHUN EAST                   0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   YISHUN SOUTH                  0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   YISHUN WEST                   0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   YUHUA EAST                    0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   YUHUA WEST                    0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   YUNNAN                        0 0 0 0  0  0  0  0  0  0  0  0  0  0  0  0  0
##                                
##                                 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39
##   ADMIRALTY                      1  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   AIRPORT ROAD                   0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   ALEXANDRA HILL                 0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   ALEXANDRA NORTH                0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   ALJUNIED                       0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   ANAK BUKIT                     0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   ANCHORVALE                     0  0  0  0  0  0  0  0  0  0  0  0  0  0  1  0
##   ANG MO KIO TOWN CENTRE         0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   ANSON                          0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BALESTIER                      0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BANGKIT                        0  0  0  0  0  0  0  1  0  0  0  0  0  0  0  0
##   BAYFRONT SUBZONE               0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BAYSHORE                       0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BEDOK NORTH                    0  1  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BEDOK RESERVOIR                0  0  0  0  0  0  0  0  0  0  0  0  1  0  0  0
##   BEDOK SOUTH                    0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BENCOOLEN                      0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BENDEMEER                      0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BENOI SECTOR                   0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BIDADARI                       0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BISHAN EAST                    0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BOAT QUAY                      0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BOON KENG                      0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BOON LAY PLACE                 0  0  0  0  0  0  0  0  0  0  0  1  0  0  0  0
##   BOON TECK                      0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BOULEVARD                      0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BRADDELL                       0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BRAS BASAH                     0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BRICKWORKS                     0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BUGIS                          0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BUKIT BATOK CENTRAL            0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BUKIT BATOK EAST               0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BUKIT BATOK SOUTH              0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BUKIT BATOK WEST               0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BUKIT HO SWEE                  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BUKIT MERAH                    0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   CAIRNHILL                      0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   CECIL                          0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   CENTRAL SUBZONE                0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   CENTRAL WATER CATCHMENT        1  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   CHANGI AIRPORT                 0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   CHANGI POINT                   0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   CHANGI WEST                    0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   CHATSWORTH                     0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   CHENG SAN                      0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   CHIN BEE                       0  0  0  0  0  0  0  0  0  0  0  0  1  0  0  0
##   CHINA SQUARE                   0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   CHINATOWN                      0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   CHOA CHU KANG CENTRAL          0  0  0  0  0  0  1  0  0  0  0  0  0  0  0  0
##   CHOA CHU KANG NORTH            0  0  0  0  1  0  0  0  0  0  0  0  0  0  0  0
##   CHONG BOON                     0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   CITY HALL                      0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   CITY TERMINALS                 0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   CLARKE QUAY                    0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   CLEMENTI CENTRAL               0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   CLEMENTI NORTH                 0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   CLEMENTI WEST                  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   CLEMENTI WOODS                 0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   CLIFFORD PIER                  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   COMMONWEALTH                   0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   COMPASSVALE                    0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   CORONATION ROAD                0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   CRAWFORD                       0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   DAIRY FARM                     0  0  0  0  0  0  0  0  0  0  1  0  0  0  0  0
##   DEFU INDUSTRIAL PARK           0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   DEPOT ROAD                     0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   DHOBY GHAUT                    0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   DOVER                          0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   DUNEARN                        0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   EAST COAST                     0  0  1  0  0  0  0  0  0  0  0  0  0  0  0  0
##   EVERTON PARK                   0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   FABER                          0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   FAJAR                          0  0  0  0  0  1  0  0  0  0  0  0  0  0  0  0
##   FARRER COURT                   0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   FARRER PARK                    0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   FERNVALE                       0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   FLORA DRIVE                    0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   FORT CANNING                   0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   FRANKEL                        0  0  0  1  0  0  0  0  0  0  0  0  0  0  0  0
##   GALI BATU                      0  0  0  1  0  0  0  0  0  0  0  0  0  0  0  0
##   GEYLANG BAHRU                  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   GEYLANG EAST                   0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   GHIM MOH                       0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   GOMBAK                         0  0  0  0  0  0  0  0  0  0  0  0  0  1  0  0
##   GOODWOOD PARK                  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   GREENWOOD PARK                 0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   GUILIN                         0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   GUL BASIN                      0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   GUL CIRCLE                     0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   HENDERSON HILL                 0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   HILLCREST                      0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   HILLVIEW                       0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   HOLLAND DRIVE                  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   HOLLAND ROAD                   0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   HONG KAH                       0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   HONG KAH NORTH                 0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   HOUGANG CENTRAL                0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   HOUGANG EAST                   0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   HOUGANG WEST                   0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   INSTITUTION HILL               0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   INTERNATIONAL BUSINESS PARK    0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   ISTANA NEGARA                  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   JELEBU                         0  0  0  0  0  0  0  0  0  1  0  0  0  0  0  0
##   JOO KOON                       0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   JOO SENG                       0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   JURONG GATEWAY                 0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   JURONG PORT                    0  0  0  0  0  0  0  1  0  0  0  0  0  0  0  0
##   JURONG RIVER                   0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   JURONG WEST CENTRAL            0  0  0  0  0  1  0  0  0  0  0  0  0  0  0  0
##   KAKI BUKIT                     0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   KALLANG BAHRU                  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   KALLANG WAY                    0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   KAMPONG BUGIS                  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   KAMPONG GLAM                   0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   KAMPONG JAVA                   0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   KAMPONG TIONG BAHRU            0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   KAMPONG UBI                    0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   KANGKAR                        0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   KATONG                         0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   KEAT HONG                      0  0  0  0  0  0  0  0  0  0  0  0  1  0  0  0
##   KEBUN BAHRU                    0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   KEMBANGAN                      0  0  0  0  0  0  0  0  0  0  0  0  0  0  1  0
##   KENT RIDGE                     0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   KHATIB                         0  0  0  0  0  0  0  0  0  1  0  0  0  0  0  0
##   KIAN TECK                      0  0  0  0  0  1  0  0  0  0  0  0  0  0  0  0
##   KIM KEAT                       0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   KOVAN                          0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   KRANJI                         0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   LAKESIDE                       0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   LAVENDER                       0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   LEEDON PARK                    0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   LEONIE HILL                    0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   LIM CHU KANG                   0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   LITTLE INDIA                   0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   LIU FANG                       0  0  0  0  0  1  0  0  0  0  0  0  0  0  0  0
##   LORONG 8 TOA PAYOH             0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   LORONG AH SOO                  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   LORONG CHUAN                   0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   LORONG HALUS                   0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   LOWER SELETAR                  0  0  0  0  0  0  0  0  0  0  1  0  0  0  0  0
##   LOYANG EAST                    0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   LOYANG WEST                    0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   MACKENZIE                      0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   MACPHERSON                     0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   MALCOLM                        0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   MANDAI EAST                    0  0  0  0  0  0  0  1  0  0  0  0  0  0  0  0
##   MANDAI ESTATE                  0  0  0  0  0  0  0  0  1  0  0  0  0  0  0  0
##   MANDAI WEST                    0  0  0  0  0  0  0  0  1  0  0  0  0  0  0  0
##   MARGARET DRIVE                 0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   MARINA CENTRE                  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   MARINA EAST (MP)               0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   MARINA SOUTH                   0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   MARINE PARADE                  0  0  0  0  1  0  0  0  0  0  0  0  0  0  0  0
##   MARITIME SQUARE                0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   MARYMOUNT                      0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   MATILDA                        0  0  0  0  1  0  0  0  0  0  0  0  0  0  0  0
##   MAXWELL                        0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   MEI CHIN                       0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   MIDVIEW                        0  0  0  1  0  0  0  0  0  0  0  0  0  0  0  0
##   MONK'S HILL                    0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   MOULMEIN                       0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   MOUNT EMILY                    0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   MOUNT PLEASANT                 0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   MOUNTBATTEN                    0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   NASSIM                         0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   NATIONAL UNIVERSITY OF S'PORE  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   NATURE RESERVE                 0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   NEE SOON                       0  0  0  0  0  0  0  0  1  0  0  0  0  0  0  0
##   NEWTON CIRCUS                  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   NORTH COAST                    0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   NORTHLAND                      0  1  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   NORTHSHORE                     0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   ONE NORTH                      0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   ONE TREE HILL                  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   ORANGE GROVE                   0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   OXLEY                          0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   PANDAN                         0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   PANG SUA                       0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   PASIR PANJANG 1                0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   PASIR PANJANG 2                0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   PASIR RIS CENTRAL              1  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   PASIR RIS DRIVE                0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   PASIR RIS PARK                 0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   PASIR RIS WAFER FAB PARK       0  0  0  0  0  0  1  0  0  0  0  0  0  0  0  0
##   PASIR RIS WEST                 0  0  1  0  0  0  0  0  0  0  0  0  0  0  0  0
##   PATERSON                       0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   PAYA LEBAR EAST                0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   PAYA LEBAR NORTH               0  0  0  0  0  0  0  0  0  0  0  0  0  0  1  0
##   PAYA LEBAR WEST                0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   PEARL'S HILL                   0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   PEI CHUN                       0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   PENG SIANG                     0  0  0  0  0  0  0  0  0  0  1  0  0  0  0  0
##   PENJURU CRESCENT               0  0  0  0  0  0  0  0  0  0  0  1  0  0  0  0
##   PEOPLE'S PARK                  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   PHILLIP                        0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   PIONEER SECTOR                 0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   PLAB                           0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   PORT                           0  0  0  0  0  0  0  0  0  1  0  0  0  0  0  0
##   POTONG PASIR                   0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   PUNGGOL FIELD                  0  0  0  0  0  0  0  0  0  1  0  0  0  0  0  0
##   PUNGGOL TOWN CENTRE            1  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   QUEENSWAY                      0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   RAFFLES PLACE                  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   REDHILL                        0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   RESERVOIR VIEW                 0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   RIDOUT                         0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   RIVERVALE                      0  0  0  0  0  0  0  0  0  0  0  1  0  0  0  0
##   ROBERTSON QUAY                 0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   ROCHOR CANAL                   0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SAFTI                          1  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SAMULUN                        0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SAUJANA                        0  0  0  0  0  0  1  0  0  0  0  0  0  0  0  0
##   SELEGIE                        0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SELETAR                        0  0  0  0  0  0  0  0  1  0  0  0  0  0  0  0
##   SELETAR AEROSPACE PARK         0  0  0  0  0  0  0  0  0  0  1  0  0  0  0  0
##   SELETAR HILLS                  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SEMBAWANG CENTRAL              0  0  0  0  0  1  0  0  0  0  0  0  0  0  0  0
##   SEMBAWANG EAST                 0  1  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SEMBAWANG HILLS                0  0  0  0  0  0  0  0  0  0  0  1  0  0  0  0
##   SEMBAWANG NORTH                0  1  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SEMBAWANG SPRINGS              0  0  0  0  1  0  0  0  0  0  0  0  0  0  0  0
##   SEMBAWANG STRAITS              0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SENGKANG TOWN CENTRE           0  0  0  0  0  0  0  0  0  0  0  0  1  0  0  0
##   SENGKANG WEST                  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SENJA                          0  0  0  0  0  0  0  1  0  0  0  0  0  0  0  0
##   SENNETT                        0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SENOKO NORTH                   0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SENOKO SOUTH                   0  0  0  1  0  0  0  0  0  0  0  0  0  0  0  0
##   SENOKO WEST                    0  0  0  1  0  0  0  0  0  0  0  0  0  0  0  0
##   SENTOSA                        0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SERANGOON CENTRAL              0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SERANGOON GARDEN               0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SERANGOON NORTH                0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SERANGOON NORTH IND ESTATE     0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SHANGRI-LA                     0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SHIPYARD                       0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SIGLAP                         0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SIMEI                          1  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SINGAPORE GENERAL HOSPITAL     0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SINGAPORE POLYTECHNIC          0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SOMERSET                       0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SPRINGLEAF                     0  0  0  0  0  0  0  0  0  1  0  0  0  0  0  0
##   STRAITS VIEW                   0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SUNGEI ROAD                    0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SUNSET WAY                     0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SWISS CLUB                     0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TAGORE                         0  0  0  0  0  0  0  0  1  0  0  0  0  0  0  0
##   TAI SENG                       0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TAMAN JURONG                   0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TAMPINES EAST                  1  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TAMPINES NORTH                 0  0  0  0  0  0  0  0  1  0  0  0  0  0  0  0
##   TAMPINES WEST                  0  0  0  0  0  0  0  0  1  0  0  0  0  0  0  0
##   TANGLIN                        0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TANGLIN HALT                   0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TANJONG PAGAR                  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TANJONG RHU                    0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TEBAN GARDENS                  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TECK WHYE                      0  0  0  0  0  0  0  0  1  0  0  0  0  0  0  0
##   TELOK BLANGAH DRIVE            0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TELOK BLANGAH RISE             0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TELOK BLANGAH WAY              0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TENGAH                         0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  1
##   TENGEH                         0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   THE WHARVES                    0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TIONG BAHRU                    0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TIONG BAHRU STATION            0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TOA PAYOH CENTRAL              0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TOA PAYOH WEST                 0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TOH GUAN                       0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TOH TUCK                       0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TOWNSVILLE                     0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TRAFALGAR                      0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TUAS BAY                       0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TUAS NORTH                     0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TUAS PROMENADE                 0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TUAS VIEW                      0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TUAS VIEW EXTENSION            0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TUKANG                         0  0  0  0  0  0  0  0  0  0  1  0  0  0  0  0
##   TURF CLUB                      0  0  1  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TYERSALL                       0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   ULU PANDAN                     0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   UPPER PAYA LEBAR               0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   UPPER THOMSON                  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   VICTORIA                       0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   WATERWAY EAST                  0  1  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   WENYA                          0  0  0  0  1  0  0  0  0  0  0  0  0  0  0  0
##   WEST COAST                     0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   WESTERN WATER CATCHMENT        0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   WOODGROVE                      0  0  1  0  0  0  0  0  0  0  0  0  0  0  0  0
##   WOODLANDS EAST                 0  0  0  0  0  0  1  0  0  0  0  0  0  0  0  0
##   WOODLANDS REGIONAL CENTRE      0  0  1  0  0  0  0  0  0  0  0  0  0  0  0  0
##   WOODLANDS SOUTH                0  0  0  0  0  0  1  0  0  0  0  0  0  0  0  0
##   WOODLANDS WEST                 0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   WOODLEIGH                      0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   XILIN                          0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   YEW TEE                        0  0  1  0  0  0  0  0  0  0  0  0  0  0  0  0
##   YIO CHU KANG                   0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   YIO CHU KANG EAST              0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   YIO CHU KANG NORTH             0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   YIO CHU KANG WEST              0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   YISHUN CENTRAL                 0  0  0  0  0  0  1  0  0  0  0  0  0  0  0  0
##   YISHUN EAST                    0  0  0  0  0  1  0  0  0  0  0  0  0  0  0  0
##   YISHUN SOUTH                   0  0  0  0  0  0  0  0  0  0  1  0  0  0  0  0
##   YISHUN WEST                    0  0  0  0  0  0  1  0  0  0  0  0  0  0  0  0
##   YUHUA EAST                     0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   YUHUA WEST                     0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   YUNNAN                         0  0  1  0  0  0  0  0  0  0  0  0  0  0  0  0
##                                
##                                 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55
##   ADMIRALTY                      0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   AIRPORT ROAD                   0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   ALEXANDRA HILL                 0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   ALEXANDRA NORTH                0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   ALJUNIED                       0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   ANAK BUKIT                     0  0  0  0  0  0  0  0  0  0  0  1  0  0  0  0
##   ANCHORVALE                     0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   ANG MO KIO TOWN CENTRE         0  0  0  0  0  0  0  0  0  0  1  0  0  0  0  0
##   ANSON                          0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BALESTIER                      0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BANGKIT                        0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BAYFRONT SUBZONE               0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BAYSHORE                       0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BEDOK NORTH                    0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BEDOK RESERVOIR                0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BEDOK SOUTH                    0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BENCOOLEN                      0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BENDEMEER                      0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BENOI SECTOR                   0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BIDADARI                       0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BISHAN EAST                    0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BOAT QUAY                      0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BOON KENG                      0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BOON LAY PLACE                 0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BOON TECK                      0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BOULEVARD                      0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BRADDELL                       0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BRAS BASAH                     0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BRICKWORKS                     0  0  0  0  1  0  0  0  0  0  0  0  0  0  0  0
##   BUGIS                          0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BUKIT BATOK CENTRAL            0  0  0  0  0  0  0  0  0  0  1  0  0  0  0  0
##   BUKIT BATOK EAST               0  0  0  0  0  0  0  0  0  1  0  0  0  0  0  0
##   BUKIT BATOK SOUTH              0  0  0  0  0  0  0  0  0  0  0  0  1  0  0  0
##   BUKIT BATOK WEST               0  0  0  0  0  0  0  0  0  0  1  0  0  0  0  0
##   BUKIT HO SWEE                  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BUKIT MERAH                    0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   CAIRNHILL                      0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   CECIL                          0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   CENTRAL SUBZONE                0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   CENTRAL WATER CATCHMENT        0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   CHANGI AIRPORT                 0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   CHANGI POINT                   0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   CHANGI WEST                    0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   CHATSWORTH                     0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   CHENG SAN                      0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  1
##   CHIN BEE                       0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   CHINA SQUARE                   0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   CHINATOWN                      0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   CHOA CHU KANG CENTRAL          0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   CHOA CHU KANG NORTH            0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   CHONG BOON                     0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   CITY HALL                      0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   CITY TERMINALS                 0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   CLARKE QUAY                    0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   CLEMENTI CENTRAL               0  0  0  0  0  0  0  0  0  1  0  0  0  0  0  0
##   CLEMENTI NORTH                 0  0  0  0  0  0  0  0  0  0  1  0  0  0  0  0
##   CLEMENTI WEST                  0  0  0  1  0  0  0  0  0  0  0  0  0  0  0  0
##   CLEMENTI WOODS                 0  0  0  0  0  1  0  0  0  0  0  0  0  0  0  0
##   CLIFFORD PIER                  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   COMMONWEALTH                   0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   COMPASSVALE                    0  0  0  1  0  0  0  0  0  0  0  0  0  0  0  0
##   CORONATION ROAD                0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   CRAWFORD                       0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   DAIRY FARM                     0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   DEFU INDUSTRIAL PARK           0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   DEPOT ROAD                     0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   DHOBY GHAUT                    0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   DOVER                          0  0  0  0  0  0  0  0  0  0  0  1  0  0  0  0
##   DUNEARN                        0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   EAST COAST                     0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   EVERTON PARK                   0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   FABER                          0  0  0  0  0  0  0  0  1  0  0  0  0  0  0  0
##   FAJAR                          0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   FARRER COURT                   0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   FARRER PARK                    0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   FERNVALE                       0  0  0  1  0  0  0  0  0  0  0  0  0  0  0  0
##   FLORA DRIVE                    0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   FORT CANNING                   0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   FRANKEL                        0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   GALI BATU                      0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   GEYLANG BAHRU                  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   GEYLANG EAST                   0  0  0  0  0  0  0  0  0  0  0  1  0  0  0  0
##   GHIM MOH                       0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   GOMBAK                         0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   GOODWOOD PARK                  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   GREENWOOD PARK                 0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   GUILIN                         0  0  0  0  0  0  0  1  0  0  0  0  0  0  0  0
##   GUL BASIN                      0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   GUL CIRCLE                     0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   HENDERSON HILL                 0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   HILLCREST                      0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   HILLVIEW                       0  0  0  0  0  0  1  0  0  0  0  0  0  0  0  0
##   HOLLAND DRIVE                  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   HOLLAND ROAD                   0  0  0  0  0  0  0  0  0  1  0  0  0  0  0  0
##   HONG KAH                       1  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   HONG KAH NORTH                 0  0  1  0  0  0  0  0  0  0  0  0  0  0  0  0
##   HOUGANG CENTRAL                0  0  0  0  0  0  0  0  0  0  0  0  0  1  0  0
##   HOUGANG EAST                   0  0  0  0  0  0  0  1  0  0  0  0  0  0  0  0
##   HOUGANG WEST                   0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   INSTITUTION HILL               0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   INTERNATIONAL BUSINESS PARK    0  0  0  0  0  1  0  0  0  0  0  0  0  0  0  0
##   ISTANA NEGARA                  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   JELEBU                         0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   JOO KOON                       0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   JOO SENG                       0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   JURONG GATEWAY                 0  0  0  0  0  0  0  1  0  0  0  0  0  0  0  0
##   JURONG PORT                    0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   JURONG RIVER                   0  1  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   JURONG WEST CENTRAL            0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   KAKI BUKIT                     0  0  0  0  0  0  1  0  0  0  0  0  0  0  0  0
##   KALLANG BAHRU                  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   KALLANG WAY                    0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   KAMPONG BUGIS                  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   KAMPONG GLAM                   0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   KAMPONG JAVA                   0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   KAMPONG TIONG BAHRU            0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   KAMPONG UBI                    0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   KANGKAR                        0  0  0  0  0  0  0  0  0  1  0  0  0  0  0  0
##   KATONG                         0  1  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   KEAT HONG                      0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   KEBUN BAHRU                    0  0  0  0  1  0  0  0  0  0  0  0  0  0  0  0
##   KEMBANGAN                      0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   KENT RIDGE                     0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   KHATIB                         0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   KIAN TECK                      0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   KIM KEAT                       0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   KOVAN                          0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   KRANJI                         0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   LAKESIDE                       0  0  0  1  0  0  0  0  0  0  0  0  0  0  0  0
##   LAVENDER                       0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   LEEDON PARK                    0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   LEONIE HILL                    0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   LIM CHU KANG                   0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   LITTLE INDIA                   0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   LIU FANG                       0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   LORONG 8 TOA PAYOH             0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   LORONG AH SOO                  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   LORONG CHUAN                   0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   LORONG HALUS                   0  0  0  0  0  0  0  1  0  0  0  0  0  0  0  0
##   LOWER SELETAR                  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   LOYANG EAST                    0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   LOYANG WEST                    0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   MACKENZIE                      0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   MACPHERSON                     0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   MALCOLM                        0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   MANDAI EAST                    0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   MANDAI ESTATE                  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   MANDAI WEST                    0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   MARGARET DRIVE                 0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   MARINA CENTRE                  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   MARINA EAST (MP)               0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   MARINA SOUTH                   0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   MARINE PARADE                  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   MARITIME SQUARE                0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   MARYMOUNT                      0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   MATILDA                        0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   MAXWELL                        0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   MEI CHIN                       0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   MIDVIEW                        0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   MONK'S HILL                    0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   MOULMEIN                       0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   MOUNT EMILY                    0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   MOUNT PLEASANT                 0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   MOUNTBATTEN                    0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   NASSIM                         0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   NATIONAL UNIVERSITY OF S'PORE  0  0  0  0  0  0  1  0  0  0  0  0  0  0  0  0
##   NATURE RESERVE                 0  0  0  1  0  0  0  0  0  0  0  0  0  0  0  0
##   NEE SOON                       0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   NEWTON CIRCUS                  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   NORTH COAST                    0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   NORTHLAND                      0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   NORTHSHORE                     0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   ONE NORTH                      0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   ONE TREE HILL                  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   ORANGE GROVE                   0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   OXLEY                          0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   PANDAN                         0  0  0  1  0  0  0  0  0  0  0  0  0  0  0  0
##   PANG SUA                       0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   PASIR PANJANG 1                0  0  0  0  1  0  0  0  0  0  0  0  0  0  0  0
##   PASIR PANJANG 2                0  0  0  0  0  0  0  0  0  0  0  0  0  1  0  0
##   PASIR RIS CENTRAL              0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   PASIR RIS DRIVE                0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   PASIR RIS PARK                 0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   PASIR RIS WAFER FAB PARK       0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   PASIR RIS WEST                 0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   PATERSON                       0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   PAYA LEBAR EAST                1  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   PAYA LEBAR NORTH               0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   PAYA LEBAR WEST                0  0  0  0  0  1  0  0  0  0  0  0  0  0  0  0
##   PEARL'S HILL                   0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   PEI CHUN                       0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   PENG SIANG                     0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   PENJURU CRESCENT               0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   PEOPLE'S PARK                  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   PHILLIP                        0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   PIONEER SECTOR                 0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   PLAB                           0  0  0  0  0  1  0  0  0  0  0  0  0  0  0  0
##   PORT                           0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   POTONG PASIR                   0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   PUNGGOL FIELD                  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   PUNGGOL TOWN CENTRE            0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   QUEENSWAY                      0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   RAFFLES PLACE                  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   REDHILL                        0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   RESERVOIR VIEW                 0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   RIDOUT                         0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   RIVERVALE                      0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   ROBERTSON QUAY                 0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   ROCHOR CANAL                   0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SAFTI                          0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SAMULUN                        0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SAUJANA                        0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SELEGIE                        0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SELETAR                        0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SELETAR AEROSPACE PARK         0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SELETAR HILLS                  0  0  0  0  0  0  0  0  0  0  0  0  0  1  0  0
##   SEMBAWANG CENTRAL              0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SEMBAWANG EAST                 0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SEMBAWANG HILLS                0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SEMBAWANG NORTH                0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SEMBAWANG SPRINGS              0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SEMBAWANG STRAITS              0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SENGKANG TOWN CENTRE           0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SENGKANG WEST                  0  0  0  0  0  0  1  0  0  0  0  0  0  0  0  0
##   SENJA                          0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SENNETT                        0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SENOKO NORTH                   0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SENOKO SOUTH                   0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SENOKO WEST                    0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SENTOSA                        0  0  1  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SERANGOON CENTRAL              0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SERANGOON GARDEN               0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SERANGOON NORTH                0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SERANGOON NORTH IND ESTATE     0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SHANGRI-LA                     0  0  0  0  0  1  0  0  0  0  0  0  0  0  0  0
##   SHIPYARD                       0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SIGLAP                         0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SIMEI                          0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SINGAPORE GENERAL HOSPITAL     0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SINGAPORE POLYTECHNIC          0  0  0  0  0  0  0  0  0  0  0  0  1  0  0  0
##   SOMERSET                       0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SPRINGLEAF                     0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   STRAITS VIEW                   0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SUNGEI ROAD                    0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SUNSET WAY                     0  0  0  0  0  0  0  0  0  0  0  1  0  0  0  0
##   SWISS CLUB                     0  0  0  0  0  1  0  0  0  0  0  0  0  0  0  0
##   TAGORE                         0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TAI SENG                       0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TAMAN JURONG                   0  1  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TAMPINES EAST                  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TAMPINES NORTH                 0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TAMPINES WEST                  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TANGLIN                        0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TANGLIN HALT                   0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TANJONG PAGAR                  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TANJONG RHU                    0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TEBAN GARDENS                  0  0  0  1  0  0  0  0  0  0  0  0  0  0  0  0
##   TECK WHYE                      0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TELOK BLANGAH DRIVE            0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TELOK BLANGAH RISE             0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TELOK BLANGAH WAY              0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TENGAH                         0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TENGEH                         0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   THE WHARVES                    0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TIONG BAHRU                    0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TIONG BAHRU STATION            0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TOA PAYOH CENTRAL              0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TOA PAYOH WEST                 0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TOH GUAN                       0  0  0  0  0  0  0  0  0  0  0  1  0  0  0  0
##   TOH TUCK                       0  0  0  0  0  0  0  0  0  0  1  0  0  0  0  0
##   TOWNSVILLE                     0  0  0  0  0  0  0  0  0  0  0  1  0  0  0  0
##   TRAFALGAR                      0  0  0  0  0  0  0  0  0  0  0  0  1  0  0  0
##   TUAS BAY                       0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TUAS NORTH                     0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TUAS PROMENADE                 0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TUAS VIEW                      0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TUAS VIEW EXTENSION            0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TUKANG                         0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TURF CLUB                      0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TYERSALL                       0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   ULU PANDAN                     0  0  0  0  0  0  0  0  0  0  0  0  0  0  1  0
##   UPPER PAYA LEBAR               0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   UPPER THOMSON                  0  0  0  0  0  0  0  0  0  1  0  0  0  0  0  0
##   VICTORIA                       0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   WATERWAY EAST                  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   WENYA                          0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   WEST COAST                     0  0  0  0  0  0  0  0  1  0  0  0  0  0  0  0
##   WESTERN WATER CATCHMENT        0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   WOODGROVE                      0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   WOODLANDS EAST                 0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   WOODLANDS REGIONAL CENTRE      0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   WOODLANDS SOUTH                0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   WOODLANDS WEST                 0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   WOODLEIGH                      0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   XILIN                          0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   YEW TEE                        0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   YIO CHU KANG                   0  0  0  1  0  0  0  0  0  0  0  0  0  0  0  0
##   YIO CHU KANG EAST              0  0  0  0  0  0  0  0  0  0  1  0  0  0  0  0
##   YIO CHU KANG NORTH             1  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   YIO CHU KANG WEST              0  1  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   YISHUN CENTRAL                 0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   YISHUN EAST                    0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   YISHUN SOUTH                   0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   YISHUN WEST                    0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   YUHUA EAST                     0  0  0  0  0  0  0  0  1  0  0  0  0  0  0  0
##   YUHUA WEST                     0  0  0  0  0  0  1  0  0  0  0  0  0  0  0  0
##   YUNNAN                         0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##                                
##                                 56 57 58 59 60 61 62 63 65 66 67 69 70 71 72 73
##   ADMIRALTY                      0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   AIRPORT ROAD                   1  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   ALEXANDRA HILL                 0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   ALEXANDRA NORTH                0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   ALJUNIED                       0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   ANAK BUKIT                     0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   ANCHORVALE                     0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   ANG MO KIO TOWN CENTRE         0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   ANSON                          0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BALESTIER                      0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BANGKIT                        0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BAYFRONT SUBZONE               0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BAYSHORE                       0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BEDOK NORTH                    0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BEDOK RESERVOIR                0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BEDOK SOUTH                    0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BENCOOLEN                      0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BENDEMEER                      0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BENOI SECTOR                   0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BIDADARI                       0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BISHAN EAST                    0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BOAT QUAY                      0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BOON KENG                      0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BOON LAY PLACE                 0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BOON TECK                      0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BOULEVARD                      0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BRADDELL                       0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BRAS BASAH                     0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BRICKWORKS                     0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BUGIS                          0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BUKIT BATOK CENTRAL            0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BUKIT BATOK EAST               0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BUKIT BATOK SOUTH              0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BUKIT BATOK WEST               0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BUKIT HO SWEE                  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BUKIT MERAH                    0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   CAIRNHILL                      0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   CECIL                          0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   CENTRAL SUBZONE                0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   CENTRAL WATER CATCHMENT        0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   CHANGI AIRPORT                 0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   CHANGI POINT                   0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   CHANGI WEST                    0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   CHATSWORTH                     0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   CHENG SAN                      0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   CHIN BEE                       0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   CHINA SQUARE                   0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   CHINATOWN                      0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   CHOA CHU KANG CENTRAL          0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   CHOA CHU KANG NORTH            0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   CHONG BOON                     1  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   CITY HALL                      0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   CITY TERMINALS                 0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  1
##   CLARKE QUAY                    0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   CLEMENTI CENTRAL               0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   CLEMENTI NORTH                 0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   CLEMENTI WEST                  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   CLEMENTI WOODS                 0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   CLIFFORD PIER                  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   COMMONWEALTH                   0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   COMPASSVALE                    0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   CORONATION ROAD                0  0  0  0  0  0  0  0  1  0  0  0  0  0  0  0
##   CRAWFORD                       0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   DAIRY FARM                     0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   DEFU INDUSTRIAL PARK           0  1  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   DEPOT ROAD                     0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   DHOBY GHAUT                    0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   DOVER                          0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   DUNEARN                        0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   EAST COAST                     0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   EVERTON PARK                   0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   FABER                          0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   FAJAR                          0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   FARRER COURT                   0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   FARRER PARK                    0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   FERNVALE                       0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   FLORA DRIVE                    0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   FORT CANNING                   0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   FRANKEL                        0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   GALI BATU                      0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   GEYLANG BAHRU                  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   GEYLANG EAST                   0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   GHIM MOH                       0  0  0  0  0  1  0  0  0  0  0  0  0  0  0  0
##   GOMBAK                         0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   GOODWOOD PARK                  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   GREENWOOD PARK                 0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   GUILIN                         0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   GUL BASIN                      0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   GUL CIRCLE                     0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   HENDERSON HILL                 0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   HILLCREST                      0  0  1  0  0  0  0  0  0  0  0  0  0  0  0  0
##   HILLVIEW                       0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   HOLLAND DRIVE                  0  0  0  0  0  0  0  0  0  0  1  0  0  0  0  0
##   HOLLAND ROAD                   0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   HONG KAH                       0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   HONG KAH NORTH                 0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   HOUGANG CENTRAL                0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   HOUGANG EAST                   0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   HOUGANG WEST                   0  0  1  0  0  0  0  0  0  0  0  0  0  0  0  0
##   INSTITUTION HILL               0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   INTERNATIONAL BUSINESS PARK    0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   ISTANA NEGARA                  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   JELEBU                         0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   JOO KOON                       0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   JOO SENG                       0  0  0  0  0  0  0  0  0  0  0  0  0  1  0  0
##   JURONG GATEWAY                 0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   JURONG PORT                    0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   JURONG RIVER                   0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   JURONG WEST CENTRAL            0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   KAKI BUKIT                     0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   KALLANG BAHRU                  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   KALLANG WAY                    0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   KAMPONG BUGIS                  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   KAMPONG GLAM                   0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   KAMPONG JAVA                   0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   KAMPONG TIONG BAHRU            0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   KAMPONG UBI                    0  1  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   KANGKAR                        0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   KATONG                         0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   KEAT HONG                      0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   KEBUN BAHRU                    0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   KEMBANGAN                      0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   KENT RIDGE                     1  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   KHATIB                         0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   KIAN TECK                      0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   KIM KEAT                       0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   KOVAN                          0  0  0  0  0  0  0  1  0  0  0  0  0  0  0  0
##   KRANJI                         0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   LAKESIDE                       0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   LAVENDER                       0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   LEEDON PARK                    0  0  0  0  0  0  0  0  0  1  0  0  0  0  0  0
##   LEONIE HILL                    0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   LIM CHU KANG                   0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   LITTLE INDIA                   0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   LIU FANG                       0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   LORONG 8 TOA PAYOH             0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   LORONG AH SOO                  0  0  0  0  0  1  0  0  0  0  0  0  0  0  0  0
##   LORONG CHUAN                   0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   LORONG HALUS                   0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   LOWER SELETAR                  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   LOYANG EAST                    0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   LOYANG WEST                    0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   MACKENZIE                      0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   MACPHERSON                     0  0  0  0  0  0  0  0  0  0  0  0  0  0  1  0
##   MALCOLM                        0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   MANDAI EAST                    0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   MANDAI ESTATE                  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   MANDAI WEST                    0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   MARGARET DRIVE                 0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   MARINA CENTRE                  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   MARINA EAST (MP)               0  0  0  0  0  0  0  0  1  0  0  0  0  0  0  0
##   MARINA SOUTH                   0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   MARINE PARADE                  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   MARITIME SQUARE                0  0  0  0  0  0  0  0  0  0  1  0  0  0  0  0
##   MARYMOUNT                      0  0  0  0  0  0  1  0  0  0  0  0  0  0  0  0
##   MATILDA                        0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   MAXWELL                        0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   MEI CHIN                       0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   MIDVIEW                        0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   MONK'S HILL                    0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   MOULMEIN                       0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   MOUNT EMILY                    0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   MOUNT PLEASANT                 0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   MOUNTBATTEN                    0  0  0  0  1  0  0  0  0  0  0  0  0  0  0  0
##   NASSIM                         0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   NATIONAL UNIVERSITY OF S'PORE  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   NATURE RESERVE                 0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   NEE SOON                       0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   NEWTON CIRCUS                  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   NORTH COAST                    0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   NORTHLAND                      0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   NORTHSHORE                     0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   ONE NORTH                      0  0  0  0  0  0  1  0  0  0  0  0  0  0  0  0
##   ONE TREE HILL                  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   ORANGE GROVE                   0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   OXLEY                          0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   PANDAN                         0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   PANG SUA                       0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   PASIR PANJANG 1                0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   PASIR PANJANG 2                0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   PASIR RIS CENTRAL              0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   PASIR RIS DRIVE                0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   PASIR RIS PARK                 0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   PASIR RIS WAFER FAB PARK       0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   PASIR RIS WEST                 0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   PATERSON                       0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   PAYA LEBAR EAST                0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   PAYA LEBAR NORTH               0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   PAYA LEBAR WEST                0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   PEARL'S HILL                   0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   PEI CHUN                       0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   PENG SIANG                     0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   PENJURU CRESCENT               0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   PEOPLE'S PARK                  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   PHILLIP                        0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   PIONEER SECTOR                 0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   PLAB                           0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   PORT                           0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   POTONG PASIR                   0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   PUNGGOL FIELD                  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   PUNGGOL TOWN CENTRE            0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   QUEENSWAY                      0  0  0  0  0  0  0  0  0  0  0  0  0  0  1  0
##   RAFFLES PLACE                  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   REDHILL                        0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   RESERVOIR VIEW                 0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   RIDOUT                         0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   RIVERVALE                      0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   ROBERTSON QUAY                 0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   ROCHOR CANAL                   0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SAFTI                          0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SAMULUN                        0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SAUJANA                        0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SELEGIE                        0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SELETAR                        0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SELETAR AEROSPACE PARK         0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SELETAR HILLS                  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SEMBAWANG CENTRAL              0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SEMBAWANG EAST                 0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SEMBAWANG HILLS                0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SEMBAWANG NORTH                0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SEMBAWANG SPRINGS              0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SEMBAWANG STRAITS              0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SENGKANG TOWN CENTRE           0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SENGKANG WEST                  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SENJA                          0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SENNETT                        0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SENOKO NORTH                   0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SENOKO SOUTH                   0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SENOKO WEST                    0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SENTOSA                        0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SERANGOON CENTRAL              0  0  0  0  0  0  0  0  0  0  0  0  1  0  0  0
##   SERANGOON GARDEN               0  0  0  0  0  0  1  0  0  0  0  0  0  0  0  0
##   SERANGOON NORTH                0  0  0  1  0  0  0  0  0  0  0  0  0  0  0  0
##   SERANGOON NORTH IND ESTATE     1  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SHANGRI-LA                     0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SHIPYARD                       0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SIGLAP                         0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SIMEI                          0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SINGAPORE GENERAL HOSPITAL     0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SINGAPORE POLYTECHNIC          0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SOMERSET                       0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SPRINGLEAF                     0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   STRAITS VIEW                   0  0  0  0  0  0  0  0  0  0  0  0  0  1  0  0
##   SUNGEI ROAD                    0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SUNSET WAY                     0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SWISS CLUB                     0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TAGORE                         0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TAI SENG                       0  0  0  0  0  0  1  0  0  0  0  0  0  0  0  0
##   TAMAN JURONG                   0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TAMPINES EAST                  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TAMPINES NORTH                 0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TAMPINES WEST                  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TANGLIN                        0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TANGLIN HALT                   0  0  0  0  0  0  0  0  0  0  0  0  0  1  0  0
##   TANJONG PAGAR                  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TANJONG RHU                    0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TEBAN GARDENS                  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TECK WHYE                      0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TELOK BLANGAH DRIVE            0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TELOK BLANGAH RISE             0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TELOK BLANGAH WAY              0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TENGAH                         0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TENGEH                         0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   THE WHARVES                    0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TIONG BAHRU                    0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TIONG BAHRU STATION            0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TOA PAYOH CENTRAL              0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TOA PAYOH WEST                 0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TOH GUAN                       0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TOH TUCK                       0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TOWNSVILLE                     0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TRAFALGAR                      0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TUAS BAY                       0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TUAS NORTH                     0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TUAS PROMENADE                 0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TUAS VIEW                      0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TUAS VIEW EXTENSION            0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TUKANG                         0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TURF CLUB                      0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TYERSALL                       0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   ULU PANDAN                     0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   UPPER PAYA LEBAR               0  0  0  0  0  0  0  0  0  0  0  1  0  0  0  0
##   UPPER THOMSON                  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   VICTORIA                       0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   WATERWAY EAST                  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   WENYA                          0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   WEST COAST                     0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   WESTERN WATER CATCHMENT        0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   WOODGROVE                      0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   WOODLANDS EAST                 0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   WOODLANDS REGIONAL CENTRE      0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   WOODLANDS SOUTH                0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   WOODLANDS WEST                 0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   WOODLEIGH                      0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   XILIN                          0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   YEW TEE                        0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   YIO CHU KANG                   0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   YIO CHU KANG EAST              0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   YIO CHU KANG NORTH             0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   YIO CHU KANG WEST              0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   YISHUN CENTRAL                 0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   YISHUN EAST                    0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   YISHUN SOUTH                   0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   YISHUN WEST                    0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   YUHUA EAST                     0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   YUHUA WEST                     0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   YUNNAN                         0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##                                
##                                 74 75 76 78 79 80 81 82 83 84 85 86 87 88 89 90
##   ADMIRALTY                      0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   AIRPORT ROAD                   0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   ALEXANDRA HILL                 0  0  0  0  0  0  0  0  0  0  0  0  0  1  0  0
##   ALEXANDRA NORTH                0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   ALJUNIED                       1  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   ANAK BUKIT                     0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   ANCHORVALE                     0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   ANG MO KIO TOWN CENTRE         0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   ANSON                          0  0  0  0  1  0  0  0  0  0  0  0  0  0  0  0
##   BALESTIER                      0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BANGKIT                        0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BAYFRONT SUBZONE               0  0  0  0  0  0  1  0  0  0  0  0  0  0  0  0
##   BAYSHORE                       0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BEDOK NORTH                    0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BEDOK RESERVOIR                0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BEDOK SOUTH                    0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BENCOOLEN                      0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BENDEMEER                      0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BENOI SECTOR                   0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BIDADARI                       0  0  0  1  0  0  0  0  0  0  0  0  0  0  0  0
##   BISHAN EAST                    0  1  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BOAT QUAY                      0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BOON KENG                      0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BOON LAY PLACE                 0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BOON TECK                      0  0  0  0  0  0  0  0  0  0  0  0  0  0  1  0
##   BOULEVARD                      0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BRADDELL                       0  0  0  0  0  0  0  0  0  0  1  0  0  0  0  0
##   BRAS BASAH                     0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BRICKWORKS                     0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BUGIS                          0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BUKIT BATOK CENTRAL            0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BUKIT BATOK EAST               0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BUKIT BATOK SOUTH              0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BUKIT BATOK WEST               0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BUKIT HO SWEE                  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   BUKIT MERAH                    0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  1
##   CAIRNHILL                      0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   CECIL                          0  0  0  0  0  0  0  0  0  1  0  0  0  0  0  0
##   CENTRAL SUBZONE                0  0  0  1  0  0  0  0  0  0  0  0  0  0  0  0
##   CENTRAL WATER CATCHMENT        0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   CHANGI AIRPORT                 0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   CHANGI POINT                   0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   CHANGI WEST                    0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   CHATSWORTH                     0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   CHENG SAN                      0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   CHIN BEE                       0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   CHINA SQUARE                   0  0  0  0  0  0  0  0  0  0  0  0  0  1  0  0
##   CHINATOWN                      0  0  0  0  0  0  0  0  0  1  0  0  0  0  0  0
##   CHOA CHU KANG CENTRAL          0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   CHOA CHU KANG NORTH            0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   CHONG BOON                     0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   CITY HALL                      0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   CITY TERMINALS                 0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   CLARKE QUAY                    0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   CLEMENTI CENTRAL               0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   CLEMENTI NORTH                 0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   CLEMENTI WEST                  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   CLEMENTI WOODS                 0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   CLIFFORD PIER                  0  0  0  0  0  0  0  0  0  0  0  0  0  1  0  0
##   COMMONWEALTH                   0  0  1  0  0  0  0  0  0  0  0  0  0  0  0  0
##   COMPASSVALE                    0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   CORONATION ROAD                0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   CRAWFORD                       0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   DAIRY FARM                     0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   DEFU INDUSTRIAL PARK           0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   DEPOT ROAD                     0  0  0  0  0  0  1  0  0  0  0  0  0  0  0  0
##   DHOBY GHAUT                    0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   DOVER                          0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   DUNEARN                        0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  1
##   EAST COAST                     0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   EVERTON PARK                   0  0  0  0  0  0  0  0  1  0  0  0  0  0  0  0
##   FABER                          0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   FAJAR                          0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   FARRER COURT                   0  0  0  1  0  0  0  0  0  0  0  0  0  0  0  0
##   FARRER PARK                    0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   FERNVALE                       0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   FLORA DRIVE                    0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   FORT CANNING                   0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   FRANKEL                        0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   GALI BATU                      0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   GEYLANG BAHRU                  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   GEYLANG EAST                   0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   GHIM MOH                       0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   GOMBAK                         0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   GOODWOOD PARK                  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   GREENWOOD PARK                 0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   GUILIN                         0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   GUL BASIN                      0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   GUL CIRCLE                     0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   HENDERSON HILL                 0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   HILLCREST                      0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   HILLVIEW                       0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   HOLLAND DRIVE                  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   HOLLAND ROAD                   0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   HONG KAH                       0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   HONG KAH NORTH                 0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   HOUGANG CENTRAL                0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   HOUGANG EAST                   0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   HOUGANG WEST                   0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   INSTITUTION HILL               0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   INTERNATIONAL BUSINESS PARK    0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   ISTANA NEGARA                  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   JELEBU                         0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   JOO KOON                       0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   JOO SENG                       0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   JURONG GATEWAY                 0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   JURONG PORT                    0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   JURONG RIVER                   0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   JURONG WEST CENTRAL            0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   KAKI BUKIT                     0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   KALLANG BAHRU                  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   KALLANG WAY                    0  0  0  0  0  0  0  0  0  1  0  0  0  0  0  0
##   KAMPONG BUGIS                  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   KAMPONG GLAM                   0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   KAMPONG JAVA                   0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   KAMPONG TIONG BAHRU            0  0  0  0  0  0  0  0  0  0  0  1  0  0  0  0
##   KAMPONG UBI                    0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   KANGKAR                        0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   KATONG                         0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   KEAT HONG                      0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   KEBUN BAHRU                    0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   KEMBANGAN                      0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   KENT RIDGE                     0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   KHATIB                         0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   KIAN TECK                      0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   KIM KEAT                       0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  1
##   KOVAN                          0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   KRANJI                         0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   LAKESIDE                       0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   LAVENDER                       0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   LEEDON PARK                    0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   LEONIE HILL                    0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   LIM CHU KANG                   0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   LITTLE INDIA                   0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   LIU FANG                       0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   LORONG 8 TOA PAYOH             0  0  0  0  0  0  0  0  0  0  0  1  0  0  0  0
##   LORONG AH SOO                  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   LORONG CHUAN                   0  0  0  1  0  0  0  0  0  0  0  0  0  0  0  0
##   LORONG HALUS                   0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   LOWER SELETAR                  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   LOYANG EAST                    0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   LOYANG WEST                    0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   MACKENZIE                      0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   MACPHERSON                     0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   MALCOLM                        0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   MANDAI EAST                    0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   MANDAI ESTATE                  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   MANDAI WEST                    0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   MARGARET DRIVE                 0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   MARINA CENTRE                  0  0  0  0  0  0  0  0  0  0  0  0  0  1  0  0
##   MARINA EAST (MP)               0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   MARINA SOUTH                   0  0  0  0  1  0  0  0  0  0  0  0  0  0  0  0
##   MARINE PARADE                  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   MARITIME SQUARE                0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   MARYMOUNT                      0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   MATILDA                        0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   MAXWELL                        0  0  0  0  0  0  0  0  0  0  1  0  0  0  0  0
##   MEI CHIN                       0  0  0  0  0  0  0  0  1  0  0  0  0  0  0  0
##   MIDVIEW                        0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   MONK'S HILL                    0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   MOULMEIN                       0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   MOUNT EMILY                    0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   MOUNT PLEASANT                 0  0  0  0  0  0  0  0  0  0  0  0  0  1  0  0
##   MOUNTBATTEN                    0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   NASSIM                         0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   NATIONAL UNIVERSITY OF S'PORE  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   NATURE RESERVE                 0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   NEE SOON                       0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   NEWTON CIRCUS                  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   NORTH COAST                    0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   NORTHLAND                      0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   NORTHSHORE                     0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   ONE NORTH                      0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   ONE TREE HILL                  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   ORANGE GROVE                   0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   OXLEY                          0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   PANDAN                         0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   PANG SUA                       0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   PASIR PANJANG 1                0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   PASIR PANJANG 2                0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   PASIR RIS CENTRAL              0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   PASIR RIS DRIVE                0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   PASIR RIS PARK                 0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   PASIR RIS WAFER FAB PARK       0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   PASIR RIS WEST                 0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   PATERSON                       0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   PAYA LEBAR EAST                0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   PAYA LEBAR NORTH               0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   PAYA LEBAR WEST                0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   PEARL'S HILL                   0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   PEI CHUN                       0  0  0  0  0  0  0  0  0  0  0  0  0  1  0  0
##   PENG SIANG                     0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   PENJURU CRESCENT               0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   PEOPLE'S PARK                  0  0  0  0  0  0  0  0  0  0  0  0  0  0  1  0
##   PHILLIP                        0  0  0  0  0  0  0  0  0  0  0  0  0  1  0  0
##   PIONEER SECTOR                 0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   PLAB                           0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   PORT                           0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   POTONG PASIR                   0  0  0  0  0  0  0  0  0  0  0  0  1  0  0  0
##   PUNGGOL FIELD                  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   PUNGGOL TOWN CENTRE            0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   QUEENSWAY                      0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   RAFFLES PLACE                  0  0  0  0  0  0  0  0  0  0  1  0  0  0  0  0
##   REDHILL                        0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   RESERVOIR VIEW                 0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   RIDOUT                         0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   RIVERVALE                      0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   ROBERTSON QUAY                 0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   ROCHOR CANAL                   0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SAFTI                          0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SAMULUN                        0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SAUJANA                        0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SELEGIE                        0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SELETAR                        0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SELETAR AEROSPACE PARK         0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SELETAR HILLS                  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SEMBAWANG CENTRAL              0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SEMBAWANG EAST                 0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SEMBAWANG HILLS                0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SEMBAWANG NORTH                0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SEMBAWANG SPRINGS              0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SEMBAWANG STRAITS              0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SENGKANG TOWN CENTRE           0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SENGKANG WEST                  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SENJA                          0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SENNETT                        0  0  0  0  0  0  0  1  0  0  0  0  0  0  0  0
##   SENOKO NORTH                   0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SENOKO SOUTH                   0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SENOKO WEST                    0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SENTOSA                        0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SERANGOON CENTRAL              0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SERANGOON GARDEN               0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SERANGOON NORTH                0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SERANGOON NORTH IND ESTATE     0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SHANGRI-LA                     0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SHIPYARD                       0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SIGLAP                         0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SIMEI                          0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SINGAPORE GENERAL HOSPITAL     0  0  0  0  0  0  0  0  0  0  0  0  0  1  0  0
##   SINGAPORE POLYTECHNIC          0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SOMERSET                       0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SPRINGLEAF                     0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   STRAITS VIEW                   0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SUNGEI ROAD                    0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SUNSET WAY                     0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   SWISS CLUB                     0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TAGORE                         0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TAI SENG                       0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TAMAN JURONG                   0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TAMPINES EAST                  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TAMPINES NORTH                 0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TAMPINES WEST                  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TANGLIN                        0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TANGLIN HALT                   0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TANJONG PAGAR                  0  0  0  0  0  1  0  0  0  0  0  0  0  0  0  0
##   TANJONG RHU                    0  0  0  0  0  0  0  0  0  0  0  0  1  0  0  0
##   TEBAN GARDENS                  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TECK WHYE                      0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TELOK BLANGAH DRIVE            1  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TELOK BLANGAH RISE             0  0  0  0  0  0  0  0  1  0  0  0  0  0  0  0
##   TELOK BLANGAH WAY              0  0  0  0  0  0  0  0  0  0  0  0  0  1  0  0
##   TENGAH                         0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TENGEH                         0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   THE WHARVES                    0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TIONG BAHRU                    0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  1
##   TIONG BAHRU STATION            0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  1
##   TOA PAYOH CENTRAL              0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TOA PAYOH WEST                 0  0  0  0  0  0  0  0  0  0  0  1  0  0  0  0
##   TOH GUAN                       0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TOH TUCK                       0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TOWNSVILLE                     0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TRAFALGAR                      0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TUAS BAY                       0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TUAS NORTH                     0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TUAS PROMENADE                 0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TUAS VIEW                      0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TUAS VIEW EXTENSION            0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TUKANG                         0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TURF CLUB                      0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   TYERSALL                       0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   ULU PANDAN                     0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   UPPER PAYA LEBAR               0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   UPPER THOMSON                  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   VICTORIA                       0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   WATERWAY EAST                  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   WENYA                          0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   WEST COAST                     0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   WESTERN WATER CATCHMENT        0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   WOODGROVE                      0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   WOODLANDS EAST                 0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   WOODLANDS REGIONAL CENTRE      0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   WOODLANDS SOUTH                0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   WOODLANDS WEST                 0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   WOODLEIGH                      0  0  0  0  0  0  0  0  0  1  0  0  0  0  0  0
##   XILIN                          0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   YEW TEE                        0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   YIO CHU KANG                   0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   YIO CHU KANG EAST              0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   YIO CHU KANG NORTH             0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   YIO CHU KANG WEST              0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   YISHUN CENTRAL                 0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   YISHUN EAST                    0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   YISHUN SOUTH                   0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   YISHUN WEST                    0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   YUHUA EAST                     0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   YUHUA WEST                     0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##   YUNNAN                         0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##                                
##                                 91 92 94 95 96 97 98 99 100 101 102 103 104 105
##   ADMIRALTY                      0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   AIRPORT ROAD                   0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   ALEXANDRA HILL                 0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   ALEXANDRA NORTH                0  0  0  0  0  0  1  0   0   0   0   0   0   0
##   ALJUNIED                       0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   ANAK BUKIT                     0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   ANCHORVALE                     0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   ANG MO KIO TOWN CENTRE         0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   ANSON                          0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   BALESTIER                      0  0  0  0  0  0  0  0   0   0   0   1   0   0
##   BANGKIT                        0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   BAYFRONT SUBZONE               0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   BAYSHORE                       0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   BEDOK NORTH                    0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   BEDOK RESERVOIR                0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   BEDOK SOUTH                    0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   BENCOOLEN                      0  0  0  0  0  0  0  0   0   1   0   0   0   0
##   BENDEMEER                      0  0  0  1  0  0  0  0   0   0   0   0   0   0
##   BENOI SECTOR                   0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   BIDADARI                       0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   BISHAN EAST                    0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   BOAT QUAY                      1  0  0  0  0  0  0  0   0   0   0   0   0   0
##   BOON KENG                      0  0  0  0  1  0  0  0   0   0   0   0   0   0
##   BOON LAY PLACE                 0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   BOON TECK                      0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   BOULEVARD                      0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   BRADDELL                       0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   BRAS BASAH                     0  0  0  0  0  0  0  1   0   0   0   0   0   0
##   BRICKWORKS                     0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   BUGIS                          0  0  0  0  0  0  0  1   0   0   0   0   0   0
##   BUKIT BATOK CENTRAL            0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   BUKIT BATOK EAST               0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   BUKIT BATOK SOUTH              0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   BUKIT BATOK WEST               0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   BUKIT HO SWEE                  0  0  0  1  0  0  0  0   0   0   0   0   0   0
##   BUKIT MERAH                    0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   CAIRNHILL                      0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   CECIL                          0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   CENTRAL SUBZONE                0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   CENTRAL WATER CATCHMENT        0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   CHANGI AIRPORT                 0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   CHANGI POINT                   0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   CHANGI WEST                    0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   CHATSWORTH                     0  0  0  0  0  0  0  0   0   0   1   0   0   0
##   CHENG SAN                      0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   CHIN BEE                       0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   CHINA SQUARE                   0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   CHINATOWN                      0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   CHOA CHU KANG CENTRAL          0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   CHOA CHU KANG NORTH            0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   CHONG BOON                     0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   CITY HALL                      0  0  0  0  0  0  1  0   0   0   0   0   0   0
##   CITY TERMINALS                 0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   CLARKE QUAY                    0  0  0  0  1  0  0  0   0   0   0   0   0   0
##   CLEMENTI CENTRAL               0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   CLEMENTI NORTH                 0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   CLEMENTI WEST                  0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   CLEMENTI WOODS                 0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   CLIFFORD PIER                  0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   COMMONWEALTH                   0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   COMPASSVALE                    0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   CORONATION ROAD                0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   CRAWFORD                       0  0  0  0  0  1  0  0   0   0   0   0   0   0
##   DAIRY FARM                     0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   DEFU INDUSTRIAL PARK           0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   DEPOT ROAD                     0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   DHOBY GHAUT                    0  0  0  0  0  0  0  0   0   0   1   0   0   0
##   DOVER                          0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   DUNEARN                        0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   EAST COAST                     0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   EVERTON PARK                   0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   FABER                          0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   FAJAR                          0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   FARRER COURT                   0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   FARRER PARK                    0  0  0  0  0  0  0  0   0   0   0   0   1   0
##   FERNVALE                       0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   FLORA DRIVE                    0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   FORT CANNING                   0  0  0  0  0  0  0  0   0   1   0   0   0   0
##   FRANKEL                        0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   GALI BATU                      0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   GEYLANG BAHRU                  1  0  0  0  0  0  0  0   0   0   0   0   0   0
##   GEYLANG EAST                   0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   GHIM MOH                       0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   GOMBAK                         0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   GOODWOOD PARK                  0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   GREENWOOD PARK                 0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   GUILIN                         0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   GUL BASIN                      0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   GUL CIRCLE                     0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   HENDERSON HILL                 0  0  0  1  0  0  0  0   0   0   0   0   0   0
##   HILLCREST                      0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   HILLVIEW                       0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   HOLLAND DRIVE                  0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   HOLLAND ROAD                   0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   HONG KAH                       0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   HONG KAH NORTH                 0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   HOUGANG CENTRAL                0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   HOUGANG EAST                   0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   HOUGANG WEST                   0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   INSTITUTION HILL               0  0  0  0  0  0  0  0   0   0   0   1   0   0
##   INTERNATIONAL BUSINESS PARK    0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   ISTANA NEGARA                  0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   JELEBU                         0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   JOO KOON                       0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   JOO SENG                       0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   JURONG GATEWAY                 0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   JURONG PORT                    0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   JURONG RIVER                   0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   JURONG WEST CENTRAL            0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   KAKI BUKIT                     0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   KALLANG BAHRU                  0  0  0  0  0  1  0  0   0   0   0   0   0   0
##   KALLANG WAY                    0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   KAMPONG BUGIS                  0  0  1  0  0  0  0  0   0   0   0   0   0   0
##   KAMPONG GLAM                   0  0  0  0  0  0  0  0   0   0   1   0   0   0
##   KAMPONG JAVA                   0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   KAMPONG TIONG BAHRU            0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   KAMPONG UBI                    0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   KANGKAR                        0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   KATONG                         0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   KEAT HONG                      0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   KEBUN BAHRU                    0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   KEMBANGAN                      0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   KENT RIDGE                     0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   KHATIB                         0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   KIAN TECK                      0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   KIM KEAT                       0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   KOVAN                          0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   KRANJI                         0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   LAKESIDE                       0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   LAVENDER                       0  0  0  0  0  0  0  0   1   0   0   0   0   0
##   LEEDON PARK                    0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   LEONIE HILL                    0  0  0  0  0  0  0  0   0   0   0   0   0   1
##   LIM CHU KANG                   0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   LITTLE INDIA                   0  0  0  0  0  0  0  0   0   0   0   0   0   1
##   LIU FANG                       0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   LORONG 8 TOA PAYOH             0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   LORONG AH SOO                  0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   LORONG CHUAN                   0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   LORONG HALUS                   0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   LOWER SELETAR                  0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   LOYANG EAST                    0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   LOYANG WEST                    0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   MACKENZIE                      0  0  0  0  0  0  0  0   0   0   0   0   0   1
##   MACPHERSON                     0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   MALCOLM                        0  0  0  0  0  0  0  0   0   0   0   0   0   1
##   MANDAI EAST                    0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   MANDAI ESTATE                  0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   MANDAI WEST                    0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   MARGARET DRIVE                 1  0  0  0  0  0  0  0   0   0   0   0   0   0
##   MARINA CENTRE                  0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   MARINA EAST (MP)               0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   MARINA SOUTH                   0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   MARINE PARADE                  0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   MARITIME SQUARE                0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   MARYMOUNT                      0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   MATILDA                        0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   MAXWELL                        0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   MEI CHIN                       0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   MIDVIEW                        0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   MONK'S HILL                    0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   MOULMEIN                       0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   MOUNT EMILY                    0  0  0  0  0  0  0  0   0   0   0   0   1   0
##   MOUNT PLEASANT                 0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   MOUNTBATTEN                    0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   NASSIM                         0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   NATIONAL UNIVERSITY OF S'PORE  0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   NATURE RESERVE                 0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   NEE SOON                       0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   NEWTON CIRCUS                  0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   NORTH COAST                    0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   NORTHLAND                      0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   NORTHSHORE                     0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   ONE NORTH                      0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   ONE TREE HILL                  0  0  0  0  0  0  0  0   0   0   0   1   0   0
##   ORANGE GROVE                   0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   OXLEY                          0  0  0  0  0  0  0  0   0   0   0   0   1   0
##   PANDAN                         0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   PANG SUA                       0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   PASIR PANJANG 1                0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   PASIR PANJANG 2                0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   PASIR RIS CENTRAL              0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   PASIR RIS DRIVE                0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   PASIR RIS PARK                 0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   PASIR RIS WAFER FAB PARK       0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   PASIR RIS WEST                 0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   PATERSON                       0  0  0  0  0  0  0  0   0   0   0   0   1   0
##   PAYA LEBAR EAST                0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   PAYA LEBAR NORTH               0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   PAYA LEBAR WEST                0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   PEARL'S HILL                   0  1  0  0  0  0  0  0   0   0   0   0   0   0
##   PEI CHUN                       0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   PENG SIANG                     0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   PENJURU CRESCENT               0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   PEOPLE'S PARK                  0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   PHILLIP                        0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   PIONEER SECTOR                 0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   PLAB                           0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   PORT                           0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   POTONG PASIR                   0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   PUNGGOL FIELD                  0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   PUNGGOL TOWN CENTRE            0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   QUEENSWAY                      0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   RAFFLES PLACE                  0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   REDHILL                        0  0  0  1  0  0  0  0   0   0   0   0   0   0
##   RESERVOIR VIEW                 0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   RIDOUT                         0  0  0  0  0  0  1  0   0   0   0   0   0   0
##   RIVERVALE                      0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   ROBERTSON QUAY                 0  0  0  0  0  0  0  1   0   0   0   0   0   0
##   ROCHOR CANAL                   0  0  0  0  0  0  0  0   0   1   0   0   0   0
##   SAFTI                          0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   SAMULUN                        0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   SAUJANA                        0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   SELEGIE                        0  0  0  0  0  0  0  0   0   0   0   1   0   0
##   SELETAR                        0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   SELETAR AEROSPACE PARK         0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   SELETAR HILLS                  0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   SEMBAWANG CENTRAL              0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   SEMBAWANG EAST                 0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   SEMBAWANG HILLS                0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   SEMBAWANG NORTH                0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   SEMBAWANG SPRINGS              0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   SEMBAWANG STRAITS              0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   SENGKANG TOWN CENTRE           0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   SENGKANG WEST                  0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   SENJA                          0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   SENNETT                        0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   SENOKO NORTH                   0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   SENOKO SOUTH                   0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   SENOKO WEST                    0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   SENTOSA                        0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   SERANGOON CENTRAL              0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   SERANGOON GARDEN               0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   SERANGOON NORTH                0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   SERANGOON NORTH IND ESTATE     0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   SHANGRI-LA                     0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   SHIPYARD                       0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   SIGLAP                         0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   SIMEI                          0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   SINGAPORE GENERAL HOSPITAL     0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   SINGAPORE POLYTECHNIC          0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   SOMERSET                       0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   SPRINGLEAF                     0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   STRAITS VIEW                   0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   SUNGEI ROAD                    0  0  0  0  0  0  0  0   0   0   1   0   0   0
##   SUNSET WAY                     0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   SWISS CLUB                     0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   TAGORE                         0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   TAI SENG                       0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   TAMAN JURONG                   0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   TAMPINES EAST                  0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   TAMPINES NORTH                 0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   TAMPINES WEST                  0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   TANGLIN                        0  0  0  0  0  0  0  0   0   0   0   0   0   1
##   TANGLIN HALT                   0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   TANJONG PAGAR                  0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   TANJONG RHU                    0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   TEBAN GARDENS                  0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   TECK WHYE                      0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   TELOK BLANGAH DRIVE            0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   TELOK BLANGAH RISE             0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   TELOK BLANGAH WAY              0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   TENGAH                         0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   TENGEH                         0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   THE WHARVES                    0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   TIONG BAHRU                    0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   TIONG BAHRU STATION            0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   TOA PAYOH CENTRAL              0  1  0  0  0  0  0  0   0   0   0   0   0   0
##   TOA PAYOH WEST                 0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   TOH GUAN                       0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   TOH TUCK                       0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   TOWNSVILLE                     0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   TRAFALGAR                      0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   TUAS BAY                       0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   TUAS NORTH                     0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   TUAS PROMENADE                 0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   TUAS VIEW                      0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   TUAS VIEW EXTENSION            0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   TUKANG                         0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   TURF CLUB                      0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   TYERSALL                       0  0  1  0  0  0  0  0   0   0   0   0   0   0
##   ULU PANDAN                     0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   UPPER PAYA LEBAR               0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   UPPER THOMSON                  0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   VICTORIA                       0  0  0  0  0  0  0  1   0   0   0   0   0   0
##   WATERWAY EAST                  0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   WENYA                          0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   WEST COAST                     0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   WESTERN WATER CATCHMENT        0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   WOODGROVE                      0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   WOODLANDS EAST                 0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   WOODLANDS REGIONAL CENTRE      0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   WOODLANDS SOUTH                0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   WOODLANDS WEST                 0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   WOODLEIGH                      0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   XILIN                          0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   YEW TEE                        0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   YIO CHU KANG                   0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   YIO CHU KANG EAST              0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   YIO CHU KANG NORTH             0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   YIO CHU KANG WEST              0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   YISHUN CENTRAL                 0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   YISHUN EAST                    0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   YISHUN SOUTH                   0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   YISHUN WEST                    0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   YUHUA EAST                     0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   YUHUA WEST                     0  0  0  0  0  0  0  0   0   0   0   0   0   0
##   YUNNAN                         0  0  0  0  0  0  0  0   0   0   0   0   0   0
##                                
##                                 106 107 108 109 110
##   ADMIRALTY                       0   0   0   0   0
##   AIRPORT ROAD                    0   0   0   0   0
##   ALEXANDRA HILL                  0   0   0   0   0
##   ALEXANDRA NORTH                 0   0   0   0   0
##   ALJUNIED                        0   0   0   0   0
##   ANAK BUKIT                      0   0   0   0   0
##   ANCHORVALE                      0   0   0   0   0
##   ANG MO KIO TOWN CENTRE          0   0   0   0   0
##   ANSON                           0   0   0   0   0
##   BALESTIER                       0   0   0   0   0
##   BANGKIT                         0   0   0   0   0
##   BAYFRONT SUBZONE                0   0   0   0   0
##   BAYSHORE                        0   0   0   0   0
##   BEDOK NORTH                     0   0   0   0   0
##   BEDOK RESERVOIR                 0   0   0   0   0
##   BEDOK SOUTH                     0   0   0   0   0
##   BENCOOLEN                       0   0   0   0   0
##   BENDEMEER                       0   0   0   0   0
##   BENOI SECTOR                    0   0   0   0   0
##   BIDADARI                        0   0   0   0   0
##   BISHAN EAST                     0   0   0   0   0
##   BOAT QUAY                       0   0   0   0   0
##   BOON KENG                       0   0   0   0   0
##   BOON LAY PLACE                  0   0   0   0   0
##   BOON TECK                       0   0   0   0   0
##   BOULEVARD                       1   0   0   0   0
##   BRADDELL                        0   0   0   0   0
##   BRAS BASAH                      0   0   0   0   0
##   BRICKWORKS                      0   0   0   0   0
##   BUGIS                           0   0   0   0   0
##   BUKIT BATOK CENTRAL             0   0   0   0   0
##   BUKIT BATOK EAST                0   0   0   0   0
##   BUKIT BATOK SOUTH               0   0   0   0   0
##   BUKIT BATOK WEST                0   0   0   0   0
##   BUKIT HO SWEE                   0   0   0   0   0
##   BUKIT MERAH                     0   0   0   0   0
##   CAIRNHILL                       0   1   0   0   0
##   CECIL                           0   0   0   0   0
##   CENTRAL SUBZONE                 0   0   0   0   0
##   CENTRAL WATER CATCHMENT         0   0   0   0   0
##   CHANGI AIRPORT                  0   0   0   0   0
##   CHANGI POINT                    0   0   0   0   0
##   CHANGI WEST                     0   0   0   0   0
##   CHATSWORTH                      0   0   0   0   0
##   CHENG SAN                       0   0   0   0   0
##   CHIN BEE                        0   0   0   0   0
##   CHINA SQUARE                    0   0   0   0   0
##   CHINATOWN                       0   0   0   0   0
##   CHOA CHU KANG CENTRAL           0   0   0   0   0
##   CHOA CHU KANG NORTH             0   0   0   0   0
##   CHONG BOON                      0   0   0   0   0
##   CITY HALL                       0   0   0   0   0
##   CITY TERMINALS                  0   0   0   0   0
##   CLARKE QUAY                     0   0   0   0   0
##   CLEMENTI CENTRAL                0   0   0   0   0
##   CLEMENTI NORTH                  0   0   0   0   0
##   CLEMENTI WEST                   0   0   0   0   0
##   CLEMENTI WOODS                  0   0   0   0   0
##   CLIFFORD PIER                   0   0   0   0   0
##   COMMONWEALTH                    0   0   0   0   0
##   COMPASSVALE                     0   0   0   0   0
##   CORONATION ROAD                 0   0   0   0   0
##   CRAWFORD                        0   0   0   0   0
##   DAIRY FARM                      0   0   0   0   0
##   DEFU INDUSTRIAL PARK            0   0   0   0   0
##   DEPOT ROAD                      0   0   0   0   0
##   DHOBY GHAUT                     0   0   0   0   0
##   DOVER                           0   0   0   0   0
##   DUNEARN                         0   0   0   0   0
##   EAST COAST                      0   0   0   0   0
##   EVERTON PARK                    0   0   0   0   0
##   FABER                           0   0   0   0   0
##   FAJAR                           0   0   0   0   0
##   FARRER COURT                    0   0   0   0   0
##   FARRER PARK                     0   0   0   0   0
##   FERNVALE                        0   0   0   0   0
##   FLORA DRIVE                     0   0   0   0   0
##   FORT CANNING                    0   0   0   0   0
##   FRANKEL                         0   0   0   0   0
##   GALI BATU                       0   0   0   0   0
##   GEYLANG BAHRU                   0   0   0   0   0
##   GEYLANG EAST                    0   0   0   0   0
##   GHIM MOH                        0   0   0   0   0
##   GOMBAK                          0   0   0   0   0
##   GOODWOOD PARK                   0   1   0   0   0
##   GREENWOOD PARK                  0   0   0   0   0
##   GUILIN                          0   0   0   0   0
##   GUL BASIN                       0   0   0   0   0
##   GUL CIRCLE                      0   0   0   0   0
##   HENDERSON HILL                  0   0   0   0   0
##   HILLCREST                       0   0   0   0   0
##   HILLVIEW                        0   0   0   0   0
##   HOLLAND DRIVE                   0   0   0   0   0
##   HOLLAND ROAD                    0   0   0   0   0
##   HONG KAH                        0   0   0   0   0
##   HONG KAH NORTH                  0   0   0   0   0
##   HOUGANG CENTRAL                 0   0   0   0   0
##   HOUGANG EAST                    0   0   0   0   0
##   HOUGANG WEST                    0   0   0   0   0
##   INSTITUTION HILL                0   0   0   0   0
##   INTERNATIONAL BUSINESS PARK     0   0   0   0   0
##   ISTANA NEGARA                   0   0   1   0   0
##   JELEBU                          0   0   0   0   0
##   JOO KOON                        0   0   0   0   0
##   JOO SENG                        0   0   0   0   0
##   JURONG GATEWAY                  0   0   0   0   0
##   JURONG PORT                     0   0   0   0   0
##   JURONG RIVER                    0   0   0   0   0
##   JURONG WEST CENTRAL             0   0   0   0   0
##   KAKI BUKIT                      0   0   0   0   0
##   KALLANG BAHRU                   0   0   0   0   0
##   KALLANG WAY                     0   0   0   0   0
##   KAMPONG BUGIS                   0   0   0   0   0
##   KAMPONG GLAM                    0   0   0   0   0
##   KAMPONG JAVA                    1   0   0   0   0
##   KAMPONG TIONG BAHRU             0   0   0   0   0
##   KAMPONG UBI                     0   0   0   0   0
##   KANGKAR                         0   0   0   0   0
##   KATONG                          0   0   0   0   0
##   KEAT HONG                       0   0   0   0   0
##   KEBUN BAHRU                     0   0   0   0   0
##   KEMBANGAN                       0   0   0   0   0
##   KENT RIDGE                      0   0   0   0   0
##   KHATIB                          0   0   0   0   0
##   KIAN TECK                       0   0   0   0   0
##   KIM KEAT                        0   0   0   0   0
##   KOVAN                           0   0   0   0   0
##   KRANJI                          0   0   0   0   0
##   LAKESIDE                        0   0   0   0   0
##   LAVENDER                        0   0   0   0   0
##   LEEDON PARK                     0   0   0   0   0
##   LEONIE HILL                     0   0   0   0   0
##   LIM CHU KANG                    0   0   0   0   0
##   LITTLE INDIA                    0   0   0   0   0
##   LIU FANG                        0   0   0   0   0
##   LORONG 8 TOA PAYOH              0   0   0   0   0
##   LORONG AH SOO                   0   0   0   0   0
##   LORONG CHUAN                    0   0   0   0   0
##   LORONG HALUS                    0   0   0   0   0
##   LOWER SELETAR                   0   0   0   0   0
##   LOYANG EAST                     0   0   0   0   0
##   LOYANG WEST                     0   0   0   0   0
##   MACKENZIE                       0   0   0   0   0
##   MACPHERSON                      0   0   0   0   0
##   MALCOLM                         0   0   0   0   0
##   MANDAI EAST                     0   0   0   0   0
##   MANDAI ESTATE                   0   0   0   0   0
##   MANDAI WEST                     0   0   0   0   0
##   MARGARET DRIVE                  0   0   0   0   0
##   MARINA CENTRE                   0   0   0   0   0
##   MARINA EAST (MP)                0   0   0   0   0
##   MARINA SOUTH                    0   0   0   0   0
##   MARINE PARADE                   0   0   0   0   0
##   MARITIME SQUARE                 0   0   0   0   0
##   MARYMOUNT                       0   0   0   0   0
##   MATILDA                         0   0   0   0   0
##   MAXWELL                         0   0   0   0   0
##   MEI CHIN                        0   0   0   0   0
##   MIDVIEW                         0   0   0   0   0
##   MONK'S HILL                     0   0   0   0   1
##   MOULMEIN                        0   1   0   0   0
##   MOUNT EMILY                     0   0   0   0   0
##   MOUNT PLEASANT                  0   0   0   0   0
##   MOUNTBATTEN                     0   0   0   0   0
##   NASSIM                          0   0   1   0   0
##   NATIONAL UNIVERSITY OF S'PORE   0   0   0   0   0
##   NATURE RESERVE                  0   0   0   0   0
##   NEE SOON                        0   0   0   0   0
##   NEWTON CIRCUS                   0   0   1   0   0
##   NORTH COAST                     0   0   0   0   0
##   NORTHLAND                       0   0   0   0   0
##   NORTHSHORE                      0   0   0   0   0
##   ONE NORTH                       0   0   0   0   0
##   ONE TREE HILL                   0   0   0   0   0
##   ORANGE GROVE                    0   0   0   1   0
##   OXLEY                           0   0   0   0   0
##   PANDAN                          0   0   0   0   0
##   PANG SUA                        0   0   0   0   0
##   PASIR PANJANG 1                 0   0   0   0   0
##   PASIR PANJANG 2                 0   0   0   0   0
##   PASIR RIS CENTRAL               0   0   0   0   0
##   PASIR RIS DRIVE                 0   0   0   0   0
##   PASIR RIS PARK                  0   0   0   0   0
##   PASIR RIS WAFER FAB PARK        0   0   0   0   0
##   PASIR RIS WEST                  0   0   0   0   0
##   PATERSON                        0   0   0   0   0
##   PAYA LEBAR EAST                 0   0   0   0   0
##   PAYA LEBAR NORTH                0   0   0   0   0
##   PAYA LEBAR WEST                 0   0   0   0   0
##   PEARL'S HILL                    0   0   0   0   0
##   PEI CHUN                        0   0   0   0   0
##   PENG SIANG                      0   0   0   0   0
##   PENJURU CRESCENT                0   0   0   0   0
##   PEOPLE'S PARK                   0   0   0   0   0
##   PHILLIP                         0   0   0   0   0
##   PIONEER SECTOR                  0   0   0   0   0
##   PLAB                            0   0   0   0   0
##   PORT                            0   0   0   0   0
##   POTONG PASIR                    0   0   0   0   0
##   PUNGGOL FIELD                   0   0   0   0   0
##   PUNGGOL TOWN CENTRE             0   0   0   0   0
##   QUEENSWAY                       0   0   0   0   0
##   RAFFLES PLACE                   0   0   0   0   0
##   REDHILL                         0   0   0   0   0
##   RESERVOIR VIEW                  0   0   0   0   0
##   RIDOUT                          0   0   0   0   0
##   RIVERVALE                       0   0   0   0   0
##   ROBERTSON QUAY                  0   0   0   0   0
##   ROCHOR CANAL                    0   0   0   0   0
##   SAFTI                           0   0   0   0   0
##   SAMULUN                         0   0   0   0   0
##   SAUJANA                         0   0   0   0   0
##   SELEGIE                         0   0   0   0   0
##   SELETAR                         0   0   0   0   0
##   SELETAR AEROSPACE PARK          0   0   0   0   0
##   SELETAR HILLS                   0   0   0   0   0
##   SEMBAWANG CENTRAL               0   0   0   0   0
##   SEMBAWANG EAST                  0   0   0   0   0
##   SEMBAWANG HILLS                 0   0   0   0   0
##   SEMBAWANG NORTH                 0   0   0   0   0
##   SEMBAWANG SPRINGS               0   0   0   0   0
##   SEMBAWANG STRAITS               0   0   0   0   0
##   SENGKANG TOWN CENTRE            0   0   0   0   0
##   SENGKANG WEST                   0   0   0   0   0
##   SENJA                           0   0   0   0   0
##   SENNETT                         0   0   0   0   0
##   SENOKO NORTH                    0   0   0   0   0
##   SENOKO SOUTH                    0   0   0   0   0
##   SENOKO WEST                     0   0   0   0   0
##   SENTOSA                         0   0   0   0   0
##   SERANGOON CENTRAL               0   0   0   0   0
##   SERANGOON GARDEN                0   0   0   0   0
##   SERANGOON NORTH                 0   0   0   0   0
##   SERANGOON NORTH IND ESTATE      0   0   0   0   0
##   SHANGRI-LA                      0   0   0   0   0
##   SHIPYARD                        0   0   0   0   0
##   SIGLAP                          0   0   0   0   0
##   SIMEI                           0   0   0   0   0
##   SINGAPORE GENERAL HOSPITAL      0   0   0   0   0
##   SINGAPORE POLYTECHNIC           0   0   0   0   0
##   SOMERSET                        1   0   0   0   0
##   SPRINGLEAF                      0   0   0   0   0
##   STRAITS VIEW                    0   0   0   0   0
##   SUNGEI ROAD                     0   0   0   0   0
##   SUNSET WAY                      0   0   0   0   0
##   SWISS CLUB                      0   0   0   0   0
##   TAGORE                          0   0   0   0   0
##   TAI SENG                        0   0   0   0   0
##   TAMAN JURONG                    0   0   0   0   0
##   TAMPINES EAST                   0   0   0   0   0
##   TAMPINES NORTH                  0   0   0   0   0
##   TAMPINES WEST                   0   0   0   0   0
##   TANGLIN                         0   0   0   0   0
##   TANGLIN HALT                    0   0   0   0   0
##   TANJONG PAGAR                   0   0   0   0   0
##   TANJONG RHU                     0   0   0   0   0
##   TEBAN GARDENS                   0   0   0   0   0
##   TECK WHYE                       0   0   0   0   0
##   TELOK BLANGAH DRIVE             0   0   0   0   0
##   TELOK BLANGAH RISE              0   0   0   0   0
##   TELOK BLANGAH WAY               0   0   0   0   0
##   TENGAH                          0   0   0   0   0
##   TENGEH                          0   0   0   0   0
##   THE WHARVES                     0   0   0   0   0
##   TIONG BAHRU                     0   0   0   0   0
##   TIONG BAHRU STATION             0   0   0   0   0
##   TOA PAYOH CENTRAL               0   0   0   0   0
##   TOA PAYOH WEST                  0   0   0   0   0
##   TOH GUAN                        0   0   0   0   0
##   TOH TUCK                        0   0   0   0   0
##   TOWNSVILLE                      0   0   0   0   0
##   TRAFALGAR                       0   0   0   0   0
##   TUAS BAY                        0   0   0   0   0
##   TUAS NORTH                      0   0   0   0   0
##   TUAS PROMENADE                  0   0   0   0   0
##   TUAS VIEW                       0   0   0   0   0
##   TUAS VIEW EXTENSION             0   0   0   0   0
##   TUKANG                          0   0   0   0   0
##   TURF CLUB                       0   0   0   0   0
##   TYERSALL                        0   0   0   0   0
##   ULU PANDAN                      0   0   0   0   0
##   UPPER PAYA LEBAR                0   0   0   0   0
##   UPPER THOMSON                   0   0   0   0   0
##   VICTORIA                        0   0   0   0   0
##   WATERWAY EAST                   0   0   0   0   0
##   WENYA                           0   0   0   0   0
##   WEST COAST                      0   0   0   0   0
##   WESTERN WATER CATCHMENT         0   0   0   0   0
##   WOODGROVE                       0   0   0   0   0
##   WOODLANDS EAST                  0   0   0   0   0
##   WOODLANDS REGIONAL CENTRE       0   0   0   0   0
##   WOODLANDS SOUTH                 0   0   0   0   0
##   WOODLANDS WEST                  0   0   0   0   0
##   WOODLEIGH                       0   0   0   0   0
##   XILIN                           0   0   0   0   0
##   YEW TEE                         0   0   0   0   0
##   YIO CHU KANG                    0   0   0   0   0
##   YIO CHU KANG EAST               0   0   0   0   0
##   YIO CHU KANG NORTH              0   0   0   0   0
##   YIO CHU KANG WEST               0   0   0   0   0
##   YISHUN CENTRAL                  0   0   0   0   0
##   YISHUN EAST                     0   0   0   0   0
##   YISHUN SOUTH                    0   0   0   0   0
##   YISHUN WEST                     0   0   0   0   0
##   YUHUA EAST                      0   0   0   0   0
##   YUHUA WEST                      0   0   0   0   0
##   YUNNAN                          0   0   0   0   0

Plotting fixed distance weight matrix

Note: Maps were displayed properly in RStudio. Knitted version is zoomed in and I could not zoom out of the maps, sorry about this.

par(mfrow=c(1,2))
plot(mpsz_cleaned$geometry, border="lightgrey")
plot(k1, coords, add=TRUE, col="red", length=0.08)
plot(mpsz_cleaned$geometry, border="lightgrey")
plot(wm_d5405, coords, add=TRUE, col="red", pch = 19, cex = 0.6)

Computing adaptive distance weight matrix

wm_knn6 <- knn2nb(knearneigh(coords, k=6))
wm_knn6

## Neighbour list object:
## Number of regions: 307 
## Number of nonzero links: 1842 
## Percentage nonzero weights: 1.954397 
## Average number of links: 6 
## Non-symmetric neighbours list

Displaying the content of the matrix

str(wm_knn6)

## List of 307
##  $ : int [1:6] 18 26 33 36 38 40
##  $ : int [1:6] 8 14 27 29 31 34
##  $ : int [1:6] 8 32 33 34 38 82
##  $ : int [1:6] 5 7 12 30 35 37
##  $ : int [1:6] 4 6 12 28 30 37
##  $ : int [1:6] 5 10 28 30 44 96
##  $ : int [1:6] 4 13 14 35 37 50
##  $ : int [1:6] 2 3 14 32 34 82
##  $ : int [1:6] 11 25 46 51 62 66
##  $ : int [1:6] 6 11 25 28 44 62
##  $ : int [1:6] 9 10 25 28 44 62
##  $ : int [1:6] 4 5 7 30 37 90
##  $ : int [1:6] 7 8 14 42 48 50
##  $ : int [1:6] 2 7 8 13 42 50
##  $ : int [1:6] 16 17 19 23 56 58
##  $ : int [1:6] 17 23 27 56 57 58
##  $ : int [1:6] 21 22 29 31 57 58
##  $ : int [1:6] 1 22 26 33 36 57
##  $ : int [1:6] 20 23 24 28 30 56
##  $ : int [1:6] 4 5 23 30 37 56
##  $ : int [1:6] 17 22 29 31 34 57
##  $ : int [1:6] 21 26 31 33 34 57
##  $ : int [1:6] 20 27 30 35 37 56
##  $ : int [1:6] 5 6 19 20 28 30
##  $ : int [1:6] 6 9 10 11 24 28
##  $ : int [1:6] 17 18 21 22 33 57
##  $ : int [1:6] 2 23 29 35 37 58
##  $ : int [1:6] 5 6 10 24 30 44
##  $ : int [1:6] 2 8 21 27 31 34
##  $ : int [1:6] 4 5 20 23 37 56
##  $ : int [1:6] 17 21 22 29 34 57
##  $ : int [1:6] 3 8 21 33 34 38
##  $ : int [1:6] 3 21 22 32 34 38
##  $ : int [1:6] 3 8 21 31 32 33
##  $ : int [1:6] 2 7 14 23 27 37
##  $ : int [1:6] 1 26 32 33 38 40
##  $ : int [1:6] 4 7 23 27 30 35
##  $ : int [1:6] 3 32 33 34 36 43
##  $ : int [1:6] 1 63 64 77 95 158
##  $ : int [1:6] 36 38 43 53 54 95
##  $ : int [1:6] 43 49 52 54 82 92
##  $ : int [1:6] 13 14 48 50 52 82
##  $ : int [1:6] 3 38 40 41 53 54
##  $ : int [1:6] 6 10 28 59 65 96
##  $ : int [1:6] 64 72 98 113 162 165
##  $ : int [1:6] 9 62 66 69 73 124
##  $ : int [1:6] 50 55 76 78 90 97
##  $ : int [1:6] 13 42 50 52 68 79
##  $ : int [1:6] 53 54 60 80 92 93
##  $ : int [1:6] 13 14 42 48 55 78
##  $ : int [1:6] 9 10 11 25 46 62
##  $ : int [1:6] 41 42 79 82 92 93
##  $ : int [1:6] 49 54 61 91 92 94
##  $ : int [1:6] 41 49 53 92 93 94
##  $ : int [1:6] 47 48 50 68 78 97
##  $ : int [1:6] 20 23 27 30 37 58
##  $ : int [1:6] 17 21 22 26 29 31
##  $ : int [1:6] 16 17 23 27 29 31
##  $ : int [1:6] 10 44 62 65 96 114
##  $ : int [1:6] 49 79 80 92 93 115
##  $ : int [1:6] 49 80 91 94 115 121
##  $ : int [1:6] 10 44 59 65 66 114
##  $ : int [1:6] 39 64 77 95 127 158
##  $ : int [1:6] 39 63 98 113 158 165
##  $ : int [1:6] 44 59 62 67 96 114
##  $ : int [1:6] 46 62 73 120 124 129
##  $ : int [1:6] 12 44 65 90 96 159
##  $ : int [1:6] 48 71 78 79 116 122
##  $ : int [1:6] 46 73 86 123 125 163
##  $ : int [1:6] 74 81 84 89 106 135
##  $ : int [1:6] 48 60 68 79 93 116
##  $ : int [1:6] 45 87 98 103 112 162
##  $ : int [1:6] 46 66 69 124 125 163
##  $ : int [1:6] 81 84 89 106 119 135
##  $ : int [1:6] 69 86 99 117 123 166
##  $ : int [1:6] 68 78 85 97 116 122
##  $ : int [1:6] 63 91 95 121 127 128
##  $ : int [1:6] 47 50 55 68 76 97
##  $ : int [1:6] 52 60 68 71 92 93
##  $ : int [1:6] 49 60 61 92 94 115
##  $ : int [1:6] 74 88 89 107 118 119
##  $ : int [1:6] 3 8 41 42 43 52
##  $ : int [1:6] 65 67 111 114 159 164
##  $ : int [1:6] 74 89 106 135 173 186
##  $ : int [1:6] 47 76 78 97 122 159
##  $ : int [1:6] 101 109 123 125 163 166
##  $ : int [1:6] 72 103 162 194 208 209
##  $ : int [1:6] 89 107 118 119 138 139
##  $ : int [1:6] 74 81 88 107 119 135
##  $ : int [1:6] 4 7 12 47 55 97
##  $ : int [1:6] 53 54 61 80 94 95
##  $ : int [1:6] 41 49 52 54 60 93
##  $ : int [1:6] 49 52 54 60 79 92
##  $ : int [1:6] 49 53 54 61 80 91
##  $ : int [1:6] 40 53 61 77 91 94
##  $ : int [1:6] 6 10 44 59 65 67
##  $ : int [1:6] 47 55 76 78 85 90
##  $ : int [1:6] 45 64 72 113 162 165
##  $ : int [1:6] 75 117 130 141 142 166
##   [list output truncated]
##  - attr(*, "region.id")= chr [1:307] "1" "2" "3" "4" ...
##  - attr(*, "call")= language knearneigh(x = coords, k = 6)
##  - attr(*, "sym")= logi FALSE
##  - attr(*, "type")= chr "knn"
##  - attr(*, "knn-k")= num 6
##  - attr(*, "class")= chr "nb"

Plotting distance based neighbors

Note: Map was displayed properly in RStudio. Knitted version is zoomed in and I could not zoom out of the map, sorry about this.

plot(mpsz_cleaned$geometry, border="lightgrey")
plot(wm_knn6, coords, pch = 19, cex = 0.6, add = TRUE, col = "red")

Weights based on IDW

dist <- nbdists(wm_q, coords, longlat = FALSE)
ids <- lapply(dist, function(x) 1/(x))
ids

## [[1]]
## [1] 0.0007820725 0.0006389516 0.0011788831 0.0007072448
## 
## [[2]]
## [1] 0.0010053075 0.0009130871 0.0013815042 0.0014707896 0.0011895686
## [6] 0.0025427862 0.0012752370 0.0011882456 0.0010944296
## 
## [[3]]
## [1] 0.001005307 0.002117558 0.004246161 0.001961539 0.002786005 0.001267224
## 
## [[4]]
## [1] 0.0017085086 0.0010580384 0.0015851372 0.0009068772 0.0014430880
## [6] 0.0016868603
## 
## [[5]]
## [1] 0.0017085086 0.0011858756 0.0016141745 0.0015587598 0.0006863876
## 
## [[6]]
## [1] 0.0011858756 0.0008362313 0.0005228567 0.0007684273 0.0016794719
## [6] 0.0008535163 0.0010335223 0.0009209275
## 
## [[7]]
## [1] 0.0009130871 0.0010580384 0.0008561566 0.0013190889 0.0015405600
## [6] 0.0013468651 0.0008849290
## 
## [[8]]
## [1] 0.0013815042 0.0021175583 0.0011669967 0.0015850790 0.0009940277
## [6] 0.0019383743
## 
## [[9]]
## [1] 0.0007154684 0.0005264662 0.0009035572 0.0008237961 0.0003870761
## [6] 0.0004282372
## 
## [[10]]
## [1] 0.0008362313 0.0012516009 0.0007800422 0.0013707402 0.0007246327
## 
## [[11]]
## [1] 0.0005228567 0.0007154684 0.0012516009 0.0004898232 0.0011606057
## [6] 0.0005532175 0.0004659838 0.0006848329
## 
## [[12]]
## [1] 0.0015851372 0.0016141745 0.0007684273 0.0008561566 0.0015861182
## [6] 0.0006885765
## 
## [[13]]
## [1] 0.003270785 0.002081466 0.001728934 0.001054214
## 
## [[14]]
## [1] 0.0014707896 0.0013190889 0.0011669967 0.0032707849 0.0012376668
## [6] 0.0009593690 0.0006068059
## 
## [[15]]
## [1] 0.0005271236 0.0003627533
## 
## [[16]]
## [1] 0.0005271236 0.0008333699 0.0003948806 0.0003833437 0.0005600230
## [6] 0.0004801938 0.0006004213 0.0009365227
## 
## [[17]]
## [1] 0.0008333699 0.0009959629 0.0014465086 0.0028731128 0.0012148870
## 
## [[18]]
## [1] 0.0007820725 0.0003948806 0.0011632481 0.0007483077
## 
## [[19]]
## [1] 0.0003627533 0.0003833437 0.0008145113 0.0009755983 0.0004290753
## [6] 0.0002315012 0.0007358116
## 
## [[20]]
## [1] 0.0008145113 0.0012938630 0.0007735384 0.0006991914 0.0018066249
## [6] 0.0016947708
## 
## [[21]]
## [1] 0.002867186 0.004067640 0.002561179
## 
## [[22]]
## [1] 0.002867186 0.001945131 0.001681760 0.001639452 0.002216870
## 
## [[23]]
## [1] 0.0009068772 0.0005600230 0.0012938630 0.0012115781 0.0009473669
## [6] 0.0013185126 0.0015874032 0.0017618804 0.0009376301
## 
## [[24]]
## [1] 0.0004898232 0.0009755983 0.0007735384 0.0006285525 0.0016215648
## 
## [[25]]
## [1] 0.0005264662 0.0011606057 0.0004290753 0.0006285525 0.0004718708
## 
## [[26]]
## [1] 0.0006389516 0.0004801938 0.0009959629 0.0011632481 0.0019451310
## [6] 0.0011067996 0.0009203502 0.0008909215 0.0013729119
## 
## [[27]]
## [1] 0.0011895686 0.0012115781 0.0013460559 0.0009929414 0.0017106449
## [6] 0.0017858303
## 
## [[28]]
## [1] 0.0016794719 0.0007800422 0.0005532175 0.0006991914 0.0016215648
## [6] 0.0008953932
## 
## [[29]]
## [1] 0.002542786 0.001346056 0.002409536
## 
## [[30]]
## [1] 0.0014430880 0.0015587598 0.0008535163 0.0018066249 0.0009473669
## [6] 0.0008953932 0.0010600211
## 
## [[31]]
##  [1] 0.0012752370 0.0014465086 0.0040676398 0.0016817596 0.0009929414
##  [6] 0.0024095358 0.0010939288 0.0016551097 0.0019481086 0.0010095743
## 
## [[32]]
## [1] 0.004246161 0.003190765 0.004539138
## 
## [[33]]
## [1] 0.001961539 0.001639452 0.001106800 0.001093929 0.003190765 0.002151225
## [7] 0.002180571 0.001006755
## 
## [[34]]
## [1] 0.001188246 0.002786005 0.001585079 0.001655110 0.004539138 0.002151225
## 
## [[35]]
## [1] 0.001094430 0.001540560 0.001318513 0.001710645 0.001966668
## 
## [[36]]
## [1] 0.0011788831 0.0007483077 0.0009203502 0.0020296371 0.0010516944
## 
## [[37]]
## [1] 0.001686860 0.001346865 0.001587403 0.001060021 0.001966668
## 
## [[38]]
## [1] 0.0008909215 0.0021805706 0.0020296371 0.0011211216 0.0012837830
## 
## [[39]]
## [1] 0.0003576751 0.0007434300 0.0007828211 0.0003565208
## 
## [[40]]
## [1] 0.0007072448 0.0010516944 0.0011211216 0.0013663281 0.0009199425
## 
## [[41]]
## [1] 0.001688439 0.001494780 0.001806303 0.001827225 0.002215290
## 
## [[42]]
## [1] 0.002081466 0.002105425 0.001378924 0.001810937 0.001428451
## 
## [[43]]
##  [1] 0.0012672237 0.0009940277 0.0010067551 0.0012837830 0.0013663281
##  [6] 0.0016884386 0.0012380380 0.0012508378 0.0012277918 0.0007652248
## [11] 0.0006653751
## 
## [[44]]
## [1] 0.0010335223 0.0013707402 0.0008877129 0.0006895592 0.0007562421
## [6] 0.0014487345
## 
## [[45]]
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## [[46]]
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## [[47]]
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## [[48]]
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## [[49]]
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## [[50]]
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## [[51]]
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## [[52]]
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## [[53]]
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## [[54]]
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## [[55]]
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## [[56]]
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## [[57]]
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## [[58]]
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## [[59]]
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## [[60]]
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## [[61]]
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## [[62]]
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## [[63]]
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## [[64]]
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## [[65]]
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## [[66]]
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## [[67]]
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## [[68]]
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## [[69]]
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## [[70]]
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## [[71]]
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## [[72]]
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## [[73]]
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## [[74]]
## [1] 0.0006710641 0.0005423136 0.0003598823
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## [[75]]
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## [[76]]
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## [[77]]
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## [[78]]
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## [[79]]
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## [[80]]
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## [[81]]
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## [[82]]
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## 
## [[83]]
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## 
## [[84]]
## [1] 0.0001850438 0.0004484270 0.0002929857
## 
## [[85]]
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## [[86]]
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## [[87]]
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## [[88]]
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## 
## [[89]]
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## 
## [[90]]
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## [[91]]
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## 
## [[92]]
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## [[93]]
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## [[94]]
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## [[95]]
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## [[96]]
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## [[97]]
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## [[98]]
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## [[99]]
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## 
## [[100]]
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## [[101]]
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## [[102]]
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## [[103]]
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## [[104]]
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## [[105]]
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## [[106]]
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## [[107]]
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## [[108]]
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## [[109]]
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## [[110]]
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## [[111]]
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## [[112]]
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## [[113]]
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## [[114]]
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## [[115]]
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## [[116]]
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## [[117]]
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## [[118]]
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## 
## [[119]]
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## 
## [[120]]
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## [[121]]
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## [[122]]
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## [[123]]
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## [[124]]
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## [[125]]
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## [[126]]
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## [[127]]
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## [[128]]
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## [[129]]
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## [[130]]
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## [[131]]
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## 
## [[132]]
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## [[133]]
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## [[134]]
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## [[135]]
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## [[136]]
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## [[137]]
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## [[138]]
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## [[139]]
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## [[140]]
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## [[141]]
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## [[142]]
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## [[143]]
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## [[144]]
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## [[145]]
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## [[146]]
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## [[147]]
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## [[148]]
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## [[149]]
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## [[150]]
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## [[151]]
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## [[152]]
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## [[153]]
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## 
## [[154]]
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## [[155]]
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## [[156]]
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## [[157]]
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## [[158]]
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## [[159]]
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## [[160]]
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## 
## [[161]]
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## [[162]]
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## [[163]]
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## 
## [[164]]
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## 
## [[165]]
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## 
## [[166]]
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## 
## [[167]]
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## 
## [[168]]
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## [[169]]
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## 
## [[170]]
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## [[171]]
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## [[172]]
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## 
## [[173]]
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## 
## [[174]]
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## 
## [[175]]
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## 
## [[176]]
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## 
## [[177]]
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## 
## [[178]]
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## [[179]]
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## 
## [[180]]
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## 
## [[181]]
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## 
## [[182]]
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## 
## [[183]]
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## [[184]]
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## 
## [[185]]
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## 
## [[186]]
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## 
## [[187]]
## [1] 0.0006865491 0.0009467193 0.0008727454 0.0007970945 0.0005275901
## 
## [[188]]
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## 
## [[189]]
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## 
## [[190]]
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## 
## [[191]]
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## 
## [[192]]
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## 
## [[193]]
## [1] 0.0008854919 0.0009104748 0.0012660904 0.0018447344 0.0013739575
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## 
## [[194]]
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## 
## [[195]]
## [1] 0.0005871395 0.0010308952 0.0011968356 0.0010746232 0.0005266164
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## 
## [[196]]
## [1] 0.0006083621 0.0005117418 0.0006027871 0.0004240125 0.0005673003
## 
## [[197]]
## [1] 0.0013386176 0.0007605899 0.0007959085 0.0010135558 0.0006622107
## 
## [[198]]
## [1] 0.0004577414 0.0015436485 0.0011808249 0.0006359459 0.0005019429
## 
## [[199]]
## [1] 0.0004999113 0.0013386176 0.0015436485 0.0005220051 0.0004791146
## [6] 0.0013302139 0.0004699321
## 
## [[200]]
## [1] 0.0007911726 0.0007331820 0.0005283529 0.0008851363 0.0010061634
## [6] 0.0003031692
## 
## [[201]]
## [1] 0.0011046871 0.0007086270 0.0008925030 0.0007728916 0.0008793455
## [6] 0.0009512105 0.0008192060
## 
## [[202]]
## [1] 0.0010310895 0.0008670194 0.0009429093 0.0007024667 0.0004247849
## [6] 0.0007113341
## 
## [[203]]
## [1] 0.0007605899 0.0010333581 0.0007495073 0.0007633509 0.0004080881
## [6] 0.0013229378 0.0007176809
## 
## [[204]]
## [1] 0.0003484138 0.0006083621 0.0011808249 0.0005976192 0.0003760981
## 
## [[205]]
## [1] 0.0011046871 0.0010893058 0.0010083234 0.0003340443
## 
## [[206]]
## [1] 0.0005523321 0.0006512433 0.0005380965 0.0007563099 0.0004293567
## [6] 0.0004671180
## 
## [[207]]
## [1] 0.0005109660 0.0005624447 0.0005114755 0.0004653883 0.0004293567
## [6] 0.0002436984
## 
## [[208]]
## [1] 0.0003518128 0.0003491228 0.0002922396 0.0002714655 0.0004757994
## [6] 0.0002256594 0.0002455784
## 
## [[209]]
## [1] 0.0004215166 0.0003245967 0.0004568226 0.0006440951 0.0004347218
## [6] 0.0004757994
## 
## [[210]]
## [1] 0.0010310895 0.0008453700 0.0004911556 0.0005894044 0.0001834632
## 
## [[211]]
## [1] 0.0006921830 0.0008288357 0.0005951552 0.0006141783
## 
## [[212]]
## [1] 0.0007911726 0.0011896411 0.0006941456 0.0008303685 0.0011552884
## 
## [[213]]
## [1] 0.0010333581 0.0005897557 0.0009588311 0.0008628066 0.0006052788
## 
## [[214]]
## [1] 0.0007086270 0.0008670194 0.0011247779 0.0012445817 0.0007192723
## [6] 0.0006608109 0.0004497876
## 
## [[215]]
## [1] 0.0009429093 0.0008453700 0.0011247779 0.0012058406 0.0001549625
## 
## [[216]]
## [1] 0.0002990772 0.0002256594 0.0008011982 0.0006129229 0.0019940506
## [6] 0.0002883642 0.0004024258
## 
## [[217]]
## [1] 0.0008925030 0.0010893058 0.0017640729 0.0005223438 0.0002888314
## 
## [[218]]
## [1] 0.0007728916 0.0012445817 0.0015652694 0.0005287836 0.0006422761
## 
## [[219]]
## [1] 0.0008793455 0.0017640729 0.0015652694 0.0006380445
## 
## [[220]]
## [1] 0.0005897557 0.0006931955 0.0005522971 0.0010231873 0.0007850873
## [6] 0.0007244036 0.0005824524 0.0004085692
## 
## [[221]]
## [1] 0.0007959085 0.0007495073 0.0009588311 0.0005882390 0.0005320401
## [6] 0.0008816404 0.0009454441
## 
## [[222]]
## [1] 0.0006931955 0.0012130822 0.0008390341 0.0007185553 0.0006297648
## [6] 0.0007434539
## 
## [[223]]
## [1] 0.0011896411 0.0012130822 0.0004993617 0.0007053164 0.0006527161
## [6] 0.0011116356
## 
## [[224]]
## [1] 0.0008011982 0.0004952084 0.0009596504 0.0006448811 0.0005569009
## 
## [[225]]
## [1] 0.0007331820 0.0006941456 0.0004993617 0.0004552439 0.0003158787
## [6] 0.0005940005 0.0003635218 0.0003102613
## 
## [[226]]
## [1] 0.0006428544 0.0005421815 0.0008559948 0.0006904133 0.0005220051
## [6] 0.0010600826 0.0006583517
## 
## [[227]]
## [1] 0.0005671129 0.0006129229 0.0004952084 0.0008043174 0.0007646180
## 
## [[228]]
## [1] 0.0005749060 0.0009886271 0.0008888797 0.0006391097 0.0004671180
## [6] 0.0005959457 0.0005990164
## 
## [[229]]
## [1] 0.0003674989 0.0005729590 0.0006385265 0.0005117418 0.0004840856
## [6] 0.0007198150
## 
## [[230]]
## [1] 0.0004485587 0.0006897687 0.0005283529 0.0007535726 0.0002470680
## 
## [[231]]
## [1] 0.0009886344 0.0009712084 0.0007024667 0.0004659997 0.0007803539
## 
## [[232]]
## [1] 0.0005586148 0.0007815553 0.0012375030 0.0008631945 0.0009741019
## [6] 0.0011898358 0.0007500777
## 
## [[233]]
## [1] 0.0006155883 0.0004791146 0.0007633509 0.0010600826 0.0006409791
## [6] 0.0007079950 0.0006648233
## 
## [[234]]
## [1] 0.0006159278 0.0006160934 0.0005157678 0.0012375030 0.0008084859
## [6] 0.0010523062 0.0007347920 0.0006482015
## 
## [[235]]
## [1] 0.0005988950 0.0008851363 0.0007535726 0.0008631945 0.0009286863
## [6] 0.0016064245
## 
## [[236]]
## [1] 0.0008035399 0.0004796635 0.0006159787 0.0004080881 0.0006409791
## [6] 0.0008084859 0.0005613861 0.0007414247 0.0006716230
## 
## [[237]]
## [1] 0.0010135558 0.0013302139 0.0013229378 0.0006583517 0.0007079950
## 
## [[238]]
## [1] 0.0019940506 0.0009596504 0.0008043174
## 
## [[239]]
## [1] 0.0005635119 0.0009512105 0.0010083234 0.0005959457 0.0006160737
## [6] 0.0002968831
## 
## [[240]]
## [1] 0.0005443625 0.0006448811 0.0007646180 0.0004372572 0.0007549420
## [6] 0.0007522091
## 
## [[241]]
## [1] 0.0005028560 0.0005306800 0.0006027871 0.0006921830 0.0004840856
## [6] 0.0004372572 0.0008457051 0.0003634948
## 
## [[242]]
## [1] 0.0005522971 0.0008390341 0.0009741019 0.0010523062 0.0005613861
## [6] 0.0012338838 0.0008274338
## 
## [[243]]
## [1] 0.0008303685 0.0007185553 0.0007053164 0.0011898358 0.0007347920
## [6] 0.0009286863 0.0012338838 0.0012417764
## 
## [[244]]
## [1] 0.0010061634 0.0011552884 0.0006527161 0.0007500777 0.0016064245
## [6] 0.0012417764
## 
## [[245]]
## [1] 0.0010231873 0.0006297648 0.0006482015 0.0007414247 0.0008274338
## [6] 0.0010406266
## 
## [[246]]
##  [1] 0.0003541975 0.0004251748 0.0005670438 0.0005712184 0.0003887738
##  [6] 0.0005275901 0.0004247849 0.0004911556 0.0004659997 0.0003073434
## [11] 0.0002087409
## 
## [[247]]
## [1] 0.0007176809 0.0008628066 0.0007850873 0.0006648233 0.0006716230
## [6] 0.0010406266
## 
## [[248]]
## [1] 0.0005041493 0.0008288357 0.0007549420 0.0008457051 0.0008548606
## 
## [[249]]
## [1] 0.0006319894 0.0008192060 0.0007113341 0.0007192723 0.0005287836
## [6] 0.0005990164 0.0007803539 0.0006160737 0.0003073434
## 
## [[250]]
## [1] 0.0004111056 0.0005914389 0.0005391132 0.0004240125 0.0006359459
## [6] 0.0005976192 0.0007198150
## 
## [[251]]
## [1] 0.0005612734 0.0004524634 0.0007000023 0.0005409661 0.0003706924
## [6] 0.0003347487
## 
## [[252]]
## [1] 0.0005951552 0.0005569009 0.0007522091 0.0008548606 0.0003250143
## 
## [[253]]
## [1] 0.0005894044 0.0006608109 0.0012058406 0.0010814935 0.0004999170
## [6] 0.0001555474
## 
## [[254]]
## [1] 0.0006622107 0.0005019429 0.0004699321 0.0005882390 0.0009521368
## [6] 0.0003790195 0.0005293790 0.0010807381
## 
## [[255]]
## [1] 0.0007244036 0.0006725425 0.0005478535 0.0004159716 0.0003945316
## [6] 0.0005271964
## 
## [[256]]
## [1] 0.0006052788 0.0005824524 0.0005320401 0.0006725425 0.0004114382
## [6] 0.0007069296 0.0006135425 0.0004537707
## 
## [[257]]
## [1] 0.0009521368 0.0004890464 0.0005517146 0.0012202319 0.0006454913
## [6] 0.0005237190
## 
## [[258]]
## [1] 0.0010814935 0.0005992600 0.0001471719 0.0007572657
## 
## [[259]]
## [1] 0.0005673003 0.0003760981 0.0006141783 0.0003634948 0.0003250143
## [6] 0.0003790195 0.0004890464 0.0004832907
## 
## [[260]]
## [1] 0.0005293790 0.0004114382 0.0005517146 0.0005051222 0.0008134370
## [6] 0.0007923248 0.0011535647 0.0005392759
## 
## [[261]]
## [1] 0.0012202319 0.0004832907 0.0005051222 0.0005317834 0.0005900300
## 
## [[262]]
##  [1] 0.0004497876 0.0005223438 0.0006422761 0.0006380445 0.0004999170
##  [6] 0.0005992600 0.0004809745 0.0002008070 0.0004659262 0.0003195914
## 
## [[263]]
## [1] 0.0002455784 0.0002883642 0.0001928089
## 
## [[264]]
## [1] 0.0004085692 0.0007434539 0.0011116356 0.0004552439 0.0005478535
## [6] 0.0005882420
## 
## [[265]]
## [1] 0.0004024258 0.0001928089
## 
## [[266]]
## [1] 0.0008816404 0.0010807381 0.0006454913 0.0008134370 0.0010038960
## 
## [[267]]
## [1] 0.0009454441 0.0007069296 0.0007923248 0.0010038960
## 
## [[268]]
## [1] 0.0007144804 0.0010966976 0.0006996752 0.0006275951 0.0004117503
## [6] 0.0009792549
## 
## [[269]]
## [1] 0.0003158787 0.0004159716 0.0005882420 0.0007144804 0.0004798375
## [6] 0.0003833151 0.0004381233 0.0004560935
## 
## [[270]]
## [1] 0.0005317834 0.0010237594
## 
## [[271]]
## [1] 0.0012016582 0.0007442446 0.0009737087
## 
## [[272]]
## [1] 0.0010966976 0.0009976951 0.0011267504 0.0007936833 0.0007195245
## 
## [[273]]
## [1] 0.0005612734 0.0004809745 0.0004915467 0.0004247967 0.0004053952
## [6] 0.0001596115 0.0005463079 0.0004319575
## 
## [[274]]
## [1] 0.0005866930 0.0006916773 0.0006335360 0.0004649255 0.0008494279
## [6] 0.0006137274
## 
## [[275]]
## [1] 0.0004524634 0.0004915467 0.0005866930 0.0008148493 0.0005374007
## [6] 0.0010408045 0.0007285740
## 
## [[276]]
## [1] 0.0006996752 0.0004798375 0.0009976951 0.0006766479
## 
## [[277]]
##  [1] 0.0001573904 0.0001884776 0.0001212985 0.0002854096 0.0001542559
##  [6] 0.0002384225 0.0001834632 0.0001549625 0.0002087409 0.0001555474
## [11] 0.0001471719 0.0001192047 0.0001589205 0.0001363187
## 
## [[278]]
## [1] 0.0006275951 0.0012016582 0.0011267504 0.0005525449 0.0004851766
## [6] 0.0009144844 0.0007850817 0.0006772965
## 
## [[279]]
## [1] 0.0006916773 0.0008148493 0.0010395985 0.0012635235 0.0010034146
## 
## [[280]]
## [1] 0.0007000023 0.0004247967 0.0001192047 0.0003268225 0.0004714539
## 
## [[281]]
## [1] 0.0006335360 0.0005402766 0.0004968948 0.0008042633 0.0006705818
## [6] 0.0004951369 0.0008571714
## 
## [[282]]
## [1] 0.0005402766 0.0008844646 0.0007224240 0.0008353430 0.0004484147
## [6] 0.0009941599
## 
## [[283]]
## [1] 0.0010395985 0.0004968948 0.0007239239 0.0009052426 0.0006690619
## [6] 0.0016882594
## 
## [[284]]
## [1] 0.0005525449 0.0010479991 0.0007863728 0.0009848841 0.0007364310
## 
## [[285]]
## [1] 0.0008042633 0.0007239239 0.0008089463 0.0007286437 0.0005632418
## [6] 0.0006328711
## 
## [[286]]
## [1] 0.0008844646 0.0010479991 0.0008884163 0.0007273849 0.0007193983
## [6] 0.0008145135
## 
## [[287]]
## [1] 0.0001589205 0.0003268225
## 
## [[288]]
## [1] 0.0006705818 0.0007224240 0.0008089463 0.0010130442 0.0003315311
## [6] 0.0008143613
## 
## [[289]]
## [1] 0.0008353430 0.0008884163 0.0010130442 0.0008182666 0.0006392394
## 
## [[290]]
##  [1] 0.0007442446 0.0004649255 0.0004851766 0.0004951369 0.0004484147
##  [6] 0.0003315311 0.0004853275 0.0003264227 0.0004677178 0.0001755451
## [11] 0.0005015490 0.0003007833
## 
## [[291]]
## [1] 0.0007936833 0.0006766479 0.0009144844 0.0007863728 0.0006765787
## 
## [[292]]
## [1] 0.0008494279 0.0005374007 0.0012635235 0.0008571714 0.0009052426
## [6] 0.0007286437
## 
## [[293]]
## [1] 0.0005409661 0.0004053952 0.0010408045 0.0010034146 0.0006690619
## [6] 0.0006394117
## 
## [[294]]
## [1] 0.0007850817 0.0009941599 0.0009848841 0.0007273849 0.0004853275
## [6] 0.0006765787
## 
## [[295]]
## [1] 0.0005940005 0.0004117503 0.0003833151 0.0003264227 0.0008020971
## [6] 0.0002675416 0.0005251301
## 
## [[296]]
## [1] 0.0005237190 0.0011535647 0.0005900300 0.0010237594 0.0004482638
## 
## [[297]]
## [1] 0.0003635218 0.0004677178 0.0008020971 0.0002683471 0.0005147621
## [6] 0.0002794956
## 
## [[298]]
##  [1] 0.0001645843 0.0001768116 0.0002052066 0.0002737692 0.0003031692
##  [6] 0.0003340443 0.0002436984 0.0002888314 0.0003102613 0.0002470680
## [11] 0.0002968831 0.0002008070 0.0001596115 0.0001755451 0.0002675416
## [16] 0.0002683471 0.0002010500
## 
## [[299]]
## [1] 0.0003945316 0.0006135425 0.0005392759 0.0004482638 0.0005809040
## 
## [[300]]
## [1] 0.0003706924 0.0007572657 0.0004659262 0.0005463079 0.0001363187
## [6] 0.0004714539
## 
## [[301]]
## [1] 0.0005271964 0.0004537707 0.0004381233 0.0005809040
## 
## [[302]]
## [1] 0.0009792549 0.0004560935 0.0009737087 0.0007195245 0.0006772965
## [6] 0.0005015490 0.0005251301 0.0005147621
## 
## [[303]]
## [1] 0.0003195914 0.0004319575 0.0006137274 0.0007285740 0.0003007833
## [6] 0.0002794956 0.0002010500
## 
## [[304]]
## [1] 0.0003347487 0.0016882594 0.0005632418 0.0006394117 0.0003440179
## 
## [[305]]
## [1] 0.0007364310 0.0007193983 0.0006477397
## 
## [[306]]
## [1] 0.0008145135 0.0008182666 0.0006477397 0.0004385271
## 
## [[307]]
## [1] 0.0006328711 0.0008143613 0.0006392394 0.0003440179 0.0004385271

Row-standardised weights matrix

Assigning weights to each neighboring polygons

rswm_q <- nb2listw(wm_q, style="W", zero.policy = TRUE)
rswm_q

## Characteristics of weights list object:
## Neighbour list object:
## Number of regions: 307 
## Number of nonzero links: 1862 
## Percentage nonzero weights: 1.975618 
## Average number of links: 6.065147 
## 
## Weights style: W 
## Weights constants summary:
##     n    nn  S0       S1       S2
## W 307 94249 307 106.4054 1261.803

Deriving a row standardised distance weight matrix

rswm_ids <- nb2listw(wm_q, glist=ids, style="B", zero.policy=TRUE)
rswm_ids

## Characteristics of weights list object:
## Neighbour list object:
## Number of regions: 307 
## Number of nonzero links: 1862 
## Percentage nonzero weights: 1.975618 
## Average number of links: 6.065147 
## 
## Weights style: B 
## Weights constants summary:
##     n    nn       S0          S1         S2
## B 307 94249 1.674568 0.004329568 0.04622584

summary(unlist(rswm_ids$weights))

##      Min.   1st Qu.    Median      Mean   3rd Qu.      Max. 
## 0.0001135 0.0005426 0.0007632 0.0008993 0.0010799 0.0054805

Spatially lagged values

tapin.lag <- lag.listw(rswm_q, mpsz_cleaned$tapin_residual)
tapin.lag

##   [1] -107820.7232   -2151.1562  -14160.2549   51001.9741   -7663.2641
##   [6]  -75109.8362   37156.1156  -19135.9316   -6408.9859  -57425.2488
##  [11]   -1934.9362  -25865.0166 -112173.9707  -69342.4068 -159583.6577
##  [16] -123256.9854  -59691.1312 -143205.7232  -54863.9655  -37874.9463
##  [21]   10974.2514  -81432.7628   44977.3324  -96384.2546  -48678.6231
##  [26] -114662.8884   16796.5043   30143.0723   97691.1097   70939.3956
##  [31]  -50986.0273 -103279.3927  -34219.5599  -20313.1792   62504.8263
##  [36] -112980.9719   -9045.5561  -42134.1719  -41612.5492  -35396.1490
##  [41]   85151.8334    7794.2562   20997.3046  -65069.5710  -42210.2712
##  [46]  -26107.0873   51186.1693  -18722.4904   70147.9789   54837.2163
##  [51]  -44576.7501  -47123.2742   57731.7537   10762.4484  120078.6894
##  [56]  -96975.7447  -54787.0602   -2678.1787 -125804.8430  -53269.9209
##  [61]   54017.3504  -50005.1619  106334.6790  288692.1656 -114842.6009
##  [66]  -18310.0630 -107875.5343  125276.2212  138486.1418  -74655.4667
##  [71]   28213.6761  139402.1843  218526.7322 -106295.6334  -62940.6810
##  [76]  129782.2543  244685.4909  -73146.7112   -2368.9083  108901.6672
##  [81] -127477.9667   21100.8633  -51574.2724  -81480.9667  -17156.4750
##  [86]  123075.0654  157284.4375  -76347.5381  -71706.5381 -127207.8412
##  [91]   78782.0381  -12750.3244  -41041.8080  119815.5065   51637.7088
##  [96]  -18140.6859   61340.9436  -40948.5069    3505.4088  197063.7641
## [101]  202516.3569 -161763.8626  -79040.8805  -19854.1440  -57393.1927
## [106]  -90281.7667 -122965.5590  120842.0322  115986.9252   30503.0903
## [111]  -46048.2306   82231.9257  399248.7446 -102750.8231  -26468.5036
## [116]  -79729.6790 -112086.9667 -129315.9667 -141857.9667  -71475.7045
## [121]     643.3206   57980.7086  -66899.6765  -45351.4741   -2726.9275
## [126]    6365.2267  238537.9205   90698.3055  -45618.5709   -4389.0822
## [131]  -33734.3620  161477.9846  -74130.9264  -12107.8490  -23802.9667
## [136]  -71672.1738 -122590.6565  -64646.0742   74554.0952   12592.7854
## [141]   44158.4939  261333.6033   64878.7584   60462.5605  163126.6957
## [146]   83827.2708   45993.0425 -113657.3885  -24358.5080 -116779.5315
## [151]  -51456.2197   -8850.0964   27909.3218   -4937.4029  155244.5915
## [156]   -9789.9876  -75164.6000   73731.1768  -79867.4438 -148644.5072
## [161]  -10220.0419   92215.7391  149964.2694  -72529.6260  108167.6078
## [166] -103351.3013   36399.1514  107973.0759   93214.6054  -23362.5014
## [171]  148722.0134   65942.3738 -123346.5218  -82736.4667   67833.9664
## [176]   31283.9332 -367692.9245   52508.6885  -35704.1640   76776.2194
## [181]  183266.3999  -18026.7034    8926.7935   51400.8897   39074.8349
## [186]  -28008.6328   77428.2716 -186223.5780  193562.8084  -74228.6422
## [191]  118050.8555  370431.4636 -177600.7712  167935.1785 -131985.6701
## [196] -114883.3753  208706.2916  -47294.0711  154770.9962   35032.0162
## [201] -123574.4512  118193.8514  160860.7374 -105131.5667   56501.6234
## [206]  -45937.6779   57956.6842 -203469.6689 -256129.8334   24107.5168
## [211] -180143.3278  196446.2714  -21425.5801  111750.9492  -86796.0350
## [216] -192418.2993  117309.9598  112863.9481   31608.0001   21802.1955
## [221]  147044.9505  227654.8029   93419.3918  -23598.7741  -74341.3230
## [226]  230914.9283 -288967.6274    6595.7610  -10651.6201    3896.3384
## [231]  -74916.5900  328335.4089  375408.5316  250828.4185  231574.9615
## [236]  267571.1902  151138.9836  -68692.7483   99592.8766 -386089.6289
## [241] -188203.7882  137209.1616  121597.1095  175477.0211  107073.4619
## [246]   27199.5845   86733.6081 -257269.2710  -34095.5649 -184259.3110
## [251]  156935.4010  -84053.0908  110295.3806   68165.0172 -178777.3176
## [256]  -35387.7788   23019.0481 -111628.6652  -71923.9771  -49941.2359
## [261]  -94775.5570 -113429.3904  -14945.2621  -93488.6421  308069.3769
## [266]   22322.8401  157957.5661 -345978.7490 -136951.8018 -414424.3731
## [271] -216633.8061 -316555.1142  -27222.7325  333329.2154  275001.8164
## [276] -196013.4407    7510.4615  -90738.2077   -3246.4935  -81809.3841
## [281]    7546.5182    2898.9103  566421.7230 -311184.9992  197999.0799
## [286]  -37722.0236 -161760.1319   79579.7310    9254.7429  -55714.6381
## [291] -373758.0381  339315.4605  472371.5913 -193015.3130  -44245.6515
## [296]  -90435.9663  -63920.1124  -70981.4900 -148396.6820  -38111.9770
## [301] -204082.7785 -199392.7953  -22481.2827    4823.0050 -122236.5477
## [306] -108105.3517  152468.4173

tapout.lag <- lag.listw(rswm_q, mpsz_cleaned$tapout_residual)
tapout.lag

##   [1] -100935.6261   -2100.5061  -27338.0213   52366.9076   12031.0055
##   [6]  -63762.5533   15484.7969    -110.2847  -13994.0621  -20302.1670
##  [11]   15665.0542  -17845.8188 -103184.6118  -84263.2535 -148403.1614
##  [16] -111366.9904  -69357.8911 -134525.8761  -51997.1864   -6384.0943
##  [21]  -25847.9105 -103288.8849   40505.9607 -113329.7449  -31496.4649
##  [26] -116011.2982   19037.6257   59597.3270   39456.6926   72000.9750
##  [31]  -50032.8583  -74515.7898  -27408.3019  -49339.3652   41908.4229
##  [36] -108123.8881    6883.4605  -34623.0881  -62459.5871  -22042.3850
##  [41]   85136.7773    8016.3954   16885.5839  -51786.5794  -74274.8129
##  [46]  -19028.5538   40613.0308  -18795.6618   59577.0189   40210.4198
##  [51]  -44286.0002  -55635.7591   51359.2333   18441.6794  119107.8306
##  [56]  -85779.5635  -73147.4091  -14390.5100 -125172.0178  -53973.3015
##  [61]   29296.1505  -36131.9016  134062.1934  267223.9937  -97519.2069
##  [66]  -32110.2369 -120251.6996  115904.7476  119961.3244  -61088.4365
##  [71]    1443.7178  155212.9990  200031.5229  -93917.2698  -42808.7274
##  [76]  154969.0627  267040.4464  -95294.7831  -12262.9765   82618.4660
##  [81] -137368.6865   21417.7042  -66897.0223  -85165.2698   -6690.1965
##  [86]  115522.0358  203124.0461  -75516.9365  -72508.2222 -137555.5895
##  [91]   97996.1998  -20887.1374  -44695.5173  107540.6019   58026.8114
##  [96]   -2880.9485   77446.1287  -12281.1492   36865.1359  217635.5575
## [101]  189000.2397 -175417.5040  -49939.7336  -20865.1369  -61773.1321
## [106]  -92929.1365 -119273.9131  128014.7570  135818.6449   41969.7645
## [111]  -45207.1934   86295.2408  387383.1976 -102219.1666  -37219.3041
## [116]  -80393.1397 -103940.9365 -125018.4365 -122121.1865  -72686.8215
## [121]   18326.8785   58098.0826  -31777.1092  -37413.7820   11822.7703
## [126]   -8052.7396  270320.8355   92678.3780  -62410.1034   16821.3243
## [131]  -29191.6375  152674.0569  -63699.7279   -6569.3449  -42103.3365
## [136]  -48135.1196 -125557.9477  -73097.5285   68677.6480   54347.1800
## [141]   56367.0222  264643.9862   69950.2660   42953.1905  167256.0870
## [146]   78747.9256   55113.3415 -101103.4755  -23323.1848 -124175.3012
## [151]  -57113.5602   -7451.8650   47237.9626   49024.0851  157938.5077
## [156]   41819.0466  -49025.1055   57948.1723  -93126.0717 -146038.2430
## [161]    -810.5731   47323.0752  120207.9733  -85202.5047  151516.1294
## [166]  -88067.0668   50098.6932  123847.7215   96418.4411   -4401.1288
## [171]  130254.8734   86254.0580 -107598.7347  -61244.9365   91972.2216
## [176]   34848.6607 -389730.7826   59662.1378  -34299.7888   37743.0440
## [181]  233217.3243  -17701.7989   21168.2714   48585.5671   81569.1597
## [186]  -50653.0943  105491.4402 -183240.4343  235917.6693  -84039.2014
## [191]  106126.1141  349789.3894 -147588.5636  201044.0022 -131233.2509
## [196] -121657.2847  220059.0966  -34849.6352  182742.5299   29670.8817
## [201] -148389.3573   65136.8662  167172.9579  -89359.3365   51269.3503
## [206]  -29223.0850   35911.8611 -221305.8423 -245189.5670   28296.7063
## [211] -177513.2878  180200.9178  -13539.6967   94897.8859  -91583.5923
## [216] -173748.7048  108419.8474   85566.7014   30526.7840    1945.3788
## [221]  117901.4303  203314.2583   73831.2446  -36970.0235  -71182.1389
## [226]  233273.3807 -305656.2506   -8352.0087  -13113.2503    3789.2432
## [231]  -45725.4773  330931.9848  366038.6465  219369.8805  179006.9627
## [236]  268400.4697  137337.3841  -61429.4355   77094.3183 -375486.5427
## [241] -182493.1608  153932.6416  110441.7304  165724.3791  133170.0804
## [246]   19929.9927   73822.4672 -278690.3230  -19851.4895 -171324.6931
## [251]  177005.9714  -82200.1606   88831.2155   57407.3493 -170468.6641
## [256]  -25827.6598   35351.8934 -117814.3714  -78158.4400  -63960.4495
## [261]  -90810.4322 -114915.8567  -26907.5730  -75231.8956  290038.0164
## [266]   26646.5873  150775.8406 -283934.4816 -114962.3631 -398073.9856
## [271] -111676.3591 -289439.8152    3983.6114  271389.5905  281912.0930
## [276] -249583.5487  -10792.5211  -74862.4179   33985.7829  -72881.3466
## [281]  -17271.7508   28519.8241  568264.5932 -303830.3569  196425.9639
## [286]  -41364.3715 -158551.3311   95261.7532   -2617.1452  -26840.8960
## [291] -369035.3614  284204.9583  388523.3421 -198373.3649  -28546.5664
## [296]  -84276.6256   -6855.0088  -63779.2125 -136096.9561  -20852.3343
## [301] -206775.6308 -230346.8165  -45400.3185   86140.2187 -105839.1046
## [306]  -71342.9585  125414.5334

lag.list <- list(mpsz_cleaned$SUBZONE_N, lag.listw(rswm_q, mpsz_cleaned$tapin_residual))
lag.res <- as.data.frame(lag.list)
colnames(lag.res) <- c("SUBZONE_N", "lag_tapin_residual")
mpsz_cleaned <- left_join(mpsz_cleaned,lag.res)

## Joining, by = "SUBZONE_N"

## Warning: Column `SUBZONE_N` joining character vector and factor, coercing into
## character vector

lag.list <- list(mpsz_cleaned$SUBZONE_N, lag.listw(rswm_q, mpsz_cleaned$tapout_residual))
lag.res <- as.data.frame(lag.list)
colnames(lag.res) <- c("SUBZONE_N", "lag_tapout_residual")
mpsz_cleaned <- left_join(mpsz_cleaned,lag.res)

## Joining, by = "SUBZONE_N"

## Warning: Column `SUBZONE_N` joining character vector and factor, coercing into
## character vector

Checking mpsz_cleaned

head(mpsz_cleaned)

## Simple feature collection with 6 features and 8 fields
## geometry type:  MULTIPOLYGON
## dimension:      XY
## bbox:           xmin: 24468.89 ymin: 28369.47 xmax: 32362.39 ymax: 30542.74
## proj4string:    +proj=tmerc +lat_0=1.366666666666667 +lon_0=103.8333333333333 +k=1 +x_0=28001.642 +y_0=38744.572 +datum=WGS84 +units=m +no_defs 
##        SUBZONE_N TOTAL_TAP_IN_VOLUME TOTAL_TAP_OUT_VOLUME   Pop tapin_residual
## 1   MARINA SOUTH                9220                11366     0     -167279.97
## 2   PEARL'S HILL              272549               212781  6630       30896.31
## 3      BOAT QUAY               51458               113105    70     -125729.85
## 4 HENDERSON HILL              385622               340528 13380       77637.36
## 5        REDHILL              337565               327084 10730       55621.79
## 6 ALEXANDRA HILL              497549               603813 13780      185633.57
##   tapout_residual lag_tapin_residual lag_tapout_residual
## 1      -162841.94        -107820.723         -100935.626
## 2       -27393.38          -2151.156           -2100.506
## 3       -61799.41         -14160.255          -27338.021
## 4        33193.21          51001.974           52366.908
## 5        46115.89          -7663.264           12031.006
## 6       292498.33         -75109.836          -63762.553
##                         geometry
## 1 MULTIPOLYGON (((31495.56 30...
## 2 MULTIPOLYGON (((29092.28 30...
## 3 MULTIPOLYGON (((29932.33 29...
## 4 MULTIPOLYGON (((27131.28 30...
## 5 MULTIPOLYGON (((26451.03 30...
## 6 MULTIPOLYGON (((25899.7 297...

Plotting tap in residual and spatially lagged tap in residual

tap_in <- qtm(mpsz_cleaned, "tapin_residual")

## Warning: The shape mpsz_cleaned is invalid. See sf::st_is_valid

lag_tapin <- qtm(mpsz_cleaned, "lag_tapin_residual")

## Warning: The shape mpsz_cleaned is invalid. See sf::st_is_valid

tmap_arrange(tap_in, lag_tapin, asp=1, ncol=2)

## Variable(s) "tapin_residual" contains positive and negative values, so midpoint is set to 0. Set midpoint = NA to show the full spectrum of the color palette.

## Some legend labels were too wide. These labels have been resized to 0.56, 0.60, 0.65, 0.59, 0.59. Increase legend.width (argument of tm_layout) to make the legend wider and therefore the labels larger.

## Variable(s) "lag_tapin_residual" contains positive and negative values, so midpoint is set to 0. Set midpoint = NA to show the full spectrum of the color palette.

## Some legend labels were too wide. These labels have been resized to 0.66, 0.66. Increase legend.width (argument of tm_layout) to make the legend wider and therefore the labels larger.

Plotting tap out residual and spatially lagged tap out residual

tap_out <- qtm(mpsz_cleaned, "tapout_residual")

## Warning: The shape mpsz_cleaned is invalid. See sf::st_is_valid

lag_tapout <- qtm(mpsz_cleaned, "lag_tapout_residual")

## Warning: The shape mpsz_cleaned is invalid. See sf::st_is_valid

tmap_arrange(tap_out, lag_tapout, asp=1, ncol=2)

## Variable(s) "tapout_residual" contains positive and negative values, so midpoint is set to 0. Set midpoint = NA to show the full spectrum of the color palette.

## Some legend labels were too wide. These labels have been resized to 0.56, 0.60, 0.65, 0.59, 0.59. Increase legend.width (argument of tm_layout) to make the legend wider and therefore the labels larger.

## Variable(s) "lag_tapout_residual" contains positive and negative values, so midpoint is set to 0. Set midpoint = NA to show the full spectrum of the color palette.

## Some legend labels were too wide. These labels have been resized to 0.66. Increase legend.width (argument of tm_layout) to make the legend wider and therefore the labels larger.

Measure of Global Spatial Autocorrelation

Computing Moran’s I

Tap In Residual

moran.test(mpsz_cleaned$tapin_residual, listw=rswm_q, zero.policy = TRUE, na.action=na.omit)

## 
##  Moran I test under randomisation
## 
## data:  mpsz_cleaned$tapin_residual  
## weights: rswm_q    
## 
## Moran I statistic standard deviate = 1.134, p-value = 0.1284
## alternative hypothesis: greater
## sample estimates:
## Moran I statistic       Expectation          Variance 
##       0.033923699      -0.003267974       0.001075689

Since the Moran’s I statisitic ≈ 0, we can conclude that the tap in residual of the regression model conforms to the randomization assumption.

Tap Out Residual

moran.test(mpsz_cleaned$tapout_residual, listw=rswm_q, zero.policy = TRUE, na.action=na.omit)

## 
##  Moran I test under randomisation
## 
## data:  mpsz_cleaned$tapout_residual  
## weights: rswm_q    
## 
## Moran I statistic standard deviate = 1.4224, p-value = 0.07745
## alternative hypothesis: greater
## sample estimates:
## Moran I statistic       Expectation          Variance 
##       0.043546272      -0.003267974       0.001083161

Moran’s I is 0.033923699. Since 0.033923699 ≈ 0, we can conclude that the tap in residual of the regression model conforms to the randomization assumption.

Since the Moran’s I statisitic ≈ 0, we can conclude that the tap out residual of the regression model conforms to the randomization assumption.

Other ways to detect/address spatial autocorrelation

Visualizing autocorrelation through a Variaogram.A variaogram is a description of the spatial continuity of the data - https://vsp.pnnl.gov/help/Vsample/Kriging_Variogram.htm

Perform a Mantel Test, which measures the correlation between 2 matrices. https://stats.idre.ucla.edu/r/faq/how-can-i-perform-a-mantel-test-in-r/

5 Localized Geospatial Statistics Analysis

Performing localized geospatial statistics analysis by using commuters’ tap-in and tap-out data to identify geographical clustering.

Cluster and Outlier Analysis

Tap In

Local Moran’s I

fips <- order(mpsz_cleaned$SUBZONE_N)
# not like the previous section, rmb this is not on residual and this is Local MI not Global!!
tapin_localMI <- localmoran(mpsz_cleaned$TOTAL_TAP_IN_VOLUME, rswm_q)
head(tapin_localMI)

##             Ii         E.Ii    Var.Ii        Z.Ii Pr(z > 0)
## 1  0.565587909 -0.003267974 0.2428960  1.15422930 0.1242031
## 2  0.022581585 -0.003267974 0.1062013  0.07932101 0.4683886
## 3  0.268483088 -0.003267974 0.1608792  0.67751878 0.2490384
## 4  0.006151516 -0.003267974 0.1608792  0.02348429 0.4906320
## 5 -0.012096891 -0.003267974 0.1936859 -0.02006127 0.5080028
## 6 -0.218996516 -0.003267974 0.1198708 -0.62309026 0.7333874

Print out the content of the local Moran matrix

printCoefmat(data.frame(tapin_localMI[fips,], row.names=mpsz_cleaned$SUBZONE_N[fips]), check.names=FALSE)

##                                        Ii        E.Ii      Var.Ii        Z.Ii
## ADMIRALTY                      0.03363794 -0.00326797  0.16087917  0.09201234
## AIRPORT ROAD                   0.48665737 -0.00326797  0.48894640  0.70064703
## ALEXANDRA HILL                -0.21899652 -0.00326797  0.11987077 -0.62309026
## ALEXANDRA NORTH                0.06455153 -0.00326797  0.16087917  0.16908486
## ALJUNIED                       0.75884519 -0.00326797  0.10620130  2.33859249
## ANAK BUKIT                    -0.30748764 -0.00326797  0.16087917 -0.75846821
## ANCHORVALE                     0.66715685 -0.00326797  0.24289598  1.36031638
## ANG MO KIO TOWN CENTRE         1.09878497 -0.00326797  0.11987077  3.18306727
## ANSON                          0.28113016 -0.00326797  0.19368589  0.64621606
## BALESTIER                      0.07149569 -0.00326797  0.16087917  0.18639776
## BANGKIT                        0.13054950 -0.00326797  0.24289598  0.27152053
## BAYFRONT SUBZONE               0.47099864 -0.00326797  0.19368589  1.07763964
## BAYSHORE                      -0.34725143 -0.00326797  0.24289598 -0.69795496
## BEDOK NORTH                   -1.02628998 -0.00326797  0.11987077 -2.95480166
## BEDOK RESERVOIR                0.47167578 -0.00326797  0.16087917  1.18411062
## BEDOK SOUTH                    0.59812504 -0.00326797  0.19368589  1.36649920
## BENCOOLEN                      0.07626037 -0.00326797  0.13744580  0.21451428
## BENDEMEER                     -0.10202783 -0.00326797  0.11987077 -0.28524877
## BENOI SECTOR                   0.45100535 -0.00326797  0.13744580  1.22532558
## BIDADARI                       0.21038128 -0.00326797  0.19368589  0.48545881
## BISHAN EAST                    0.39631888 -0.00326797  0.10620130  1.22615755
## BOAT QUAY                      0.26848309 -0.00326797  0.16087917  0.67751878
## BOON KENG                      0.07583352 -0.00326797  0.19368589  0.17973625
## BOON LAY PLACE                 0.64714597 -0.00326797  0.13744580  1.75438180
## BOON TECK                      0.06586092 -0.00326797  0.19368589  0.15707628
## BOULEVARD                     -0.63093262 -0.00326797  0.10620130 -1.92602868
## BRADDELL                      -0.01368148 -0.00326797  0.19368589 -0.02366180
## BRAS BASAH                     0.00656859 -0.00326797  0.19368589  0.02235088
## BRICKWORKS                    -0.00505849 -0.00326797  0.19368589 -0.00406846
## BUGIS                         -0.04978290 -0.00326797  0.19368589 -0.10569229
## BUKIT BATOK CENTRAL           -0.06719518 -0.00326797  0.19368589 -0.14525689
## BUKIT BATOK EAST               0.00501044 -0.00326797  0.24289598  0.01679719
## BUKIT BATOK SOUTH              0.03071023 -0.00326797  0.11987077  0.09813947
## BUKIT BATOK WEST              -0.05282547 -0.00326797  0.13744580 -0.13367297
## BUKIT HO SWEE                  0.00716708 -0.00326797  0.13744580  0.02814680
## BUKIT MERAH                    0.01988314 -0.00326797  0.13744580  0.06244622
## CAIRNHILL                     -0.00497577 -0.00326797  0.19368589 -0.00388049
## CECIL                          0.23679068 -0.00326797  0.19368589  0.54546686
## CENTRAL SUBZONE                0.60277557 -0.00326797  0.10620130  1.85968298
## CENTRAL WATER CATCHMENT        0.11019424 -0.00326797  0.05473977  0.48495313
## CHANGI AIRPORT                -0.48881231 -0.00326797  0.32491278 -0.85181541
## CHANGI POINT                  -0.27753157 -0.00326797  0.48894640 -0.39222705
## CHANGI WEST                    0.07318272 -0.00326797  0.13744580  0.20621284
## CHATSWORTH                     0.12704335 -0.00326797  0.10620130  0.39986855
## CHENG SAN                      0.80549960 -0.00326797  0.13744580  2.18151398
## CHIN BEE                      -0.38748906 -0.00326797  0.16087917 -0.95792450
## CHINA SQUARE                   0.17321615 -0.00326797  0.16087917  0.44000309
## CHINATOWN                     -0.23931148 -0.00326797  0.09526572 -0.76475746
## CHOA CHU KANG CENTRAL          0.25259922 -0.00326797  0.19368589  0.58138739
## CHOA CHU KANG NORTH            0.05315886 -0.00326797  0.16087917  0.14068110
## CHONG BOON                     0.95395343 -0.00326797  0.11987077  2.76474932
## CITY HALL                     -0.03695883 -0.00326797  0.08631844 -0.11467276
## CITY TERMINALS                 0.40366643 -0.00326797  0.11987077  1.17535149
## CLARKE QUAY                    0.06436546 -0.00326797  0.16087917  0.16862096
## CLEMENTI CENTRAL               0.09395072 -0.00326797  0.19368589  0.22090259
## CLEMENTI NORTH                 0.30049609 -0.00326797  0.16087917  0.75733230
## CLEMENTI WEST                  0.00614550 -0.00326797  0.16087917  0.02346929
## CLEMENTI WOODS                 0.14009399 -0.00326797  0.13744580  0.38669468
## CLIFFORD PIER                  0.28590249 -0.00326797  0.19368589  0.65705986
## COMMONWEALTH                   0.04129328 -0.00326797  0.19368589  0.10125312
## COMPASSVALE                    0.05005949 -0.00326797  0.13744580  0.14384184
## CORONATION ROAD                0.06301114 -0.00326797  0.16087917  0.16524440
## CRAWFORD                       0.01488066 -0.00326797  0.11987077  0.05241883
## DAIRY FARM                    -0.28136371 -0.00326797  0.16087917 -0.69333707
## DEFU INDUSTRIAL PARK           0.03134870 -0.00326797  0.10620130  0.10622347
## DEPOT ROAD                     0.04546337 -0.00326797  0.16087917  0.12149501
## DHOBY GHAUT                   -0.02060725 -0.00326797  0.11987077 -0.05008115
## DOVER                          0.02592612 -0.00326797  0.19368589  0.06633551
## DUNEARN                        0.18070801 -0.00326797  0.19368589  0.41803451
## EAST COAST                     0.15747360 -0.00326797  0.24289598  0.32615050
## EVERTON PARK                   0.07512460 -0.00326797  0.16087917  0.19544520
## FABER                         -0.26117141 -0.00326797  0.19368589 -0.58601420
## FAJAR                         -0.05474773 -0.00326797  0.19368589 -0.11697351
## FARRER COURT                   0.23227311 -0.00326797  0.24289598  0.47792143
## FARRER PARK                   -0.16202758 -0.00326797  0.16087917 -0.39581304
## FERNVALE                       0.07041172 -0.00326797  0.11987077  0.21280957
## FLORA DRIVE                    0.04191496 -0.00326797  0.19368589  0.10266570
## FORT CANNING                   0.18864147 -0.00326797  0.13744580  0.51764332
## FRANKEL                        1.46421660 -0.00326797  0.11987077  4.23854602
## GALI BATU                      0.04664234 -0.00326797  0.09526572  0.16170444
## GEYLANG BAHRU                  0.04135492 -0.00326797  0.13744580  0.12036273
## GEYLANG EAST                   2.30579533 -0.00326797  0.11987077  6.66928379
## GHIM MOH                       0.15065241 -0.00326797  0.19368589  0.34974148
## GOMBAK                        -0.00537866 -0.00326797  0.10620130 -0.00647677
## GOODWOOD PARK                  0.07139449 -0.00326797  0.13744580  0.20138940
## GREENWOOD PARK                -1.38579317 -0.00326797  0.16087917 -3.44685603
## GUILIN                        -0.04940376 -0.00326797  0.16087917 -0.11502388
## GUL BASIN                      0.60752134 -0.00326797  0.24289598  1.23931375
## GUL CIRCLE                     0.35841443 -0.00326797  0.13744580  0.97557721
## HENDERSON HILL                 0.00615152 -0.00326797  0.16087917  0.02348429
## HILLCREST                      0.20864147 -0.00326797  0.16087917  0.52832408
## HILLVIEW                      -0.00015372 -0.00326797  0.13744580  0.00840018
## HOLLAND DRIVE                  0.09451005 -0.00326797  0.16087917  0.24377623
## HOLLAND ROAD                  -0.08563182 -0.00326797  0.16087917 -0.20534622
## HONG KAH                       0.58148068 -0.00326797  0.13744580  1.57726075
## HONG KAH NORTH                -0.06511330 -0.00326797  0.19368589 -0.14052638
## HOUGANG CENTRAL                1.66633130 -0.00326797  0.19368589  3.79370234
## HOUGANG EAST                   0.29965960 -0.00326797  0.19368589  0.68831908
## HOUGANG WEST                   1.46296215 -0.00326797  0.13744580  3.95490819
## INSTITUTION HILL               0.47565031 -0.00326797  0.24289598  0.97174263
## INTERNATIONAL BUSINESS PARK   -0.10827779 -0.00326797  0.13744580 -0.28324624
## ISTANA NEGARA                  0.26248707 -0.00326797  0.16087917  0.66256975
## JELEBU                        -0.38845255 -0.00326797  0.13744580 -1.03897035
## JOO KOON                      -0.24704918 -0.00326797  0.10620130 -0.74805806
## JOO SENG                       0.02121034 -0.00326797  0.13744580  0.06602612
## JURONG GATEWAY                -0.23792716 -0.00326797  0.24289598 -0.47613202
## JURONG PORT                    0.52111747 -0.00326797  0.24289598  1.06399715
## JURONG RIVER                   0.06952063 -0.00326797  0.13744580  0.19633497
## JURONG WEST CENTRAL           -0.31155213 -0.00326797  0.19368589 -0.70049044
## KAKI BUKIT                    -0.40542857 -0.00326797  0.11987077 -1.16156327
## KALLANG BAHRU                  0.00411658 -0.00326797  0.19368589  0.01677936
## KALLANG WAY                   -0.11746403 -0.00326797  0.16087917 -0.28470900
## KAMPONG BUGIS                 -0.36966628 -0.00326797  0.16087917 -0.91348946
## KAMPONG GLAM                   0.04830375 -0.00326797  0.24289598  0.10464090
## KAMPONG JAVA                   0.00823437 -0.00326797  0.11987077  0.03322230
## KAMPONG TIONG BAHRU            0.00363950 -0.00326797  0.10620130  0.02119604
## KAMPONG UBI                    0.84322866 -0.00326797  0.11987077  2.44494219
## KANGKAR                        0.28163555 -0.00326797  0.13744580  0.76847915
## KATONG                        -0.09042934 -0.00326797  0.24289598 -0.17685359
## KEAT HONG                      0.10379411 -0.00326797  0.16087917  0.26692286
## KEBUN BAHRU                    0.16971582 -0.00326797  0.16087917  0.43127622
## KEMBANGAN                      1.22854322 -0.00326797  0.16087917  3.07110198
## KENT RIDGE                     0.12811582 -0.00326797  0.11987077  0.37947674
## KHATIB                        -0.14988918 -0.00326797  0.11987077 -0.42348705
## KIAN TECK                     -0.05763782 -0.00326797  0.13744580 -0.14665349
## KIM KEAT                       0.09949707 -0.00326797  0.16087917  0.25620965
## KOVAN                          0.66675062 -0.00326797  0.13744580  1.80726204
## KRANJI                        -0.16646283 -0.00326797  0.16087917 -0.40687084
## LAKESIDE                      -0.36456303 -0.00326797  0.11987077 -1.04353104
## LAVENDER                      -0.13641812 -0.00326797  0.10620130 -0.40857964
## LEEDON PARK                    0.15825424 -0.00326797  0.10620130  0.49564114
## LEONIE HILL                    0.11135861 -0.00326797  0.11987077  0.33107678
## LIM CHU KANG                   0.65448046 -0.00326797  0.48894640  0.94065247
## LITTLE INDIA                  -0.01849400 -0.00326797  0.16087917 -0.03796090
## LIU FANG                       0.16594624 -0.00326797  0.11987077  0.48874261
## LORONG 8 TOA PAYOH             0.00508935 -0.00326797  0.13744580  0.02254246
## LORONG AH SOO                  1.38221036 -0.00326797  0.13744580  3.73709388
## LORONG CHUAN                  -0.45777263 -0.00326797  0.11987077 -1.31274899
## LORONG HALUS                  -0.01092142 -0.00326797  0.19368589 -0.01739035
## LOWER SELETAR                  0.28054346 -0.00326797  0.11987077  0.81973457
## LOYANG EAST                    0.28144977 -0.00326797  0.32491278  0.49949498
## LOYANG WEST                   -0.01155574 -0.00326797  0.19368589 -0.01883167
## MACKENZIE                      0.20442772 -0.00326797  0.19368589  0.47193098
## MACPHERSON                    -0.98434147 -0.00326797  0.13744580 -2.64628011
## MALCOLM                        0.19088961 -0.00326797  0.13744580  0.52370731
## MANDAI EAST                   -0.03790424 -0.00326797  0.07886236 -0.12333781
## MANDAI ESTATE                  0.29428615 -0.00326797  0.32491278  0.52201451
## MANDAI WEST                    0.10438339 -0.00326797  0.13744580  0.29037137
## MARGARET DRIVE                 0.16080264 -0.00326797  0.10620130  0.50346107
## MARINA CENTRE                  0.11482763 -0.00326797  0.19368589  0.26833959
## MARINA EAST (MP)               0.13043763 -0.00326797  0.24289598  0.27129353
## MARINA SOUTH                   0.56558791 -0.00326797  0.24289598  1.15422930
## MARINE PARADE                 -0.29835642 -0.00326797  0.16087917 -0.73570262
## MARITIME SQUARE                0.29627794 -0.00326797  0.13744580  0.80797451
## MARYMOUNT                      0.86804044 -0.00326797  0.16087917  2.17231098
## MATILDA                        1.13960820 -0.00326797  0.11987077  3.30097728
## MAXWELL                        0.18963070 -0.00326797  0.32491278  0.33841207
## MEI CHIN                       0.03089825 -0.00326797  0.16087917  0.08518185
## MIDVIEW                        0.82124966 -0.00326797  0.16087917  2.05565409
## MONK'S HILL                    0.14963886 -0.00326797  0.16087917  0.38122115
## MOULMEIN                      -0.30915048 -0.00326797  0.16087917 -0.76261393
## MOUNT EMILY                    0.41875106 -0.00326797  0.24289598  0.85629198
## MOUNT PLEASANT                 0.36993061 -0.00326797  0.16087917  0.93044366
## MOUNTBATTEN                   -0.80658834 -0.00326797  0.13744580 -2.16682105
## NASSIM                         0.05023110 -0.00326797  0.11987077  0.15452174
## NATIONAL UNIVERSITY OF S'PORE  0.04185074 -0.00326797  0.19368589  0.10251979
## NATURE RESERVE                 0.02426571 -0.00326797  0.19368589  0.06256267
## NEE SOON                       0.33012254 -0.00326797  0.16087917  0.83119577
## NEWTON CIRCUS                  0.08507646 -0.00326797  0.24289598  0.17925406
## NORTH COAST                   -0.46396044 -0.00326797  0.19368589 -1.04679614
## NORTHLAND                      0.58071975 -0.00326797  0.19368589  1.32695049
## NORTHSHORE                     0.48674393 -0.00326797  0.48894640  0.70077081
## ONE NORTH                      0.24493406 -0.00326797  0.11987077  0.71688368
## ONE TREE HILL                  0.10844880 -0.00326797  0.19368589  0.25384545
## ORANGE GROVE                  -0.09173435 -0.00326797  0.32491278 -0.15520112
## OXLEY                          0.23560281 -0.00326797  0.19368589  0.54276776
## PANDAN                         0.20953674 -0.00326797  0.19368589  0.48353983
## PANG SUA                       0.22892396 -0.00326797  0.16087917  0.57889155
## PASIR PANJANG 1               -0.00737693 -0.00326797  0.16087917 -0.01024427
## PASIR PANJANG 2                0.10337562 -0.00326797  0.19368589  0.24231805
## PASIR RIS CENTRAL             -0.18366847 -0.00326797  0.19368589 -0.40991020
## PASIR RIS DRIVE               -1.07425894 -0.00326797  0.16087917 -2.67015147
## PASIR RIS PARK                -0.04150188 -0.00326797  0.19368589 -0.08687598
## PASIR RIS WAFER FAB PARK      -0.10466376 -0.00326797  0.11987077 -0.29286217
## PASIR RIS WEST                -0.48143033 -0.00326797  0.24289598 -0.97020884
## PATERSON                      -0.01282593 -0.00326797  0.19368589 -0.02171781
## PAYA LEBAR EAST               -0.23176775 -0.00326797  0.16087917 -0.56968641
## PAYA LEBAR NORTH               0.37085729 -0.00326797  0.19368589  0.85009614
## PAYA LEBAR WEST                0.55871798 -0.00326797  0.19368589  1.27695757
## PEARL'S HILL                   0.02258158 -0.00326797  0.10620130  0.07932101
## PEI CHUN                       0.08632721 -0.00326797  0.19368589  0.20358026
## PENG SIANG                     0.12530430 -0.00326797  0.19368589  0.29214491
## PENJURU CRESCENT               0.28135644 -0.00326797  0.24289598  0.57751329
## PEOPLE'S PARK                 -0.00803995 -0.00326797  0.32491278 -0.00837171
## PHILLIP                        0.56280298 -0.00326797  0.32491278  0.99308741
## PIONEER SECTOR                 0.50781550 -0.00326797  0.32491278  0.89662003
## PLAB                           0.56154000 -0.00326797  0.13744580  1.52347415
## PORT                           0.19124036 -0.00326797  0.19368589  0.44196637
## POTONG PASIR                   0.01526542 -0.00326797  0.13744580  0.04999069
## PUNGGOL FIELD                  0.85299455 -0.00326797  0.16087917  2.13479918
## PUNGGOL TOWN CENTRE           -0.18813366 -0.00326797  0.19368589 -0.42005612
## QUEENSWAY                      0.17855911 -0.00326797  0.19368589  0.41315173
## RAFFLES PLACE                  0.30155211 -0.00326797  0.11987077  0.88041399
## REDHILL                       -0.01209689 -0.00326797  0.19368589 -0.02006127
## RESERVOIR VIEW                 0.45522367 -0.00326797  0.19368589  1.04179538
## RIDOUT                         0.29527305 -0.00326797  0.13744580  0.80526402
## RIVERVALE                      1.12087484 -0.00326797  0.11987077  3.24686960
## ROBERTSON QUAY                 0.15059417 -0.00326797  0.13744580  0.41501714
## ROCHOR CANAL                  -0.05566657 -0.00326797  0.16087917 -0.13063807
## SAFTI                         -0.25477919 -0.00326797  0.24289598 -0.51032541
## SAMULUN                        0.61939582 -0.00326797  0.24289598  1.26340751
## SAUJANA                       -0.06586092 -0.00326797  0.24289598 -0.12700336
## SELEGIE                        0.23561817 -0.00326797  0.16087917  0.59558129
## SELETAR                        0.03691603 -0.00326797  0.19368589  0.09130703
## SELETAR AEROSPACE PARK         0.33391682 -0.00326797  0.24289598  0.68416021
## SELETAR HILLS                 -0.11495335 -0.00326797  0.11987077 -0.32258164
## SEMBAWANG CENTRAL              0.50146905 -0.00326797  0.16087917  1.25838998
## SEMBAWANG EAST                 0.23898162 -0.00326797  0.19368589  0.55044516
## SEMBAWANG HILLS               -0.12517455 -0.00326797  0.16087917 -0.30393255
## SEMBAWANG NORTH               -0.00870117 -0.00326797  0.19368589 -0.01234543
## SEMBAWANG SPRINGS              0.08812196 -0.00326797  0.16087917  0.22784969
## SEMBAWANG STRAITS              0.37826444 -0.00326797  0.32491278  0.66934194
## SENGKANG TOWN CENTRE           3.42410877 -0.00326797  0.19368589  7.78776523
## SENGKANG WEST                  0.38673768 -0.00326797  0.16087917  0.97234635
## SENJA                         -0.41135821 -0.00326797  0.19368589 -0.92727214
## SENNETT                        0.00027789 -0.00326797  0.11987077  0.01024154
## SENOKO NORTH                  -0.14066176 -0.00326797  0.19368589 -0.31218935
## SENOKO SOUTH                  -0.19803600 -0.00326797  0.16087917 -0.48558779
## SENOKO WEST                   -0.39317042 -0.00326797  0.16087917 -0.97208906
## SENTOSA                        0.66022933 -0.00326797  0.48894640  0.94887398
## SERANGOON CENTRAL              1.53544991 -0.00326797  0.19368589  3.49631060
## SERANGOON GARDEN               1.03970731 -0.00326797  0.10620130  3.20043568
## SERANGOON NORTH                0.22670611 -0.00326797  0.16087917  0.57336212
## SERANGOON NORTH IND ESTATE    -0.27408251 -0.00326797  0.16087917 -0.67518387
## SHANGRI-LA                    -0.00458751 -0.00326797  0.16087917 -0.00328982
## SHIPYARD                       0.59520628 -0.00326797  0.24289598  1.21432606
## SIGLAP                        -0.23673499 -0.00326797  0.24289598 -0.47371308
## SIMEI                          0.95072187 -0.00326797  0.16087917  2.37844900
## SINGAPORE GENERAL HOSPITAL     0.01934509 -0.00326797  0.16087917  0.05637799
## SINGAPORE POLYTECHNIC          0.00538059 -0.00326797  0.16087917  0.02156224
## SOMERSET                      -0.22857563 -0.00326797  0.11987077 -0.65075768
## SPRINGLEAF                     0.13398157 -0.00326797  0.13744580  0.37020748
## STRAITS VIEW                   0.65234697 -0.00326797  0.24289598  1.33026659
## SUNGEI ROAD                    0.06543257 -0.00326797  0.19368589  0.15610297
## SUNSET WAY                    -0.28016686 -0.00326797  0.13744580 -0.74688800
## SWISS CLUB                    -0.01868717 -0.00326797  0.16087917 -0.03844252
## TAGORE                         0.18657299 -0.00326797  0.11987077  0.54831899
## TAI SENG                       0.03487368 -0.00326797  0.16087917  0.09509322
## TAMAN JURONG                   0.19793144 -0.00326797  0.13744580  0.54270144
## TAMPINES EAST                 -0.50115086 -0.00326797  0.11987077 -1.43803864
## TAMPINES NORTH                -0.07241030 -0.00326797  0.11987077 -0.19970426
## TAMPINES WEST                 -0.30500355 -0.00326797  0.16087917 -0.75227496
## TANGLIN                        0.06374805 -0.00326797  0.19368589  0.15227536
## TANGLIN HALT                   0.03962904 -0.00326797  0.19368589  0.09747159
## TANJONG PAGAR                  0.34623385 -0.00326797  0.19368589  0.79414617
## TANJONG RHU                   -0.09320097 -0.00326797  0.19368589 -0.20434785
## TEBAN GARDENS                 -0.19883188 -0.00326797  0.16087917 -0.48757204
## TECK WHYE                      0.29012597 -0.00326797  0.13744580  0.79138062
## TELOK BLANGAH DRIVE           -0.12255705 -0.00326797  0.19368589 -0.27105142
## TELOK BLANGAH RISE             0.01730545 -0.00326797  0.19368589  0.04674741
## TELOK BLANGAH WAY              0.04893876 -0.00326797  0.16087917  0.13015971
## TENGAH                        -0.26188838 -0.00326797  0.08631844 -0.88026007
## TENGEH                         0.37997639 -0.00326797  0.19368589  0.87081677
## THE WHARVES                    0.26758983 -0.00326797  0.24289598  0.54958035
## TIONG BAHRU                   -0.01855412 -0.00326797  0.19368589 -0.03473354
## TIONG BAHRU STATION           -0.13125993 -0.00326797  0.19368589 -0.29082631
## TOA PAYOH CENTRAL              0.35778454 -0.00326797  0.13744580  0.97387819
## TOA PAYOH WEST                -0.01418146 -0.00326797  0.13744580 -0.02943730
## TOH GUAN                       0.06728439 -0.00326797  0.16087917  0.17589830
## TOH TUCK                       0.02347210 -0.00326797  0.16087917  0.06666728
## TOWNSVILLE                     0.47586992 -0.00326797  0.13744580  1.29239355
## TRAFALGAR                      0.74115405 -0.00326797  0.19368589  1.69149304
## TUAS BAY                       0.34703574 -0.00326797  0.19368589  0.79596826
## TUAS NORTH                     0.25322035 -0.00326797  0.19368589  0.58279875
## TUAS PROMENADE                 0.34816756 -0.00326797  0.16087917  0.87618490
## TUAS VIEW                      0.40513592 -0.00326797  0.32491278  0.71648397
## TUAS VIEW EXTENSION            0.44069936 -0.00326797  0.48894640  0.63492202
## TUKANG                         0.08788836 -0.00326797  0.13744580  0.24587881
## TURF CLUB                      0.02271216 -0.00326797  0.11987077  0.07503861
## TYERSALL                       0.10898089 -0.00326797  0.13744580  0.30277236
## ULU PANDAN                     0.15878236 -0.00326797  0.16087917  0.40401737
## UPPER PAYA LEBAR              -0.06990657 -0.00326797  0.13744580 -0.17974635
## UPPER THOMSON                  0.03148743 -0.00326797  0.19368589  0.07897203
## VICTORIA                      -0.17834703 -0.00326797  0.13744580 -0.47224618
## WATERWAY EAST                 -0.00997056 -0.00326797  0.19368589 -0.01522978
## WENYA                         -0.20486855 -0.00326797  0.16087917 -0.50262242
## WEST COAST                    -0.18121822 -0.00326797  0.16087917 -0.44365839
## WESTERN WATER CATCHMENT       -0.05707139 -0.00326797  0.06714568 -0.20763511
## WOODGROVE                      0.45984858 -0.00326797  0.13744580  1.24917872
## WOODLANDS EAST                 0.33207922 -0.00326797  0.13744580  0.90454244
## WOODLANDS REGIONAL CENTRE      2.16358168 -0.00326797  0.19368589  4.92356623
## WOODLANDS SOUTH                0.75984587 -0.00326797  0.16087917  1.90256464
## WOODLANDS WEST                 1.36233440 -0.00326797  0.16087917  3.40466476
## WOODLEIGH                      0.01530454 -0.00326797  0.11987077  0.05364312
## XILIN                         -0.11109874 -0.00326797  0.13744580 -0.29085528
## YEW TEE                       -0.30282857 -0.00326797  0.24289598 -0.60781935
## YIO CHU KANG                   0.12627024 -0.00326797  0.16087917  0.32295945
## YIO CHU KANG EAST             -0.25403659 -0.00326797  0.16087917 -0.62520619
## YIO CHU KANG NORTH             0.26369345 -0.00326797  0.16087917  0.66557745
## YIO CHU KANG WEST              0.08125080 -0.00326797  0.19368589  0.19204553
## YISHUN CENTRAL                 0.15175374 -0.00326797  0.19368589  0.35224396
## YISHUN EAST                    0.25475984 -0.00326797  0.24289598  0.52354782
## YISHUN SOUTH                  -0.94807384 -0.00326797  0.16087917 -2.35555186
## YISHUN WEST                    0.22429860 -0.00326797  0.11987077  0.65728213
## YUHUA EAST                     0.17322243 -0.00326797  0.16087917  0.44001876
## YUHUA WEST                     0.25567180 -0.00326797  0.19368589  0.58836898
## YUNNAN                        -1.00740457 -0.00326797  0.16087917 -2.50347286
##                               Pr.z...0.
## ADMIRALTY                        0.4633
## AIRPORT ROAD                     0.2418
## ALEXANDRA HILL                   0.7334
## ALEXANDRA NORTH                  0.4329
## ALJUNIED                         0.0097
## ANAK BUKIT                       0.7759
## ANCHORVALE                       0.0869
## ANG MO KIO TOWN CENTRE           0.0007
## ANSON                            0.2591
## BALESTIER                        0.4261
## BANGKIT                          0.3930
## BAYFRONT SUBZONE                 0.1406
## BAYSHORE                         0.7574
## BEDOK NORTH                      0.9984
## BEDOK RESERVOIR                  0.1182
## BEDOK SOUTH                      0.0859
## BENCOOLEN                        0.4151
## BENDEMEER                        0.6123
## BENOI SECTOR                     0.1102
## BIDADARI                         0.3137
## BISHAN EAST                      0.1101
## BOAT QUAY                        0.2490
## BOON KENG                        0.4287
## BOON LAY PLACE                   0.0397
## BOON TECK                        0.4376
## BOULEVARD                        0.9729
## BRADDELL                         0.5094
## BRAS BASAH                       0.4911
## BRICKWORKS                       0.5016
## BUGIS                            0.5421
## BUKIT BATOK CENTRAL              0.5577
## BUKIT BATOK EAST                 0.4933
## BUKIT BATOK SOUTH                0.4609
## BUKIT BATOK WEST                 0.5532
## BUKIT HO SWEE                    0.4888
## BUKIT MERAH                      0.4751
## CAIRNHILL                        0.5015
## CECIL                            0.2927
## CENTRAL SUBZONE                  0.0315
## CENTRAL WATER CATCHMENT          0.3139
## CHANGI AIRPORT                   0.8028
## CHANGI POINT                     0.6526
## CHANGI WEST                      0.4183
## CHATSWORTH                       0.3446
## CHENG SAN                        0.0146
## CHIN BEE                         0.8309
## CHINA SQUARE                     0.3300
## CHINATOWN                        0.7778
## CHOA CHU KANG CENTRAL            0.2805
## CHOA CHU KANG NORTH              0.4441
## CHONG BOON                       0.0028
## CITY HALL                        0.5456
## CITY TERMINALS                   0.1199
## CLARKE QUAY                      0.4330
## CLEMENTI CENTRAL                 0.4126
## CLEMENTI NORTH                   0.2244
## CLEMENTI WEST                    0.4906
## CLEMENTI WOODS                   0.3495
## CLIFFORD PIER                    0.2556
## COMMONWEALTH                     0.4597
## COMPASSVALE                      0.4428
## CORONATION ROAD                  0.4344
## CRAWFORD                         0.4791
## DAIRY FARM                       0.7560
## DEFU INDUSTRIAL PARK             0.4577
## DEPOT ROAD                       0.4516
## DHOBY GHAUT                      0.5200
## DOVER                            0.4736
## DUNEARN                          0.3380
## EAST COAST                       0.3722
## EVERTON PARK                     0.4225
## FABER                            0.7211
## FAJAR                            0.5466
## FARRER COURT                     0.3164
## FARRER PARK                      0.6539
## FERNVALE                         0.4157
## FLORA DRIVE                      0.4591
## FORT CANNING                     0.3024
## FRANKEL                          0.0000
## GALI BATU                        0.4358
## GEYLANG BAHRU                    0.4521
## GEYLANG EAST                     0.0000
## GHIM MOH                         0.3633
## GOMBAK                           0.5026
## GOODWOOD PARK                    0.4202
## GREENWOOD PARK                   0.9997
## GUILIN                           0.5458
## GUL BASIN                        0.1076
## GUL CIRCLE                       0.1646
## HENDERSON HILL                   0.4906
## HILLCREST                        0.2986
## HILLVIEW                         0.4966
## HOLLAND DRIVE                    0.4037
## HOLLAND ROAD                     0.5813
## HONG KAH                         0.0574
## HONG KAH NORTH                   0.5559
## HOUGANG CENTRAL                  0.0001
## HOUGANG EAST                     0.2456
## HOUGANG WEST                     0.0000
## INSTITUTION HILL                 0.1656
## INTERNATIONAL BUSINESS PARK      0.6115
## ISTANA NEGARA                    0.2538
## JELEBU                           0.8506
## JOO KOON                         0.7728
## JOO SENG                         0.4737
## JURONG GATEWAY                   0.6830
## JURONG PORT                      0.1437
## JURONG RIVER                     0.4222
## JURONG WEST CENTRAL              0.7582
## KAKI BUKIT                       0.8773
## KALLANG BAHRU                    0.4933
## KALLANG WAY                      0.6121
## KAMPONG BUGIS                    0.8195
## KAMPONG GLAM                     0.4583
## KAMPONG JAVA                     0.4867
## KAMPONG TIONG BAHRU              0.4915
## KAMPONG UBI                      0.0072
## KANGKAR                          0.2211
## KATONG                           0.5702
## KEAT HONG                        0.3948
## KEBUN BAHRU                      0.3331
## KEMBANGAN                        0.0011
## KENT RIDGE                       0.3522
## KHATIB                           0.6640
## KIAN TECK                        0.5583
## KIM KEAT                         0.3989
## KOVAN                            0.0354
## KRANJI                           0.6579
## LAKESIDE                         0.8516
## LAVENDER                         0.6586
## LEEDON PARK                      0.3101
## LEONIE HILL                      0.3703
## LIM CHU KANG                     0.1734
## LITTLE INDIA                     0.5151
## LIU FANG                         0.3125
## LORONG 8 TOA PAYOH               0.4910
## LORONG AH SOO                    0.0001
## LORONG CHUAN                     0.9054
## LORONG HALUS                     0.5069
## LOWER SELETAR                    0.2062
## LOYANG EAST                      0.3087
## LOYANG WEST                      0.5075
## MACKENZIE                        0.3185
## MACPHERSON                       0.9959
## MALCOLM                          0.3002
## MANDAI EAST                      0.5491
## MANDAI ESTATE                    0.3008
## MANDAI WEST                      0.3858
## MARGARET DRIVE                   0.3073
## MARINA CENTRE                    0.3942
## MARINA EAST (MP)                 0.3931
## MARINA SOUTH                     0.1242
## MARINE PARADE                    0.7690
## MARITIME SQUARE                  0.2096
## MARYMOUNT                        0.0149
## MATILDA                          0.0005
## MAXWELL                          0.3675
## MEI CHIN                         0.4661
## MIDVIEW                          0.0199
## MONK'S HILL                      0.3515
## MOULMEIN                         0.7772
## MOUNT EMILY                      0.1959
## MOUNT PLEASANT                   0.1761
## MOUNTBATTEN                      0.9849
## NASSIM                           0.4386
## NATIONAL UNIVERSITY OF S'PORE    0.4592
## NATURE RESERVE                   0.4751
## NEE SOON                         0.2029
## NEWTON CIRCUS                    0.4289
## NORTH COAST                      0.8524
## NORTHLAND                        0.0923
## NORTHSHORE                       0.2417
## ONE NORTH                        0.2367
## ONE TREE HILL                    0.3998
## ORANGE GROVE                     0.5617
## OXLEY                            0.2936
## PANDAN                           0.3144
## PANG SUA                         0.2813
## PASIR PANJANG 1                  0.5041
## PASIR PANJANG 2                  0.4043
## PASIR RIS CENTRAL                0.6591
## PASIR RIS DRIVE                  0.9962
## PASIR RIS PARK                   0.5346
## PASIR RIS WAFER FAB PARK         0.6152
## PASIR RIS WEST                   0.8340
## PATERSON                         0.5087
## PAYA LEBAR EAST                  0.7156
## PAYA LEBAR NORTH                 0.1976
## PAYA LEBAR WEST                  0.1008
## PEARL'S HILL                     0.4684
## PEI CHUN                         0.4193
## PENG SIANG                       0.3851
## PENJURU CRESCENT                 0.2818
## PEOPLE'S PARK                    0.5033
## PHILLIP                          0.1603
## PIONEER SECTOR                   0.1850
## PLAB                             0.0638
## PORT                             0.3293
## POTONG PASIR                     0.4801
## PUNGGOL FIELD                    0.0164
## PUNGGOL TOWN CENTRE              0.6628
## QUEENSWAY                        0.3397
## RAFFLES PLACE                    0.1893
## REDHILL                          0.5080
## RESERVOIR VIEW                   0.1488
## RIDOUT                           0.2103
## RIVERVALE                        0.0006
## ROBERTSON QUAY                   0.3391
## ROCHOR CANAL                     0.5520
## SAFTI                            0.6951
## SAMULUN                          0.1032
## SAUJANA                          0.5505
## SELEGIE                          0.2757
## SELETAR                          0.4636
## SELETAR AEROSPACE PARK           0.2469
## SELETAR HILLS                    0.6265
## SEMBAWANG CENTRAL                0.1041
## SEMBAWANG EAST                   0.2910
## SEMBAWANG HILLS                  0.6194
## SEMBAWANG NORTH                  0.5049
## SEMBAWANG SPRINGS                0.4099
## SEMBAWANG STRAITS                0.2516
## SENGKANG TOWN CENTRE             0.0000
## SENGKANG WEST                    0.1654
## SENJA                            0.8231
## SENNETT                          0.4959
## SENOKO NORTH                     0.6226
## SENOKO SOUTH                     0.6864
## SENOKO WEST                      0.8345
## SENTOSA                          0.1713
## SERANGOON CENTRAL                0.0002
## SERANGOON GARDEN                 0.0007
## SERANGOON NORTH                  0.2832
## SERANGOON NORTH IND ESTATE       0.7502
## SHANGRI-LA                       0.5013
## SHIPYARD                         0.1123
## SIGLAP                           0.6821
## SIMEI                            0.0087
## SINGAPORE GENERAL HOSPITAL       0.4775
## SINGAPORE POLYTECHNIC            0.4914
## SOMERSET                         0.7424
## SPRINGLEAF                       0.3556
## STRAITS VIEW                     0.0917
## SUNGEI ROAD                      0.4380
## SUNSET WAY                       0.7724
## SWISS CLUB                       0.5153
## TAGORE                           0.2917
## TAI SENG                         0.4621
## TAMAN JURONG                     0.2937
## TAMPINES EAST                    0.9248
## TAMPINES NORTH                   0.5791
## TAMPINES WEST                    0.7741
## TANGLIN                          0.4395
## TANGLIN HALT                     0.4612
## TANJONG PAGAR                    0.2136
## TANJONG RHU                      0.5810
## TEBAN GARDENS                    0.6871
## TECK WHYE                        0.2144
## TELOK BLANGAH DRIVE              0.6068
## TELOK BLANGAH RISE               0.4814
## TELOK BLANGAH WAY                0.4482
## TENGAH                           0.8106
## TENGEH                           0.1919
## THE WHARVES                      0.2913
## TIONG BAHRU                      0.5139
## TIONG BAHRU STATION              0.6144
## TOA PAYOH CENTRAL                0.1651
## TOA PAYOH WEST                   0.5117
## TOH GUAN                         0.4302
## TOH TUCK                         0.4734
## TOWNSVILLE                       0.0981
## TRAFALGAR                        0.0454
## TUAS BAY                         0.2130
## TUAS NORTH                       0.2800
## TUAS PROMENADE                   0.1905
## TUAS VIEW                        0.2368
## TUAS VIEW EXTENSION              0.2627
## TUKANG                           0.4029
## TURF CLUB                        0.4701
## TYERSALL                         0.3810
## ULU PANDAN                       0.3431
## UPPER PAYA LEBAR                 0.5713
## UPPER THOMSON                    0.4685
## VICTORIA                         0.6816
## WATERWAY EAST                    0.5061
## WENYA                            0.6924
## WEST COAST                       0.6714
## WESTERN WATER CATCHMENT          0.5822
## WOODGROVE                        0.1058
## WOODLANDS EAST                   0.1829
## WOODLANDS REGIONAL CENTRE        0.0000
## WOODLANDS SOUTH                  0.0285
## WOODLANDS WEST                   0.0003
## WOODLEIGH                        0.4786
## XILIN                            0.6144
## YEW TEE                          0.7283
## YIO CHU KANG                     0.3734
## YIO CHU KANG EAST                0.7341
## YIO CHU KANG NORTH               0.2528
## YIO CHU KANG WEST                0.4239
## YISHUN CENTRAL                   0.3623
## YISHUN EAST                      0.3003
## YISHUN SOUTH                     0.9908
## YISHUN WEST                      0.2555
## YUHUA EAST                       0.3300
## YUHUA WEST                       0.2781
## YUNNAN                           0.9939

Tap Out

Local Moran’s I

fips <- order(mpsz_cleaned$SUBZONE_N)
# not like the previous section, rmb this is not on residual and this is Local MI not Global!!
tapout_localMI <- localmoran(mpsz_cleaned$TOTAL_TAP_OUT_VOLUME, rswm_q)
head(tapout_localMI)

##             Ii         E.Ii    Var.Ii         Z.Ii Pr(z > 0)
## 1  0.566640602 -0.003267974 0.2434368  1.155080151 0.1240288
## 2  0.065888337 -0.003267974 0.1064336  0.211978803 0.4160618
## 3  0.233273093 -0.003267974 0.1612349  0.589083793 0.2779025
## 4  0.003085336 -0.003267974 0.1612349  0.015822335 0.4936881
## 5 -0.005102962 -0.003267974 0.1941156 -0.004164885 0.5016615
## 6 -0.326444738 -0.003267974 0.1201339 -0.932410821 0.8244379

Print out the content of the local Moran matrix

printCoefmat(data.frame(tapout_localMI[fips,], row.names=mpsz_cleaned$SUBZONE_N[fips]), check.names=FALSE)

##                                        Ii        E.Ii      Var.Ii        Z.Ii
## ADMIRALTY                      0.02311175 -0.00326797  0.16123486  0.06569627
## AIRPORT ROAD                   0.45229744 -0.00326797  0.49004241  0.65077956
## ALEXANDRA HILL                -0.32644474 -0.00326797  0.12013392 -0.93241082
## ALEXANDRA NORTH                0.05392942 -0.00326797  0.16123486  0.14244486
## ALJUNIED                       0.65393883 -0.00326797  0.10643360  2.01447863
## ANAK BUKIT                    -0.22342190 -0.00326797  0.16123486 -0.54827313
## ANCHORVALE                     0.69811121 -0.00326797  0.24343675  1.42154235
## ANG MO KIO TOWN CENTRE         1.00374140 -0.00326797  0.12013392  2.90536494
## ANSON                          0.33009667 -0.00326797  0.19411562  0.75664000
## BALESTIER                      0.08412877 -0.00326797  0.16123486  0.21765356
## BANGKIT                        0.10173855 -0.00326797  0.24343675  0.21282527
## BAYFRONT SUBZONE               0.46885052 -0.00326797  0.19411562  1.07157057
## BAYSHORE                      -0.58045065 -0.00326797  0.24343675 -1.16982315
## BEDOK NORTH                   -1.15236254 -0.00326797  0.12013392 -3.31530088
## BEDOK RESERVOIR                0.43378998 -0.00326797  0.16123486  1.08845267
## BEDOK SOUTH                    0.79824980 -0.00326797  0.19411562  1.81921034
## BENCOOLEN                      0.10528603 -0.00326797  0.13774861  0.29248409
## BENDEMEER                     -0.11896712 -0.00326797  0.12013392 -0.33380846
## BENOI SECTOR                   0.45652664 -0.00326797  0.13774861  1.23885441
## BIDADARI                       0.19275662 -0.00326797  0.19411562  0.44491836
## BISHAN EAST                    0.54262548 -0.00326797  0.10643360  1.67327954
## BOAT QUAY                      0.23327309 -0.00326797  0.16123486  0.58908379
## BOON KENG                      0.06006744 -0.00326797  0.19411562  0.14375282
## BOON LAY PLACE                 0.71515516 -0.00326797  0.13774861  1.93569397
## BOON TECK                     -0.00359727 -0.00326797  0.19411562 -0.00074741
## BOULEVARD                     -0.87751749 -0.00326797  0.10643360 -2.67976072
## BRADDELL                      -0.03733327 -0.00326797  0.19411562 -0.07731823
## BRAS BASAH                     0.00771955 -0.00326797  0.19411562  0.02493846
## BRICKWORKS                     0.00714983 -0.00326797  0.19411562  0.02364537
## BUGIS                         -0.06751188 -0.00326797  0.19411562 -0.14581484
## BUKIT BATOK CENTRAL            0.03299538 -0.00326797  0.19411562  0.08230718
## BUKIT BATOK EAST              -0.06919089 -0.00326797  0.24343675 -0.13361134
## BUKIT BATOK SOUTH              0.03812084 -0.00326797  0.12013392  0.11941261
## BUKIT BATOK WEST              -0.01688497 -0.00326797  0.13774861 -0.03668915
## BUKIT HO SWEE                  0.02821721 -0.00326797  0.13774861  0.08483257
## BUKIT MERAH                    0.04332587 -0.00326797  0.13774861  0.12554081
## CAIRNHILL                      0.02281876 -0.00326797  0.19411562  0.05920924
## CECIL                          0.28503861 -0.00326797  0.19411562  0.65437143
## CENTRAL SUBZONE                0.62993984 -0.00326797  0.10643360  1.94091661
## CENTRAL WATER CATCHMENT        0.11489107 -0.00326797  0.05485595  0.50449293
## CHANGI AIRPORT                -0.59841247 -0.00326797  0.32563864 -1.04292830
## CHANGI POINT                  -0.24335202 -0.00326797  0.49004241 -0.34296237
## CHANGI WEST                    0.11589939 -0.00326797  0.13774861  0.32108034
## CHATSWORTH                     0.15790309 -0.00326797  0.10643360  0.49402360
## CHENG SAN                      0.68836624 -0.00326797  0.13774861  1.86351485
## CHIN BEE                      -0.39421907 -0.00326797  0.16123486 -0.97362779
## CHINA SQUARE                   0.17700633 -0.00326797  0.16123486  0.44895659
## CHINATOWN                     -0.12449563 -0.00326797  0.09547335 -0.39233823
## CHOA CHU KANG CENTRAL          0.21452502 -0.00326797  0.19411562  0.49432623
## CHOA CHU KANG NORTH           -0.00544375 -0.00326797  0.16123486 -0.00541856
## CHONG BOON                     1.31399451 -0.00326797  0.12013392  3.80048919
## CITY HALL                     -0.06559746 -0.00326797  0.08650587 -0.21191942
## CITY TERMINALS                 0.36469002 -0.00326797  0.12013392  1.06161103
## CLARKE QUAY                    0.14090850 -0.00326797  0.16123486  0.35905826
## CLEMENTI CENTRAL               0.19346149 -0.00326797  0.19411562  0.44651821
## CLEMENTI NORTH                 0.20095660 -0.00326797  0.16123486  0.50860253
## CLEMENTI WEST                  0.02878389 -0.00326797  0.16123486  0.07982222
## CLEMENTI WOODS                 0.11539641 -0.00326797  0.13774861  0.31972515
## CLIFFORD PIER                  0.28789004 -0.00326797  0.19411562  0.66084333
## COMMONWEALTH                   0.08940159 -0.00326797  0.19411562  0.21033274
## COMPASSVALE                    0.06381378 -0.00326797  0.13774861  0.18074272
## CORONATION ROAD                0.09242575 -0.00326797  0.16123486  0.23831643
## CRAWFORD                       0.00495267 -0.00326797  0.12013392  0.02371773
## DAIRY FARM                    -0.23331062 -0.00326797  0.16123486 -0.57290008
## DEFU INDUSTRIAL PARK           0.01817668 -0.00326797  0.10643360  0.06573244
## DEPOT ROAD                    -0.00249651 -0.00326797  0.16123486  0.00192126
## DHOBY GHAUT                   -0.07928063 -0.00326797  0.12013392 -0.21930729
## DOVER                          0.00276576 -0.00326797  0.19411562  0.01369480
## DUNEARN                        0.27638732 -0.00326797  0.19411562  0.63473552
## EAST COAST                     0.24566876 -0.00326797  0.24343675  0.50454037
## EVERTON PARK                   0.06344697 -0.00326797  0.16123486  0.16614744
## FABER                         -0.25815042 -0.00326797  0.19411562 -0.57850843
## FAJAR                         -0.05423915 -0.00326797  0.19411562 -0.11568962
## FARRER COURT                   0.25360755 -0.00326797  0.24343675  0.52063055
## FARRER PARK                   -0.14985114 -0.00326797  0.16123486 -0.36505190
## FERNVALE                       0.07862176 -0.00326797  0.12013392  0.23626350
## FLORA DRIVE                    0.04434558 -0.00326797  0.19411562  0.10806880
## FORT CANNING                   0.17489870 -0.00326797  0.13774861  0.48004600
## FRANKEL                        1.66604995 -0.00326797  0.12013392  4.81621907
## GALI BATU                      0.04243847 -0.00326797  0.09547335  0.14792323
## GEYLANG BAHRU                  0.05878698 -0.00326797  0.13774861  0.16719867
## GEYLANG EAST                   2.43674284 -0.00326797  0.12013392  7.03977742
## GHIM MOH                       0.14479086 -0.00326797  0.19411562  0.33605015
## GOMBAK                        -0.04841581 -0.00326797  0.10643360 -0.13838773
## GOODWOOD PARK                  0.07101378 -0.00326797  0.13774861  0.20014214
## GREENWOOD PARK                -1.37573454 -0.00326797  0.16123486 -3.41800187
## GUILIN                         0.02761342 -0.00326797  0.16123486  0.07690726
## GUL BASIN                      0.57236773 -0.00326797  0.24343675  1.16668779
## GUL CIRCLE                     0.41183020 -0.00326797  0.13774861  1.11842589
## HENDERSON HILL                 0.00308534 -0.00326797  0.16123486  0.01582233
## HILLCREST                      0.24078073 -0.00326797  0.16123486  0.60778088
## HILLVIEW                      -0.00360231 -0.00326797  0.13774861 -0.00090082
## HOLLAND DRIVE                  0.10570809 -0.00326797  0.16123486  0.27139488
## HOLLAND ROAD                  -0.06317251 -0.00326797  0.16123486 -0.14918674
## HONG KAH                       0.76723831 -0.00326797  0.13774861  2.07602497
## HONG KAH NORTH                -0.01647994 -0.00326797  0.19411562 -0.02998729
## HOUGANG CENTRAL                1.92584899 -0.00326797  0.19411562  4.37852990
## HOUGANG EAST                   0.28765029 -0.00326797  0.19411562  0.66029917
## HOUGANG WEST                   1.44097705 -0.00326797  0.13774861  3.89132288
## INSTITUTION HILL               0.45134507 -0.00326797  0.24343675  0.92140131
## INTERNATIONAL BUSINESS PARK   -0.15424311 -0.00326797  0.13774861 -0.40678208
## ISTANA NEGARA                  0.30074150 -0.00326797  0.16123486  0.75710765
## JELEBU                        -0.56165678 -0.00326797  0.13774861 -1.50450311
## JOO KOON                      -0.14033097 -0.00326797  0.10643360 -0.42012724
## JOO SENG                       0.01941383 -0.00326797  0.13774861  0.06111305
## JURONG GATEWAY                -0.08532247 -0.00326797  0.24343675 -0.16630654
## JURONG PORT                    0.47890812 -0.00326797  0.24343675  0.97726559
## JURONG RIVER                   0.01598083 -0.00326797  0.13774861  0.05186329
## JURONG WEST CENTRAL           -0.34759938 -0.00326797  0.19411562 -0.78153133
## KAKI BUKIT                    -0.37704613 -0.00326797  0.12013392 -1.07840302
## KALLANG BAHRU                  0.06767250 -0.00326797  0.19411562  0.16101407
## KALLANG WAY                   -0.17666563 -0.00326797  0.16123486 -0.43183094
## KAMPONG BUGIS                 -0.36667481 -0.00326797  0.16123486 -0.90503133
## KAMPONG GLAM                   0.01598459 -0.00326797  0.24343675  0.03902075
## KAMPONG JAVA                   0.01621085 -0.00326797  0.12013392  0.05619917
## KAMPONG TIONG BAHRU            0.00479818 -0.00326797  0.10643360  0.02472447
## KAMPONG UBI                    0.96616292 -0.00326797  0.12013392  2.79694568
## KANGKAR                        0.29098994 -0.00326797  0.13774861  0.79283816
## KATONG                        -0.02464236 -0.00326797  0.24343675 -0.04332121
## KEAT HONG                      0.20099921 -0.00326797  0.16123486  0.50870866
## KEBUN BAHRU                    0.05244162 -0.00326797  0.16123486  0.13873962
## KEMBANGAN                      1.27950010 -0.00326797  0.16123486  3.19461603
## KENT RIDGE                     0.10593492 -0.00326797  0.12013392  0.31506586
## KHATIB                        -0.80925366 -0.00326797  0.12013392 -2.32538308
## KIAN TECK                     -0.03595866 -0.00326797  0.13774861 -0.08808062
## KIM KEAT                       0.10475178 -0.00326797  0.16123486  0.26901328
## KOVAN                          0.61069550 -0.00326797  0.13774861  1.65424154
## KRANJI                        -0.16729777 -0.00326797  0.16123486 -0.40850114
## LAKESIDE                      -0.23367424 -0.00326797  0.12013392 -0.66475477
## LAVENDER                      -0.08803895 -0.00326797  0.10643360 -0.25984108
## LEEDON PARK                    0.19913327 -0.00326797  0.10643360  0.62040286
## LEONIE HILL                    0.14955129 -0.00326797  0.12013392  0.44090525
## LIM CHU KANG                   0.69515876 -0.00326797  0.49004241  0.99770930
## LITTLE INDIA                   0.04305582 -0.00326797  0.16123486  0.11536515
## LIU FANG                       0.15977115 -0.00326797  0.12013392  0.47039101
## LORONG 8 TOA PAYOH            -0.00445431 -0.00326797  0.13774861 -0.00319644
## LORONG AH SOO                  1.51879366 -0.00326797  0.13774861  4.10098921
## LORONG CHUAN                  -0.53441792 -0.00326797  0.12013392 -1.53244297
## LORONG HALUS                  -0.04409828 -0.00326797  0.19411562 -0.09267281
## LOWER SELETAR                  0.23256207 -0.00326797  0.12013392  0.68040315
## LOYANG EAST                    0.30251142 -0.00326797  0.32563864  0.53584631
## LOYANG WEST                    0.00914898 -0.00326797  0.19411562  0.02818285
## MACKENZIE                      0.28426377 -0.00326797  0.19411562  0.65261277
## MACPHERSON                    -0.96430799 -0.00326797  0.13774861 -2.58939235
## MALCOLM                        0.15841158 -0.00326797  0.13774861  0.43562370
## MANDAI EAST                   -0.10789457 -0.00326797  0.07903298 -0.37216704
## MANDAI ESTATE                  0.06183102 -0.00326797  0.32563864  0.11407916
## MANDAI WEST                    0.16513283 -0.00326797  0.13774861  0.45373318
## MARGARET DRIVE                 0.12842740 -0.00326797  0.10643360  0.40367433
## MARINA CENTRE                  0.09583335 -0.00326797  0.19411562  0.22493094
## MARINA EAST (MP)               0.18838099 -0.00326797  0.24343675  0.38843057
## MARINA SOUTH                   0.56664060 -0.00326797  0.24343675  1.15508015
## MARINE PARADE                 -0.15767941 -0.00326797  0.16123486 -0.38454749
## MARITIME SQUARE                0.30063421 -0.00326797  0.13774861  0.81882335
## MARYMOUNT                      0.75617374 -0.00326797  0.16123486  1.89131981
## MATILDA                        1.27106282 -0.00326797  0.12013392  3.67662516
## MAXWELL                        0.27925445 -0.00326797  0.32563864  0.49509092
## MEI CHIN                      -0.02780976 -0.00326797  0.16123486 -0.06111906
## MIDVIEW                        0.71119448 -0.00326797  0.16123486  1.77930308
## MONK'S HILL                    0.22026621 -0.00326797  0.16123486  0.55669135
## MOULMEIN                      -0.26272294 -0.00326797  0.16123486 -0.64614876
## MOUNT EMILY                    0.44581932 -0.00326797  0.24343675  0.91020181
## MOUNT PLEASANT                 0.40194566 -0.00326797  0.16123486  1.00914732
## MOUNTBATTEN                   -0.77898022 -0.00326797  0.13774861 -2.09005173
## NASSIM                         0.07639152 -0.00326797  0.12013392  0.22982895
## NATIONAL UNIVERSITY OF S'PORE  0.05285310 -0.00326797  0.19411562  0.12737838
## NATURE RESERVE                 0.00532670 -0.00326797  0.19411562  0.01950738
## NEE SOON                       0.21774507 -0.00326797  0.16123486  0.55041267
## NEWTON CIRCUS                  0.20031561 -0.00326797  0.24343675  0.41261944
## NORTH COAST                    0.15082532 -0.00326797  0.19411562  0.34974660
## NORTHLAND                      0.58303564 -0.00326797  0.19411562  1.33073731
## NORTHSHORE                     0.45369745 -0.00326797  0.49004241  0.65277950
## ONE NORTH                      0.21891290 -0.00326797  0.12013392  0.64102335
## ONE TREE HILL                  0.13499030 -0.00326797  0.19411562  0.31380574
## ORANGE GROVE                  -0.14900637 -0.00326797  0.32563864 -0.25539126
## OXLEY                          0.25256432 -0.00326797  0.19411562  0.58066430
## PANDAN                         0.16198826 -0.00326797  0.19411562  0.37508320
## PANG SUA                       0.19578720 -0.00326797  0.16123486  0.49572861
## PASIR PANJANG 1               -0.02078236 -0.00326797  0.16123486 -0.04361797
## PASIR PANJANG 2                0.14525868 -0.00326797  0.19411562  0.33711196
## PASIR RIS CENTRAL             -0.14535858 -0.00326797  0.19411562 -0.32250401
## PASIR RIS DRIVE               -0.98075090 -0.00326797  0.16123486 -2.43433142
## PASIR RIS PARK                -0.03713537 -0.00326797  0.19411562 -0.07686905
## PASIR RIS WAFER FAB PARK      -0.08882271 -0.00326797  0.12013392 -0.24683755
## PASIR RIS WEST                -0.43553745 -0.00326797  0.24343675 -0.87611577
## PATERSON                      -0.02566100 -0.00326797  0.19411562 -0.05082559
## PAYA LEBAR EAST               -0.23524232 -0.00326797  0.16123486 -0.57771079
## PAYA LEBAR NORTH               0.38940783 -0.00326797  0.19411562  0.89125895
## PAYA LEBAR WEST                0.52804395 -0.00326797  0.19411562  1.20592230
## PEARL'S HILL                   0.06588834 -0.00326797  0.10643360  0.21197880
## PEI CHUN                       0.03835869 -0.00326797  0.19411562  0.09448033
## PENG SIANG                     0.09763385 -0.00326797  0.19411562  0.22901755
## PENJURU CRESCENT               0.24705013 -0.00326797  0.24343675  0.50734009
## PEOPLE'S PARK                 -0.00493837 -0.00326797  0.32563864 -0.00292719
## PHILLIP                        0.49421007 -0.00326797  0.32563864  0.87177810
## PIONEER SECTOR                 0.53567105 -0.00326797  0.32563864  0.94443411
## PLAB                           0.60390853 -0.00326797  0.13774861  1.63595497
## PORT                           0.20664242 -0.00326797  0.19411562  0.47643505
## POTONG PASIR                   0.00505118 -0.00326797  0.13774861  0.02241482
## PUNGGOL FIELD                  0.74355390 -0.00326797  0.16123486  1.85989125
## PUNGGOL TOWN CENTRE           -0.21535436 -0.00326797  0.19411562 -0.48137393
## QUEENSWAY                      0.13516079 -0.00326797  0.19411562  0.31419272
## RAFFLES PLACE                  0.32192224 -0.00326797  0.12013392  0.93821991
## REDHILL                       -0.00510296 -0.00326797  0.19411562 -0.00416489
## RESERVOIR VIEW                 0.45005483 -0.00326797  0.19411562  1.02890986
## RIDOUT                         0.28281970 -0.00326797  0.13774861  0.77082455
## RIVERVALE                      1.18127691 -0.00326797  0.12013392  3.41758007
## ROBERTSON QUAY                 0.16019911 -0.00326797  0.13774861  0.44043995
## ROCHOR CANAL                  -0.03060237 -0.00326797  0.16123486 -0.06807380
## SAFTI                         -0.27233441 -0.00326797  0.24343675 -0.54533887
## SAMULUN                        0.56121418 -0.00326797  0.24343675  1.14408198
## SAUJANA                       -0.06627121 -0.00326797  0.24343675 -0.12769379
## SELEGIE                        0.26601950 -0.00326797  0.16123486  0.67063571
## SELETAR                        0.01878625 -0.00326797  0.19411562  0.05005663
## SELETAR AEROSPACE PARK         0.34145742 -0.00326797  0.24343675  0.69868305
## SELETAR HILLS                 -0.05971071 -0.00326797  0.12013392 -0.16284531
## SEMBAWANG CENTRAL              0.55501949 -0.00326797  0.16123486  1.39036363
## SEMBAWANG EAST                 0.16519667 -0.00326797  0.19411562  0.38236536
## SEMBAWANG HILLS               -0.09667871 -0.00326797  0.16123486 -0.23263085
## SEMBAWANG NORTH               -0.03376496 -0.00326797  0.19411562 -0.06921921
## SEMBAWANG SPRINGS              0.10246581 -0.00326797  0.16123486  0.26332029
## SEMBAWANG STRAITS              0.35588260 -0.00326797  0.32563864  0.62937372
## SENGKANG TOWN CENTRE           3.40866450 -0.00326797  0.19411562  7.74408638
## SENGKANG WEST                  0.37684753 -0.00326797  0.16123486  0.94664274
## SENJA                         -0.35648971 -0.00326797  0.19411562 -0.80170977
## SENNETT                        0.02632266 -0.00326797  0.12013392  0.08537317
## SENOKO NORTH                  -0.08614411 -0.00326797  0.19411562 -0.18810454
## SENOKO SOUTH                  -0.27567708 -0.00326797  0.16123486 -0.67840984
## SENOKO WEST                   -0.41486429 -0.00326797  0.16123486 -1.02504280
## SENTOSA                        0.60573224 -0.00326797  0.49004241  0.86996266
## SERANGOON CENTRAL              1.55327929 -0.00326797  0.19411562  3.53290593
## SERANGOON GARDEN               1.08021519 -0.00326797  0.10643360  3.32110635
## SERANGOON NORTH                0.31135423 -0.00326797  0.16123486  0.78353770
## SERANGOON NORTH IND ESTATE    -0.32104763 -0.00326797  0.16123486 -0.79140103
## SHANGRI-LA                     0.16432202 -0.00326797  0.16123486  0.41736749
## SHIPYARD                       0.60328080 -0.00326797  0.24343675  1.22934182
## SIGLAP                        -0.35331126 -0.00326797  0.24343675 -0.70946125
## SIMEI                          1.03876248 -0.00326797  0.16123486  2.59508111
## SINGAPORE GENERAL HOSPITAL     0.02669818 -0.00326797  0.16123486  0.07462794
## SINGAPORE POLYTECHNIC          0.01591241 -0.00326797  0.16123486  0.04776698
## SOMERSET                      -0.14166334 -0.00326797  0.12013392 -0.39929027
## SPRINGLEAF                     0.09733607 -0.00326797  0.13774861  0.27106400
## STRAITS VIEW                   0.65122113 -0.00326797  0.24343675  1.32650639
## SUNGEI ROAD                    0.10448727 -0.00326797  0.19411562  0.24457281
## SUNSET WAY                    -0.25856101 -0.00326797  0.13774861 -0.68785255
## SWISS CLUB                     0.00331109 -0.00326797  0.16123486  0.01638455
## TAGORE                         0.18037942 -0.00326797  0.12013392  0.52984879
## TAI SENG                       0.01642588 -0.00326797  0.16123486  0.04904574
## TAMAN JURONG                   0.30127176 -0.00326797  0.13774861  0.82054112
## TAMPINES EAST                 -0.51505533 -0.00326797  0.12013392 -1.47657914
## TAMPINES NORTH                -0.12887941 -0.00326797  0.12013392 -0.36240681
## TAMPINES WEST                 -0.53936887 -0.00326797  0.16123486 -1.33511002
## TANGLIN                        0.03022325 -0.00326797  0.19411562  0.07601526
## TANGLIN HALT                  -0.01184812 -0.00326797  0.19411562 -0.01947441
## TANJONG PAGAR                  0.43016167 -0.00326797  0.19411562  0.98375821
## TANJONG RHU                   -0.12983444 -0.00326797  0.19411562 -0.28726876
## TEBAN GARDENS                 -0.32329104 -0.00326797  0.16123486 -0.79698805
## TECK WHYE                      0.22458985 -0.00326797  0.13774861  0.61393208
## TELOK BLANGAH DRIVE           -0.27374836 -0.00326797  0.19411562 -0.61391118
## TELOK BLANGAH RISE             0.01950158 -0.00326797  0.19411562  0.05168020
## TELOK BLANGAH WAY              0.04959008 -0.00326797  0.16123486  0.13163813
## TENGAH                        -0.22607538 -0.00326797  0.08650587 -0.75754219
## TENGEH                         0.45372866 -0.00326797  0.19411562  1.03724838
## THE WHARVES                    0.23766533 -0.00326797  0.24343675  0.48831917
## TIONG BAHRU                   -0.00168549 -0.00326797  0.19411562  0.00359177
## TIONG BAHRU STATION           -0.06726852 -0.00326797  0.19411562 -0.14526249
## TOA PAYOH CENTRAL              0.36788398 -0.00326797  0.13774861  1.00001874
## TOA PAYOH WEST                -0.02353460 -0.00326797  0.13774861 -0.05460568
## TOH GUAN                       0.08383355 -0.00326797  0.16123486  0.21691835
## TOH TUCK                       0.01102659 -0.00326797  0.16123486  0.03559929
## TOWNSVILLE                     0.10727433 -0.00326797  0.13774861  0.29784128
## TRAFALGAR                      0.73197458 -0.00326797  0.19411562  1.66878503
## TUAS BAY                       0.33574950 -0.00326797  0.19411562  0.76947028
## TUAS NORTH                     0.30448185 -0.00326797  0.19411562  0.69850186
## TUAS PROMENADE                 0.42121147 -0.00326797  0.16123486  1.05712706
## TUAS VIEW                      0.31251172 -0.00326797  0.32563864  0.55337079
## TUAS VIEW EXTENSION            0.41526249 -0.00326797  0.49004241  0.59787479
## TUKANG                         0.06354137 -0.00326797  0.13774861  0.18000873
## TURF CLUB                      0.00440761 -0.00326797  0.12013392  0.02214516
## TYERSALL                       0.19172132 -0.00326797  0.13774861  0.52537228
## ULU PANDAN                     0.17589339 -0.00326797  0.16123486  0.44618492
## UPPER PAYA LEBAR               0.04640271 -0.00326797  0.13774861  0.13383095
## UPPER THOMSON                  0.03219200 -0.00326797  0.19411562  0.08048375
## VICTORIA                      -0.09625554 -0.00326797  0.13774861 -0.25054242
## WATERWAY EAST                 -0.00806028 -0.00326797  0.19411562 -0.01087714
## WENYA                         -0.22654906 -0.00326797  0.16123486 -0.55606103
## WEST COAST                    -0.13864847 -0.00326797  0.16123486 -0.33715268
## WESTERN WATER CATCHMENT       -0.01252733 -0.00326797  0.06728985 -0.03569490
## WOODGROVE                      0.15914792 -0.00326797  0.13774861  0.43760766
## WOODLANDS EAST                 0.10522836 -0.00326797  0.13774861  0.29232869
## WOODLANDS REGIONAL CENTRE      2.33454878 -0.00326797  0.19411562  5.30615860
## WOODLANDS SOUTH                0.61075398 -0.00326797  0.16123486  1.52916525
## WOODLANDS WEST                 2.10582916 -0.00326797  0.16123486  5.25251262
## WOODLEIGH                     -0.05404532 -0.00326797  0.12013392 -0.14649985
## XILIN                         -0.08220134 -0.00326797  0.13774861 -0.21267528
## YEW TEE                       -0.38502689 -0.00326797  0.24343675 -0.77374190
## YIO CHU KANG                   0.09262062 -0.00326797  0.16123486  0.23880172
## YIO CHU KANG EAST             -0.17897306 -0.00326797  0.16123486 -0.43757738
## YIO CHU KANG NORTH             0.24753882 -0.00326797  0.16123486  0.62461129
## YIO CHU KANG WEST              0.04510006 -0.00326797  0.19411562  0.10978125
## YISHUN CENTRAL                 0.07904169 -0.00326797  0.19411562  0.18681880
## YISHUN EAST                    0.39731618 -0.00326797  0.24343675  0.81189655
## YISHUN SOUTH                  -0.41374239 -0.00326797  0.16123486 -1.02224882
## YISHUN WEST                    0.19090578 -0.00326797  0.12013392  0.56021885
## YUHUA EAST                     0.20500375 -0.00326797  0.16123486  0.51868160
## YUHUA WEST                     0.28994167 -0.00326797  0.19411562  0.66549993
## YUNNAN                        -0.99718368 -0.00326797  0.16123486 -2.47525574
##                               Pr.z...0.
## ADMIRALTY                        0.4738
## AIRPORT ROAD                     0.2576
## ALEXANDRA HILL                   0.8244
## ALEXANDRA NORTH                  0.4434
## ALJUNIED                         0.0220
## ANAK BUKIT                       0.7082
## ANCHORVALE                       0.0776
## ANG MO KIO TOWN CENTRE           0.0018
## ANSON                            0.2246
## BALESTIER                        0.4138
## BANGKIT                          0.4157
## BAYFRONT SUBZONE                 0.1420
## BAYSHORE                         0.8790
## BEDOK NORTH                      0.9995
## BEDOK RESERVOIR                  0.1382
## BEDOK SOUTH                      0.0344
## BENCOOLEN                        0.3850
## BENDEMEER                        0.6307
## BENOI SECTOR                     0.1077
## BIDADARI                         0.3282
## BISHAN EAST                      0.0471
## BOAT QUAY                        0.2779
## BOON KENG                        0.4428
## BOON LAY PLACE                   0.0265
## BOON TECK                        0.5003
## BOULEVARD                        0.9963
## BRADDELL                         0.5308
## BRAS BASAH                       0.4901
## BRICKWORKS                       0.4906
## BUGIS                            0.5580
## BUKIT BATOK CENTRAL              0.4672
## BUKIT BATOK EAST                 0.5531
## BUKIT BATOK SOUTH                0.4525
## BUKIT BATOK WEST                 0.5146
## BUKIT HO SWEE                    0.4662
## BUKIT MERAH                      0.4500
## CAIRNHILL                        0.4764
## CECIL                            0.2564
## CENTRAL SUBZONE                  0.0261
## CENTRAL WATER CATCHMENT          0.3070
## CHANGI AIRPORT                   0.8515
## CHANGI POINT                     0.6342
## CHANGI WEST                      0.3741
## CHATSWORTH                       0.3106
## CHENG SAN                        0.0312
## CHIN BEE                         0.8349
## CHINA SQUARE                     0.3267
## CHINATOWN                        0.6526
## CHOA CHU KANG CENTRAL            0.3105
## CHOA CHU KANG NORTH              0.5022
## CHONG BOON                       0.0001
## CITY HALL                        0.5839
## CITY TERMINALS                   0.1442
## CLARKE QUAY                      0.3598
## CLEMENTI CENTRAL                 0.3276
## CLEMENTI NORTH                   0.3055
## CLEMENTI WEST                    0.4682
## CLEMENTI WOODS                   0.3746
## CLIFFORD PIER                    0.2544
## COMMONWEALTH                     0.4167
## COMPASSVALE                      0.4283
## CORONATION ROAD                  0.4058
## CRAWFORD                         0.4905
## DAIRY FARM                       0.7166
## DEFU INDUSTRIAL PARK             0.4738
## DEPOT ROAD                       0.4992
## DHOBY GHAUT                      0.5868
## DOVER                            0.4945
## DUNEARN                          0.2628
## EAST COAST                       0.3069
## EVERTON PARK                     0.4340
## FABER                            0.7185
## FAJAR                            0.5461
## FARRER COURT                     0.3013
## FARRER PARK                      0.6425
## FERNVALE                         0.4066
## FLORA DRIVE                      0.4570
## FORT CANNING                     0.3156
## FRANKEL                          0.0000
## GALI BATU                        0.4412
## GEYLANG BAHRU                    0.4336
## GEYLANG EAST                     0.0000
## GHIM MOH                         0.3684
## GOMBAK                           0.5550
## GOODWOOD PARK                    0.4207
## GREENWOOD PARK                   0.9997
## GUILIN                           0.4693
## GUL BASIN                        0.1217
## GUL CIRCLE                       0.1317
## HENDERSON HILL                   0.4937
## HILLCREST                        0.2717
## HILLVIEW                         0.5004
## HOLLAND DRIVE                    0.3930
## HOLLAND ROAD                     0.5593
## HONG KAH                         0.0189
## HONG KAH NORTH                   0.5120
## HOUGANG CENTRAL                  0.0000
## HOUGANG EAST                     0.2545
## HOUGANG WEST                     0.0000
## INSTITUTION HILL                 0.1784
## INTERNATIONAL BUSINESS PARK      0.6579
## ISTANA NEGARA                    0.2245
## JELEBU                           0.9338
## JOO KOON                         0.6628
## JOO SENG                         0.4756
## JURONG GATEWAY                   0.5660
## JURONG PORT                      0.1642
## JURONG RIVER                     0.4793
## JURONG WEST CENTRAL              0.7828
## KAKI BUKIT                       0.8596
## KALLANG BAHRU                    0.4360
## KALLANG WAY                      0.6671
## KAMPONG BUGIS                    0.8173
## KAMPONG GLAM                     0.4844
## KAMPONG JAVA                     0.4776
## KAMPONG TIONG BAHRU              0.4901
## KAMPONG UBI                      0.0026
## KANGKAR                          0.2139
## KATONG                           0.5173
## KEAT HONG                        0.3055
## KEBUN BAHRU                      0.4448
## KEMBANGAN                        0.0007
## KENT RIDGE                       0.3764
## KHATIB                           0.9900
## KIAN TECK                        0.5351
## KIM KEAT                         0.3940
## KOVAN                            0.0490
## KRANJI                           0.6585
## LAKESIDE                         0.7469
## LAVENDER                         0.6025
## LEEDON PARK                      0.2675
## LEONIE HILL                      0.3296
## LIM CHU KANG                     0.1592
## LITTLE INDIA                     0.4541
## LIU FANG                         0.3190
## LORONG 8 TOA PAYOH               0.5013
## LORONG AH SOO                    0.0000
## LORONG CHUAN                     0.9373
## LORONG HALUS                     0.5369
## LOWER SELETAR                    0.2481
## LOYANG EAST                      0.2960
## LOYANG WEST                      0.4888
## MACKENZIE                        0.2570
## MACPHERSON                       0.9952
## MALCOLM                          0.3316
## MANDAI EAST                      0.6451
## MANDAI ESTATE                    0.4546
## MANDAI WEST                      0.3250
## MARGARET DRIVE                   0.3432
## MARINA CENTRE                    0.4110
## MARINA EAST (MP)                 0.3488
## MARINA SOUTH                     0.1240
## MARINE PARADE                    0.6497
## MARITIME SQUARE                  0.2064
## MARYMOUNT                        0.0293
## MATILDA                          0.0001
## MAXWELL                          0.3103
## MEI CHIN                         0.5244
## MIDVIEW                          0.0376
## MONK'S HILL                      0.2889
## MOULMEIN                         0.7409
## MOUNT EMILY                      0.1814
## MOUNT PLEASANT                   0.1565
## MOUNTBATTEN                      0.9817
## NASSIM                           0.4091
## NATIONAL UNIVERSITY OF S'PORE    0.4493
## NATURE RESERVE                   0.4922
## NEE SOON                         0.2910
## NEWTON CIRCUS                    0.3399
## NORTH COAST                      0.3633
## NORTHLAND                        0.0916
## NORTHSHORE                       0.2569
## ONE NORTH                        0.2608
## ONE TREE HILL                    0.3768
## ORANGE GROVE                     0.6008
## OXLEY                            0.2807
## PANDAN                           0.3538
## PANG SUA                         0.3100
## PASIR PANJANG 1                  0.5174
## PASIR PANJANG 2                  0.3680
## PASIR RIS CENTRAL                0.6265
## PASIR RIS DRIVE                  0.9925
## PASIR RIS PARK                   0.5306
## PASIR RIS WAFER FAB PARK         0.5975
## PASIR RIS WEST                   0.8095
## PATERSON                         0.5203
## PAYA LEBAR EAST                  0.7183
## PAYA LEBAR NORTH                 0.1864
## PAYA LEBAR WEST                  0.1139
## PEARL'S HILL                     0.4161
## PEI CHUN                         0.4624
## PENG SIANG                       0.4094
## PENJURU CRESCENT                 0.3060
## PEOPLE'S PARK                    0.5012
## PHILLIP                          0.1917
## PIONEER SECTOR                   0.1725
## PLAB                             0.0509
## PORT                             0.3169
## POTONG PASIR                     0.4911
## PUNGGOL FIELD                    0.0315
## PUNGGOL TOWN CENTRE              0.6849
## QUEENSWAY                        0.3767
## RAFFLES PLACE                    0.1741
## REDHILL                          0.5017
## RESERVOIR VIEW                   0.1518
## RIDOUT                           0.2204
## RIVERVALE                        0.0003
## ROBERTSON QUAY                   0.3298
## ROCHOR CANAL                     0.5271
## SAFTI                            0.7072
## SAMULUN                          0.1263
## SAUJANA                          0.5508
## SELEGIE                          0.2512
## SELETAR                          0.4800
## SELETAR AEROSPACE PARK           0.2424
## SELETAR HILLS                    0.5647
## SEMBAWANG CENTRAL                0.0822
## SEMBAWANG EAST                   0.3511
## SEMBAWANG HILLS                  0.5920
## SEMBAWANG NORTH                  0.5276
## SEMBAWANG SPRINGS                0.3962
## SEMBAWANG STRAITS                0.2646
## SENGKANG TOWN CENTRE             0.0000
## SENGKANG WEST                    0.1719
## SENJA                            0.7886
## SENNETT                          0.4660
## SENOKO NORTH                     0.5746
## SENOKO SOUTH                     0.7512
## SENOKO WEST                      0.8473
## SENTOSA                          0.1922
## SERANGOON CENTRAL                0.0002
## SERANGOON GARDEN                 0.0004
## SERANGOON NORTH                  0.2167
## SERANGOON NORTH IND ESTATE       0.7856
## SHANGRI-LA                       0.3382
## SHIPYARD                         0.1095
## SIGLAP                           0.7610
## SIMEI                            0.0047
## SINGAPORE GENERAL HOSPITAL       0.4703
## SINGAPORE POLYTECHNIC            0.4810
## SOMERSET                         0.6552
## SPRINGLEAF                       0.3932
## STRAITS VIEW                     0.0923
## SUNGEI ROAD                      0.4034
## SUNSET WAY                       0.7542
## SWISS CLUB                       0.4935
## TAGORE                           0.2981
## TAI SENG                         0.4804
## TAMAN JURONG                     0.2060
## TAMPINES EAST                    0.9301
## TAMPINES NORTH                   0.6415
## TAMPINES WEST                    0.9091
## TANGLIN                          0.4697
## TANGLIN HALT                     0.5078
## TANJONG PAGAR                    0.1626
## TANJONG RHU                      0.6130
## TEBAN GARDENS                    0.7873
## TECK WHYE                        0.2696
## TELOK BLANGAH DRIVE              0.7304
## TELOK BLANGAH RISE               0.4794
## TELOK BLANGAH WAY                0.4476
## TENGAH                           0.7756
## TENGEH                           0.1498
## THE WHARVES                      0.3127
## TIONG BAHRU                      0.4986
## TIONG BAHRU STATION              0.5577
## TOA PAYOH CENTRAL                0.1587
## TOA PAYOH WEST                   0.5218
## TOH GUAN                         0.4141
## TOH TUCK                         0.4858
## TOWNSVILLE                       0.3829
## TRAFALGAR                        0.0476
## TUAS BAY                         0.2208
## TUAS NORTH                       0.2424
## TUAS PROMENADE                   0.1452
## TUAS VIEW                        0.2900
## TUAS VIEW EXTENSION              0.2750
## TUKANG                           0.4286
## TURF CLUB                        0.4912
## TYERSALL                         0.2997
## ULU PANDAN                       0.3277
## UPPER PAYA LEBAR                 0.4468
## UPPER THOMSON                    0.4679
## VICTORIA                         0.5989
## WATERWAY EAST                    0.5043
## WENYA                            0.7109
## WEST COAST                       0.6320
## WESTERN WATER CATCHMENT          0.5142
## WOODGROVE                        0.3308
## WOODLANDS EAST                   0.3850
## WOODLANDS REGIONAL CENTRE        0.0000
## WOODLANDS SOUTH                  0.0631
## WOODLANDS WEST                   0.0000
## WOODLEIGH                        0.5582
## XILIN                            0.5842
## YEW TEE                          0.7805
## YIO CHU KANG                     0.4056
## YIO CHU KANG EAST                0.6692
## YIO CHU KANG NORTH               0.2661
## YIO CHU KANG WEST                0.4563
## YISHUN CENTRAL                   0.4259
## YISHUN EAST                      0.2084
## YISHUN SOUTH                     0.8467
## YISHUN WEST                      0.2877
## YUHUA EAST                       0.3020
## YUHUA WEST                       0.2529
## YUNNAN                           0.9933

Mapping the Local Moran’s I

Appending the Local Moran’s I dataframe onto mpsz_cleaned

tapin.localMI <- cbind(mpsz_cleaned,tapin_localMI)
tapout.localMI <- cbind(mpsz_cleaned,tapout_localMI)

tm_shape(tapin.localMI) +
  tm_fill(col = "Ii", 
          style = "pretty", 
          title = "local moran statistics") +
  tm_borders(alpha = 0.5)

## Warning: The shape tapin.localMI is invalid. See sf::st_is_valid

## Variable(s) "Ii" contains positive and negative values, so midpoint is set to 0. Set midpoint = NA to show the full spectrum of the color palette.

tm_shape(tapout.localMI) +
  tm_fill(col = "Ii", 
          style = "pretty", 
          title = "local moran statistics") +
  tm_borders(alpha = 0.5)

## Warning: The shape tapout.localMI is invalid. See sf::st_is_valid

## Variable(s) "Ii" contains positive and negative values, so midpoint is set to 0. Set midpoint = NA to show the full spectrum of the color palette.

Creating LISA Cluster Map

The LISA Cluster Map shows the significant locations color coded by type of spatial autocorrelation.

Plotting Moran scatterplot - Tap In

nci <- moran.plot(mpsz_cleaned$TOTAL_TAP_IN_VOLUME, rswm_q, labels=as.character(mpsz_cleaned$SUBZONE_N), xlab="Total Tap In Volume", ylab="Spatially Lagged Tap In Volume")

Plotting Moran scatterplot with standardized variable - Tap In

mpsz_cleaned$Z.TOTAL_TAP_IN_VOLUME <- scale(mpsz_cleaned$TOTAL_TAP_IN_VOLUME) %>% as.vector 

nci2 <- moran.plot(mpsz_cleaned$Z.TOTAL_TAP_IN_VOLUME, rswm_q, labels=as.character(mpsz_cleaned$SUBZONE_N), xlab="Total Tap In Volume", ylab="Spatially Lagged Tap In Volume")

Preparing a LISA cluster map

quadrant <- vector(mode="numeric",length=nrow(tapin_localMI))
DV <- mpsz_cleaned$TOTAL_TAP_IN_VOLUME - mean(mpsz_cleaned$TOTAL_TAP_IN_VOLUME) 
C_mI <- tapin_localMI[,1] - mean(tapin_localMI[,1]) 
signif <- 0.05       
quadrant[DV >0 & C_mI>0] <- 4      
quadrant[DV <0 & C_mI<0] <- 1      
quadrant[DV <0 & C_mI>0] <- 2
quadrant[DV >0 & C_mI<0] <- 3
quadrant[tapin_localMI[,5]>signif] <- 0

Building the LISA Map

tapin.localMI$quadrant <- quadrant
colors <- c("#ffffff", "#2c7bb6", "#abd9e9", "#fdae61", "#d7191c")
clusters <- c("insignificant", "low-low", "low-high", "high-low", "high-high")

tm_shape(tapin.localMI) +
  tm_fill(col = "quadrant", style = "cat", palette = colors[c(sort(unique(quadrant)))+1], labels = clusters[c(sort(unique(quadrant)))+1], popup.vars = c("Postal.Code")) +
  tm_view(set.zoom.limits = c(11,17)) +
  tm_borders(alpha=0.5)

## Warning: The shape tapin.localMI is invalid. See sf::st_is_valid

##### The LISA cluster map shows that most regions are insignificant. It also indicates that there are some high-high clusters in the North, North East and East regions of Singapore. The red regions contribute significantly to a positive global spatial autocorrelation outcome, and the white regions contribute significantly to a negative autocorrelation outcome.

Plotting Moran scatterplot - Tap Out

nci <- moran.plot(mpsz_cleaned$TOTAL_TAP_OUT_VOLUME, rswm_q, labels=as.character(mpsz_cleaned$SUBZONE_N), xlab="Total Tap Out Volume", ylab="Spatially Lagged Tap Out Volume")

Plotting Moran scatterplot with standardized variable - Tap Out

mpsz_cleaned$Z.TOTAL_TAP_OUT_VOLUME <- scale(mpsz_cleaned$TOTAL_TAP_OUT_VOLUME) %>% as.vector 

nci2 <- moran.plot(mpsz_cleaned$Z.TOTAL_TAP_OUT_VOLUME, rswm_q, labels=as.character(mpsz_cleaned$SUBZONE_N), xlab="Total Tap Out Volume", ylab="Spatially Lagged Tap Out Volume")

Preparing a LISA cluster map

quadrant <- vector(mode="numeric",length=nrow(tapout_localMI))
DV <- mpsz_cleaned$TOTAL_TAP_OUT_VOLUME - mean(mpsz_cleaned$TOTAL_TAP_OUT_VOLUME) 
C_mI <- tapout_localMI[,1] - mean(tapout_localMI[,1]) 
signif <- 0.05       
quadrant[DV >0 & C_mI>0] <- 4      
quadrant[DV <0 & C_mI<0] <- 1      
quadrant[DV <0 & C_mI>0] <- 2
quadrant[DV >0 & C_mI<0] <- 3
quadrant[tapout_localMI[,5]>signif] <- 0

Building the LISA Map

tapout.localMI$quadrant <- quadrant
colors <- c("#ffffff", "#2c7bb6", "#abd9e9", "#fdae61", "#d7191c")
clusters <- c("insignificant", "low-low", "low-high", "high-low", "high-high")

tm_shape(tapout.localMI) +
  tm_fill(col = "quadrant", style = "cat", palette = colors[c(sort(unique(quadrant)))+1], labels = clusters[c(sort(unique(quadrant)))+1], popup.vars = c("Postal.Code")) +
  tm_view(set.zoom.limits = c(11,17)) +
  tm_borders(alpha=0.5)

## Warning: The shape tapout.localMI is invalid. See sf::st_is_valid

The LISA cluster map shows that most regions are insignificant. It also indicates that there are some high-high clusters in the North, North East and East regions of Singapore. The red regions contribute significantly to a positive global spatial autocorrelation outcome, and the white regions contribute significantly to a negative autocorrelation outcome.