Library

# Load packages
library(here)        # relative filepaths for reproducibility
library(tidyverse)   # data wrangling
library(stringi)     # string wrangling
library(kableExtra)  # table formatting
library(tidycensus)  # census data

API Key and Variable Import

# Load API key, assign to TidyCensus Package
source(here::here("analysis/password.R"))
census_api_key(census_api_key)

import::here( "author",
              "census_division",
              "census_regions",
              "fips_region_assignment",
              "rank_variables",
              "svi_theme_variables",
              "svi_theme_flags",
             # notice the use of here::here() that points to the .R file
             # where all these R objects are created
             .from = here::here("analysis/project_data_steps_knopp.R"),
             .character_only = TRUE)

Data

# Load SVI data sets
svi_2010 <- readRDS(here::here("data/raw/Census_Data_SVI/svi_2010_trt10.rds"))
svi_2020 <- readRDS(here::here("data/raw/Census_Data_SVI/svi_2020_trt10.rds"))

census_regions %>% colnames()

## [1] "region_number"   "region"          "division_number" "division"       
## [5] "state"

# Set census regions column names to lowercase
colnames(census_regions) <- colnames(census_regions) %>% tolower()

census_regions %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
region_number region division_number division state
1 Northeast Region 1 New England Division CT
1 Northeast Region 1 New England Division MA
1 Northeast Region 1 New England Division ME
1 Northeast Region 1 New England Division NH
1 Northeast Region 1 New England Division RI
1 Northeast Region 1 New England Division VT

2010 Data

svi_2010 %>% colnames()

##  [1] "GEOID_2010_trt"         "E_TOTPOP_10"            "E_HU_10"               
##  [4] "E_HH_10"                "E_POV150_10"            "ET_POVSTATUS_10"       
##  [7] "EP_POV150_10"           "EPL_POV150_10"          "E_UNEMP_10"            
## [10] "ET_EMPSTATUS_10"        "EP_UNEMP_10"            "EPL_UNEMP_10"          
## [13] "E_HBURD_OWN_10"         "ET_HOUSINGCOST_OWN_10"  "EP_HBURD_OWN_10"       
## [16] "EPL_HBURD_OWN_10"       "E_HBURD_RENT_10"        "ET_HOUSINGCOST_RENT_10"
## [19] "EP_HBURD_RENT_10"       "EPL_HBURD_RENT_10"      "E_HBURD_10"            
## [22] "ET_HOUSINGCOST_10"      "EP_HBURD_10"            "EPL_HBURD_10"          
## [25] "E_NOHSDP_10"            "ET_EDSTATUS_10"         "EP_NOHSDP_10"          
## [28] "EPL_NOHSDP_10"          "E_UNINSUR_12"           "ET_INSURSTATUS_12"     
## [31] "EP_UNINSUR_12"          "EPL_UNINSUR_12"         "E_AGE65_10"            
## [34] "EP_AGE65_10"            "EPL_AGE65_10"           "E_AGE17_10"            
## [37] "EP_AGE17_10"            "EPL_AGE17_10"           "E_DISABL_12"           
## [40] "ET_DISABLSTATUS_12"     "EP_DISABL_12"           "EPL_DISABL_12"         
## [43] "E_SNGPNT_10"            "ET_FAMILIES_10"         "EP_SNGPNT_10"          
## [46] "EPL_SNGPNT_10"          "E_LIMENG_10"            "ET_POPAGE5UP_10"       
## [49] "EP_LIMENG_10"           "EPL_LIMENG_10"          "E_MINRTY_10"           
## [52] "ET_POPETHRACE_10"       "EP_MINRTY_10"           "EPL_MINRTY_10"         
## [55] "E_STRHU_10"             "E_MUNIT_10"             "EP_MUNIT_10"           
## [58] "EPL_MUNIT_10"           "E_MOBILE_10"            "EP_MOBILE_10"          
## [61] "EPL_MOBILE_10"          "E_CROWD_10"             "ET_OCCUPANTS_10"       
## [64] "EP_CROWD_10"            "EPL_CROWD_10"           "E_NOVEH_10"            
## [67] "ET_KNOWNVEH_10"         "EP_NOVEH_10"            "EPL_NOVEH_10"          
## [70] "E_GROUPQ_10"            "ET_HHTYPE_10"           "EP_GROUPQ_10"          
## [73] "EPL_GROUPQ_10"

svi_2010 %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt E_TOTPOP_10 E_HU_10 E_HH_10 E_POV150_10 ET_POVSTATUS_10 EP_POV150_10 EPL_POV150_10 E_UNEMP_10 ET_EMPSTATUS_10 EP_UNEMP_10 EPL_UNEMP_10 E_HBURD_OWN_10 ET_HOUSINGCOST_OWN_10 EP_HBURD_OWN_10 EPL_HBURD_OWN_10 E_HBURD_RENT_10 ET_HOUSINGCOST_RENT_10 EP_HBURD_RENT_10 EPL_HBURD_RENT_10 E_HBURD_10 ET_HOUSINGCOST_10 EP_HBURD_10 EPL_HBURD_10 E_NOHSDP_10 ET_EDSTATUS_10 EP_NOHSDP_10 EPL_NOHSDP_10 E_UNINSUR_12 ET_INSURSTATUS_12 EP_UNINSUR_12 EPL_UNINSUR_12 E_AGE65_10 EP_AGE65_10 EPL_AGE65_10 E_AGE17_10 EP_AGE17_10 EPL_AGE17_10 E_DISABL_12 ET_DISABLSTATUS_12 EP_DISABL_12 EPL_DISABL_12 E_SNGPNT_10 ET_FAMILIES_10 EP_SNGPNT_10 EPL_SNGPNT_10 E_LIMENG_10 ET_POPAGE5UP_10 EP_LIMENG_10 EPL_LIMENG_10 E_MINRTY_10 ET_POPETHRACE_10 EP_MINRTY_10 EPL_MINRTY_10 E_STRHU_10 E_MUNIT_10 EP_MUNIT_10 EPL_MUNIT_10 E_MOBILE_10 EP_MOBILE_10 EPL_MOBILE_10 E_CROWD_10 ET_OCCUPANTS_10 EP_CROWD_10 EPL_CROWD_10 E_NOVEH_10 ET_KNOWNVEH_10 EP_NOVEH_10 EPL_NOVEH_10 E_GROUPQ_10 ET_HHTYPE_10 EP_GROUPQ_10 EPL_GROUPQ_10
01001020100 1809 771 696 297 1809 16.41791 NA 36 889 4.049494 NA 127 598 21.23746 NA 47 98 47.95918 NA 174 696 25.00000 NA 196 1242 15.780998 NA 186 1759 10.574190 NA 222 12.271973 NA 445 24.59923 NA 298 1335 22.32210 NA 27 545 4.954128 NA 36 1705 2.1114370 NA 385 1809 21.282477 NA 771 0 0.0000000 NA 92 11.9325551 NA 0 696 0.0000000 NA 50 696 7.183908 NA 0 1809 0 NA
01001020200 2020 816 730 495 1992 24.84940 NA 68 834 8.153477 NA 49 439 11.16173 NA 105 291 36.08247 NA 154 730 21.09589 NA 339 1265 26.798419 NA 313 2012 15.556660 NA 204 10.099010 NA 597 29.55446 NA 359 1515 23.69637 NA 132 456 28.947368 NA 15 1890 0.7936508 NA 1243 2020 61.534653 NA 816 0 0.0000000 NA 34 4.1666667 NA 13 730 1.7808219 NA 115 730 15.753425 NA 0 2020 0 NA
01001020300 3543 1403 1287 656 3533 18.56779 NA 93 1552 5.992268 NA 273 957 28.52665 NA 178 330 53.93939 NA 451 1287 35.04274 NA 346 2260 15.309734 NA 252 3102 8.123791 NA 487 13.745413 NA 998 28.16822 NA 371 2224 16.68165 NA 126 913 13.800657 NA 0 3365 0.0000000 NA 637 3543 17.979114 NA 1403 10 0.7127584 NA 2 0.1425517 NA 0 1287 0.0000000 NA 101 1287 7.847708 NA 0 3543 0 NA
01001020400 4840 1957 1839 501 4840 10.35124 NA 101 2129 4.744011 NA 310 1549 20.01291 NA 89 290 30.68966 NA 399 1839 21.69657 NA 274 3280 8.353658 NA 399 4293 9.294200 NA 955 19.731405 NA 1195 24.69008 NA 625 3328 18.78005 NA 152 1374 11.062591 NA 10 4537 0.2204100 NA 297 4840 6.136364 NA 1957 33 1.6862545 NA 25 1.2774655 NA 14 1839 0.7612833 NA 19 1839 1.033170 NA 0 4840 0 NA
01001020500 9938 3969 3741 1096 9938 11.02838 NA 188 4937 3.807981 NA 426 2406 17.70574 NA 528 1335 39.55056 NA 954 3741 25.50120 NA 293 5983 4.897209 NA 740 10110 7.319486 NA 837 8.422218 NA 3012 30.30791 NA 759 7155 10.60797 NA 476 2529 18.821669 NA 78 9297 0.8389803 NA 1970 9938 19.822902 NA 3969 306 7.7097506 NA 0 0.0000000 NA 7 3741 0.1871157 NA 223 3741 5.960973 NA 0 9938 0 NA
01001020600 3402 1456 1308 735 3402 21.60494 NA 134 1720 7.790698 NA 242 1032 23.44961 NA 62 276 22.46377 NA 304 1308 23.24159 NA 301 2151 13.993491 NA 355 3445 10.304790 NA 386 11.346267 NA 931 27.36626 NA 440 2439 18.04018 NA 143 924 15.476190 NA 4 3254 0.1229256 NA 723 3402 21.252205 NA 1456 18 1.2362637 NA 433 29.7390110 NA 16 1308 1.2232416 NA 28 1308 2.140673 NA 0 3402 0 NA 
svi_2010 %>% nrow()

## [1] 73057

2020 Data

svi_2020 %>% colnames()

##  [1] "GEOID_2010_trt"         "E_TOTPOP_20"            "E_HU_20"               
##  [4] "E_HH_20"                "E_POV150_20"            "ET_POVSTATUS_20"       
##  [7] "EP_POV150_20"           "EPL_POV150_20"          "E_UNEMP_20"            
## [10] "ET_EMPSTATUS_20"        "EP_UNEMP_20"            "EPL_UNEMP_20"          
## [13] "E_HBURD_OWN_20"         "ET_HOUSINGCOST_OWN_20"  "EP_HBURD_OWN_20"       
## [16] "EPL_HBURD_OWN_20"       "E_HBURD_RENT_20"        "ET_HOUSINGCOST_RENT_20"
## [19] "EP_HBURD_RENT_20"       "EPL_HBURD_RENT_20"      "E_HBURD_20"            
## [22] "ET_HOUSINGCOST_20"      "EP_HBURD_20"            "EPL_HBURD_20"          
## [25] "E_NOHSDP_20"            "ET_EDSTATUS_20"         "EP_NOHSDP_20"          
## [28] "EPL_NOHSDP_20"          "E_UNINSUR_20"           "ET_INSURSTATUS_20"     
## [31] "EP_UNINSUR_20"          "EPL_UNINSUR_20"         "E_AGE65_20"            
## [34] "EP_AGE65_20"            "EPL_AGE65_20"           "E_AGE17_20"            
## [37] "EP_AGE17_20"            "EPL_AGE17_20"           "E_DISABL_20"           
## [40] "ET_DISABLSTATUS_20"     "EP_DISABL_20"           "EPL_DISABL_20"         
## [43] "E_SNGPNT_20"            "ET_FAMILIES_20"         "EP_SNGPNT_20"          
## [46] "EPL_SNGPNT_20"          "E_LIMENG_20"            "ET_POPAGE5UP_20"       
## [49] "EP_LIMENG_20"           "EPL_LIMENG_20"          "E_MINRTY_20"           
## [52] "ET_POPETHRACE_20"       "EP_MINRTY_20"           "EPL_MINRTY_20"         
## [55] "E_STRHU_20"             "E_MUNIT_20"             "EP_MUNIT_20"           
## [58] "EPL_MUNIT_20"           "E_MOBILE_20"            "EP_MOBILE_20"          
## [61] "EPL_MOBILE_20"          "E_CROWD_20"             "ET_OCCUPANTS_20"       
## [64] "EP_CROWD_20"            "EPL_CROWD_20"           "E_NOVEH_20"            
## [67] "ET_KNOWNVEH_20"         "EP_NOVEH_20"            "EPL_NOVEH_20"          
## [70] "E_GROUPQ_20"            "ET_HHTYPE_20"           "EP_GROUPQ_20"          
## [73] "EPL_GROUPQ_20"

svi_2020 %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt E_TOTPOP_20 E_HU_20 E_HH_20 E_POV150_20 ET_POVSTATUS_20 EP_POV150_20 EPL_POV150_20 E_UNEMP_20 ET_EMPSTATUS_20 EP_UNEMP_20 EPL_UNEMP_20 E_HBURD_OWN_20 ET_HOUSINGCOST_OWN_20 EP_HBURD_OWN_20 EPL_HBURD_OWN_20 E_HBURD_RENT_20 ET_HOUSINGCOST_RENT_20 EP_HBURD_RENT_20 EPL_HBURD_RENT_20 E_HBURD_20 ET_HOUSINGCOST_20 EP_HBURD_20 EPL_HBURD_20 E_NOHSDP_20 ET_EDSTATUS_20 EP_NOHSDP_20 EPL_NOHSDP_20 E_UNINSUR_20 ET_INSURSTATUS_20 EP_UNINSUR_20 EPL_UNINSUR_20 E_AGE65_20 EP_AGE65_20 EPL_AGE65_20 E_AGE17_20 EP_AGE17_20 EPL_AGE17_20 E_DISABL_20 ET_DISABLSTATUS_20 EP_DISABL_20 EPL_DISABL_20 E_SNGPNT_20 ET_FAMILIES_20 EP_SNGPNT_20 EPL_SNGPNT_20 E_LIMENG_20 ET_POPAGE5UP_20 EP_LIMENG_20 EPL_LIMENG_20 E_MINRTY_20 ET_POPETHRACE_20 EP_MINRTY_20 EPL_MINRTY_20 E_STRHU_20 E_MUNIT_20 EP_MUNIT_20 EPL_MUNIT_20 E_MOBILE_20 EP_MOBILE_20 EPL_MOBILE_20 E_CROWD_20 ET_OCCUPANTS_20 EP_CROWD_20 EPL_CROWD_20 E_NOVEH_20 ET_KNOWNVEH_20 EP_NOVEH_20 EPL_NOVEH_20 E_GROUPQ_20 ET_HHTYPE_20 EP_GROUPQ_20 EPL_GROUPQ_20
01001020100 1941 710 693 352 1941 18.13498 NA 18 852 2.112676 NA 81 507 15.976331 NA 63 186 33.87097 NA 144 693 20.77922 NA 187 1309 14.285714 NA 187 1941 9.634209 NA 295 15.19835 NA 415 21.38073 NA 391 1526 25.62254 NA 58 555 10.45045 NA 0 1843 0.0000000 NA 437 1941 22.51417 NA 710 0 0.0000000 NA 88 12.3943662 NA 0 693 0.0000000 NA 10 693 1.443001 NA 0 1941 0.000000 NA
01001020200 1757 720 573 384 1511 25.41363 NA 29 717 4.044630 NA 33 392 8.418367 NA 116 181 64.08840 NA 149 573 26.00349 NA 139 1313 10.586443 NA 91 1533 5.936073 NA 284 16.16392 NA 325 18.49744 NA 164 1208 13.57616 NA 42 359 11.69916 NA 0 1651 0.0000000 NA 1116 1757 63.51736 NA 720 3 0.4166667 NA 5 0.6944444 NA 9 573 1.5706806 NA 57 573 9.947644 NA 212 1757 12.066022 NA
01001020300 3694 1464 1351 842 3694 22.79372 NA 53 1994 2.657974 NA 117 967 12.099276 NA 147 384 38.28125 NA 264 1351 19.54108 NA 317 2477 12.797739 NA 127 3673 3.457664 NA 464 12.56091 NA 929 25.14889 NA 473 2744 17.23761 NA 263 975 26.97436 NA 128 3586 3.5694367 NA 1331 3694 36.03140 NA 1464 26 1.7759563 NA 14 0.9562842 NA 35 1351 2.5906736 NA 42 1351 3.108808 NA 0 3694 0.000000 NA
01001020400 3539 1741 1636 503 3539 14.21305 NA 39 1658 2.352232 NA 219 1290 16.976744 NA 74 346 21.38728 NA 293 1636 17.90954 NA 173 2775 6.234234 NA 169 3529 4.788892 NA 969 27.38062 NA 510 14.41085 NA 670 3019 22.19278 NA 148 1137 13.01671 NA 89 3409 2.6107363 NA 454 3539 12.82848 NA 1741 143 8.2136703 NA 0 0.0000000 NA 10 1636 0.6112469 NA 72 1636 4.400978 NA 0 3539 0.000000 NA
01001020500 10674 4504 4424 1626 10509 15.47245 NA 81 5048 1.604596 NA 321 2299 13.962592 NA 711 2125 33.45882 NA 1032 4424 23.32731 NA 531 6816 7.790493 NA 301 10046 2.996217 NA 1613 15.11149 NA 2765 25.90407 NA 1124 7281 15.43744 NA 342 2912 11.74451 NA 52 9920 0.5241935 NA 2603 10674 24.38636 NA 4504 703 15.6083481 NA 29 0.6438721 NA 37 4424 0.8363472 NA 207 4424 4.679023 NA 176 10674 1.648866 NA
01001020600 3536 1464 1330 1279 3523 36.30429 NA 34 1223 2.780049 NA 321 1111 28.892889 NA 67 219 30.59361 NA 388 1330 29.17293 NA 306 2380 12.857143 NA 415 3496 11.870709 NA 547 15.46946 NA 982 27.77149 NA 729 2514 28.99761 NA 95 880 10.79545 NA 0 3394 0.0000000 NA 985 3536 27.85633 NA 1464 0 0.0000000 NA 364 24.8633880 NA 0 1330 0.0000000 NA 17 1330 1.278196 NA 0 3536 0.000000 NA 
svi_2020 %>% nrow()

## [1] 73057

Data Wrangling

svi_2010 <- fips_region_assignment(svi_2010)

svi_2010 %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_10 E_HU_10 E_HH_10 E_POV150_10 ET_POVSTATUS_10 EP_POV150_10 EPL_POV150_10 E_UNEMP_10 ET_EMPSTATUS_10 EP_UNEMP_10 EPL_UNEMP_10 E_HBURD_OWN_10 ET_HOUSINGCOST_OWN_10 EP_HBURD_OWN_10 EPL_HBURD_OWN_10 E_HBURD_RENT_10 ET_HOUSINGCOST_RENT_10 EP_HBURD_RENT_10 EPL_HBURD_RENT_10 E_HBURD_10 ET_HOUSINGCOST_10 EP_HBURD_10 EPL_HBURD_10 E_NOHSDP_10 ET_EDSTATUS_10 EP_NOHSDP_10 EPL_NOHSDP_10 E_UNINSUR_12 ET_INSURSTATUS_12 EP_UNINSUR_12 EPL_UNINSUR_12 E_AGE65_10 EP_AGE65_10 EPL_AGE65_10 E_AGE17_10 EP_AGE17_10 EPL_AGE17_10 E_DISABL_12 ET_DISABLSTATUS_12 EP_DISABL_12 EPL_DISABL_12 E_SNGPNT_10 ET_FAMILIES_10 EP_SNGPNT_10 EPL_SNGPNT_10 E_LIMENG_10 ET_POPAGE5UP_10 EP_LIMENG_10 EPL_LIMENG_10 E_MINRTY_10 ET_POPETHRACE_10 EP_MINRTY_10 EPL_MINRTY_10 E_STRHU_10 E_MUNIT_10 EP_MUNIT_10 EPL_MUNIT_10 E_MOBILE_10 EP_MOBILE_10 EPL_MOBILE_10 E_CROWD_10 ET_OCCUPANTS_10 EP_CROWD_10 EPL_CROWD_10 E_NOVEH_10 ET_KNOWNVEH_10 EP_NOVEH_10 EPL_NOVEH_10 E_GROUPQ_10 ET_HHTYPE_10 EP_GROUPQ_10 EPL_GROUPQ_10
01001020100 01 001 020100 AL Alabama Autauga County 3 South Region 6 East South Central Division 1809 771 696 297 1809 16.41791 NA 36 889 4.049494 NA 127 598 21.23746 NA 47 98 47.95918 NA 174 696 25.00000 NA 196 1242 15.780998 NA 186 1759 10.574190 NA 222 12.271973 NA 445 24.59923 NA 298 1335 22.32210 NA 27 545 4.954128 NA 36 1705 2.1114370 NA 385 1809 21.282477 NA 771 0 0.0000000 NA 92 11.9325551 NA 0 696 0.0000000 NA 50 696 7.183908 NA 0 1809 0 NA
01001020200 01 001 020200 AL Alabama Autauga County 3 South Region 6 East South Central Division 2020 816 730 495 1992 24.84940 NA 68 834 8.153477 NA 49 439 11.16173 NA 105 291 36.08247 NA 154 730 21.09589 NA 339 1265 26.798419 NA 313 2012 15.556660 NA 204 10.099010 NA 597 29.55446 NA 359 1515 23.69637 NA 132 456 28.947368 NA 15 1890 0.7936508 NA 1243 2020 61.534653 NA 816 0 0.0000000 NA 34 4.1666667 NA 13 730 1.7808219 NA 115 730 15.753425 NA 0 2020 0 NA
01001020300 01 001 020300 AL Alabama Autauga County 3 South Region 6 East South Central Division 3543 1403 1287 656 3533 18.56779 NA 93 1552 5.992268 NA 273 957 28.52665 NA 178 330 53.93939 NA 451 1287 35.04274 NA 346 2260 15.309734 NA 252 3102 8.123791 NA 487 13.745413 NA 998 28.16822 NA 371 2224 16.68165 NA 126 913 13.800657 NA 0 3365 0.0000000 NA 637 3543 17.979114 NA 1403 10 0.7127584 NA 2 0.1425517 NA 0 1287 0.0000000 NA 101 1287 7.847708 NA 0 3543 0 NA
01001020400 01 001 020400 AL Alabama Autauga County 3 South Region 6 East South Central Division 4840 1957 1839 501 4840 10.35124 NA 101 2129 4.744011 NA 310 1549 20.01291 NA 89 290 30.68966 NA 399 1839 21.69657 NA 274 3280 8.353658 NA 399 4293 9.294200 NA 955 19.731405 NA 1195 24.69008 NA 625 3328 18.78005 NA 152 1374 11.062591 NA 10 4537 0.2204100 NA 297 4840 6.136364 NA 1957 33 1.6862545 NA 25 1.2774655 NA 14 1839 0.7612833 NA 19 1839 1.033170 NA 0 4840 0 NA
01001020500 01 001 020500 AL Alabama Autauga County 3 South Region 6 East South Central Division 9938 3969 3741 1096 9938 11.02838 NA 188 4937 3.807981 NA 426 2406 17.70574 NA 528 1335 39.55056 NA 954 3741 25.50120 NA 293 5983 4.897209 NA 740 10110 7.319486 NA 837 8.422218 NA 3012 30.30791 NA 759 7155 10.60797 NA 476 2529 18.821669 NA 78 9297 0.8389803 NA 1970 9938 19.822902 NA 3969 306 7.7097506 NA 0 0.0000000 NA 7 3741 0.1871157 NA 223 3741 5.960973 NA 0 9938 0 NA
01001020600 01 001 020600 AL Alabama Autauga County 3 South Region 6 East South Central Division 3402 1456 1308 735 3402 21.60494 NA 134 1720 7.790698 NA 242 1032 23.44961 NA 62 276 22.46377 NA 304 1308 23.24159 NA 301 2151 13.993491 NA 355 3445 10.304790 NA 386 11.346267 NA 931 27.36626 NA 440 2439 18.04018 NA 143 924 15.476190 NA 4 3254 0.1229256 NA 723 3402 21.252205 NA 1456 18 1.2362637 NA 433 29.7390110 NA 16 1308 1.2232416 NA 28 1308 2.140673 NA 0 3402 0 NA 
svi_2020 <- fips_region_assignment(svi_2020)

svi_2020 %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_20 E_HU_20 E_HH_20 E_POV150_20 ET_POVSTATUS_20 EP_POV150_20 EPL_POV150_20 E_UNEMP_20 ET_EMPSTATUS_20 EP_UNEMP_20 EPL_UNEMP_20 E_HBURD_OWN_20 ET_HOUSINGCOST_OWN_20 EP_HBURD_OWN_20 EPL_HBURD_OWN_20 E_HBURD_RENT_20 ET_HOUSINGCOST_RENT_20 EP_HBURD_RENT_20 EPL_HBURD_RENT_20 E_HBURD_20 ET_HOUSINGCOST_20 EP_HBURD_20 EPL_HBURD_20 E_NOHSDP_20 ET_EDSTATUS_20 EP_NOHSDP_20 EPL_NOHSDP_20 E_UNINSUR_20 ET_INSURSTATUS_20 EP_UNINSUR_20 EPL_UNINSUR_20 E_AGE65_20 EP_AGE65_20 EPL_AGE65_20 E_AGE17_20 EP_AGE17_20 EPL_AGE17_20 E_DISABL_20 ET_DISABLSTATUS_20 EP_DISABL_20 EPL_DISABL_20 E_SNGPNT_20 ET_FAMILIES_20 EP_SNGPNT_20 EPL_SNGPNT_20 E_LIMENG_20 ET_POPAGE5UP_20 EP_LIMENG_20 EPL_LIMENG_20 E_MINRTY_20 ET_POPETHRACE_20 EP_MINRTY_20 EPL_MINRTY_20 E_STRHU_20 E_MUNIT_20 EP_MUNIT_20 EPL_MUNIT_20 E_MOBILE_20 EP_MOBILE_20 EPL_MOBILE_20 E_CROWD_20 ET_OCCUPANTS_20 EP_CROWD_20 EPL_CROWD_20 E_NOVEH_20 ET_KNOWNVEH_20 EP_NOVEH_20 EPL_NOVEH_20 E_GROUPQ_20 ET_HHTYPE_20 EP_GROUPQ_20 EPL_GROUPQ_20
01001020100 01 001 020100 AL Alabama Autauga County 3 South Region 6 East South Central Division 1941 710 693 352 1941 18.13498 NA 18 852 2.112676 NA 81 507 15.976331 NA 63 186 33.87097 NA 144 693 20.77922 NA 187 1309 14.285714 NA 187 1941 9.634209 NA 295 15.19835 NA 415 21.38073 NA 391 1526 25.62254 NA 58 555 10.45045 NA 0 1843 0.0000000 NA 437 1941 22.51417 NA 710 0 0.0000000 NA 88 12.3943662 NA 0 693 0.0000000 NA 10 693 1.443001 NA 0 1941 0.000000 NA
01001020200 01 001 020200 AL Alabama Autauga County 3 South Region 6 East South Central Division 1757 720 573 384 1511 25.41363 NA 29 717 4.044630 NA 33 392 8.418367 NA 116 181 64.08840 NA 149 573 26.00349 NA 139 1313 10.586443 NA 91 1533 5.936073 NA 284 16.16392 NA 325 18.49744 NA 164 1208 13.57616 NA 42 359 11.69916 NA 0 1651 0.0000000 NA 1116 1757 63.51736 NA 720 3 0.4166667 NA 5 0.6944444 NA 9 573 1.5706806 NA 57 573 9.947644 NA 212 1757 12.066022 NA
01001020300 01 001 020300 AL Alabama Autauga County 3 South Region 6 East South Central Division 3694 1464 1351 842 3694 22.79372 NA 53 1994 2.657974 NA 117 967 12.099276 NA 147 384 38.28125 NA 264 1351 19.54108 NA 317 2477 12.797739 NA 127 3673 3.457664 NA 464 12.56091 NA 929 25.14889 NA 473 2744 17.23761 NA 263 975 26.97436 NA 128 3586 3.5694367 NA 1331 3694 36.03140 NA 1464 26 1.7759563 NA 14 0.9562842 NA 35 1351 2.5906736 NA 42 1351 3.108808 NA 0 3694 0.000000 NA
01001020400 01 001 020400 AL Alabama Autauga County 3 South Region 6 East South Central Division 3539 1741 1636 503 3539 14.21305 NA 39 1658 2.352232 NA 219 1290 16.976744 NA 74 346 21.38728 NA 293 1636 17.90954 NA 173 2775 6.234234 NA 169 3529 4.788892 NA 969 27.38062 NA 510 14.41085 NA 670 3019 22.19278 NA 148 1137 13.01671 NA 89 3409 2.6107363 NA 454 3539 12.82848 NA 1741 143 8.2136703 NA 0 0.0000000 NA 10 1636 0.6112469 NA 72 1636 4.400978 NA 0 3539 0.000000 NA
01001020500 01 001 020500 AL Alabama Autauga County 3 South Region 6 East South Central Division 10674 4504 4424 1626 10509 15.47245 NA 81 5048 1.604596 NA 321 2299 13.962592 NA 711 2125 33.45882 NA 1032 4424 23.32731 NA 531 6816 7.790493 NA 301 10046 2.996217 NA 1613 15.11149 NA 2765 25.90407 NA 1124 7281 15.43744 NA 342 2912 11.74451 NA 52 9920 0.5241935 NA 2603 10674 24.38636 NA 4504 703 15.6083481 NA 29 0.6438721 NA 37 4424 0.8363472 NA 207 4424 4.679023 NA 176 10674 1.648866 NA
01001020600 01 001 020600 AL Alabama Autauga County 3 South Region 6 East South Central Division 3536 1464 1330 1279 3523 36.30429 NA 34 1223 2.780049 NA 321 1111 28.892889 NA 67 219 30.59361 NA 388 1330 29.17293 NA 306 2380 12.857143 NA 415 3496 11.870709 NA 547 15.46946 NA 982 27.77149 NA 729 2514 28.99761 NA 95 880 10.79545 NA 0 3394 0.0000000 NA 985 3536 27.85633 NA 1464 0 0.0000000 NA 364 24.8633880 NA 0 1330 0.0000000 NA 17 1330 1.278196 NA 0 3536 0.000000 NA

National

# National
svi_2010_national <- rank_variables(svi_2010)
svi_2010_national %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_10 E_HU_10 E_HH_10 E_POV150_10 ET_POVSTATUS_10 EP_POV150_10 EPL_POV150_10 E_UNEMP_10 ET_EMPSTATUS_10 EP_UNEMP_10 EPL_UNEMP_10 E_HBURD_OWN_10 ET_HOUSINGCOST_OWN_10 EP_HBURD_OWN_10 EPL_HBURD_OWN_10 E_HBURD_RENT_10 ET_HOUSINGCOST_RENT_10 EP_HBURD_RENT_10 EPL_HBURD_RENT_10 E_HBURD_10 ET_HOUSINGCOST_10 EP_HBURD_10 EPL_HBURD_10 E_NOHSDP_10 ET_EDSTATUS_10 EP_NOHSDP_10 EPL_NOHSDP_10 E_UNINSUR_12 ET_INSURSTATUS_12 EP_UNINSUR_12 EPL_UNINSUR_12 E_AGE65_10 EP_AGE65_10 EPL_AGE65_10 E_AGE17_10 EP_AGE17_10 EPL_AGE17_10 E_DISABL_12 ET_DISABLSTATUS_12 EP_DISABL_12 EPL_DISABL_12 E_SNGPNT_10 ET_FAMILIES_10 EP_SNGPNT_10 EPL_SNGPNT_10 E_LIMENG_10 ET_POPAGE5UP_10 EP_LIMENG_10 EPL_LIMENG_10 E_MINRTY_10 ET_POPETHRACE_10 EP_MINRTY_10 EPL_MINRTY_10 E_STRHU_10 E_MUNIT_10 EP_MUNIT_10 EPL_MUNIT_10 E_MOBILE_10 EP_MOBILE_10 EPL_MOBILE_10 E_CROWD_10 ET_OCCUPANTS_10 EP_CROWD_10 EPL_CROWD_10 E_NOVEH_10 ET_KNOWNVEH_10 EP_NOVEH_10 EPL_NOVEH_10 E_GROUPQ_10 ET_HHTYPE_10 EP_GROUPQ_10 EPL_GROUPQ_10
01001020100 01 001 020100 AL Alabama Autauga County 3 South Region 6 East South Central Division 1809 771 696 297 1809 16.41791 0.3871 36 889 4.049494 0.1790 127 598 21.23746 0.20770 47 98 47.95918 0.5767 174 696 25.00000 0.18790 196 1242 15.780998 0.6093 186 1759 10.574190 0.3790 222 12.271973 0.4876 445 24.59923 0.5473 298 1335 22.32210 0.8454 27 545 4.954128 0.09275 36 1705 2.1114370 0.59040 385 1809 21.282477 0.4524 771 0 0.0000000 0.1224 92 11.9325551 0.8005 0 696 0.0000000 0.1238 50 696 7.183908 0.6134 0 1809 0 0.364
01001020200 01 001 020200 AL Alabama Autauga County 3 South Region 6 East South Central Division 2020 816 730 495 1992 24.84940 0.5954 68 834 8.153477 0.5754 49 439 11.16173 0.02067 105 291 36.08247 0.3019 154 730 21.09589 0.09312 339 1265 26.798419 0.8392 313 2012 15.556660 0.6000 204 10.099010 0.3419 597 29.55446 0.8192 359 1515 23.69637 0.8791 132 456 28.947368 0.83510 15 1890 0.7936508 0.40130 1243 2020 61.534653 0.7781 816 0 0.0000000 0.1224 34 4.1666667 0.6664 13 730 1.7808219 0.5406 115 730 15.753425 0.8382 0 2020 0 0.364
01001020300 01 001 020300 AL Alabama Autauga County 3 South Region 6 East South Central Division 3543 1403 1287 656 3533 18.56779 0.4443 93 1552 5.992268 0.3724 273 957 28.52665 0.45780 178 330 53.93939 0.7152 451 1287 35.04274 0.49930 346 2260 15.309734 0.5950 252 3102 8.123791 0.2596 487 13.745413 0.5868 998 28.16822 0.7606 371 2224 16.68165 0.6266 126 913 13.800657 0.46350 0 3365 0.0000000 0.09298 637 3543 17.979114 0.4049 1403 10 0.7127584 0.3015 2 0.1425517 0.4407 0 1287 0.0000000 0.1238 101 1287 7.847708 0.6443 0 3543 0 0.364
01001020400 01 001 020400 AL Alabama Autauga County 3 South Region 6 East South Central Division 4840 1957 1839 501 4840 10.35124 0.2177 101 2129 4.744011 0.2447 310 1549 20.01291 0.17080 89 290 30.68966 0.2044 399 1839 21.69657 0.10540 274 3280 8.353658 0.3205 399 4293 9.294200 0.3171 955 19.731405 0.8643 1195 24.69008 0.5530 625 3328 18.78005 0.7233 152 1374 11.062591 0.34710 10 4537 0.2204100 0.22560 297 4840 6.136364 0.1647 1957 33 1.6862545 0.3843 25 1.2774655 0.5516 14 1839 0.7612833 0.3564 19 1839 1.033170 0.1127 0 4840 0 0.364
01001020500 01 001 020500 AL Alabama Autauga County 3 South Region 6 East South Central Division 9938 3969 3741 1096 9938 11.02838 0.2364 188 4937 3.807981 0.1577 426 2406 17.70574 0.11050 528 1335 39.55056 0.3753 954 3741 25.50120 0.20140 293 5983 4.897209 0.1655 740 10110 7.319486 0.2211 837 8.422218 0.2408 3012 30.30791 0.8455 759 7155 10.60797 0.2668 476 2529 18.821669 0.63540 78 9297 0.8389803 0.41110 1970 9938 19.822902 0.4330 3969 306 7.7097506 0.6153 0 0.0000000 0.2198 7 3741 0.1871157 0.2535 223 3741 5.960973 0.5483 0 9938 0 0.364
01001020600 01 001 020600 AL Alabama Autauga County 3 South Region 6 East South Central Division 3402 1456 1308 735 3402 21.60494 0.5199 134 1720 7.790698 0.5436 242 1032 23.44961 0.28010 62 276 22.46377 0.1035 304 1308 23.24159 0.14070 301 2151 13.993491 0.5510 355 3445 10.304790 0.3656 386 11.346267 0.4232 931 27.36626 0.7200 440 2439 18.04018 0.6912 143 924 15.476190 0.52900 4 3254 0.1229256 0.19840 723 3402 21.252205 0.4519 1456 18 1.2362637 0.3507 433 29.7390110 0.9468 16 1308 1.2232416 0.4493 28 1308 2.140673 0.2298 0 3402 0 0.364 
# National
svi_2020_national <- rank_variables(svi_2020)
svi_2020_national %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_20 E_HU_20 E_HH_20 E_POV150_20 ET_POVSTATUS_20 EP_POV150_20 EPL_POV150_20 E_UNEMP_20 ET_EMPSTATUS_20 EP_UNEMP_20 EPL_UNEMP_20 E_HBURD_OWN_20 ET_HOUSINGCOST_OWN_20 EP_HBURD_OWN_20 EPL_HBURD_OWN_20 E_HBURD_RENT_20 ET_HOUSINGCOST_RENT_20 EP_HBURD_RENT_20 EPL_HBURD_RENT_20 E_HBURD_20 ET_HOUSINGCOST_20 EP_HBURD_20 EPL_HBURD_20 E_NOHSDP_20 ET_EDSTATUS_20 EP_NOHSDP_20 EPL_NOHSDP_20 E_UNINSUR_20 ET_INSURSTATUS_20 EP_UNINSUR_20 EPL_UNINSUR_20 E_AGE65_20 EP_AGE65_20 EPL_AGE65_20 E_AGE17_20 EP_AGE17_20 EPL_AGE17_20 E_DISABL_20 ET_DISABLSTATUS_20 EP_DISABL_20 EPL_DISABL_20 E_SNGPNT_20 ET_FAMILIES_20 EP_SNGPNT_20 EPL_SNGPNT_20 E_LIMENG_20 ET_POPAGE5UP_20 EP_LIMENG_20 EPL_LIMENG_20 E_MINRTY_20 ET_POPETHRACE_20 EP_MINRTY_20 EPL_MINRTY_20 E_STRHU_20 E_MUNIT_20 EP_MUNIT_20 EPL_MUNIT_20 E_MOBILE_20 EP_MOBILE_20 EPL_MOBILE_20 E_CROWD_20 ET_OCCUPANTS_20 EP_CROWD_20 EPL_CROWD_20 E_NOVEH_20 ET_KNOWNVEH_20 EP_NOVEH_20 EPL_NOVEH_20 E_GROUPQ_20 ET_HHTYPE_20 EP_GROUPQ_20 EPL_GROUPQ_20
01001020100 01 001 020100 AL Alabama Autauga County 3 South Region 6 East South Central Division 1941 710 693 352 1941 18.13498 0.4630 18 852 2.112676 0.15070 81 507 15.976331 0.26320 63 186 33.87097 0.2913 144 693 20.77922 0.2230 187 1309 14.285714 0.6928 187 1941 9.634209 0.6617 295 15.19835 0.4601 415 21.38073 0.4681 391 1526 25.62254 0.9011 58 555 10.45045 0.3451 0 1843 0.0000000 0.09479 437 1941 22.51417 0.3902 710 0 0.0000000 0.1079 88 12.3943662 0.8263 0 693 0.0000000 0.09796 10 693 1.443001 0.1643 0 1941 0.000000 0.1831
01001020200 01 001 020200 AL Alabama Autauga County 3 South Region 6 East South Central Division 1757 720 573 384 1511 25.41363 0.6427 29 717 4.044630 0.41320 33 392 8.418367 0.03542 116 181 64.08840 0.9086 149 573 26.00349 0.4041 139 1313 10.586443 0.5601 91 1533 5.936073 0.4343 284 16.16392 0.5169 325 18.49744 0.2851 164 1208 13.57616 0.4127 42 359 11.69916 0.3998 0 1651 0.0000000 0.09479 1116 1757 63.51736 0.7591 720 3 0.4166667 0.2470 5 0.6944444 0.5106 9 573 1.5706806 0.46880 57 573 9.947644 0.7317 212 1757 12.066022 0.9549
01001020300 01 001 020300 AL Alabama Autauga County 3 South Region 6 East South Central Division 3694 1464 1351 842 3694 22.79372 0.5833 53 1994 2.657974 0.22050 117 967 12.099276 0.11370 147 384 38.28125 0.3856 264 1351 19.54108 0.1827 317 2477 12.797739 0.6460 127 3673 3.457664 0.2308 464 12.56091 0.3088 929 25.14889 0.7080 473 2744 17.23761 0.6211 263 975 26.97436 0.8234 128 3586 3.5694367 0.70770 1331 3694 36.03140 0.5515 1464 26 1.7759563 0.3675 14 0.9562842 0.5389 35 1351 2.5906736 0.60550 42 1351 3.108808 0.3415 0 3694 0.000000 0.1831
01001020400 01 001 020400 AL Alabama Autauga County 3 South Region 6 East South Central Division 3539 1741 1636 503 3539 14.21305 0.3472 39 1658 2.352232 0.17990 219 1290 16.976744 0.30880 74 346 21.38728 0.1037 293 1636 17.90954 0.1333 173 2775 6.234234 0.3351 169 3529 4.788892 0.3448 969 27.38062 0.9225 510 14.41085 0.1208 670 3019 22.19278 0.8194 148 1137 13.01671 0.4541 89 3409 2.6107363 0.64690 454 3539 12.82848 0.2364 1741 143 8.2136703 0.6028 0 0.0000000 0.2186 10 1636 0.6112469 0.28340 72 1636 4.400978 0.4538 0 3539 0.000000 0.1831
01001020500 01 001 020500 AL Alabama Autauga County 3 South Region 6 East South Central Division 10674 4504 4424 1626 10509 15.47245 0.3851 81 5048 1.604596 0.09431 321 2299 13.962592 0.17970 711 2125 33.45882 0.2836 1032 4424 23.32731 0.3109 531 6816 7.790493 0.4251 301 10046 2.996217 0.1894 1613 15.11149 0.4553 2765 25.90407 0.7494 1124 7281 15.43744 0.5253 342 2912 11.74451 0.4019 52 9920 0.5241935 0.35230 2603 10674 24.38636 0.4160 4504 703 15.6083481 0.7378 29 0.6438721 0.5037 37 4424 0.8363472 0.33420 207 4424 4.679023 0.4754 176 10674 1.648866 0.7598
01001020600 01 001 020600 AL Alabama Autauga County 3 South Region 6 East South Central Division 3536 1464 1330 1279 3523 36.30429 0.8215 34 1223 2.780049 0.23780 321 1111 28.892889 0.75870 67 219 30.59361 0.2305 388 1330 29.17293 0.5075 306 2380 12.857143 0.6480 415 3496 11.870709 0.7535 547 15.46946 0.4760 982 27.77149 0.8327 729 2514 28.99761 0.9488 95 880 10.79545 0.3601 0 3394 0.0000000 0.09479 985 3536 27.85633 0.4608 1464 0 0.0000000 0.1079 364 24.8633880 0.9300 0 1330 0.0000000 0.09796 17 1330 1.278196 0.1463 0 3536 0.000000 0.1831

Regional

# Regional
svi_2010_regional <- rank_variables(svi_2010, rank_by = "regional", location = "West Region")
svi_2010_regional %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_10 E_HU_10 E_HH_10 E_POV150_10 ET_POVSTATUS_10 EP_POV150_10 EPL_POV150_10 E_UNEMP_10 ET_EMPSTATUS_10 EP_UNEMP_10 EPL_UNEMP_10 E_HBURD_OWN_10 ET_HOUSINGCOST_OWN_10 EP_HBURD_OWN_10 EPL_HBURD_OWN_10 E_HBURD_RENT_10 ET_HOUSINGCOST_RENT_10 EP_HBURD_RENT_10 EPL_HBURD_RENT_10 E_HBURD_10 ET_HOUSINGCOST_10 EP_HBURD_10 EPL_HBURD_10 E_NOHSDP_10 ET_EDSTATUS_10 EP_NOHSDP_10 EPL_NOHSDP_10 E_UNINSUR_12 ET_INSURSTATUS_12 EP_UNINSUR_12 EPL_UNINSUR_12 E_AGE65_10 EP_AGE65_10 EPL_AGE65_10 E_AGE17_10 EP_AGE17_10 EPL_AGE17_10 E_DISABL_12 ET_DISABLSTATUS_12 EP_DISABL_12 EPL_DISABL_12 E_SNGPNT_10 ET_FAMILIES_10 EP_SNGPNT_10 EPL_SNGPNT_10 E_LIMENG_10 ET_POPAGE5UP_10 EP_LIMENG_10 EPL_LIMENG_10 E_MINRTY_10 ET_POPETHRACE_10 EP_MINRTY_10 EPL_MINRTY_10 E_STRHU_10 E_MUNIT_10 EP_MUNIT_10 EPL_MUNIT_10 E_MOBILE_10 EP_MOBILE_10 EPL_MOBILE_10 E_CROWD_10 ET_OCCUPANTS_10 EP_CROWD_10 EPL_CROWD_10 E_NOVEH_10 ET_KNOWNVEH_10 EP_NOVEH_10 EPL_NOVEH_10 E_GROUPQ_10 ET_HHTYPE_10 EP_GROUPQ_10 EPL_GROUPQ_10
02013000100 02 013 000100 AK Alaska Aleutians East Borough 4 West Region 9 Pacific Division 3703 474 267 1212 3695 32.801082 0.75680 111 3163 3.509327 0.11740 25 158 15.82278 0.03240 17 109 15.59633 0.04224 42 267 15.73034 0.01531 1082 3017 35.863441 0.8798 2060 3112 66.19537 0.9997 127 3.429652 0.05340 315 8.506616 0.04000 182 2849 6.388206 0.08106 50 165 30.303030 0.88690 1070 3617 29.5825270 0.9536 3492 3703 94.30192 0.9353 474 8 1.687764 0.3384 42 8.8607595 0.7721 7 267 2.621723 0.4631 77 267 28.8389513 0.97440 2969 3703 80.17823 0.9943
02016000100 02 016 000100 AK Alaska Aleutians West Census Area 4 West Region 9 Pacific Division 1774 1056 166 328 1231 26.645004 0.65280 15 1370 1.094890 0.01825 25 95 26.31579 0.18340 16 71 22.53521 0.07759 41 166 24.69880 0.07625 207 1330 15.563910 0.6204 484 973 49.74306 0.9952 53 2.987599 0.04081 182 10.259301 0.05208 147 747 19.678715 0.84870 19 96 19.791667 0.66880 79 1718 4.5983702 0.5482 1154 1774 65.05073 0.7186 1056 22 2.083333 0.3616 0 0.0000000 0.2283 10 166 6.024096 0.6826 84 166 50.6024096 0.99490 1324 1774 74.63360 0.9936
02016000200 02 016 000200 AK Alaska Aleutians West Census Area 4 West Region 9 Pacific Division 4485 507 355 1315 4469 29.424927 0.70470 87 3859 2.254470 0.04855 20 94 21.27660 0.08625 35 261 13.40996 0.03444 55 355 15.49296 0.01475 1292 3728 34.656652 0.8710 981 4256 23.04981 0.7611 186 4.147157 0.08056 384 8.561873 0.04031 235 3656 6.427790 0.08275 38 204 18.627451 0.63220 1458 4397 33.1589720 0.9696 3616 4485 80.62430 0.8295 507 85 16.765286 0.7273 32 6.3116371 0.7311 41 355 11.549296 0.8277 30 355 8.4507042 0.72540 3507 4485 78.19398 0.9941
02020000101 02 020 000101 AK Alaska Anchorage Municipality 4 West Region 9 Pacific Division 5475 1957 1796 296 5463 5.418268 0.08155 229 2885 7.937608 0.53240 364 1522 23.91590 0.13070 39 274 14.23358 0.03708 403 1796 22.43875 0.05297 121 3476 3.481013 0.1379 863 5853 14.74458 0.4763 236 4.310502 0.08795 1614 29.479452 0.73720 524 4028 13.008937 0.52080 65 1496 4.344920 0.07846 13 5202 0.2499039 0.1070 759 5475 13.86301 0.1579 1957 0 0.000000 0.1131 167 8.5334696 0.7672 134 1796 7.461024 0.7327 11 1796 0.6124722 0.09953 0 5475 0.00000 0.3812
02020000102 02 020 000102 AK Alaska Anchorage Municipality 4 West Region 9 Pacific Division 4240 1923 1654 286 4240 6.745283 0.11910 198 2385 8.301887 0.56480 275 1235 22.26721 0.10140 248 419 59.18854 0.76560 523 1654 31.62031 0.20010 242 2799 8.645945 0.3896 838 4982 16.82055 0.5611 259 6.108491 0.18900 1038 24.481132 0.48710 809 3707 21.823577 0.90420 97 1071 9.056956 0.25170 0 4007 0.0000000 0.0421 955 4240 22.52358 0.2947 1923 169 8.788351 0.5803 147 7.6443058 0.7537 33 1654 1.995163 0.3949 103 1654 6.2273277 0.62090 0 4240 0.00000 0.3812
02020000201 02 020 000201 AK Alaska Anchorage Municipality 4 West Region 9 Pacific Division 4085 1543 1532 296 4085 7.246022 0.13510 46 2089 2.202011 0.04648 302 969 31.16615 0.30850 187 563 33.21492 0.18520 489 1532 31.91906 0.20740 164 2395 6.847599 0.3060 811 3466 23.39873 0.7701 133 3.255814 0.04808 1199 29.351285 0.73180 320 2468 12.965964 0.51760 171 1083 15.789474 0.53180 7 3810 0.1837270 0.0954 743 4085 18.18849 0.2314 1543 54 3.499676 0.4249 7 0.4536617 0.4768 32 1532 2.088773 0.4053 49 1532 3.1984334 0.39740 0 4085 0.00000 0.3812 
# Regional
svi_2020_regional <- rank_variables(svi_2020, rank_by = "regional", location = "West Region")
svi_2020_regional %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_20 E_HU_20 E_HH_20 E_POV150_20 ET_POVSTATUS_20 EP_POV150_20 EPL_POV150_20 E_UNEMP_20 ET_EMPSTATUS_20 EP_UNEMP_20 EPL_UNEMP_20 E_HBURD_OWN_20 ET_HOUSINGCOST_OWN_20 EP_HBURD_OWN_20 EPL_HBURD_OWN_20 E_HBURD_RENT_20 ET_HOUSINGCOST_RENT_20 EP_HBURD_RENT_20 EPL_HBURD_RENT_20 E_HBURD_20 ET_HOUSINGCOST_20 EP_HBURD_20 EPL_HBURD_20 E_NOHSDP_20 ET_EDSTATUS_20 EP_NOHSDP_20 EPL_NOHSDP_20 E_UNINSUR_20 ET_INSURSTATUS_20 EP_UNINSUR_20 EPL_UNINSUR_20 E_AGE65_20 EP_AGE65_20 EPL_AGE65_20 E_AGE17_20 EP_AGE17_20 EPL_AGE17_20 E_DISABL_20 ET_DISABLSTATUS_20 EP_DISABL_20 EPL_DISABL_20 E_SNGPNT_20 ET_FAMILIES_20 EP_SNGPNT_20 EPL_SNGPNT_20 E_LIMENG_20 ET_POPAGE5UP_20 EP_LIMENG_20 EPL_LIMENG_20 E_MINRTY_20 ET_POPETHRACE_20 EP_MINRTY_20 EPL_MINRTY_20 E_STRHU_20 E_MUNIT_20 EP_MUNIT_20 EPL_MUNIT_20 E_MOBILE_20 EP_MOBILE_20 EPL_MOBILE_20 E_CROWD_20 ET_OCCUPANTS_20 EP_CROWD_20 EPL_CROWD_20 E_NOVEH_20 ET_KNOWNVEH_20 EP_NOVEH_20 EPL_NOVEH_20 E_GROUPQ_20 ET_HHTYPE_20 EP_GROUPQ_20 EPL_GROUPQ_20
02013000100 02 013 000100 AK Alaska Aleutians East Borough 4 West Region 9 Pacific Division 3389 1199 988 698 3379 20.656999 0.5776 86 2414 3.562552 0.3024 67 607 11.037891 0.03573 74 381 19.42257 0.06036 141 988 14.27126 0.02101 354 2646 13.378685 0.64780 1345 3384 39.745863 0.9988 381 11.242254 0.31650 443 13.07170 0.1024 339 2941.000 11.526692 0.3561 135 593.000 22.765599 0.7825 334 3276 10.1953602 0.78580 2939 3389.000 86.72175 0.8534 1199 38 3.169308 0.3895 69 5.7547957 0.7406 30 988 3.0364372 0.4421 220 988.000 22.267207 0.95820 1035 3389 30.5399823 0.9850
02016000100 02 016 000100 AK Alaska Aleutians West Census Area 4 West Region 9 Pacific Division 950 694 199 218 719 30.319889 0.7730 15 560 2.678571 0.1843 11 117 9.401709 0.02190 14 82 17.07317 0.04729 25 199 12.56281 0.01342 48 681 7.048458 0.40760 238 721 33.009709 0.9962 116 12.210526 0.37460 195 20.52632 0.4079 113 526.000 21.482890 0.8686 31 98.000 31.632653 0.9233 17 900 1.8888889 0.38640 713 950.000 75.05263 0.7532 694 17 2.449568 0.3573 0 0.0000000 0.2256 7 199 3.5175879 0.4846 68 199.000 34.170854 0.98650 274 950 28.8421053 0.9838
02016000200 02 016 000200 AK Alaska Aleutians West Census Area 4 West Region 9 Pacific Division 4758 1319 1107 398 4700 8.468085 0.1779 144 3404 4.230317 0.3891 111 245 45.306122 0.94670 93 862 10.78886 0.02255 204 1107 18.42818 0.06373 297 3527 8.420754 0.47660 699 4724 14.796782 0.8800 314 6.599412 0.08116 822 17.27617 0.2339 292 3902.000 7.483342 0.1022 99 662.000 14.954683 0.5536 433 4586 9.4417793 0.76800 3672 4758.000 77.17528 0.7705 1319 392 29.719485 0.8478 23 1.7437453 0.6232 146 1107 13.1887986 0.8497 96 1107.000 8.672087 0.75590 950 4758 19.9663724 0.9772
02020000101 02 020 000101 AK Alaska Anchorage Municipality 4 West Region 9 Pacific Division 5772 2127 1917 416 5772 7.207207 0.1332 223 2691 8.286882 0.7934 296 1679 17.629541 0.16820 30 238 12.60504 0.02848 326 1917 17.00574 0.04385 74 4011 1.844926 0.08361 546 5733 9.523810 0.6946 692 11.988912 0.36100 1481 25.65835 0.6992 771 4252.330 18.131237 0.7612 94 1608.796 5.842877 0.1542 4 5425 0.0737327 0.08891 989 5772.331 17.13346 0.1416 2127 28 1.316408 0.2983 5 0.2350729 0.4599 9 1917 0.4694836 0.1302 24 1916.584 1.252228 0.17850 114 5772 1.9750520 0.8279
02020000102 02 020 000102 AK Alaska Anchorage Municipality 4 West Region 9 Pacific Division 4743 1975 1681 633 4738 13.360067 0.3558 75 2465 3.042596 0.2298 383 1350 28.370370 0.59250 122 331 36.85801 0.25890 505 1681 30.04164 0.35500 205 3383 6.059710 0.35300 330 4638 7.115136 0.5427 653 13.767658 0.46540 1186 25.00527 0.6666 472 3447.726 13.690182 0.5134 182 1469.325 12.386640 0.4535 0 4485 0.0000000 0.04046 756 4743.330 15.93817 0.1243 1975 153 7.746835 0.5320 156 7.8987342 0.7792 17 1681 1.0113028 0.2071 0 1681.103 0.000000 0.02755 15 4743 0.3162555 0.5093
02020000201 02 020 000201 AK Alaska Anchorage Municipality 4 West Region 9 Pacific Division 4707 1946 1835 706 4707 14.998938 0.4109 88 2269 3.878360 0.3427 219 793 27.616646 0.56120 527 1042 50.57582 0.58770 746 1835 40.65395 0.69090 194 2805 6.916221 0.39940 464 4274 10.856341 0.7531 257 5.459953 0.04952 1279 27.17230 0.7729 390 2999.274 13.003148 0.4650 72 1222.675 5.888728 0.1562 26 4201 0.6189003 0.20280 1282 4706.670 27.23794 0.2849 1946 76 3.905447 0.4167 2 0.1027749 0.4547 96 1835 5.2316076 0.6097 39 1834.897 2.125459 0.28940 0 4707 0.0000000 0.1626

Divisional

# Divisional
svi_2010_divisional <- rank_variables(svi_2010, rank_by = "divisional", location = "Mountain Division")
svi_2010_divisional %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_10 E_HU_10 E_HH_10 E_POV150_10 ET_POVSTATUS_10 EP_POV150_10 EPL_POV150_10 E_UNEMP_10 ET_EMPSTATUS_10 EP_UNEMP_10 EPL_UNEMP_10 E_HBURD_OWN_10 ET_HOUSINGCOST_OWN_10 EP_HBURD_OWN_10 EPL_HBURD_OWN_10 E_HBURD_RENT_10 ET_HOUSINGCOST_RENT_10 EP_HBURD_RENT_10 EPL_HBURD_RENT_10 E_HBURD_10 ET_HOUSINGCOST_10 EP_HBURD_10 EPL_HBURD_10 E_NOHSDP_10 ET_EDSTATUS_10 EP_NOHSDP_10 EPL_NOHSDP_10 E_UNINSUR_12 ET_INSURSTATUS_12 EP_UNINSUR_12 EPL_UNINSUR_12 E_AGE65_10 EP_AGE65_10 EPL_AGE65_10 E_AGE17_10 EP_AGE17_10 EPL_AGE17_10 E_DISABL_12 ET_DISABLSTATUS_12 EP_DISABL_12 EPL_DISABL_12 E_SNGPNT_10 ET_FAMILIES_10 EP_SNGPNT_10 EPL_SNGPNT_10 E_LIMENG_10 ET_POPAGE5UP_10 EP_LIMENG_10 EPL_LIMENG_10 E_MINRTY_10 ET_POPETHRACE_10 EP_MINRTY_10 EPL_MINRTY_10 E_STRHU_10 E_MUNIT_10 EP_MUNIT_10 EPL_MUNIT_10 E_MOBILE_10 EP_MOBILE_10 EPL_MOBILE_10 E_CROWD_10 ET_OCCUPANTS_10 EP_CROWD_10 EPL_CROWD_10 E_NOVEH_10 ET_KNOWNVEH_10 EP_NOVEH_10 EPL_NOVEH_10 E_GROUPQ_10 ET_HHTYPE_10 EP_GROUPQ_10 EPL_GROUPQ_10
04001942600 04 001 942600 AZ Arizona Apache County 4 West Region 8 Mountain Division 1561 762 384 1150 1561 73.67072 0.9944 26 300 8.666667 0.6866 65 366 17.759563 0.10180 5 18 27.77778 0.19090 70 384 18.22917 0.05781 303 839 36.11442 0.9335 282 1578 17.87072 0.5921 153 9.801409 0.4496 560 35.87444 0.9044 240 1054 22.770398 0.9006 107 332 32.22892 0.9163 168 1431 11.740042 0.8831 1561 1561 100.00000 0.9989 762 0 0.0000000 0.1526 215 28.21522 0.9088 117 384 30.46875 0.9979 33 384 8.59375 0.7842 0 1561 0.000000 0.3955
04001942700 04 001 942700 AZ Arizona Apache County 4 West Region 8 Mountain Division 4886 2757 1291 2616 4871 53.70560 0.9480 163 1398 11.659514 0.8577 102 1113 9.164421 0.01757 54 178 30.33708 0.22790 156 1291 12.08366 0.01652 1039 2931 35.44865 0.9303 1873 5249 35.68299 0.9436 688 14.081048 0.6870 1530 31.31396 0.7718 772 3514 21.969266 0.8839 246 939 26.19808 0.8308 592 4631 12.783416 0.8975 4846 4886 99.18133 0.9946 2757 0 0.0000000 0.1526 369 13.38411 0.7652 240 1291 18.59024 0.9756 188 1291 14.56235 0.9015 0 4886 0.000000 0.3955
04001944000 04 001 944000 AZ Arizona Apache County 4 West Region 8 Mountain Division 5958 2178 1275 3112 5958 52.23229 0.9399 107 1895 5.646438 0.4130 108 880 12.272727 0.03476 112 395 28.35443 0.19940 220 1275 17.25490 0.04955 1030 3376 30.50948 0.9015 2632 5821 45.21560 0.9873 472 7.922122 0.3301 1792 30.07721 0.7211 299 4027 7.424882 0.1343 272 979 27.78345 0.8590 153 5325 2.873239 0.6096 5846 5958 98.12017 0.9893 2178 0 0.0000000 0.1526 448 20.56933 0.8562 247 1275 19.37255 0.9798 135 1275 10.58824 0.8373 0 5958 0.000000 0.3955
04001944100 04 001 944100 AZ Arizona Apache County 4 West Region 8 Mountain Division 4975 2485 1204 3251 4968 65.43881 0.9846 210 1254 16.746412 0.9576 122 905 13.480663 0.04383 91 299 30.43478 0.22960 213 1204 17.69103 0.05320 779 2325 33.50538 0.9203 1293 5511 23.46217 0.7705 344 6.914573 0.2701 1993 40.06030 0.9701 577 3087 18.691286 0.7799 278 893 31.13102 0.9038 308 4470 6.890380 0.7895 4915 4975 98.79397 0.9929 2485 21 0.8450704 0.3700 428 17.22334 0.8203 257 1204 21.34551 0.9843 212 1204 17.60797 0.9391 0 4975 0.000000 0.3955
04001944201 04 001 944201 AZ Arizona Apache County 4 West Region 8 Mountain Division 3751 1392 984 2202 3689 59.69097 0.9743 242 1082 22.365989 0.9848 99 409 24.205379 0.27880 92 575 16.00000 0.07805 191 984 19.41057 0.07144 566 2008 28.18725 0.8822 1055 3994 26.41462 0.8304 172 4.585444 0.1308 1420 37.85657 0.9429 229 2320 9.870690 0.2738 187 722 25.90028 0.8248 200 3509 5.699630 0.7542 3521 3751 93.86830 0.9778 1392 19 1.3649425 0.4136 284 20.40230 0.8539 114 984 11.58537 0.9345 121 984 12.29675 0.8677 266 3751 7.091442 0.9297
04001944202 04 001 944202 AZ Arizona Apache County 4 West Region 8 Mountain Division 3330 1463 897 1814 3330 54.47447 0.9514 345 1024 33.691406 0.9983 58 745 7.785235 0.01352 38 152 25.00000 0.15680 96 897 10.70234 0.01191 742 2041 36.35473 0.9351 1201 3754 31.99254 0.9089 366 10.990991 0.5201 873 26.21622 0.5389 573 2986 19.189551 0.8002 151 550 27.45455 0.8540 173 3057 5.659143 0.7527 3306 3330 99.27928 0.9948 1463 0 0.0000000 0.1526 355 24.26521 0.8840 114 897 12.70903 0.9435 257 897 28.65106 0.9864 93 3330 2.792793 0.8680 
# Divisional
svi_2020_divisional <- rank_variables(svi_2020, rank_by = "divisional", location = "Mountain Division")
svi_2020_divisional %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_20 E_HU_20 E_HH_20 E_POV150_20 ET_POVSTATUS_20 EP_POV150_20 EPL_POV150_20 E_UNEMP_20 ET_EMPSTATUS_20 EP_UNEMP_20 EPL_UNEMP_20 E_HBURD_OWN_20 ET_HOUSINGCOST_OWN_20 EP_HBURD_OWN_20 EPL_HBURD_OWN_20 E_HBURD_RENT_20 ET_HOUSINGCOST_RENT_20 EP_HBURD_RENT_20 EPL_HBURD_RENT_20 E_HBURD_20 ET_HOUSINGCOST_20 EP_HBURD_20 EPL_HBURD_20 E_NOHSDP_20 ET_EDSTATUS_20 EP_NOHSDP_20 EPL_NOHSDP_20 E_UNINSUR_20 ET_INSURSTATUS_20 EP_UNINSUR_20 EPL_UNINSUR_20 E_AGE65_20 EP_AGE65_20 EPL_AGE65_20 E_AGE17_20 EP_AGE17_20 EPL_AGE17_20 E_DISABL_20 ET_DISABLSTATUS_20 EP_DISABL_20 EPL_DISABL_20 E_SNGPNT_20 ET_FAMILIES_20 EP_SNGPNT_20 EPL_SNGPNT_20 E_LIMENG_20 ET_POPAGE5UP_20 EP_LIMENG_20 EPL_LIMENG_20 E_MINRTY_20 ET_POPETHRACE_20 EP_MINRTY_20 EPL_MINRTY_20 E_STRHU_20 E_MUNIT_20 EP_MUNIT_20 EPL_MUNIT_20 E_MOBILE_20 EP_MOBILE_20 EPL_MOBILE_20 E_CROWD_20 ET_OCCUPANTS_20 EP_CROWD_20 EPL_CROWD_20 E_NOVEH_20 ET_KNOWNVEH_20 EP_NOVEH_20 EPL_NOVEH_20 E_GROUPQ_20 ET_HHTYPE_20 EP_GROUPQ_20 EPL_GROUPQ_20
04001942600 04 001 942600 AZ Arizona Apache County 4 West Region 8 Mountain Division 1711 676 469 930 1711 54.35418 0.9708 44 484 9.090909 0.8539 32 456 7.017544 0.02013 4 13 30.76923 0.24630 36 469 7.675906 0.005758 304 1197 25.39683 0.9056 686 1711 40.09351 0.9973 229 13.38399 0.4397 347 20.28054 0.3788 245 1363.979 17.962156 0.68240 49 304.000 16.11842 0.5859 155 1652 9.382567 0.8951 1711 1710.980 100.00115 1.0000 676 0 0.0000000 0.1276 142 21.00592 0.8736 83 469 17.697228 0.9774 99 469.000 21.108742 0.9655 0 1711 0.0000000 0.2155
04001942700 04 001 942700 AZ Arizona Apache County 4 West Region 8 Mountain Division 5469 2222 1462 2784 5469 50.90510 0.9557 358 1642 21.802680 0.9925 114 1151 9.904431 0.04797 58 311 18.64952 0.09477 172 1462 11.764706 0.023990 852 3274 26.02321 0.9120 1856 5466 33.95536 0.9919 759 13.87822 0.4657 1555 28.43299 0.7739 706 3911.002 18.051640 0.68720 257 1035.000 24.83091 0.8039 396 5078 7.798346 0.8624 5420 5469.002 99.10401 0.9946 2222 0 0.0000000 0.1276 400 18.00180 0.8488 238 1462 16.279070 0.9710 175 1462.001 11.969898 0.8742 26 5469 0.4754068 0.6430
04001944000 04 001 944000 AZ Arizona Apache County 4 West Region 8 Mountain Division 6583 2464 1836 3270 6580 49.69605 0.9486 191 2029 9.413504 0.8663 89 1272 6.996855 0.01965 103 564 18.26241 0.09073 192 1836 10.457516 0.015550 753 4321 17.42652 0.8100 2993 6580 45.48632 0.9992 1034 15.70712 0.5561 1569 23.83412 0.5584 1069 5014.189 21.319499 0.81410 304 1237.278 24.57006 0.7989 141 6193 2.276764 0.6147 6436 6583.375 97.76141 0.9876 2464 20 0.8116883 0.3404 536 21.75325 0.8793 274 1836 14.923747 0.9643 326 1836.376 17.752353 0.9488 3 6583 0.0455719 0.4382
04001944100 04 001 944100 AZ Arizona Apache County 4 West Region 8 Mountain Division 6183 2379 1424 3704 5789 63.98342 0.9912 425 1608 26.430348 0.9954 132 1163 11.349957 0.07802 38 261 14.55939 0.06498 170 1424 11.938202 0.026300 862 3259 26.44983 0.9148 1320 6183 21.34886 0.9283 637 10.30244 0.2718 1869 30.22804 0.8396 626 3964.000 15.792129 0.57150 371 991.000 37.43693 0.9557 315 5717 5.509883 0.8021 5981 6182.998 96.73300 0.9841 2379 0 0.0000000 0.1276 442 18.57924 0.8550 379 1424 26.615168 0.9969 347 1424.000 24.367977 0.9758 394 6183 6.3723112 0.9380
04001944201 04 001 944201 AZ Arizona Apache County 4 West Region 8 Mountain Division 4540 1421 1193 3069 4456 68.87343 0.9946 53 702 7.549857 0.7756 83 660 12.575758 0.10750 193 533 36.21013 0.34830 276 1193 23.134954 0.313200 481 2222 21.64716 0.8674 2049 4473 45.80818 0.9994 523 11.51982 0.3373 1898 41.80617 0.9933 400 2575.000 15.533981 0.55850 260 809.000 32.13844 0.9110 351 4008 8.757485 0.8857 4377 4540.000 96.40969 0.9834 1421 8 0.5629838 0.3099 231 16.25616 0.8292 226 1193 18.943839 0.9804 102 1193.000 8.549874 0.7926 83 4540 1.8281938 0.8233
04001944202 04 001 944202 AZ Arizona Apache County 4 West Region 8 Mountain Division 3507 1508 1209 2113 3507 60.25093 0.9862 145 1041 13.928914 0.9605 81 1040 7.788462 0.02620 26 169 15.38462 0.07170 107 1209 8.850290 0.008637 403 2250 17.91111 0.8195 1457 3507 41.54548 0.9985 390 11.12062 0.3153 974 27.77303 0.7446 114 2533.000 4.500592 0.01399 189 717.000 26.35983 0.8350 389 3265 11.914242 0.9273 3499 3507.000 99.77188 0.9983 1508 26 1.7241379 0.4052 434 28.77984 0.9188 98 1209 8.105873 0.8737 146 1209.000 12.076096 0.8761 0 3507 0.0000000 0.2155

State

# State
svi_2010_state <- rank_variables(svi_2010, rank_by = "state", location = "MT")
svi_2010_state %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_10 E_HU_10 E_HH_10 E_POV150_10 ET_POVSTATUS_10 EP_POV150_10 EPL_POV150_10 E_UNEMP_10 ET_EMPSTATUS_10 EP_UNEMP_10 EPL_UNEMP_10 E_HBURD_OWN_10 ET_HOUSINGCOST_OWN_10 EP_HBURD_OWN_10 EPL_HBURD_OWN_10 E_HBURD_RENT_10 ET_HOUSINGCOST_RENT_10 EP_HBURD_RENT_10 EPL_HBURD_RENT_10 E_HBURD_10 ET_HOUSINGCOST_10 EP_HBURD_10 EPL_HBURD_10 E_NOHSDP_10 ET_EDSTATUS_10 EP_NOHSDP_10 EPL_NOHSDP_10 E_UNINSUR_12 ET_INSURSTATUS_12 EP_UNINSUR_12 EPL_UNINSUR_12 E_AGE65_10 EP_AGE65_10 EPL_AGE65_10 E_AGE17_10 EP_AGE17_10 EPL_AGE17_10 E_DISABL_12 ET_DISABLSTATUS_12 EP_DISABL_12 EPL_DISABL_12 E_SNGPNT_10 ET_FAMILIES_10 EP_SNGPNT_10 EPL_SNGPNT_10 E_LIMENG_10 ET_POPAGE5UP_10 EP_LIMENG_10 EPL_LIMENG_10 E_MINRTY_10 ET_POPETHRACE_10 EP_MINRTY_10 EPL_MINRTY_10 E_STRHU_10 E_MUNIT_10 EP_MUNIT_10 EPL_MUNIT_10 E_MOBILE_10 EP_MOBILE_10 EPL_MOBILE_10 E_CROWD_10 ET_OCCUPANTS_10 EP_CROWD_10 EPL_CROWD_10 E_NOVEH_10 ET_KNOWNVEH_10 EP_NOVEH_10 EPL_NOVEH_10 E_GROUPQ_10 ET_HHTYPE_10 EP_GROUPQ_10 EPL_GROUPQ_10
30001000100 30 001 000100 MT Montana Beaverhead County 4 West Region 8 Mountain Division 1349 1269 639 378 1349 28.02076 0.6481 29 603 4.809287 0.5000 103 383 26.89295 0.6493 33 256 12.89062 0.13010 136 639 21.28326 0.25280 40 1043 3.835091 0.1365 323 1488 21.706989 0.73700 286 21.200889 0.84500 236 17.49444 0.1697 186 1193 15.59095 0.4370 22 407 5.405405 0.1673 3 1281 0.2341920 0.6125 44 1349 3.261675 0.1845 1269 6 0.4728132 0.3815 181 14.26320 0.6111 0 639 0.0000000 0.1078 9 639 1.408451 0.1896 30 1349 2.223870 0.7528
30001000200 30 001 000200 MT Montana Beaverhead County 4 West Region 8 Mountain Division 3398 1755 1437 776 3392 22.87736 0.4519 52 1642 3.166870 0.2704 310 1080 28.70370 0.7052 69 357 19.32773 0.25650 379 1437 26.37439 0.46100 241 2458 9.804719 0.5978 400 3267 12.243649 0.26300 615 18.098882 0.69370 718 21.13008 0.3801 470 2667 17.62280 0.5926 93 1062 8.757062 0.3569 10 3247 0.3079766 0.6863 108 3398 3.178340 0.1661 1755 0 0.0000000 0.1648 388 22.10826 0.8815 0 1437 0.0000000 0.1078 21 1437 1.461378 0.2082 0 3398 0.000000 0.3026
30001000300 30 001 000300 MT Montana Beaverhead County 4 West Region 8 Mountain Division 4385 2132 1842 1324 4109 32.22195 0.7630 144 2302 6.255430 0.6519 275 1073 25.62908 0.5858 343 769 44.60338 0.73980 618 1842 33.55049 0.73230 207 2486 8.326629 0.4760 317 4342 7.300783 0.08519 555 12.656785 0.39110 907 20.68415 0.3284 446 3006 14.83699 0.3889 217 1069 20.299345 0.7918 119 4151 2.8667791 0.9926 490 4385 11.174458 0.7269 2132 93 4.3621013 0.6852 384 18.01126 0.7556 13 1842 0.7057546 0.3680 87 1842 4.723127 0.6097 257 4385 5.860889 0.8819
30003000100 30 003 000100 MT Montana Big Horn County 4 West Region 8 Mountain Division 4918 1976 1710 1418 4665 30.39657 0.7111 193 2219 8.697612 0.8222 235 1057 22.23273 0.4104 268 653 41.04135 0.66170 503 1710 29.41520 0.59110 563 3008 18.716755 0.9483 1171 4509 25.970282 0.83700 696 14.152094 0.47600 1446 29.40220 0.9077 735 3192 23.02632 0.8852 226 1067 21.180881 0.8141 0 4530 0.0000000 0.2509 2175 4918 44.225295 0.9483 1976 33 1.6700405 0.5370 243 12.29757 0.5296 103 1710 6.0233918 0.9294 69 1710 4.035088 0.5428 58 4918 1.179341 0.7085
30003940400 30 003 940400 MT Montana Big Horn County 4 West Region 8 Mountain Division 1638 566 444 806 1638 49.20635 0.9556 143 703 20.341394 0.9852 106 283 37.45583 0.9440 40 161 24.84472 0.33090 146 444 32.88288 0.70260 84 888 9.459459 0.5756 772 1684 45.843230 0.98150 100 6.105006 0.06273 649 39.62149 0.9963 191 951 20.08412 0.7333 129 337 38.278932 0.9814 4 1485 0.2693603 0.6347 1462 1638 89.255189 0.9815 566 0 0.0000000 0.1648 64 11.30742 0.4815 40 444 9.0090090 0.9740 38 444 8.558559 0.8439 0 1638 0.000000 0.3026
30003940500 30 003 940500 MT Montana Big Horn County 4 West Region 8 Mountain Division 1531 652 350 706 1471 47.99456 0.9481 160 710 22.535211 0.9889 51 260 19.61538 0.2761 0 90 0.00000 0.01487 51 350 14.57143 0.08178 87 856 10.163551 0.6310 523 1273 41.084053 0.96670 52 3.396473 0.02214 565 36.90398 0.9926 129 793 16.26734 0.4815 37 262 14.122137 0.6208 0 1354 0.0000000 0.2509 1126 1531 73.546701 0.9668 652 0 0.0000000 0.1648 253 38.80368 0.9926 50 350 14.2857143 1.0000 7 350 2.000000 0.2900 0 1531 0.000000 0.3026 
# State
svi_2020_state <- rank_variables(svi_2020, rank_by = "state", location = "MT")
svi_2020_state %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_20 E_HU_20 E_HH_20 E_POV150_20 ET_POVSTATUS_20 EP_POV150_20 EPL_POV150_20 E_UNEMP_20 ET_EMPSTATUS_20 EP_UNEMP_20 EPL_UNEMP_20 E_HBURD_OWN_20 ET_HOUSINGCOST_OWN_20 EP_HBURD_OWN_20 EPL_HBURD_OWN_20 E_HBURD_RENT_20 ET_HOUSINGCOST_RENT_20 EP_HBURD_RENT_20 EPL_HBURD_RENT_20 E_HBURD_20 ET_HOUSINGCOST_20 EP_HBURD_20 EPL_HBURD_20 E_NOHSDP_20 ET_EDSTATUS_20 EP_NOHSDP_20 EPL_NOHSDP_20 E_UNINSUR_20 ET_INSURSTATUS_20 EP_UNINSUR_20 EPL_UNINSUR_20 E_AGE65_20 EP_AGE65_20 EPL_AGE65_20 E_AGE17_20 EP_AGE17_20 EPL_AGE17_20 E_DISABL_20 ET_DISABLSTATUS_20 EP_DISABL_20 EPL_DISABL_20 E_SNGPNT_20 ET_FAMILIES_20 EP_SNGPNT_20 EPL_SNGPNT_20 E_LIMENG_20 ET_POPAGE5UP_20 EP_LIMENG_20 EPL_LIMENG_20 E_MINRTY_20 ET_POPETHRACE_20 EP_MINRTY_20 EPL_MINRTY_20 E_STRHU_20 E_MUNIT_20 EP_MUNIT_20 EPL_MUNIT_20 E_MOBILE_20 EP_MOBILE_20 EPL_MOBILE_20 E_CROWD_20 ET_OCCUPANTS_20 EP_CROWD_20 EPL_CROWD_20 E_NOVEH_20 ET_KNOWNVEH_20 EP_NOVEH_20 EPL_NOVEH_20 E_GROUPQ_20 ET_HHTYPE_20 EP_GROUPQ_20 EPL_GROUPQ_20
30001000100 30 001 000100 MT Montana Beaverhead County 4 West Region 8 Mountain Division 1247 1239 607 217 1247 17.40176 0.3494 25 609 4.105090 0.6022 69 433 15.935335 0.24630 0 174 0.00000 0.007463 69 607 11.36738 0.02602 50 1053 4.748338 0.3926 81 1247 6.495589 0.3755 522 41.860465 0.99630 133 10.66560 0.03704 263 1113.985 23.608942 0.87360 19 391.0087 4.859227 0.1413 7 1194 0.5862647 0.8481 120 1246.971 9.623316 0.4778 1239 0 0.000000 0.1444 176 14.205004 0.6926 5 607 0.8237232 0.3606 0 607.0143 0.000000 0.0223 16 1247 1.283079 0.5519
30001000200 30 001 000200 MT Montana Beaverhead County 4 West Region 8 Mountain Division 3625 1959 1652 865 3616 23.92146 0.5985 25 1825 1.369863 0.2156 196 1253 15.642458 0.23130 95 399 23.80952 0.268700 291 1652 17.61501 0.17470 213 2691 7.915273 0.7000 319 3628 8.792723 0.6431 790 21.793103 0.61850 681 18.78621 0.32590 614 2946.752 20.836500 0.73980 114 1026.5074 11.105619 0.5316 6 3440 0.1744186 0.6333 450 3624.607 12.415139 0.6519 1959 0 0.000000 0.1444 510 26.033691 0.9593 34 1652 2.0581114 0.6580 19 1651.9392 1.150163 0.1747 38 3625 1.048276 0.4889
30001000300 30 001 000300 MT Montana Beaverhead County 4 West Region 8 Mountain Division 4573 2161 1943 1362 4089 33.30888 0.8476 106 2255 4.700665 0.6766 188 999 18.818819 0.41420 550 944 58.26271 0.955200 738 1943 37.98250 0.90710 82 2714 3.021371 0.1704 150 4415 3.397508 0.0855 791 17.297179 0.40370 813 17.77826 0.27410 715 3366.000 21.241830 0.76210 130 1040.0000 12.500000 0.5911 0 4390 0.0000000 0.2537 368 4573.000 8.047234 0.3556 2161 114 5.275335 0.6815 219 10.134197 0.5074 8 1943 0.4117344 0.2454 69 1943.0000 3.551210 0.5167 501 4573 10.955609 0.9481
30003000100 30 003 000100 MT Montana Big Horn County 4 West Region 8 Mountain Division 4419 1772 1511 1419 4326 32.80166 0.8401 163 2284 7.136603 0.8178 218 909 23.982398 0.68280 211 602 35.04983 0.496300 429 1511 28.39179 0.69140 277 2608 10.621166 0.8667 949 4339 21.871399 0.9591 717 16.225390 0.32590 1352 30.59516 0.94810 297 2986.998 9.943093 0.09665 189 1036.9995 18.225660 0.7695 6 4081 0.1470228 0.6000 2389 4418.998 54.062026 0.9556 1772 59 3.329571 0.5741 244 13.769752 0.6667 103 1511 6.8166777 0.9480 79 1510.9994 5.228328 0.6803 109 4419 2.466621 0.7481
30003940400 30 003 940400 MT Montana Big Horn County 4 West Region 8 Mountain Division 1889 603 463 867 1859 46.63798 0.9591 75 796 9.422111 0.8959 23 278 8.273381 0.01866 25 185 13.51351 0.097010 48 463 10.36717 0.01115 90 1092 8.241758 0.7333 588 1865 31.528150 0.9777 175 9.264161 0.07407 559 29.59238 0.94070 158 1323.533 11.937742 0.16360 114 353.7871 32.222771 0.9517 0 1709 0.0000000 0.2537 1697 1888.771 89.846786 0.9778 603 0 0.000000 0.1444 54 8.955224 0.4296 72 463 15.5507559 0.9851 14 462.9850 3.023856 0.4572 23 1889 1.217575 0.5370
30003940500 30 003 940500 MT Montana Big Horn County 4 West Region 8 Mountain Division 1505 715 439 511 1484 34.43396 0.8662 66 590 11.186441 0.9368 30 314 9.554140 0.02612 18 125 14.40000 0.104500 48 439 10.93394 0.01487 60 887 6.764374 0.6000 263 1505 17.475083 0.9368 204 13.554817 0.18150 550 36.54485 0.97780 148 955.000 15.497382 0.43490 68 330.0000 20.606061 0.8253 16 1375 1.1636364 0.9481 816 1505.000 54.219269 0.9593 715 0 0.000000 0.1444 181 25.314685 0.9444 44 439 10.0227790 0.9740 12 439.0000 2.733485 0.4089 0 1505 0.000000 0.1074

County

# County
svi_2010_county <- rank_variables(svi_2010, rank_by = "county", location = "Silver Bow county", state_abbr = "MT")
svi_2010_county %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_10 E_HU_10 E_HH_10 E_POV150_10 ET_POVSTATUS_10 EP_POV150_10 EPL_POV150_10 E_UNEMP_10 ET_EMPSTATUS_10 EP_UNEMP_10 EPL_UNEMP_10 E_HBURD_OWN_10 ET_HOUSINGCOST_OWN_10 EP_HBURD_OWN_10 EPL_HBURD_OWN_10 E_HBURD_RENT_10 ET_HOUSINGCOST_RENT_10 EP_HBURD_RENT_10 EPL_HBURD_RENT_10 E_HBURD_10 ET_HOUSINGCOST_10 EP_HBURD_10 EPL_HBURD_10 E_NOHSDP_10 ET_EDSTATUS_10 EP_NOHSDP_10 EPL_NOHSDP_10 E_UNINSUR_12 ET_INSURSTATUS_12 EP_UNINSUR_12 EPL_UNINSUR_12 E_AGE65_10 EP_AGE65_10 EPL_AGE65_10 E_AGE17_10 EP_AGE17_10 EPL_AGE17_10 E_DISABL_12 ET_DISABLSTATUS_12 EP_DISABL_12 EPL_DISABL_12 E_SNGPNT_10 ET_FAMILIES_10 EP_SNGPNT_10 EPL_SNGPNT_10 E_LIMENG_10 ET_POPAGE5UP_10 EP_LIMENG_10 EPL_LIMENG_10 E_MINRTY_10 ET_POPETHRACE_10 EP_MINRTY_10 EPL_MINRTY_10 E_STRHU_10 E_MUNIT_10 EP_MUNIT_10 EPL_MUNIT_10 E_MOBILE_10 EP_MOBILE_10 EPL_MOBILE_10 E_CROWD_10 ET_OCCUPANTS_10 EP_CROWD_10 EPL_CROWD_10 E_NOVEH_10 ET_KNOWNVEH_10 EP_NOVEH_10 EPL_NOVEH_10 E_GROUPQ_10 ET_HHTYPE_10 EP_GROUPQ_10 EPL_GROUPQ_10
30093000100 30 093 000100 MT Montana Silver Bow County 4 West Region 8 Mountain Division 4848 2815 2185 2716 4649 58.42117 1.000 232 2185 10.617849 1.000 220 850 25.88235 1.000 719 1335 53.85768 0.875 939 2185 42.97483 1.000 521 3267 15.947352 1.000 829 4301 19.274587 0.625 494 10.189769 0.250 1068 22.02970 0.625 953 3405 27.98825 1.000 299 970 30.82474 1.000 6 4535 0.1323043 0.6250 678 4848 13.985148 1.000 2815 714 25.3641208 1.000 21 0.7460036 0.500 16 2185 0.7322654 0.3750 507 2185 23.203661 1.000 428 4848 8.8283828 1.000
30093000200 30 093 000200 MT Montana Silver Bow County 4 West Region 8 Mountain Division 4412 2472 2113 1414 4035 35.04337 0.875 153 2335 6.552462 0.625 239 1042 22.93666 0.625 407 1071 38.00187 0.375 646 2113 30.57265 0.875 58 2704 2.144970 0.125 1122 4855 23.110196 1.000 592 13.417951 0.625 695 15.75249 0.125 672 3758 17.88185 0.625 116 916 12.66376 0.500 37 4256 0.8693609 1.0000 490 4412 11.106074 0.750 2472 38 1.5372168 0.500 11 0.4449838 0.250 0 2113 0.0000000 0.1875 116 2113 5.489825 0.375 303 4412 6.8676337 0.875
30093000300 30 093 000300 MT Montana Silver Bow County 4 West Region 8 Mountain Division 2841 1192 1088 948 2828 33.52192 0.750 154 1484 10.377358 0.875 205 851 24.08931 0.750 58 237 24.47257 0.125 263 1088 24.17279 0.250 200 1796 11.135858 0.750 563 2575 21.864078 0.875 278 9.785287 0.125 816 28.72228 1.000 469 1939 24.18773 0.875 189 691 27.35166 0.875 0 2636 0.0000000 0.3125 346 2841 12.178810 0.875 1192 160 13.4228188 0.750 8 0.6711409 0.375 8 1088 0.7352941 0.5000 74 1088 6.801471 0.625 132 2841 4.6462513 0.625
30093000400 30 093 000400 MT Montana Silver Bow County 4 West Region 8 Mountain Division 3805 1908 1728 588 3770 15.59682 0.250 136 1959 6.942317 0.750 270 1386 19.48052 0.500 156 342 45.61404 0.625 426 1728 24.65278 0.375 205 2686 7.632167 0.500 720 3957 18.195603 0.500 665 17.477004 0.750 847 22.26018 0.750 555 3104 17.88015 0.500 206 1001 20.57942 0.625 18 3560 0.5056180 0.7500 220 3805 5.781866 0.500 1908 0 0.0000000 0.125 204 10.6918239 0.750 27 1728 1.5625000 0.8750 63 1728 3.645833 0.125 17 3805 0.4467806 0.250
30093000500 30 093 000500 MT Montana Silver Bow County 4 West Region 8 Mountain Division 4542 2066 1983 977 4406 22.17431 0.500 49 1917 2.556077 0.375 266 1541 17.26152 0.375 174 442 39.36652 0.500 440 1983 22.18860 0.125 246 3353 7.336713 0.375 222 4055 5.474723 0.125 1166 25.671510 0.875 942 20.73976 0.375 547 3192 17.13659 0.375 135 1091 12.37397 0.375 0 4342 0.0000000 0.3125 308 4542 6.781154 0.625 2066 216 10.4549855 0.625 9 0.4356244 0.125 16 1983 0.8068583 0.7500 219 1983 11.043873 0.750 303 4542 6.6710700 0.750
30093000600 30 093 000600 MT Montana Silver Bow County 4 West Region 8 Mountain Division 4375 2183 2049 1341 4343 30.87727 0.625 33 2272 1.452465 0.125 176 1240 14.19355 0.125 423 809 52.28677 0.750 599 2049 29.23377 0.750 383 2992 12.800802 0.875 1023 4767 21.460038 0.750 544 12.434286 0.375 870 19.88571 0.250 743 3698 20.09194 0.750 297 1202 24.70882 0.750 0 4141 0.0000000 0.3125 223 4375 5.097143 0.375 2183 16 0.7329363 0.375 384 17.5904718 1.000 0 2049 0.0000000 0.1875 122 2049 5.954124 0.500 0 4375 0.0000000 0.125 
# County
svi_2020_county <- rank_variables(svi_2020, rank_by = "county", location = "Silver Bow County", state = "MT")
svi_2020_county %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_20 E_HU_20 E_HH_20 E_POV150_20 ET_POVSTATUS_20 EP_POV150_20 EPL_POV150_20 E_UNEMP_20 ET_EMPSTATUS_20 EP_UNEMP_20 EPL_UNEMP_20 E_HBURD_OWN_20 ET_HOUSINGCOST_OWN_20 EP_HBURD_OWN_20 EPL_HBURD_OWN_20 E_HBURD_RENT_20 ET_HOUSINGCOST_RENT_20 EP_HBURD_RENT_20 EPL_HBURD_RENT_20 E_HBURD_20 ET_HOUSINGCOST_20 EP_HBURD_20 EPL_HBURD_20 E_NOHSDP_20 ET_EDSTATUS_20 EP_NOHSDP_20 EPL_NOHSDP_20 E_UNINSUR_20 ET_INSURSTATUS_20 EP_UNINSUR_20 EPL_UNINSUR_20 E_AGE65_20 EP_AGE65_20 EPL_AGE65_20 E_AGE17_20 EP_AGE17_20 EPL_AGE17_20 E_DISABL_20 ET_DISABLSTATUS_20 EP_DISABL_20 EPL_DISABL_20 E_SNGPNT_20 ET_FAMILIES_20 EP_SNGPNT_20 EPL_SNGPNT_20 E_LIMENG_20 ET_POPAGE5UP_20 EP_LIMENG_20 EPL_LIMENG_20 E_MINRTY_20 ET_POPETHRACE_20 EP_MINRTY_20 EPL_MINRTY_20 E_STRHU_20 E_MUNIT_20 EP_MUNIT_20 EPL_MUNIT_20 E_MOBILE_20 EP_MOBILE_20 EPL_MOBILE_20 E_CROWD_20 ET_OCCUPANTS_20 EP_CROWD_20 EPL_CROWD_20 E_NOVEH_20 ET_KNOWNVEH_20 EP_NOVEH_20 EPL_NOVEH_20 E_GROUPQ_20 ET_HHTYPE_20 EP_GROUPQ_20 EPL_GROUPQ_20
30093000100 30 093 000100 MT Montana Silver Bow County 4 West Region 8 Mountain Division 4736 2739 2128 2525 4459 56.62705 1.000 194 2185 8.878718 1.000 276 978 28.22086 1.000 440 1150 38.26087 0.500 716 2128 33.64662 1.000 304 3391 8.964907 0.750 392 4454 8.801078 0.750 522 11.02196 0.125 795 16.78632 0.250 1189 3659.471 32.49103 1.000 264 815.9634 32.354391 1.000 4 4261 0.0938747 0.6250 976 4735.525 20.610174 1.000 2739 694 25.3377145 1.000 30 1.0952903 0.375 0 2128 0.0000000 0.3125 454 2127.726 21.337337 1.000 632 4736 13.3445946 1.000
30093000200 30 093 000200 MT Montana Silver Bow County 4 West Region 8 Mountain Division 4904 2894 2228 1447 4633 31.23246 0.875 234 2760 8.478261 0.750 129 1090 11.83486 0.250 422 1138 37.08260 0.375 551 2228 24.73070 0.750 428 2817 15.193468 1.000 576 4864 11.842105 0.875 689 14.04976 0.250 710 14.47798 0.125 901 3904.000 23.07889 0.625 77 988.0000 7.793522 0.375 8 4745 0.1685985 0.8750 686 4904.000 13.988581 0.875 2894 372 12.8541811 0.750 0 0.0000000 0.125 24 2228 1.0771993 0.7500 345 2228.000 15.484740 0.875 299 4904 6.0970636 0.875
30093000300 30 093 000300 MT Montana Silver Bow County 4 West Region 8 Mountain Division 2682 1181 1076 414 2682 15.43624 0.125 101 1388 7.276657 0.625 116 863 13.44148 0.500 95 213 44.60094 0.750 211 1076 19.60967 0.375 154 1709 9.011118 0.875 156 2682 5.816555 0.625 392 14.61596 0.375 673 25.09321 1.000 498 2009.000 24.78845 0.750 62 684.0000 9.064327 0.500 40 2606 1.5349194 1.0000 286 2682.000 10.663684 0.625 1181 91 7.7053345 0.625 10 0.8467401 0.250 0 1076 0.0000000 0.3125 48 1076.000 4.460966 0.500 0 2682 0.0000000 0.125
30093000400 30 093 000400 MT Montana Silver Bow County 4 West Region 8 Mountain Division 4089 2032 1783 747 4024 18.56362 0.375 196 2228 8.797128 0.875 251 1337 18.77337 0.875 205 446 45.96413 0.875 456 1783 25.57487 0.875 211 2857 7.385369 0.625 579 4048 14.303360 1.000 668 16.33651 0.500 863 21.10540 0.625 679 3167.436 21.43690 0.375 239 942.4123 25.360450 0.875 0 3956 0.0000000 0.3125 525 4088.507 12.840872 0.750 2032 0 0.0000000 0.125 253 12.4507874 0.875 22 1783 1.2338755 0.8750 65 1782.643 3.646271 0.250 56 4089 1.3695280 0.500
30093000500 30 093 000500 MT Montana Silver Bow County 4 West Region 8 Mountain Division 4676 2064 1865 708 4471 15.83538 0.250 46 2022 2.274975 0.375 184 1417 12.98518 0.375 143 448 31.91964 0.250 327 1865 17.53351 0.125 77 3300 2.333333 0.250 60 4471 1.341982 0.250 1108 23.69547 0.750 1129 24.14457 0.875 743 3346.864 22.19989 0.500 197 1220.9330 16.135201 0.625 0 4293 0.0000000 0.3125 258 4675.803 5.517769 0.250 2064 115 5.5717054 0.500 95 4.6027132 0.625 0 1865 0.0000000 0.3125 86 1864.911 4.611480 0.625 230 4676 4.9187340 0.750
30093000600 30 093 000600 MT Montana Silver Bow County 4 West Region 8 Mountain Division 4275 2116 2074 1311 4264 30.74578 0.750 62 1676 3.699284 0.500 245 1520 16.11842 0.625 152 554 27.43682 0.125 397 2074 19.14176 0.250 191 3138 6.086679 0.500 119 4275 2.783626 0.375 1033 24.16374 0.875 867 20.28070 0.500 865 3408.000 25.38146 0.875 232 1159.0000 20.017256 0.750 0 3975 0.0000000 0.3125 243 4275.000 5.684210 0.500 2116 13 0.6143667 0.375 381 18.0056711 1.000 16 2074 0.7714561 0.6250 78 2074.000 3.760849 0.375 20 4275 0.4678363 0.250

Add theme variables

#Add theme variables 2010
svi_2010_national <- svi_theme_variables(svi_2010_national)
svi_2010_national %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_10 E_HU_10 E_HH_10 E_POV150_10 ET_POVSTATUS_10 EP_POV150_10 EPL_POV150_10 E_UNEMP_10 ET_EMPSTATUS_10 EP_UNEMP_10 EPL_UNEMP_10 E_HBURD_OWN_10 ET_HOUSINGCOST_OWN_10 EP_HBURD_OWN_10 EPL_HBURD_OWN_10 E_HBURD_RENT_10 ET_HOUSINGCOST_RENT_10 EP_HBURD_RENT_10 EPL_HBURD_RENT_10 E_HBURD_10 ET_HOUSINGCOST_10 EP_HBURD_10 EPL_HBURD_10 E_NOHSDP_10 ET_EDSTATUS_10 EP_NOHSDP_10 EPL_NOHSDP_10 E_UNINSUR_12 ET_INSURSTATUS_12 EP_UNINSUR_12 EPL_UNINSUR_12 E_AGE65_10 EP_AGE65_10 EPL_AGE65_10 E_AGE17_10 EP_AGE17_10 EPL_AGE17_10 E_DISABL_12 ET_DISABLSTATUS_12 EP_DISABL_12 EPL_DISABL_12 E_SNGPNT_10 ET_FAMILIES_10 EP_SNGPNT_10 EPL_SNGPNT_10 E_LIMENG_10 ET_POPAGE5UP_10 EP_LIMENG_10 EPL_LIMENG_10 E_MINRTY_10 ET_POPETHRACE_10 EP_MINRTY_10 EPL_MINRTY_10 E_STRHU_10 E_MUNIT_10 EP_MUNIT_10 EPL_MUNIT_10 E_MOBILE_10 EP_MOBILE_10 EPL_MOBILE_10 E_CROWD_10 ET_OCCUPANTS_10 EP_CROWD_10 EPL_CROWD_10 E_NOVEH_10 ET_KNOWNVEH_10 EP_NOVEH_10 EPL_NOVEH_10 E_GROUPQ_10 ET_HHTYPE_10 EP_GROUPQ_10 EPL_GROUPQ_10 SPL_THEME1 RPL_THEME1 SPL_THEME2 RPL_THEME2 SPL_THEME3 RPL_THEME3 SPL_THEME4 RPL_THEME4 SPL_THEMES RPL_THEMES
01001020100 01 001 020100 AL Alabama Autauga County 3 South Region 6 East South Central Division 1809 771 696 297 1809 16.41791 0.3871 36 889 4.049494 0.1790 127 598 21.23746 0.20770 47 98 47.95918 0.5767 174 696 25.00000 0.18790 196 1242 15.780998 0.6093 186 1759 10.574190 0.3790 222 12.271973 0.4876 445 24.59923 0.5473 298 1335 22.32210 0.8454 27 545 4.954128 0.09275 36 1705 2.1114370 0.59040 385 1809 21.282477 0.4524 771 0 0.0000000 0.1224 92 11.9325551 0.8005 0 696 0.0000000 0.1238 50 696 7.183908 0.6134 0 1809 0 0.364 1.74230 0.28200 2.56345 0.5296 0.4524 0.4482 2.0241 0.2519 6.78225 0.3278
01001020200 01 001 020200 AL Alabama Autauga County 3 South Region 6 East South Central Division 2020 816 730 495 1992 24.84940 0.5954 68 834 8.153477 0.5754 49 439 11.16173 0.02067 105 291 36.08247 0.3019 154 730 21.09589 0.09312 339 1265 26.798419 0.8392 313 2012 15.556660 0.6000 204 10.099010 0.3419 597 29.55446 0.8192 359 1515 23.69637 0.8791 132 456 28.947368 0.83510 15 1890 0.7936508 0.40130 1243 2020 61.534653 0.7781 816 0 0.0000000 0.1224 34 4.1666667 0.6664 13 730 1.7808219 0.5406 115 730 15.753425 0.8382 0 2020 0 0.364 2.70312 0.56650 3.27660 0.8614 0.7781 0.7709 2.5316 0.5047 9.28942 0.6832
01001020300 01 001 020300 AL Alabama Autauga County 3 South Region 6 East South Central Division 3543 1403 1287 656 3533 18.56779 0.4443 93 1552 5.992268 0.3724 273 957 28.52665 0.45780 178 330 53.93939 0.7152 451 1287 35.04274 0.49930 346 2260 15.309734 0.5950 252 3102 8.123791 0.2596 487 13.745413 0.5868 998 28.16822 0.7606 371 2224 16.68165 0.6266 126 913 13.800657 0.46350 0 3365 0.0000000 0.09298 637 3543 17.979114 0.4049 1403 10 0.7127584 0.3015 2 0.1425517 0.4407 0 1287 0.0000000 0.1238 101 1287 7.847708 0.6443 0 3543 0 0.364 2.17060 0.41010 2.53048 0.5116 0.4049 0.4011 1.8743 0.1942 6.98028 0.3576
01001020400 01 001 020400 AL Alabama Autauga County 3 South Region 6 East South Central Division 4840 1957 1839 501 4840 10.35124 0.2177 101 2129 4.744011 0.2447 310 1549 20.01291 0.17080 89 290 30.68966 0.2044 399 1839 21.69657 0.10540 274 3280 8.353658 0.3205 399 4293 9.294200 0.3171 955 19.731405 0.8643 1195 24.69008 0.5530 625 3328 18.78005 0.7233 152 1374 11.062591 0.34710 10 4537 0.2204100 0.22560 297 4840 6.136364 0.1647 1957 33 1.6862545 0.3843 25 1.2774655 0.5516 14 1839 0.7612833 0.3564 19 1839 1.033170 0.1127 0 4840 0 0.364 1.20540 0.13470 2.71330 0.6129 0.1647 0.1632 1.7690 0.1591 5.85240 0.1954
01001020500 01 001 020500 AL Alabama Autauga County 3 South Region 6 East South Central Division 9938 3969 3741 1096 9938 11.02838 0.2364 188 4937 3.807981 0.1577 426 2406 17.70574 0.11050 528 1335 39.55056 0.3753 954 3741 25.50120 0.20140 293 5983 4.897209 0.1655 740 10110 7.319486 0.2211 837 8.422218 0.2408 3012 30.30791 0.8455 759 7155 10.60797 0.2668 476 2529 18.821669 0.63540 78 9297 0.8389803 0.41110 1970 9938 19.822902 0.4330 3969 306 7.7097506 0.6153 0 0.0000000 0.2198 7 3741 0.1871157 0.2535 223 3741 5.960973 0.5483 0 9938 0 0.364 0.98210 0.08468 2.39960 0.4381 0.4330 0.4290 2.0009 0.2430 5.81560 0.1905
01001020600 01 001 020600 AL Alabama Autauga County 3 South Region 6 East South Central Division 3402 1456 1308 735 3402 21.60494 0.5199 134 1720 7.790698 0.5436 242 1032 23.44961 0.28010 62 276 22.46377 0.1035 304 1308 23.24159 0.14070 301 2151 13.993491 0.5510 355 3445 10.304790 0.3656 386 11.346267 0.4232 931 27.36626 0.7200 440 2439 18.04018 0.6912 143 924 15.476190 0.52900 4 3254 0.1229256 0.19840 723 3402 21.252205 0.4519 1456 18 1.2362637 0.3507 433 29.7390110 0.9468 16 1308 1.2232416 0.4493 28 1308 2.140673 0.2298 0 3402 0 0.364 2.12080 0.39510 2.56180 0.5288 0.4519 0.4477 2.3406 0.4048 7.47510 0.4314 
svi_2020_national <- svi_theme_variables(svi_2020_national)
svi_2020_national %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_20 E_HU_20 E_HH_20 E_POV150_20 ET_POVSTATUS_20 EP_POV150_20 EPL_POV150_20 E_UNEMP_20 ET_EMPSTATUS_20 EP_UNEMP_20 EPL_UNEMP_20 E_HBURD_OWN_20 ET_HOUSINGCOST_OWN_20 EP_HBURD_OWN_20 EPL_HBURD_OWN_20 E_HBURD_RENT_20 ET_HOUSINGCOST_RENT_20 EP_HBURD_RENT_20 EPL_HBURD_RENT_20 E_HBURD_20 ET_HOUSINGCOST_20 EP_HBURD_20 EPL_HBURD_20 E_NOHSDP_20 ET_EDSTATUS_20 EP_NOHSDP_20 EPL_NOHSDP_20 E_UNINSUR_20 ET_INSURSTATUS_20 EP_UNINSUR_20 EPL_UNINSUR_20 E_AGE65_20 EP_AGE65_20 EPL_AGE65_20 E_AGE17_20 EP_AGE17_20 EPL_AGE17_20 E_DISABL_20 ET_DISABLSTATUS_20 EP_DISABL_20 EPL_DISABL_20 E_SNGPNT_20 ET_FAMILIES_20 EP_SNGPNT_20 EPL_SNGPNT_20 E_LIMENG_20 ET_POPAGE5UP_20 EP_LIMENG_20 EPL_LIMENG_20 E_MINRTY_20 ET_POPETHRACE_20 EP_MINRTY_20 EPL_MINRTY_20 E_STRHU_20 E_MUNIT_20 EP_MUNIT_20 EPL_MUNIT_20 E_MOBILE_20 EP_MOBILE_20 EPL_MOBILE_20 E_CROWD_20 ET_OCCUPANTS_20 EP_CROWD_20 EPL_CROWD_20 E_NOVEH_20 ET_KNOWNVEH_20 EP_NOVEH_20 EPL_NOVEH_20 E_GROUPQ_20 ET_HHTYPE_20 EP_GROUPQ_20 EPL_GROUPQ_20 SPL_THEME1 RPL_THEME1 SPL_THEME2 RPL_THEME2 SPL_THEME3 RPL_THEME3 SPL_THEME4 RPL_THEME4 SPL_THEMES RPL_THEMES
01001020100 01 001 020100 AL Alabama Autauga County 3 South Region 6 East South Central Division 1941 710 693 352 1941 18.13498 0.4630 18 852 2.112676 0.15070 81 507 15.976331 0.26320 63 186 33.87097 0.2913 144 693 20.77922 0.2230 187 1309 14.285714 0.6928 187 1941 9.634209 0.6617 295 15.19835 0.4601 415 21.38073 0.4681 391 1526 25.62254 0.9011 58 555 10.45045 0.3451 0 1843 0.0000000 0.09479 437 1941 22.51417 0.3902 710 0 0.0000000 0.1079 88 12.3943662 0.8263 0 693 0.0000000 0.09796 10 693 1.443001 0.1643 0 1941 0.000000 0.1831 2.19120 0.4084 2.26919 0.3503 0.3902 0.3869 1.37956 0.07216 6.23015 0.2314
01001020200 01 001 020200 AL Alabama Autauga County 3 South Region 6 East South Central Division 1757 720 573 384 1511 25.41363 0.6427 29 717 4.044630 0.41320 33 392 8.418367 0.03542 116 181 64.08840 0.9086 149 573 26.00349 0.4041 139 1313 10.586443 0.5601 91 1533 5.936073 0.4343 284 16.16392 0.5169 325 18.49744 0.2851 164 1208 13.57616 0.4127 42 359 11.69916 0.3998 0 1651 0.0000000 0.09479 1116 1757 63.51736 0.7591 720 3 0.4166667 0.2470 5 0.6944444 0.5106 9 573 1.5706806 0.46880 57 573 9.947644 0.7317 212 1757 12.066022 0.9549 2.45440 0.4888 1.70929 0.1025 0.7591 0.7527 2.91300 0.68620 7.83579 0.4802
01001020300 01 001 020300 AL Alabama Autauga County 3 South Region 6 East South Central Division 3694 1464 1351 842 3694 22.79372 0.5833 53 1994 2.657974 0.22050 117 967 12.099276 0.11370 147 384 38.28125 0.3856 264 1351 19.54108 0.1827 317 2477 12.797739 0.6460 127 3673 3.457664 0.2308 464 12.56091 0.3088 929 25.14889 0.7080 473 2744 17.23761 0.6211 263 975 26.97436 0.8234 128 3586 3.5694367 0.70770 1331 3694 36.03140 0.5515 1464 26 1.7759563 0.3675 14 0.9562842 0.5389 35 1351 2.5906736 0.60550 42 1351 3.108808 0.3415 0 3694 0.000000 0.1831 1.86330 0.3063 3.16900 0.8380 0.5515 0.5468 2.03650 0.26830 7.62030 0.4460
01001020400 01 001 020400 AL Alabama Autauga County 3 South Region 6 East South Central Division 3539 1741 1636 503 3539 14.21305 0.3472 39 1658 2.352232 0.17990 219 1290 16.976744 0.30880 74 346 21.38728 0.1037 293 1636 17.90954 0.1333 173 2775 6.234234 0.3351 169 3529 4.788892 0.3448 969 27.38062 0.9225 510 14.41085 0.1208 670 3019 22.19278 0.8194 148 1137 13.01671 0.4541 89 3409 2.6107363 0.64690 454 3539 12.82848 0.2364 1741 143 8.2136703 0.6028 0 0.0000000 0.2186 10 1636 0.6112469 0.28340 72 1636 4.400978 0.4538 0 3539 0.000000 0.1831 1.34030 0.1575 2.96370 0.7496 0.2364 0.2344 1.74170 0.16270 6.28210 0.2389
01001020500 01 001 020500 AL Alabama Autauga County 3 South Region 6 East South Central Division 10674 4504 4424 1626 10509 15.47245 0.3851 81 5048 1.604596 0.09431 321 2299 13.962592 0.17970 711 2125 33.45882 0.2836 1032 4424 23.32731 0.3109 531 6816 7.790493 0.4251 301 10046 2.996217 0.1894 1613 15.11149 0.4553 2765 25.90407 0.7494 1124 7281 15.43744 0.5253 342 2912 11.74451 0.4019 52 9920 0.5241935 0.35230 2603 10674 24.38636 0.4160 4504 703 15.6083481 0.7378 29 0.6438721 0.5037 37 4424 0.8363472 0.33420 207 4424 4.679023 0.4754 176 10674 1.648866 0.7598 1.40481 0.1743 2.48420 0.4802 0.4160 0.4125 2.81090 0.63730 7.11591 0.3654
01001020600 01 001 020600 AL Alabama Autauga County 3 South Region 6 East South Central Division 3536 1464 1330 1279 3523 36.30429 0.8215 34 1223 2.780049 0.23780 321 1111 28.892889 0.75870 67 219 30.59361 0.2305 388 1330 29.17293 0.5075 306 2380 12.857143 0.6480 415 3496 11.870709 0.7535 547 15.46946 0.4760 982 27.77149 0.8327 729 2514 28.99761 0.9488 95 880 10.79545 0.3601 0 3394 0.0000000 0.09479 985 3536 27.85633 0.4608 1464 0 0.0000000 0.1079 364 24.8633880 0.9300 0 1330 0.0000000 0.09796 17 1330 1.278196 0.1463 0 3536 0.000000 0.1831 2.96830 0.6434 2.71239 0.6156 0.4608 0.4569 1.46526 0.08976 7.60675 0.4440

Add theme flags

svi_2010_national <- svi_theme_flags(svi_2010_national, .90)
svi_2010_national %>% arrange(desc(F_TOTAL)) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_10 E_HU_10 E_HH_10 E_POV150_10 ET_POVSTATUS_10 EP_POV150_10 EPL_POV150_10 F_POV150_10 E_UNEMP_10 ET_EMPSTATUS_10 EP_UNEMP_10 EPL_UNEMP_10 F_UNEMP_10 E_HBURD_OWN_10 ET_HOUSINGCOST_OWN_10 EP_HBURD_OWN_10 EPL_HBURD_OWN_10 F_HBURD_OWN_10 E_HBURD_RENT_10 ET_HOUSINGCOST_RENT_10 EP_HBURD_RENT_10 EPL_HBURD_RENT_10 F_HBURD_RENT_10 E_HBURD_10 ET_HOUSINGCOST_10 EP_HBURD_10 EPL_HBURD_10 F_HBURD_10 E_NOHSDP_10 ET_EDSTATUS_10 EP_NOHSDP_10 EPL_NOHSDP_10 F_NOHSDP_10 E_UNINSUR_12 ET_INSURSTATUS_12 EP_UNINSUR_12 EPL_UNINSUR_12 F_UNINSUR_12 E_AGE65_10 EP_AGE65_10 EPL_AGE65_10 F_AGE65_10 E_AGE17_10 EP_AGE17_10 EPL_AGE17_10 F_AGE17_10 E_DISABL_12 ET_DISABLSTATUS_12 EP_DISABL_12 EPL_DISABL_12 F_DISABL_12 E_SNGPNT_10 ET_FAMILIES_10 EP_SNGPNT_10 EPL_SNGPNT_10 F_SNGPNT_10 E_LIMENG_10 ET_POPAGE5UP_10 EP_LIMENG_10 EPL_LIMENG_10 F_LIMENG_10 E_MINRTY_10 ET_POPETHRACE_10 EP_MINRTY_10 EPL_MINRTY_10 F_MINRTY_10 E_STRHU_10 E_MUNIT_10 EP_MUNIT_10 EPL_MUNIT_10 F_MUNIT_10 E_MOBILE_10 EP_MOBILE_10 EPL_MOBILE_10 F_MOBILE_10 E_CROWD_10 ET_OCCUPANTS_10 EP_CROWD_10 EPL_CROWD_10 F_CROWD_10 E_NOVEH_10 ET_KNOWNVEH_10 EP_NOVEH_10 EPL_NOVEH_10 F_NOVEH_10 E_GROUPQ_10 ET_HHTYPE_10 EP_GROUPQ_10 EPL_GROUPQ_10 F_GROUPQ_10 SPL_THEME1 RPL_THEME1 F_THEME1 SPL_THEME2 RPL_THEME2 F_THEME2 SPL_THEME3 RPL_THEME3 F_THEME3 SPL_THEME4 RPL_THEME4 F_THEME4 SPL_THEMES RPL_THEMES F_TOTAL
06019000600 06 019 000600 CA California Fresno County 4 West Region 9 Pacific Division 6565 2219 1825 4213 6250 67.40800 0.9834 1 575 2311 24.88100 0.9808 1 133 267 49.81273 0.9085 1 959 1558 61.55327 0.8522 0 1092 1825 59.83562 0.9618 1 1699 3356 50.62574 0.9817 1 1527 5434 28.10085 0.9056 1 739 11.256664 0.41690 0 2290 34.88195 0.94790 1 1108 3841 28.846654 0.9566 1 521 1058 49.24386 0.9713 1 1386 5836 23.74914 0.9594 1 5817 6565 88.60625 0.9046 1 2219 327 14.73637 0.7445 0 0 0.0000000 0.2198 0 430 1825 23.56164 0.9838 1 669 1825 36.65753 0.9532 1 508 6565 7.738005 0.9223 1 4.8133 0.9868 5 4.25210 0.9859 4 0.9046 0.8962 1 3.8236 0.9658 3 13.79360 0.9870 13
06029002000 06 029 002000 CA California Kern County 4 West Region 9 Pacific Division 7536 2467 2205 4874 7280 66.95055 0.9822 1 365 2299 15.87647 0.9087 1 346 538 64.31227 0.9802 1 1044 1667 62.62747 0.8671 0 1390 2205 63.03855 0.9777 1 1832 3798 48.23591 0.9764 1 2063 7209 28.61701 0.9116 1 753 9.992038 0.33530 0 2922 38.77389 0.98250 1 1743 5062 34.433030 0.9870 1 517 1419 36.43411 0.9102 1 1202 6722 17.88158 0.9302 1 6711 7536 89.05255 0.9072 1 2467 474 19.21362 0.7987 0 13 0.5269558 0.4721 0 390 2205 17.68707 0.9685 1 549 2205 24.89796 0.9143 1 249 7536 3.304140 0.8497 0 4.7566 0.9850 5 4.14520 0.9848 4 0.9072 0.8988 1 4.0033 0.9800 2 13.81230 0.9871 12
06037221401 06 037 221401 CA California Los Angeles County 4 West Region 9 Pacific Division 3379 1415 1384 1512 3006 50.29940 0.9188 1 368 1412 26.06232 0.9841 1 187 239 78.24268 0.9945 1 632 1145 55.19651 0.7411 0 819 1384 59.17630 0.9577 1 977 2515 38.84692 0.9446 1 956 2950 32.40678 0.9438 1 901 26.664694 0.96130 1 505 14.94525 0.09376 0 491 2346 20.929241 0.8037 0 170 641 26.52106 0.8001 0 751 3212 23.38107 0.9579 1 3039 3379 89.93785 0.9116 1 1415 782 55.26502 0.9550 1 0 0.0000000 0.2198 0 170 1384 12.28324 0.9397 1 476 1384 34.39306 0.9481 1 373 3379 11.038769 0.9432 1 4.7490 0.9846 5 3.61676 0.9435 2 0.9116 0.9031 1 4.0058 0.9801 4 13.28316 0.9857 12
06037224310 06 037 224310 CA California Los Angeles County 4 West Region 9 Pacific Division 2459 682 634 1433 2459 58.27572 0.9585 1 328 1466 22.37381 0.9710 1 43 43 100.00000 0.9987 1 365 591 61.75973 0.8554 0 408 634 64.35331 0.9825 1 827 1456 56.79945 0.9908 1 1121 2282 49.12358 0.9957 1 170 6.913379 0.16240 0 537 21.83815 0.35890 0 169 1739 9.718229 0.2138 0 140 397 35.26448 0.9014 1 1043 2291 45.52597 0.9973 1 2317 2459 94.22529 0.9371 1 682 312 45.74780 0.9365 1 0 0.0000000 0.2198 0 330 634 52.05047 0.9995 1 259 634 40.85173 0.9615 1 191 2459 7.767385 0.9226 1 4.8985 0.9879 5 2.63380 0.5687 2 0.9371 0.9284 1 4.0399 0.9819 4 12.50930 0.9733 12
06037242100 06 037 242100 CA California Los Angeles County 4 West Region 9 Pacific Division 2683 741 729 2147 2683 80.02236 0.9961 1 159 481 33.05613 0.9944 1 0 0 NaN NA NA 418 729 57.33882 0.7831 0 418 729 57.33882 0.9439 1 636 989 64.30738 0.9973 1 802 2843 28.20964 0.9069 1 123 4.584420 0.06748 0 1325 49.38502 0.99880 1 291 1456 19.986264 0.7710 0 326 547 59.59781 0.9907 1 509 2423 21.00702 0.9476 1 2674 2683 99.66455 0.9889 1 741 386 52.09177 0.9500 1 0 0.0000000 0.2198 0 284 729 38.95748 0.9973 1 283 729 38.82030 0.9575 1 0 2683 0.000000 0.3640 0 4.8386 0.9872 5 3.77558 0.9656 3 0.9889 0.9797 1 3.4886 0.9117 3 13.09168 0.9844 12
12086001903 12 086 001903 FL Florida Miami-Dade County 3 South Region 5 South Atlantic Division 3308 1410 1070 1949 3308 58.91778 0.9606 1 213 1283 16.60171 0.9204 1 177 269 65.79926 0.9833 1 541 801 67.54057 0.9205 1 718 1070 67.10280 0.9890 1 764 1744 43.80734 0.9644 1 1319 3025 43.60331 0.9890 1 385 11.638452 0.44270 0 1123 33.94800 0.93420 1 588 2368 24.831081 0.9025 1 279 656 42.53049 0.9470 1 444 2879 15.42202 0.9133 1 3169 3308 95.79807 0.9485 1 1410 478 33.90071 0.8980 0 0 0.0000000 0.2198 0 132 1070 12.33645 0.9401 1 278 1070 25.98131 0.9195 1 0 3308 0.000000 0.3640 0 4.8234 0.9870 5 4.13970 0.9847 4 0.9485 0.9397 1 3.3414 0.8689 2 13.25300 0.9855 12 
svi_2020_national <- svi_theme_flags(svi_2020_national, .90)
svi_2020_national %>% arrange(desc(F_TOTAL)) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_20 E_HU_20 E_HH_20 E_POV150_20 ET_POVSTATUS_20 EP_POV150_20 EPL_POV150_20 F_POV150_20 E_UNEMP_20 ET_EMPSTATUS_20 EP_UNEMP_20 EPL_UNEMP_20 F_UNEMP_20 E_HBURD_OWN_20 ET_HOUSINGCOST_OWN_20 EP_HBURD_OWN_20 EPL_HBURD_OWN_20 F_HBURD_OWN_20 E_HBURD_RENT_20 ET_HOUSINGCOST_RENT_20 EP_HBURD_RENT_20 EPL_HBURD_RENT_20 F_HBURD_RENT_20 E_HBURD_20 ET_HOUSINGCOST_20 EP_HBURD_20 EPL_HBURD_20 F_HBURD_20 E_NOHSDP_20 ET_EDSTATUS_20 EP_NOHSDP_20 EPL_NOHSDP_20 F_NOHSDP_20 E_UNINSUR_20 ET_INSURSTATUS_20 EP_UNINSUR_20 EPL_UNINSUR_20 F_UNINSUR_20 E_AGE65_20 EP_AGE65_20 EPL_AGE65_20 F_AGE65_20 E_AGE17_20 EP_AGE17_20 EPL_AGE17_20 F_AGE17_20 E_DISABL_20 ET_DISABLSTATUS_20 EP_DISABL_20 EPL_DISABL_20 F_DISABL_20 E_SNGPNT_20 ET_FAMILIES_20 EP_SNGPNT_20 EPL_SNGPNT_20 F_SNGPNT_20 E_LIMENG_20 ET_POPAGE5UP_20 EP_LIMENG_20 EPL_LIMENG_20 F_LIMENG_20 E_MINRTY_20 ET_POPETHRACE_20 EP_MINRTY_20 EPL_MINRTY_20 F_MINRTY_20 E_STRHU_20 E_MUNIT_20 EP_MUNIT_20 EPL_MUNIT_20 F_MUNIT_20 E_MOBILE_20 EP_MOBILE_20 EPL_MOBILE_20 F_MOBILE_20 E_CROWD_20 ET_OCCUPANTS_20 EP_CROWD_20 EPL_CROWD_20 F_CROWD_20 E_NOVEH_20 ET_KNOWNVEH_20 EP_NOVEH_20 EPL_NOVEH_20 F_NOVEH_20 E_GROUPQ_20 ET_HHTYPE_20 EP_GROUPQ_20 EPL_GROUPQ_20 F_GROUPQ_20 SPL_THEME1 RPL_THEME1 F_THEME1 SPL_THEME2 RPL_THEME2 F_THEME2 SPL_THEME3 RPL_THEME3 F_THEME3 SPL_THEME4 RPL_THEME4 F_THEME4 SPL_THEMES RPL_THEMES F_TOTAL
48141000404 48 141 000404 TX Texas El Paso County 3 South Region 7 West South Central Division 3380 1648 1221 2390 3380 70.71006 0.9928 1 210 1268 16.56151 0.9697 1 12 154 7.792208 0.02796 0 705 1067 66.07310 0.9281 1 717 1221 58.72236 0.9772 1 745 1955 38.10742 0.9703 1 1234 3370 36.61721 0.9940 1 369 10.917160 0.22390 0 1070 31.65680 0.9356 1 664 2300 28.86957 0.9477 1 365 761 47.96321 0.9741 1 649 3025 21.45455 0.9659 1 3222 3380 95.32544 0.9478 1 1648 701 42.53641 0.9214 1 0 0 0.2186 0 130 1221 10.647011 0.9224 1 344 1221 28.17363 0.9344 1 0 3380 0.0000000 0.1831 0 4.9040 0.9886 5 4.04720 0.9848 4 0.9478 0.9398 1 3.1799 0.8000 3 13.07890 0.9859 13
06037224420 06 037 224420 CA California Los Angeles County 4 West Region 9 Pacific Division 2651 943 883 1562 2389 65.38301 0.9868 1 232 1430 16.22378 0.9672 1 13 57 22.807018 0.56500 0 584 826 70.70218 0.9614 1 597 883 67.61042 0.9949 1 894 1588 56.29723 0.9975 1 605 2651 22.82158 0.9514 1 243 9.166352 0.14720 0 543 20.48284 0.4073 0 211 1889 11.16993 0.2666 0 207 571 36.25219 0.9217 1 870 2539 34.26546 0.9937 1 2523 2651 95.17163 0.9465 1 943 540 57.26405 0.9549 1 0 0 0.2186 0 344 883 38.958097 0.9984 1 302 883 34.20159 0.9522 1 253 2651 9.5435685 0.9459 1 4.8978 0.9886 5 2.73650 0.6297 2 0.9465 0.9385 1 4.0700 0.9818 4 12.65080 0.9801 12
12086001401 12 086 001401 FL Florida Miami-Dade County 3 South Region 5 South Atlantic Division 6606 2427 2203 4080 6606 61.76203 0.9802 1 314 2673 11.74710 0.9138 1 134 300 44.666667 0.95870 1 1111 1903 58.38150 0.8314 0 1245 2203 56.51384 0.9682 1 1363 4012 33.97308 0.9551 1 1313 6606 19.87587 0.9252 1 732 11.080836 0.23160 0 1985 30.04844 0.9023 1 670 4621 14.49903 0.4697 0 606 1267 47.82952 0.9736 1 854 5756 14.83669 0.9273 1 6592 6606 99.78807 0.9954 1 2427 965 39.76102 0.9125 1 0 0 0.2186 0 378 2203 17.158420 0.9692 1 777 2203 35.27009 0.9546 1 40 6606 0.6055101 0.6241 0 4.7425 0.9867 5 3.50450 0.9317 3 0.9954 0.9870 1 3.6790 0.9403 3 12.92140 0.9845 12
27053005902 27 053 005902 MN Minnesota Hennepin County 2 Midwest Region 4 West North Central Division 3896 1173 1087 2343 3739 62.66381 0.9824 1 226 1842 12.26927 0.9232 1 21 71 29.577465 0.77560 0 521 1016 51.27953 0.6904 0 542 1087 49.86201 0.9223 1 719 1932 37.21532 0.9675 1 608 3896 15.60575 0.8581 0 87 2.233059 0.01142 0 1442 37.01232 0.9852 1 640 2440 26.22951 0.9114 1 274 583 46.99828 0.9714 1 444 3462 12.82496 0.9096 1 2911 3896 74.71766 0.8205 0 1173 721 61.46633 0.9616 1 0 0 0.2186 0 226 1087 20.791168 0.9809 1 323 1087 29.71481 0.9398 1 579 3896 14.8613963 0.9619 1 4.6535 0.9834 4 3.78902 0.9713 4 0.8205 0.8136 0 4.0628 0.9815 4 13.32582 0.9873 12
34001002400 34 001 002400 NJ New Jersey Atlantic County 1 Northeast Region 2 Middle Atlantic Division 2614 1726 1217 1579 2612 60.45176 0.9773 1 290 1171 24.76516 0.9931 1 69 127 54.330709 0.98500 1 538 1090 49.35780 0.6469 0 607 1217 49.87675 0.9224 1 697 1998 34.88488 0.9590 1 551 2614 21.07881 0.9374 1 516 19.739862 0.70560 0 503 19.24254 0.3280 0 576 2111 27.28565 0.9280 1 257 567 45.32628 0.9667 1 556 2368 23.47973 0.9732 1 2029 2614 77.62050 0.8359 0 1726 1166 67.55504 0.9693 1 0 0 0.2186 0 115 1217 9.449466 0.9062 1 673 1217 55.29992 0.9828 1 223 2614 8.5309870 0.9407 1 4.7892 0.9877 5 3.90150 0.9792 3 0.8359 0.8288 0 4.0176 0.9793 4 13.54420 0.9879 12
34039039300 34 039 039300 NJ New Jersey Union County 1 Northeast Region 2 Middle Atlantic Division 6145 1835 1727 3492 6096 57.28346 0.9684 1 350 3006 11.64338 0.9114 1 58 140 41.428571 0.94020 1 829 1587 52.23692 0.7127 0 887 1727 51.36074 0.9352 1 1367 3639 37.56527 0.9686 1 2771 6145 45.09357 0.9987 1 400 6.509357 0.06257 0 2006 32.64443 0.9503 1 443 4139 10.70307 0.2400 0 476 1178 40.40747 0.9470 1 1979 5714 34.63423 0.9941 1 5955 6145 96.90806 0.9624 1 1835 815 44.41417 0.9271 1 0 0 0.2186 0 391 1727 22.640417 0.9849 1 748 1727 43.31210 0.9692 1 114 6145 1.8551668 0.7766 0 4.7823 0.9877 5 3.19397 0.8468 3 0.9624 0.9543 1 3.8764 0.9680 3 12.81507 0.9830 12

Data Analysis

Question 1:

From a data science project management standpoint, how do you believe that functions are most useful? Can you think of scenarios in your current work or previous data projects where it would have been helpful to implement functions? Can you think of scenarios where functions are not the most useful strategy for processing data?

-Functions are most useful when you want to use the same code over and over again. This is especially 
useful for projects that require a lot of data wrangling. Since we are running the data through the 
same wrangling functions, but for different regional areas (national, state, division, county, etc.) 
saving our functions in the data steps file is extremely convenient. This is also great for teams and
projects where multiple people are using the functions, so that the results can be replicated using
the same, or different data. Fuctions would not be as useful if the user has no intention of replicating
the data wrangling, and could be time-consuming if not needed.

Question 2:

Describe the CDC SVI index. What is it and how do we intend to use it for our project?

-The CDC's social vulnerability index (SVI) measures how vulnerable a neighborhood is in the event of
an emergency situation, such as a natural disaster or health outbreak. It measures vulnerable populations
in terms of four categories: housing type and transportation, socioeconomic status, household characteristics
and racial/ethnic minority status. For this project, we are going to see how two tax credit programs impact
the SVI across different neighborhoods.

Question 3:

Nationally, what are the most & least vulnerable tracts by THEME1, THEME2, THEME3, THEME4, OVERALL for 2020 and 2010.

Theme1: SES Most Vulnerable

2010

svi_2010_national %>% arrange(desc(RPL_THEME1)) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_10 E_HU_10 E_HH_10 E_POV150_10 ET_POVSTATUS_10 EP_POV150_10 EPL_POV150_10 F_POV150_10 E_UNEMP_10 ET_EMPSTATUS_10 EP_UNEMP_10 EPL_UNEMP_10 F_UNEMP_10 E_HBURD_OWN_10 ET_HOUSINGCOST_OWN_10 EP_HBURD_OWN_10 EPL_HBURD_OWN_10 F_HBURD_OWN_10 E_HBURD_RENT_10 ET_HOUSINGCOST_RENT_10 EP_HBURD_RENT_10 EPL_HBURD_RENT_10 F_HBURD_RENT_10 E_HBURD_10 ET_HOUSINGCOST_10 EP_HBURD_10 EPL_HBURD_10 F_HBURD_10 E_NOHSDP_10 ET_EDSTATUS_10 EP_NOHSDP_10 EPL_NOHSDP_10 F_NOHSDP_10 E_UNINSUR_12 ET_INSURSTATUS_12 EP_UNINSUR_12 EPL_UNINSUR_12 F_UNINSUR_12 E_AGE65_10 EP_AGE65_10 EPL_AGE65_10 F_AGE65_10 E_AGE17_10 EP_AGE17_10 EPL_AGE17_10 F_AGE17_10 E_DISABL_12 ET_DISABLSTATUS_12 EP_DISABL_12 EPL_DISABL_12 F_DISABL_12 E_SNGPNT_10 ET_FAMILIES_10 EP_SNGPNT_10 EPL_SNGPNT_10 F_SNGPNT_10 E_LIMENG_10 ET_POPAGE5UP_10 EP_LIMENG_10 EPL_LIMENG_10 F_LIMENG_10 E_MINRTY_10 ET_POPETHRACE_10 EP_MINRTY_10 EPL_MINRTY_10 F_MINRTY_10 E_STRHU_10 E_MUNIT_10 EP_MUNIT_10 EPL_MUNIT_10 F_MUNIT_10 E_MOBILE_10 EP_MOBILE_10 EPL_MOBILE_10 F_MOBILE_10 E_CROWD_10 ET_OCCUPANTS_10 EP_CROWD_10 EPL_CROWD_10 F_CROWD_10 E_NOVEH_10 ET_KNOWNVEH_10 EP_NOVEH_10 EPL_NOVEH_10 F_NOVEH_10 E_GROUPQ_10 ET_HHTYPE_10 EP_GROUPQ_10 EPL_GROUPQ_10 F_GROUPQ_10 SPL_THEME1 RPL_THEME1 F_THEME1 SPL_THEME2 RPL_THEME2 F_THEME2 SPL_THEME3 RPL_THEME3 F_THEME3 SPL_THEME4 RPL_THEME4 F_THEME4 SPL_THEMES RPL_THEMES F_TOTAL
55089990000 55 089 990000 WI Wisconsin Ozaukee County 2 Midwest Region 3 East North Central Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA
55101990000 55 101 990000 WI Wisconsin Racine County 2 Midwest Region 3 East North Central Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA
55117990000 55 117 990000 WI Wisconsin Sheboygan County 2 Midwest Region 3 East North Central Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA
56021980801 56 021 980801 WY Wyoming Laramie County 4 West Region 8 Mountain Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA
55059990000 55 059 990000 WI Wisconsin Kenosha County 2 Midwest Region 3 East North Central Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA NA 0.9999 NA NA 0.9999 NA NA 0.9999 NA NA 0.9999 NA NA 0.9999 NA
55061990000 55 061 990000 WI Wisconsin Kewaunee County 2 Midwest Region 3 East North Central Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA NA 0.9999 NA NA 0.9999 NA NA 0.9999 NA NA 0.9999 NA NA 0.9999 NA

2020

svi_2020_national %>% arrange(desc(RPL_THEME1)) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_20 E_HU_20 E_HH_20 E_POV150_20 ET_POVSTATUS_20 EP_POV150_20 EPL_POV150_20 F_POV150_20 E_UNEMP_20 ET_EMPSTATUS_20 EP_UNEMP_20 EPL_UNEMP_20 F_UNEMP_20 E_HBURD_OWN_20 ET_HOUSINGCOST_OWN_20 EP_HBURD_OWN_20 EPL_HBURD_OWN_20 F_HBURD_OWN_20 E_HBURD_RENT_20 ET_HOUSINGCOST_RENT_20 EP_HBURD_RENT_20 EPL_HBURD_RENT_20 F_HBURD_RENT_20 E_HBURD_20 ET_HOUSINGCOST_20 EP_HBURD_20 EPL_HBURD_20 F_HBURD_20 E_NOHSDP_20 ET_EDSTATUS_20 EP_NOHSDP_20 EPL_NOHSDP_20 F_NOHSDP_20 E_UNINSUR_20 ET_INSURSTATUS_20 EP_UNINSUR_20 EPL_UNINSUR_20 F_UNINSUR_20 E_AGE65_20 EP_AGE65_20 EPL_AGE65_20 F_AGE65_20 E_AGE17_20 EP_AGE17_20 EPL_AGE17_20 F_AGE17_20 E_DISABL_20 ET_DISABLSTATUS_20 EP_DISABL_20 EPL_DISABL_20 F_DISABL_20 E_SNGPNT_20 ET_FAMILIES_20 EP_SNGPNT_20 EPL_SNGPNT_20 F_SNGPNT_20 E_LIMENG_20 ET_POPAGE5UP_20 EP_LIMENG_20 EPL_LIMENG_20 F_LIMENG_20 E_MINRTY_20 ET_POPETHRACE_20 EP_MINRTY_20 EPL_MINRTY_20 F_MINRTY_20 E_STRHU_20 E_MUNIT_20 EP_MUNIT_20 EPL_MUNIT_20 F_MUNIT_20 E_MOBILE_20 EP_MOBILE_20 EPL_MOBILE_20 F_MOBILE_20 E_CROWD_20 ET_OCCUPANTS_20 EP_CROWD_20 EPL_CROWD_20 F_CROWD_20 E_NOVEH_20 ET_KNOWNVEH_20 EP_NOVEH_20 EPL_NOVEH_20 F_NOVEH_20 E_GROUPQ_20 ET_HHTYPE_20 EP_GROUPQ_20 EPL_GROUPQ_20 F_GROUPQ_20 SPL_THEME1 RPL_THEME1 F_THEME1 SPL_THEME2 RPL_THEME2 F_THEME2 SPL_THEME3 RPL_THEME3 F_THEME3 SPL_THEME4 RPL_THEME4 F_THEME4 SPL_THEMES RPL_THEMES F_TOTAL
55089990000 55 089 990000 WI Wisconsin Ozaukee County 2 Midwest Region 3 East North Central Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA
55101990000 55 101 990000 WI Wisconsin Racine County 2 Midwest Region 3 East North Central Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA
55117990000 55 117 990000 WI Wisconsin Sheboygan County 2 Midwest Region 3 East North Central Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA
56021980801 56 021 980801 WY Wyoming Laramie County 4 West Region 8 Mountain Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA
55059990000 55 059 990000 WI Wisconsin Kenosha County 2 Midwest Region 3 East North Central Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA NA 0.9999 NA NA 0.9999 NA NA 0.9999 NA NA 0.9999 NA NA 0.9999 NA
55061990000 55 061 990000 WI Wisconsin Kewaunee County 2 Midwest Region 3 East North Central Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA NA 0.9999 NA NA 0.9999 NA NA 0.9999 NA NA 0.9999 NA NA 0.9999 NA

Theme1: SES Least Vulnerable

2010

svi_2010_national %>% arrange((RPL_THEME1)) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_10 E_HU_10 E_HH_10 E_POV150_10 ET_POVSTATUS_10 EP_POV150_10 EPL_POV150_10 F_POV150_10 E_UNEMP_10 ET_EMPSTATUS_10 EP_UNEMP_10 EPL_UNEMP_10 F_UNEMP_10 E_HBURD_OWN_10 ET_HOUSINGCOST_OWN_10 EP_HBURD_OWN_10 EPL_HBURD_OWN_10 F_HBURD_OWN_10 E_HBURD_RENT_10 ET_HOUSINGCOST_RENT_10 EP_HBURD_RENT_10 EPL_HBURD_RENT_10 F_HBURD_RENT_10 E_HBURD_10 ET_HOUSINGCOST_10 EP_HBURD_10 EPL_HBURD_10 F_HBURD_10 E_NOHSDP_10 ET_EDSTATUS_10 EP_NOHSDP_10 EPL_NOHSDP_10 F_NOHSDP_10 E_UNINSUR_12 ET_INSURSTATUS_12 EP_UNINSUR_12 EPL_UNINSUR_12 F_UNINSUR_12 E_AGE65_10 EP_AGE65_10 EPL_AGE65_10 F_AGE65_10 E_AGE17_10 EP_AGE17_10 EPL_AGE17_10 F_AGE17_10 E_DISABL_12 ET_DISABLSTATUS_12 EP_DISABL_12 EPL_DISABL_12 F_DISABL_12 E_SNGPNT_10 ET_FAMILIES_10 EP_SNGPNT_10 EPL_SNGPNT_10 F_SNGPNT_10 E_LIMENG_10 ET_POPAGE5UP_10 EP_LIMENG_10 EPL_LIMENG_10 F_LIMENG_10 E_MINRTY_10 ET_POPETHRACE_10 EP_MINRTY_10 EPL_MINRTY_10 F_MINRTY_10 E_STRHU_10 E_MUNIT_10 EP_MUNIT_10 EPL_MUNIT_10 F_MUNIT_10 E_MOBILE_10 EP_MOBILE_10 EPL_MOBILE_10 F_MOBILE_10 E_CROWD_10 ET_OCCUPANTS_10 EP_CROWD_10 EPL_CROWD_10 F_CROWD_10 E_NOVEH_10 ET_KNOWNVEH_10 EP_NOVEH_10 EPL_NOVEH_10 F_NOVEH_10 E_GROUPQ_10 ET_HHTYPE_10 EP_GROUPQ_10 EPL_GROUPQ_10 F_GROUPQ_10 SPL_THEME1 RPL_THEME1 F_THEME1 SPL_THEME2 RPL_THEME2 F_THEME2 SPL_THEME3 RPL_THEME3 F_THEME3 SPL_THEME4 RPL_THEME4 F_THEME4 SPL_THEMES RPL_THEMES F_TOTAL
01015981901 01 015 981901 AL Alabama Calhoun County 3 South Region 6 East South Central Division 26 13 13 0 26 0 0.001467 0 0 13 0 0.00496 0 0 13 0 0.002795 0 0 0 NaN NA NA 0 13 0 0.0007892 0 0 26 0 0.00427 0 0 4 0 0.001293 0 0 0 0.003233 0 0 0.0000000 0.002314 0 4 4 100.000000 0.9999000 1 0 13 0 0.007664 0 0 26 0 0.09298 0 0 26 0.00000 0.002135 0 13 0 0 0.1224 0 0 0 0.2198 0 0 13 0 0.1238 0 0 13 0.00000 0.02586 0 0 26 0.00000 0.3640 0 0.0127792 8.21e-05 0 1.1060910 0.0173000 1 0.002135 0.002115 0 0.85586 0.004175 0 1.976865 0.0001095 1
06073011300 06 073 011300 CA California San Diego County 4 West Region 9 Pacific Division 1782 17 17 0 34 0 0.001467 0 0 68 0 0.00496 0 0 0 NaN NA NA 0 17 0 0.009887 0 0 17 0 0.0007892 0 0 393 0 0.00427 0 0 97 0 0.001293 0 0 0 0.003233 0 2 0.1122334 0.004684 0 0 67 0.000000 0.0009476 0 0 17 0 0.007664 0 0 1782 0 0.09298 0 834 1782 46.80135 0.695500 0 17 0 0 0.1224 0 0 0 0.2198 0 0 17 0 0.1238 0 0 17 0.00000 0.02586 0 1748 1782 98.09203 0.9973 1 0.0127792 8.21e-05 0 0.1095086 0.0001779 0 0.695500 0.689000 0 1.48916 0.084840 1 2.306948 0.0002053 1
17097863005 17 097 863005 IL Illinois Lake County 2 Midwest Region 3 East North Central Division 55 11 11 0 55 0 0.001467 0 0 11 0 0.00496 0 0 0 NaN NA NA 0 11 0 0.009887 0 0 11 0 0.0007892 0 0 22 0 0.00427 0 0 39 0 0.001293 0 0 0 0.003233 0 33 60.0000000 0.999900 1 10 10 100.000000 0.9999000 1 0 11 0 0.007664 0 0 44 0 0.09298 0 0 55 0.00000 0.002135 0 11 0 0 0.1224 0 0 0 0.2198 0 0 11 0 0.1238 0 0 11 0.00000 0.02586 0 0 55 0.00000 0.3640 0 0.0127792 8.21e-05 0 2.1036770 0.2760000 2 0.002135 0.002115 0 0.85586 0.004175 0 2.974451 0.0017110 2
26161984000 26 161 984000 MI Michigan Washtenaw County 2 Midwest Region 3 East North Central Division 70 18 18 0 70 0 0.001467 0 0 25 0 0.00496 0 0 9 0 0.002795 0 0 9 0 0.009887 0 0 18 0 0.0007892 0 0 35 0 0.00427 0 0 71 0 0.001293 0 0 0 0.003233 0 35 50.0000000 0.999000 1 0 36 0.000000 0.0009476 0 0 18 0 0.007664 0 0 61 0 0.09298 0 0 70 0.00000 0.002135 0 18 0 0 0.1224 0 0 0 0.2198 0 0 18 0 0.1238 0 0 18 0.00000 0.02586 0 0 70 0.00000 0.3640 0 0.0127792 8.21e-05 0 1.1038246 0.0171400 1 0.002135 0.002115 0 0.85586 0.004175 0 1.974599 0.0000821 1
36047017500 36 047 017500 NY New York Kings County 1 Northeast Region 2 Middle Atlantic Division 22 11 11 0 22 0 0.001467 0 0 11 0 0.00496 0 0 0 NaN NA NA 0 11 0 0.009887 0 0 11 0 0.0007892 0 0 11 0 0.00427 0 0 23 0 0.001293 0 0 0 0.003233 0 11 50.0000000 0.999000 1 11 11 100.000000 0.9999000 1 11 11 100 0.999800 1 0 22 0 0.09298 0 22 22 100.00000 0.995600 1 11 0 0 0.1224 0 0 0 0.2198 0 0 11 0 0.1238 0 11 11 100.00000 0.99990 1 0 22 0.00000 0.3640 0 0.0127792 8.21e-05 0 3.0949130 0.7954000 3 0.995600 0.986400 1 1.82990 0.178800 1 5.933192 0.2061000 5
36081056100 36 081 056100 NY New York Queens County 1 Northeast Region 2 Middle Atlantic Division 55 19 19 0 55 0 0.001467 0 0 37 0 0.00496 0 0 0 NaN NA NA 0 19 0 0.009887 0 0 19 0 0.0007892 0 0 28 0 0.00427 0 0 143 0 0.001293 0 0 0 0.003233 0 18 32.7272727 0.911700 1 4 88 4.545454 0.0239500 0 0 10 0 0.007664 0 0 55 0 0.09298 0 46 55 83.63636 0.880300 0 19 0 0 0.1224 0 0 0 0.2198 0 0 19 0 0.1238 0 9 19 47.36842 0.97210 1 0 55 0.00000 0.3640 0 0.0127792 8.21e-05 0 1.0395270 0.0141700 1 0.880300 0.872100 0 1.80210 0.169600 1 3.734706 0.0161900 2

2020

svi_2020_national %>% arrange(RPL_THEME1) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_20 E_HU_20 E_HH_20 E_POV150_20 ET_POVSTATUS_20 EP_POV150_20 EPL_POV150_20 F_POV150_20 E_UNEMP_20 ET_EMPSTATUS_20 EP_UNEMP_20 EPL_UNEMP_20 F_UNEMP_20 E_HBURD_OWN_20 ET_HOUSINGCOST_OWN_20 EP_HBURD_OWN_20 EPL_HBURD_OWN_20 F_HBURD_OWN_20 E_HBURD_RENT_20 ET_HOUSINGCOST_RENT_20 EP_HBURD_RENT_20 EPL_HBURD_RENT_20 F_HBURD_RENT_20 E_HBURD_20 ET_HOUSINGCOST_20 EP_HBURD_20 EPL_HBURD_20 F_HBURD_20 E_NOHSDP_20 ET_EDSTATUS_20 EP_NOHSDP_20 EPL_NOHSDP_20 F_NOHSDP_20 E_UNINSUR_20 ET_INSURSTATUS_20 EP_UNINSUR_20 EPL_UNINSUR_20 F_UNINSUR_20 E_AGE65_20 EP_AGE65_20 EPL_AGE65_20 F_AGE65_20 E_AGE17_20 EP_AGE17_20 EPL_AGE17_20 F_AGE17_20 E_DISABL_20 ET_DISABLSTATUS_20 EP_DISABL_20 EPL_DISABL_20 F_DISABL_20 E_SNGPNT_20 ET_FAMILIES_20 EP_SNGPNT_20 EPL_SNGPNT_20 F_SNGPNT_20 E_LIMENG_20 ET_POPAGE5UP_20 EP_LIMENG_20 EPL_LIMENG_20 F_LIMENG_20 E_MINRTY_20 ET_POPETHRACE_20 EP_MINRTY_20 EPL_MINRTY_20 F_MINRTY_20 E_STRHU_20 E_MUNIT_20 EP_MUNIT_20 EPL_MUNIT_20 F_MUNIT_20 E_MOBILE_20 EP_MOBILE_20 EPL_MOBILE_20 F_MOBILE_20 E_CROWD_20 ET_OCCUPANTS_20 EP_CROWD_20 EPL_CROWD_20 F_CROWD_20 E_NOVEH_20 ET_KNOWNVEH_20 EP_NOVEH_20 EPL_NOVEH_20 F_NOVEH_20 E_GROUPQ_20 ET_HHTYPE_20 EP_GROUPQ_20 EPL_GROUPQ_20 F_GROUPQ_20 SPL_THEME1 RPL_THEME1 F_THEME1 SPL_THEME2 RPL_THEME2 F_THEME2 SPL_THEME3 RPL_THEME3 F_THEME3 SPL_THEME4 RPL_THEME4 F_THEME4 SPL_THEMES RPL_THEMES F_TOTAL
02198000300 02 198 000300 AK Alaska Prince of Wales-Hyder Census Area 4 West Region 9 Pacific Division 12 75 12 0 12 0 0.0007331 0 0 12 0 0.004873 0 0 12 0 0.003312 0 0 0 NaN NA NA 0 12 0 0.0006021 0 0 12 0 0.003598 0 0 12 0 0.002454 0 12 100.0000000 1.000000 1 0 0.0000000 0.001926 0 0 12.000000 0 0.0008574 0 0 0.0000000 NaN NA NA 0 12 0.0000000 0.09479 0 0 12.000000 0.00000 0.0006005 0 75 19 25.33333 0.8390 0 18 24 0.9254 1 0 12 0 0.09796 0 0 12.000000 0 0.01986 0 0 12 0.00000 0.1831 0 0.0122602 0.0001369 0 NA 0.9887000 NA 0.0006005 0.0005954 0 2.06532 0.279400 1 NA 0.9884000 NA
05091980000 05 091 980000 AR Arkansas Miller County 3 South Region 7 West South Central Division 4 4 4 0 4 0 0.0007331 0 0 4 0 0.004873 0 0 4 0 0.003312 0 0 0 NaN NA NA 0 4 0 0.0006021 0 0 4 0 0.003598 0 0 4 0 0.002454 0 0 0.0000000 0.001609 0 0 0.0000000 0.001926 0 0 4.000000 0 0.0008574 0 0 0.0000000 NaN NA NA 0 4 0.0000000 0.09479 0 0 4.000000 0.00000 0.0006005 0 4 0 0.00000 0.1079 0 0 0 0.2186 0 0 4 0 0.09796 0 0 4.000000 0 0.01986 0 0 4 0.00000 0.1831 0 0.0122602 0.0001369 0 NA 0.9888000 NA 0.0006005 0.0005954 0 0.62742 0.001615 0 NA 0.9886000 NA
06073009901 06 073 009901 CA California San Diego County 4 West Region 9 Pacific Division 885 1 1 0 3 0 0.0007331 0 0 32 0 0.004873 0 0 1 0 0.003312 0 0 0 NaN NA NA 0 1 0 0.0006021 0 0 298 0 0.003598 0 0 2 0 0.002454 0 2 0.2259887 0.004294 0 0 0.0000000 0.001926 0 0 1.378435 0 0.0008574 0 0 0.4037400 0 0.005918 0 0 885 0.0000000 0.09479 0 380 884.790395 42.94803 0.6155000 0 1 0 0.00000 0.1079 0 0 0 0.2186 0 0 1 0 0.09796 0 0 1.178101 0 0.01986 0 882 885 99.66102 0.9975 1 0.0122602 0.0001369 0 0.1077854 0.0001779 0 0.6155000 0.6103000 0 1.44182 0.084680 1 2.177366 0.0000821 1
06095980000 06 095 980000 CA California Solano County 4 West Region 9 Pacific Division 2 4 4 0 2 0 0.0007331 0 0 1 0 0.004873 0 0 3 0 0.003312 0 0 1 0 0.006398 0 0 4 0 0.0006021 0 0 1 0 0.003598 0 0 1 0 0.002454 0 1 50.0000000 0.992700 1 0 0.0000000 0.001926 0 0 0.948619 0 0.0008574 0 0 2.7807487 0 0.005918 0 0 2 0.0000000 0.09479 0 2 2.436946 82.06993 0.8600000 0 4 0 0.00000 0.1079 0 0 0 0.2186 0 0 4 0 0.09796 0 0 3.700535 0 0.01986 0 0 2 0.00000 0.1831 0 0.0122602 0.0001369 0 1.0961914 0.0183100 1 0.8600000 0.8527000 0 0.62742 0.001615 0 2.595872 0.0003696 1
09011980000 09 011 980000 CT Connecticut New London County 1 Northeast Region 1 New England Division 2641 1 1 0 2 0 0.0007331 0 0 194 0 0.004873 0 0 1 0 0.003312 0 0 1 0 0.006398 0 0 2 0 0.0006021 0 0 440 0 0.003598 0 0 2 0 0.002454 0 11 0.4165089 0.005109 0 1 0.0378644 0.003907 0 0 1.423958 0 0.0008574 0 0 0.7376034 0 0.005918 0 10 2641 0.3786445 0.31030 0 962 2641.447658 36.41942 0.5554000 0 1 0 0.00000 0.1079 0 0 0 0.2186 0 0 1 0 0.09796 0 0 1.095105 0 0.01986 0 2639 2641 99.92427 0.9977 1 0.0122602 0.0001369 0 0.3260914 0.0013690 0 0.5554000 0.5507000 0 1.44202 0.084840 1 2.335772 0.0001095 1
11001006202 11 001 006202 DC District of Columbia District of Columbia 3 South Region 5 South Atlantic Division 13 3 3 0 13 0 0.0007331 0 0 13 0 0.004873 0 0 0 NaN NA NA 0 3 0 0.006398 0 0 3 0 0.0006021 0 0 13 0 0.003598 0 0 13 0 0.002454 0 0 0.0000000 0.001609 0 0 0.0000000 0.001926 0 0 13.000000 0 0.0008574 0 0 3.0000000 0 0.005918 0 0 13 0.0000000 0.09479 0 0 13.000000 0.00000 0.0006005 0 3 3 100.00000 0.9998 1 0 0 0.2186 0 0 3 0 0.09796 0 0 3.000000 0 0.01986 0 0 13 0.00000 0.1831 0 0.0122602 0.0001369 0 0.1051004 0.0000821 0 0.0006005 0.0005954 0 1.51932 0.101800 1 1.637281 0.0000411 1

Theme2: Household Characteristics Most Vulnerable

2010

svi_2010_national %>% arrange(desc(RPL_THEME2)) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_10 E_HU_10 E_HH_10 E_POV150_10 ET_POVSTATUS_10 EP_POV150_10 EPL_POV150_10 F_POV150_10 E_UNEMP_10 ET_EMPSTATUS_10 EP_UNEMP_10 EPL_UNEMP_10 F_UNEMP_10 E_HBURD_OWN_10 ET_HOUSINGCOST_OWN_10 EP_HBURD_OWN_10 EPL_HBURD_OWN_10 F_HBURD_OWN_10 E_HBURD_RENT_10 ET_HOUSINGCOST_RENT_10 EP_HBURD_RENT_10 EPL_HBURD_RENT_10 F_HBURD_RENT_10 E_HBURD_10 ET_HOUSINGCOST_10 EP_HBURD_10 EPL_HBURD_10 F_HBURD_10 E_NOHSDP_10 ET_EDSTATUS_10 EP_NOHSDP_10 EPL_NOHSDP_10 F_NOHSDP_10 E_UNINSUR_12 ET_INSURSTATUS_12 EP_UNINSUR_12 EPL_UNINSUR_12 F_UNINSUR_12 E_AGE65_10 EP_AGE65_10 EPL_AGE65_10 F_AGE65_10 E_AGE17_10 EP_AGE17_10 EPL_AGE17_10 F_AGE17_10 E_DISABL_12 ET_DISABLSTATUS_12 EP_DISABL_12 EPL_DISABL_12 F_DISABL_12 E_SNGPNT_10 ET_FAMILIES_10 EP_SNGPNT_10 EPL_SNGPNT_10 F_SNGPNT_10 E_LIMENG_10 ET_POPAGE5UP_10 EP_LIMENG_10 EPL_LIMENG_10 F_LIMENG_10 E_MINRTY_10 ET_POPETHRACE_10 EP_MINRTY_10 EPL_MINRTY_10 F_MINRTY_10 E_STRHU_10 E_MUNIT_10 EP_MUNIT_10 EPL_MUNIT_10 F_MUNIT_10 E_MOBILE_10 EP_MOBILE_10 EPL_MOBILE_10 F_MOBILE_10 E_CROWD_10 ET_OCCUPANTS_10 EP_CROWD_10 EPL_CROWD_10 F_CROWD_10 E_NOVEH_10 ET_KNOWNVEH_10 EP_NOVEH_10 EPL_NOVEH_10 F_NOVEH_10 E_GROUPQ_10 ET_HHTYPE_10 EP_GROUPQ_10 EPL_GROUPQ_10 F_GROUPQ_10 SPL_THEME1 RPL_THEME1 F_THEME1 SPL_THEME2 RPL_THEME2 F_THEME2 SPL_THEME3 RPL_THEME3 F_THEME3 SPL_THEME4 RPL_THEME4 F_THEME4 SPL_THEMES RPL_THEMES F_TOTAL
55089990000 55 089 990000 WI Wisconsin Ozaukee County 2 Midwest Region 3 East North Central Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA
55101990000 55 101 990000 WI Wisconsin Racine County 2 Midwest Region 3 East North Central Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA
55117990000 55 117 990000 WI Wisconsin Sheboygan County 2 Midwest Region 3 East North Central Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA
56021980801 56 021 980801 WY Wyoming Laramie County 4 West Region 8 Mountain Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA
55059990000 55 059 990000 WI Wisconsin Kenosha County 2 Midwest Region 3 East North Central Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA NA 0.9999 NA NA 0.9999 NA NA 0.9999 NA NA 0.9999 NA NA 0.9999 NA
55061990000 55 061 990000 WI Wisconsin Kewaunee County 2 Midwest Region 3 East North Central Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA NA 0.9999 NA NA 0.9999 NA NA 0.9999 NA NA 0.9999 NA NA 0.9999 NA

2020

svi_2020_national %>% arrange(desc(RPL_THEME2)) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_20 E_HU_20 E_HH_20 E_POV150_20 ET_POVSTATUS_20 EP_POV150_20 EPL_POV150_20 F_POV150_20 E_UNEMP_20 ET_EMPSTATUS_20 EP_UNEMP_20 EPL_UNEMP_20 F_UNEMP_20 E_HBURD_OWN_20 ET_HOUSINGCOST_OWN_20 EP_HBURD_OWN_20 EPL_HBURD_OWN_20 F_HBURD_OWN_20 E_HBURD_RENT_20 ET_HOUSINGCOST_RENT_20 EP_HBURD_RENT_20 EPL_HBURD_RENT_20 F_HBURD_RENT_20 E_HBURD_20 ET_HOUSINGCOST_20 EP_HBURD_20 EPL_HBURD_20 F_HBURD_20 E_NOHSDP_20 ET_EDSTATUS_20 EP_NOHSDP_20 EPL_NOHSDP_20 F_NOHSDP_20 E_UNINSUR_20 ET_INSURSTATUS_20 EP_UNINSUR_20 EPL_UNINSUR_20 F_UNINSUR_20 E_AGE65_20 EP_AGE65_20 EPL_AGE65_20 F_AGE65_20 E_AGE17_20 EP_AGE17_20 EPL_AGE17_20 F_AGE17_20 E_DISABL_20 ET_DISABLSTATUS_20 EP_DISABL_20 EPL_DISABL_20 F_DISABL_20 E_SNGPNT_20 ET_FAMILIES_20 EP_SNGPNT_20 EPL_SNGPNT_20 F_SNGPNT_20 E_LIMENG_20 ET_POPAGE5UP_20 EP_LIMENG_20 EPL_LIMENG_20 F_LIMENG_20 E_MINRTY_20 ET_POPETHRACE_20 EP_MINRTY_20 EPL_MINRTY_20 F_MINRTY_20 E_STRHU_20 E_MUNIT_20 EP_MUNIT_20 EPL_MUNIT_20 F_MUNIT_20 E_MOBILE_20 EP_MOBILE_20 EPL_MOBILE_20 F_MOBILE_20 E_CROWD_20 ET_OCCUPANTS_20 EP_CROWD_20 EPL_CROWD_20 F_CROWD_20 E_NOVEH_20 ET_KNOWNVEH_20 EP_NOVEH_20 EPL_NOVEH_20 F_NOVEH_20 E_GROUPQ_20 ET_HHTYPE_20 EP_GROUPQ_20 EPL_GROUPQ_20 F_GROUPQ_20 SPL_THEME1 RPL_THEME1 F_THEME1 SPL_THEME2 RPL_THEME2 F_THEME2 SPL_THEME3 RPL_THEME3 F_THEME3 SPL_THEME4 RPL_THEME4 F_THEME4 SPL_THEMES RPL_THEMES F_TOTAL
55089990000 55 089 990000 WI Wisconsin Ozaukee County 2 Midwest Region 3 East North Central Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA
55101990000 55 101 990000 WI Wisconsin Racine County 2 Midwest Region 3 East North Central Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA
55117990000 55 117 990000 WI Wisconsin Sheboygan County 2 Midwest Region 3 East North Central Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA
56021980801 56 021 980801 WY Wyoming Laramie County 4 West Region 8 Mountain Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA
55059990000 55 059 990000 WI Wisconsin Kenosha County 2 Midwest Region 3 East North Central Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA NA 0.9999 NA NA 0.9999 NA NA 0.9999 NA NA 0.9999 NA NA 0.9999 NA
55061990000 55 061 990000 WI Wisconsin Kewaunee County 2 Midwest Region 3 East North Central Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA NA 0.9999 NA NA 0.9999 NA NA 0.9999 NA NA 0.9999 NA NA 0.9999 NA

Theme2: Household Characteristics Least Vulnerable

2010

svi_2010_national %>% arrange(RPL_THEME2) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_10 E_HU_10 E_HH_10 E_POV150_10 ET_POVSTATUS_10 EP_POV150_10 EPL_POV150_10 F_POV150_10 E_UNEMP_10 ET_EMPSTATUS_10 EP_UNEMP_10 EPL_UNEMP_10 F_UNEMP_10 E_HBURD_OWN_10 ET_HOUSINGCOST_OWN_10 EP_HBURD_OWN_10 EPL_HBURD_OWN_10 F_HBURD_OWN_10 E_HBURD_RENT_10 ET_HOUSINGCOST_RENT_10 EP_HBURD_RENT_10 EPL_HBURD_RENT_10 F_HBURD_RENT_10 E_HBURD_10 ET_HOUSINGCOST_10 EP_HBURD_10 EPL_HBURD_10 F_HBURD_10 E_NOHSDP_10 ET_EDSTATUS_10 EP_NOHSDP_10 EPL_NOHSDP_10 F_NOHSDP_10 E_UNINSUR_12 ET_INSURSTATUS_12 EP_UNINSUR_12 EPL_UNINSUR_12 F_UNINSUR_12 E_AGE65_10 EP_AGE65_10 EPL_AGE65_10 F_AGE65_10 E_AGE17_10 EP_AGE17_10 EPL_AGE17_10 F_AGE17_10 E_DISABL_12 ET_DISABLSTATUS_12 EP_DISABL_12 EPL_DISABL_12 F_DISABL_12 E_SNGPNT_10 ET_FAMILIES_10 EP_SNGPNT_10 EPL_SNGPNT_10 F_SNGPNT_10 E_LIMENG_10 ET_POPAGE5UP_10 EP_LIMENG_10 EPL_LIMENG_10 F_LIMENG_10 E_MINRTY_10 ET_POPETHRACE_10 EP_MINRTY_10 EPL_MINRTY_10 F_MINRTY_10 E_STRHU_10 E_MUNIT_10 EP_MUNIT_10 EPL_MUNIT_10 F_MUNIT_10 E_MOBILE_10 EP_MOBILE_10 EPL_MOBILE_10 F_MOBILE_10 E_CROWD_10 ET_OCCUPANTS_10 EP_CROWD_10 EPL_CROWD_10 F_CROWD_10 E_NOVEH_10 ET_KNOWNVEH_10 EP_NOVEH_10 EPL_NOVEH_10 F_NOVEH_10 E_GROUPQ_10 ET_HHTYPE_10 EP_GROUPQ_10 EPL_GROUPQ_10 F_GROUPQ_10 SPL_THEME1 RPL_THEME1 F_THEME1 SPL_THEME2 RPL_THEME2 F_THEME2 SPL_THEME3 RPL_THEME3 F_THEME3 SPL_THEME4 RPL_THEME4 F_THEME4 SPL_THEMES RPL_THEMES F_TOTAL
06073009901 06 073 009901 CA California San Diego County 4 West Region 9 Pacific Division 515 19 19 0 37 0 0.001467 0 0 20 0 0.00496 0 0 0 NaN NA NA 0 19 0.00000 0.009887 0 0 19 0.00000 0.0007892 0 18 180 10.0000 0.39320 0 0 21 0 0.001293 0 0 0 0.003233 0 0 0 0.002314 0 0 21 0 0.0009476 0 0 19 0 0.007664 0 0 515 0 0.09298 0 203 515 39.41748 0.642300 0 19 0 0 0.1224 0 0 0 0.2198 0 0 19 0 0.1238 0 0 19 0 0.02586 0 478 515 92.81553 0.9963 1 0.4017092 0.0092670 0 0.1071386 7.53e-05 0 0.642300 0.636300 0 1.48816 0.084350 1 2.6393078 0.0004380 1
06075980300 06 075 980300 CA California San Francisco County 4 West Region 9 Pacific Division 30 21 21 0 30 0 0.001467 0 0 21 0 0.00496 0 0 0 NaN NA NA 9 21 42.85714 0.453200 0 9 21 42.85714 0.7154000 0 0 21 0.0000 0.00427 0 0 27 0 0.001293 0 0 0 0.003233 0 0 0 0.002314 0 0 27 0 0.0009476 0 0 9 0 0.007664 0 0 30 0 0.09298 0 30 30 100.00000 0.995600 1 21 0 0 0.1224 0 0 0 0.2198 0 0 21 0 0.1238 0 0 21 0 0.02586 0 0 30 0.00000 0.3640 0 0.7273900 0.0419100 0 0.1071386 7.53e-05 0 0.995600 0.986400 1 0.85586 0.004175 0 2.6859886 0.0005065 1
37183980200 37 183 980200 NC North Carolina Wake County 3 South Region 5 South Atlantic Division 28 14 14 0 28 0 0.001467 0 0 28 0 0.00496 0 0 14 0.00000 0.002795 0 0 0 NaN NA NA 0 14 0.00000 0.0007892 0 0 28 0.0000 0.00427 0 0 97 0 0.001293 0 0 0 0.003233 0 0 0 0.002314 0 0 97 0 0.0009476 0 0 14 0 0.007664 0 0 28 0 0.09298 0 0 28 0.00000 0.002135 0 14 0 0 0.1224 0 0 0 0.2198 0 0 14 0 0.1238 0 0 14 0 0.02586 0 0 28 0.00000 0.3640 0 0.0127792 0.0000821 0 0.1071386 7.53e-05 0 0.002135 0.002115 0 0.85586 0.004175 0 0.9779128 0.0000274 0
39025041304 39 025 041304 OH Ohio Clermont County 2 Midwest Region 3 East North Central Division 64 30 30 0 64 0 0.001467 0 0 54 0 0.00496 0 9 19 47.36842 0.883900 0 0 11 0.00000 0.009887 0 9 30 30.00000 0.3396000 0 11 64 17.1875 0.64990 0 0 44 0 0.001293 0 0 0 0.003233 0 0 0 0.002314 0 0 36 0 0.0009476 0 0 21 0 0.007664 0 0 64 0 0.09298 0 0 64 0.00000 0.002135 0 30 0 0 0.1224 0 0 0 0.2198 0 0 30 0 0.1238 0 0 30 0 0.02586 0 0 64 0.00000 0.3640 0 0.9972200 0.0881500 0 0.1071386 7.53e-05 0 0.002135 0.002115 0 0.85586 0.004175 0 1.9623536 0.0000684 0
42003980700 42 003 980700 PA Pennsylvania Allegheny County 1 Northeast Region 2 Middle Atlantic Division 28 10 10 0 28 0 0.001467 0 0 28 0 0.00496 0 0 0 NaN NA NA 0 10 0.00000 0.009887 0 0 10 0.00000 0.0007892 0 0 20 0.0000 0.00427 0 0 38 0 0.001293 0 0 0 0.003233 0 0 0 0.002314 0 0 38 0 0.0009476 0 0 10 0 0.007664 0 0 28 0 0.09298 0 0 28 0.00000 0.002135 0 10 0 0 0.1224 0 0 0 0.2198 0 0 10 0 0.1238 0 0 10 0 0.02586 0 0 28 0.00000 0.3640 0 0.0127792 0.0000821 0 0.1071386 7.53e-05 0 0.002135 0.002115 0 0.85586 0.004175 0 0.9779128 0.0000274 0
42003981000 42 003 981000 PA Pennsylvania Allegheny County 1 Northeast Region 2 Middle Atlantic Division 20 10 10 0 20 0 0.001467 0 0 10 0 0.00496 0 10 10 100.00000 0.998700 1 0 0 NaN NA NA 10 10 100.00000 0.9997000 1 0 20 0.0000 0.00427 0 0 20 0 0.001293 0 0 0 0.003233 0 0 0 0.002314 0 0 20 0 0.0009476 0 0 10 0 0.007664 0 0 20 0 0.09298 0 0 20 0.00000 0.002135 0 10 0 0 0.1224 0 0 0 0.2198 0 0 10 0 0.1238 0 0 10 0 0.02586 0 0 20 0.00000 0.3640 0 1.0116900 0.0911300 1 0.1071386 7.53e-05 0 0.002135 0.002115 0 0.85586 0.004175 0 1.9768236 0.0000958 1

2020

svi_2020_national %>% arrange(RPL_THEME2) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_20 E_HU_20 E_HH_20 E_POV150_20 ET_POVSTATUS_20 EP_POV150_20 EPL_POV150_20 F_POV150_20 E_UNEMP_20 ET_EMPSTATUS_20 EP_UNEMP_20 EPL_UNEMP_20 F_UNEMP_20 E_HBURD_OWN_20 ET_HOUSINGCOST_OWN_20 EP_HBURD_OWN_20 EPL_HBURD_OWN_20 F_HBURD_OWN_20 E_HBURD_RENT_20 ET_HOUSINGCOST_RENT_20 EP_HBURD_RENT_20 EPL_HBURD_RENT_20 F_HBURD_RENT_20 E_HBURD_20 ET_HOUSINGCOST_20 EP_HBURD_20 EPL_HBURD_20 F_HBURD_20 E_NOHSDP_20 ET_EDSTATUS_20 EP_NOHSDP_20 EPL_NOHSDP_20 F_NOHSDP_20 E_UNINSUR_20 ET_INSURSTATUS_20 EP_UNINSUR_20 EPL_UNINSUR_20 F_UNINSUR_20 E_AGE65_20 EP_AGE65_20 EPL_AGE65_20 F_AGE65_20 E_AGE17_20 EP_AGE17_20 EPL_AGE17_20 F_AGE17_20 E_DISABL_20 ET_DISABLSTATUS_20 EP_DISABL_20 EPL_DISABL_20 F_DISABL_20 E_SNGPNT_20 ET_FAMILIES_20 EP_SNGPNT_20 EPL_SNGPNT_20 F_SNGPNT_20 E_LIMENG_20 ET_POPAGE5UP_20 EP_LIMENG_20 EPL_LIMENG_20 F_LIMENG_20 E_MINRTY_20 ET_POPETHRACE_20 EP_MINRTY_20 EPL_MINRTY_20 F_MINRTY_20 E_STRHU_20 E_MUNIT_20 EP_MUNIT_20 EPL_MUNIT_20 F_MUNIT_20 E_MOBILE_20 EP_MOBILE_20 EPL_MOBILE_20 F_MOBILE_20 E_CROWD_20 ET_OCCUPANTS_20 EP_CROWD_20 EPL_CROWD_20 F_CROWD_20 E_NOVEH_20 ET_KNOWNVEH_20 EP_NOVEH_20 EPL_NOVEH_20 F_NOVEH_20 E_GROUPQ_20 ET_HHTYPE_20 EP_GROUPQ_20 EPL_GROUPQ_20 F_GROUPQ_20 SPL_THEME1 RPL_THEME1 F_THEME1 SPL_THEME2 RPL_THEME2 F_THEME2 SPL_THEME3 RPL_THEME3 F_THEME3 SPL_THEME4 RPL_THEME4 F_THEME4 SPL_THEMES RPL_THEMES F_TOTAL
06075980300 06 075 980300 CA California San Francisco County 4 West Region 9 Pacific Division 32 25 25 0 32 0.000000 0.0007331 0 2 32 6.25000 0.659200 0 0 0 NaN NA NA 3 25 12.0000 0.038520 0 3 25 12.0000 0.0227500 0 0 32 0.000000 0.003598 0 0 32 0.00000 0.002454 0 0 0 0.001609 0 0 0 0.001926 0 0 32.0000000 0 0.0008574 0 0 3.000000 0 0.005918 0 0 32 0 0.09479 0 10 32.0000 31.25000 0.5012000 0 25 8 32 0.8797 0 0 0 0.2186 0 0 25 0.000000 0.09796 0 0 25.0000000 0.00000 0.01986 0 0 32 0 0.1831 0 0.6887351 0.0290900 0 0.1051004 8.21e-05 0 0.5012000 0.4970000 0 1.39922 0.0755 0 2.694256 0.0006707 0
11001006202 11 001 006202 DC District of Columbia District of Columbia 3 South Region 5 South Atlantic Division 13 3 3 0 13 0.000000 0.0007331 0 0 13 0.00000 0.004873 0 0 0 NaN NA NA 0 3 0.0000 0.006398 0 0 3 0.0000 0.0006021 0 0 13 0.000000 0.003598 0 0 13 0.00000 0.002454 0 0 0 0.001609 0 0 0 0.001926 0 0 13.0000000 0 0.0008574 0 0 3.000000 0 0.005918 0 0 13 0 0.09479 0 0 13.0000 0.00000 0.0006005 0 3 3 100 0.9998 1 0 0 0.2186 0 0 3 0.000000 0.09796 0 0 3.0000000 0.00000 0.01986 0 0 13 0 0.1831 0 0.0122602 0.0001369 0 0.1051004 8.21e-05 0 0.0006005 0.0005954 0 1.51932 0.1018 1 1.637281 0.0000411 1
20091980002 20 091 980002 KS Kansas Johnson County 2 Midwest Region 4 West North Central Division 236 150 121 11 236 4.661017 0.0569900 0 0 214 0.00000 0.004873 0 0 0 NaN NA NA 26 121 21.4876 0.104800 0 26 121 21.4876 0.2472000 0 0 225 0.000000 0.003598 0 34 223 15.24664 0.850200 0 0 0 0.001609 0 0 0 0.001926 0 0 223.0000000 0 0.0008574 0 0 20.000000 0 0.005918 0 0 236 0 0.09479 0 106 236.0000 44.91525 0.6317000 0 150 108 72 0.9742 1 0 0 0.2186 0 5 121 4.132231 0.73530 0 0 121.0000000 0.00000 0.01986 0 0 236 0 0.1831 0 1.1628610 0.1137000 0 0.1051004 8.21e-05 0 0.6317000 0.6264000 0 2.13106 0.3086 1 4.030721 0.0249700 1
21093980100 21 093 980100 KY Kentucky Hardin County 3 South Region 6 East South Central Division 732 0 0 0 0 NaN NA NA 0 86 0.00000 0.004873 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 16 418 3.827751 0.183100 0 0 0 NaN NA NA 0 0 0.001609 0 0 0 0.001926 0 0 0.1006284 0 0.0008574 0 0 0.032469 0 0.005918 0 0 732 0 0.09479 0 243 732.1563 33.18964 0.5223000 0 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0.0559867 0.00000 0.01986 0 732 732 100 0.9988 1 NA 0.9926000 NA 0.1051004 8.21e-05 0 0.5223000 0.5179000 0 NA 0.9928 NA NA 0.9924000 NA
26163985400 26 163 985400 MI Michigan Wayne County 2 Midwest Region 3 East North Central Division 21 8 8 4 21 19.047619 0.4875000 0 4 21 19.04762 0.981000 1 4 8 50 0.9768 1 0 0 NaN NA NA 4 8 50.0000 0.9234000 1 0 12 0.000000 0.003598 0 0 21 0.00000 0.002454 0 0 0 0.001609 0 0 0 0.001926 0 0 21.0000000 0 0.0008574 0 0 4.000000 0 0.005918 0 0 21 0 0.09479 0 9 21.0000 42.85714 0.6147000 0 8 0 0 0.1079 0 0 0 0.2186 0 0 8 0.000000 0.09796 0 4 8.0000000 50.00000 0.97780 1 0 21 0 0.1831 0 2.3979520 0.4713000 2 0.1051004 8.21e-05 0 0.6147000 0.6095000 0 1.58536 0.1178 1 4.703112 0.0634600 3
36047070202 36 047 070202 NY New York Kings County 1 Northeast Region 2 Middle Atlantic Division 26 13 13 0 26 0.000000 0.0007331 0 0 26 0.00000 0.004873 0 0 0 NaN NA NA 0 13 0.0000 0.006398 0 0 13 0.0000 0.0006021 0 0 26 0.000000 0.003598 0 0 26 0.00000 0.002454 0 0 0 0.001609 0 0 0 0.001926 0 0 26.0000000 0 0.0008574 0 0 13.000000 0 0.005918 0 0 26 0 0.09479 0 10 26.0000 38.46154 0.5753000 0 13 13 100 0.9998 1 0 0 0.2186 0 0 13 0.000000 0.09796 0 4 13.0000000 30.76923 0.94290 1 0 26 0 0.1831 0 0.0122602 0.0001369 0 0.1051004 8.21e-05 0 0.5753000 0.5704000 0 2.44236 0.4549 2 3.135021 0.0031480 2

Theme3: Racial & Ethnic Minority Status

2010

svi_2010_national %>% arrange(desc(RPL_THEME3)) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_10 E_HU_10 E_HH_10 E_POV150_10 ET_POVSTATUS_10 EP_POV150_10 EPL_POV150_10 F_POV150_10 E_UNEMP_10 ET_EMPSTATUS_10 EP_UNEMP_10 EPL_UNEMP_10 F_UNEMP_10 E_HBURD_OWN_10 ET_HOUSINGCOST_OWN_10 EP_HBURD_OWN_10 EPL_HBURD_OWN_10 F_HBURD_OWN_10 E_HBURD_RENT_10 ET_HOUSINGCOST_RENT_10 EP_HBURD_RENT_10 EPL_HBURD_RENT_10 F_HBURD_RENT_10 E_HBURD_10 ET_HOUSINGCOST_10 EP_HBURD_10 EPL_HBURD_10 F_HBURD_10 E_NOHSDP_10 ET_EDSTATUS_10 EP_NOHSDP_10 EPL_NOHSDP_10 F_NOHSDP_10 E_UNINSUR_12 ET_INSURSTATUS_12 EP_UNINSUR_12 EPL_UNINSUR_12 F_UNINSUR_12 E_AGE65_10 EP_AGE65_10 EPL_AGE65_10 F_AGE65_10 E_AGE17_10 EP_AGE17_10 EPL_AGE17_10 F_AGE17_10 E_DISABL_12 ET_DISABLSTATUS_12 EP_DISABL_12 EPL_DISABL_12 F_DISABL_12 E_SNGPNT_10 ET_FAMILIES_10 EP_SNGPNT_10 EPL_SNGPNT_10 F_SNGPNT_10 E_LIMENG_10 ET_POPAGE5UP_10 EP_LIMENG_10 EPL_LIMENG_10 F_LIMENG_10 E_MINRTY_10 ET_POPETHRACE_10 EP_MINRTY_10 EPL_MINRTY_10 F_MINRTY_10 E_STRHU_10 E_MUNIT_10 EP_MUNIT_10 EPL_MUNIT_10 F_MUNIT_10 E_MOBILE_10 EP_MOBILE_10 EPL_MOBILE_10 F_MOBILE_10 E_CROWD_10 ET_OCCUPANTS_10 EP_CROWD_10 EPL_CROWD_10 F_CROWD_10 E_NOVEH_10 ET_KNOWNVEH_10 EP_NOVEH_10 EPL_NOVEH_10 F_NOVEH_10 E_GROUPQ_10 ET_HHTYPE_10 EP_GROUPQ_10 EPL_GROUPQ_10 F_GROUPQ_10 SPL_THEME1 RPL_THEME1 F_THEME1 SPL_THEME2 RPL_THEME2 F_THEME2 SPL_THEME3 RPL_THEME3 F_THEME3 SPL_THEME4 RPL_THEME4 F_THEME4 SPL_THEMES RPL_THEMES F_TOTAL
55089990000 55 089 990000 WI Wisconsin Ozaukee County 2 Midwest Region 3 East North Central Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA
55101990000 55 101 990000 WI Wisconsin Racine County 2 Midwest Region 3 East North Central Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA
55117990000 55 117 990000 WI Wisconsin Sheboygan County 2 Midwest Region 3 East North Central Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA
56021980801 56 021 980801 WY Wyoming Laramie County 4 West Region 8 Mountain Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA
55059990000 55 059 990000 WI Wisconsin Kenosha County 2 Midwest Region 3 East North Central Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA NA 0.9999 NA NA 0.9999 NA NA 0.9999 NA NA 0.9999 NA NA 0.9999 NA
55061990000 55 061 990000 WI Wisconsin Kewaunee County 2 Midwest Region 3 East North Central Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA NA 0.9999 NA NA 0.9999 NA NA 0.9999 NA NA 0.9999 NA NA 0.9999 NA

2020

svi_2020_national %>% arrange(desc(RPL_THEME3)) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_20 E_HU_20 E_HH_20 E_POV150_20 ET_POVSTATUS_20 EP_POV150_20 EPL_POV150_20 F_POV150_20 E_UNEMP_20 ET_EMPSTATUS_20 EP_UNEMP_20 EPL_UNEMP_20 F_UNEMP_20 E_HBURD_OWN_20 ET_HOUSINGCOST_OWN_20 EP_HBURD_OWN_20 EPL_HBURD_OWN_20 F_HBURD_OWN_20 E_HBURD_RENT_20 ET_HOUSINGCOST_RENT_20 EP_HBURD_RENT_20 EPL_HBURD_RENT_20 F_HBURD_RENT_20 E_HBURD_20 ET_HOUSINGCOST_20 EP_HBURD_20 EPL_HBURD_20 F_HBURD_20 E_NOHSDP_20 ET_EDSTATUS_20 EP_NOHSDP_20 EPL_NOHSDP_20 F_NOHSDP_20 E_UNINSUR_20 ET_INSURSTATUS_20 EP_UNINSUR_20 EPL_UNINSUR_20 F_UNINSUR_20 E_AGE65_20 EP_AGE65_20 EPL_AGE65_20 F_AGE65_20 E_AGE17_20 EP_AGE17_20 EPL_AGE17_20 F_AGE17_20 E_DISABL_20 ET_DISABLSTATUS_20 EP_DISABL_20 EPL_DISABL_20 F_DISABL_20 E_SNGPNT_20 ET_FAMILIES_20 EP_SNGPNT_20 EPL_SNGPNT_20 F_SNGPNT_20 E_LIMENG_20 ET_POPAGE5UP_20 EP_LIMENG_20 EPL_LIMENG_20 F_LIMENG_20 E_MINRTY_20 ET_POPETHRACE_20 EP_MINRTY_20 EPL_MINRTY_20 F_MINRTY_20 E_STRHU_20 E_MUNIT_20 EP_MUNIT_20 EPL_MUNIT_20 F_MUNIT_20 E_MOBILE_20 EP_MOBILE_20 EPL_MOBILE_20 F_MOBILE_20 E_CROWD_20 ET_OCCUPANTS_20 EP_CROWD_20 EPL_CROWD_20 F_CROWD_20 E_NOVEH_20 ET_KNOWNVEH_20 EP_NOVEH_20 EPL_NOVEH_20 F_NOVEH_20 E_GROUPQ_20 ET_HHTYPE_20 EP_GROUPQ_20 EPL_GROUPQ_20 F_GROUPQ_20 SPL_THEME1 RPL_THEME1 F_THEME1 SPL_THEME2 RPL_THEME2 F_THEME2 SPL_THEME3 RPL_THEME3 F_THEME3 SPL_THEME4 RPL_THEME4 F_THEME4 SPL_THEMES RPL_THEMES F_TOTAL
55089990000 55 089 990000 WI Wisconsin Ozaukee County 2 Midwest Region 3 East North Central Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA
55101990000 55 101 990000 WI Wisconsin Racine County 2 Midwest Region 3 East North Central Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA
55117990000 55 117 990000 WI Wisconsin Sheboygan County 2 Midwest Region 3 East North Central Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA
56021980801 56 021 980801 WY Wyoming Laramie County 4 West Region 8 Mountain Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA
55059990000 55 059 990000 WI Wisconsin Kenosha County 2 Midwest Region 3 East North Central Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA NA 0.9999 NA NA 0.9999 NA NA 0.9999 NA NA 0.9999 NA NA 0.9999 NA
55061990000 55 061 990000 WI Wisconsin Kewaunee County 2 Midwest Region 3 East North Central Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA NA 0.9999 NA NA 0.9999 NA NA 0.9999 NA NA 0.9999 NA NA 0.9999 NA

Theme3: Racial & Ethnic Minority Status

2010

svi_2010_national %>% arrange(RPL_THEME3) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_10 E_HU_10 E_HH_10 E_POV150_10 ET_POVSTATUS_10 EP_POV150_10 EPL_POV150_10 F_POV150_10 E_UNEMP_10 ET_EMPSTATUS_10 EP_UNEMP_10 EPL_UNEMP_10 F_UNEMP_10 E_HBURD_OWN_10 ET_HOUSINGCOST_OWN_10 EP_HBURD_OWN_10 EPL_HBURD_OWN_10 F_HBURD_OWN_10 E_HBURD_RENT_10 ET_HOUSINGCOST_RENT_10 EP_HBURD_RENT_10 EPL_HBURD_RENT_10 F_HBURD_RENT_10 E_HBURD_10 ET_HOUSINGCOST_10 EP_HBURD_10 EPL_HBURD_10 F_HBURD_10 E_NOHSDP_10 ET_EDSTATUS_10 EP_NOHSDP_10 EPL_NOHSDP_10 F_NOHSDP_10 E_UNINSUR_12 ET_INSURSTATUS_12 EP_UNINSUR_12 EPL_UNINSUR_12 F_UNINSUR_12 E_AGE65_10 EP_AGE65_10 EPL_AGE65_10 F_AGE65_10 E_AGE17_10 EP_AGE17_10 EPL_AGE17_10 F_AGE17_10 E_DISABL_12 ET_DISABLSTATUS_12 EP_DISABL_12 EPL_DISABL_12 F_DISABL_12 E_SNGPNT_10 ET_FAMILIES_10 EP_SNGPNT_10 EPL_SNGPNT_10 F_SNGPNT_10 E_LIMENG_10 ET_POPAGE5UP_10 EP_LIMENG_10 EPL_LIMENG_10 F_LIMENG_10 E_MINRTY_10 ET_POPETHRACE_10 EP_MINRTY_10 EPL_MINRTY_10 F_MINRTY_10 E_STRHU_10 E_MUNIT_10 EP_MUNIT_10 EPL_MUNIT_10 F_MUNIT_10 E_MOBILE_10 EP_MOBILE_10 EPL_MOBILE_10 F_MOBILE_10 E_CROWD_10 ET_OCCUPANTS_10 EP_CROWD_10 EPL_CROWD_10 F_CROWD_10 E_NOVEH_10 ET_KNOWNVEH_10 EP_NOVEH_10 EPL_NOVEH_10 F_NOVEH_10 E_GROUPQ_10 ET_HHTYPE_10 EP_GROUPQ_10 EPL_GROUPQ_10 F_GROUPQ_10 SPL_THEME1 RPL_THEME1 F_THEME1 SPL_THEME2 RPL_THEME2 F_THEME2 SPL_THEME3 RPL_THEME3 F_THEME3 SPL_THEME4 RPL_THEME4 F_THEME4 SPL_THEMES RPL_THEMES F_TOTAL
01003011408 01 003 011408 AL Alabama Baldwin County 3 South Region 6 East South Central Division 674 2355 355 40 674 5.934718 0.094260 0 0 136 0.00000 0.00496 0 86 275 31.27273 0.545000 0 40 80 50.00000 0.626400 0 126 355 35.49296 0.5127000 0 13 584 2.226027 0.05768 0 134 667 20.0899550 0.754900 0 258 38.27893 0.989000 1 67 9.9406528 0.040550 0 133 667 19.94003 0.7692000 0 0 231 0 0.007664 0 0 674 0.000000 0.09298 0 0 674 0 0.002135 0 2355 1045 44.3736730 0.9328 1 56 2.3779193 0.6116 0 0 355 0.000000 0.1238 0 0 355 0.0000000 0.02586 0 0 674 0 0.364 0 1.4245000 0.1903000 0 1.899394 0.18020 1 0.002135 0.002115 0 2.05806 0.266800 1 5.384089 0.1374000 2
01015981901 01 015 981901 AL Alabama Calhoun County 3 South Region 6 East South Central Division 26 13 13 0 26 0.000000 0.001467 0 0 13 0.00000 0.00496 0 0 13 0.00000 0.002795 0 0 0 NaN NA NA 0 13 0.00000 0.0007892 0 0 26 0.000000 0.00427 0 0 4 0.0000000 0.001293 0 0 0.00000 0.003233 0 0 0.0000000 0.002314 0 4 4 100.00000 0.9999000 1 0 13 0 0.007664 0 0 26 0.000000 0.09298 0 0 26 0 0.002135 0 13 0 0.0000000 0.1224 0 0 0.0000000 0.2198 0 0 13 0.000000 0.1238 0 0 13 0.0000000 0.02586 0 0 26 0 0.364 0 0.0127792 0.0000821 0 1.106091 0.01730 1 0.002135 0.002115 0 0.85586 0.004175 0 1.976865 0.0001095 1
01015981902 01 015 981902 AL Alabama Calhoun County 3 South Region 6 East South Central Division 66 12 12 0 66 0.000000 0.001467 0 0 27 0.00000 0.00496 0 0 12 0.00000 0.002795 0 0 0 NaN NA NA 0 12 0.00000 0.0007892 0 12 40 30.000000 0.87940 0 0 75 0.0000000 0.001293 0 0 0.00000 0.003233 0 26 39.3939394 0.985300 1 0 46 0.00000 0.0009476 0 0 12 0 0.007664 0 0 66 0.000000 0.09298 0 0 66 0 0.002135 0 12 0 0.0000000 0.1224 0 12 100.0000000 1.0000 1 0 12 0.000000 0.1238 0 0 12 0.0000000 0.02586 0 0 66 0 0.364 0 0.8879092 0.0669100 0 1.090125 0.01645 1 0.002135 0.002115 0 1.63606 0.120000 1 3.616229 0.0124400 2
02198000300 02 198 000300 AK Alaska Prince of Wales-Hyder Census Area 4 West Region 9 Pacific Division 125 98 65 3 125 2.400000 0.019680 0 0 78 0.00000 0.00496 0 27 41 65.85366 0.983300 1 0 24 0.00000 0.009887 0 27 65 41.53846 0.6824000 0 0 63 0.000000 0.00427 0 9 77 11.6883117 0.432300 0 19 15.20000 0.676200 0 0 0.0000000 0.002314 0 44 77 57.14286 0.9992000 1 0 51 0 0.007664 0 0 125 0.000000 0.09298 0 0 125 0 0.002135 0 98 0 0.0000000 0.1224 0 14 14.2857143 0.8294 0 0 65 0.000000 0.1238 0 0 65 0.0000000 0.02586 0 0 125 0 0.364 0 1.1436100 0.1201000 0 1.778358 0.13280 1 0.002135 0.002115 0 1.46546 0.079020 0 4.389563 0.0489200 1
04012020202 04 012 020202 AZ Arizona La Paz County 4 West Region 8 Mountain Division 793 1704 485 107 793 13.493064 0.305800 0 29 208 13.94231 0.86740 0 127 412 30.82524 0.530700 0 22 73 30.13699 0.196100 0 149 485 30.72165 0.3633000 0 82 787 10.419314 0.41120 0 120 754 15.9151194 0.613600 0 451 56.87264 0.996200 1 6 0.7566204 0.006397 0 95 747 12.71754 0.3962000 0 0 271 0 0.007664 0 14 793 1.765448 0.55570 0 0 793 0 0.002135 0 1704 10 0.5868545 0.2869 0 841 49.3544601 0.9906 1 12 485 2.474227 0.6275 0 0 485 0.0000000 0.02586 0 0 793 0 0.364 0 2.5613000 0.5248000 0 1.962161 0.20700 1 0.002135 0.002115 0 2.29486 0.381300 1 6.820456 0.3335000 2
04013040513 04 013 040513 AZ Arizona Maricopa County 4 West Region 8 Mountain Division 2885 2215 1668 283 2885 9.809359 0.202800 0 0 138 0.00000 0.00496 0 228 1606 14.19676 0.047390 0 0 62 0.00000 0.009887 0 228 1668 13.66906 0.0126500 0 236 2885 8.180243 0.31310 0 24 3058 0.7848267 0.006388 0 2511 87.03640 0.999700 1 0 0.0000000 0.002314 0 646 3058 21.12492 0.8099000 0 0 1130 0 0.007664 0 74 2885 2.564991 0.62990 0 0 2885 0 0.002135 0 2215 0 0.0000000 0.1224 0 13 0.5869074 0.4812 0 0 1668 0.000000 0.1238 0 12 1668 0.7194245 0.08207 0 0 2885 0 0.364 0 0.5398980 0.0197100 0 2.449478 0.46630 1 0.002135 0.002115 0 1.17347 0.033140 0 4.164981 0.0344400 1

2020

svi_2020_national %>% arrange(RPL_THEME3) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_20 E_HU_20 E_HH_20 E_POV150_20 ET_POVSTATUS_20 EP_POV150_20 EPL_POV150_20 F_POV150_20 E_UNEMP_20 ET_EMPSTATUS_20 EP_UNEMP_20 EPL_UNEMP_20 F_UNEMP_20 E_HBURD_OWN_20 ET_HOUSINGCOST_OWN_20 EP_HBURD_OWN_20 EPL_HBURD_OWN_20 F_HBURD_OWN_20 E_HBURD_RENT_20 ET_HOUSINGCOST_RENT_20 EP_HBURD_RENT_20 EPL_HBURD_RENT_20 F_HBURD_RENT_20 E_HBURD_20 ET_HOUSINGCOST_20 EP_HBURD_20 EPL_HBURD_20 F_HBURD_20 E_NOHSDP_20 ET_EDSTATUS_20 EP_NOHSDP_20 EPL_NOHSDP_20 F_NOHSDP_20 E_UNINSUR_20 ET_INSURSTATUS_20 EP_UNINSUR_20 EPL_UNINSUR_20 F_UNINSUR_20 E_AGE65_20 EP_AGE65_20 EPL_AGE65_20 F_AGE65_20 E_AGE17_20 EP_AGE17_20 EPL_AGE17_20 F_AGE17_20 E_DISABL_20 ET_DISABLSTATUS_20 EP_DISABL_20 EPL_DISABL_20 F_DISABL_20 E_SNGPNT_20 ET_FAMILIES_20 EP_SNGPNT_20 EPL_SNGPNT_20 F_SNGPNT_20 E_LIMENG_20 ET_POPAGE5UP_20 EP_LIMENG_20 EPL_LIMENG_20 F_LIMENG_20 E_MINRTY_20 ET_POPETHRACE_20 EP_MINRTY_20 EPL_MINRTY_20 F_MINRTY_20 E_STRHU_20 E_MUNIT_20 EP_MUNIT_20 EPL_MUNIT_20 F_MUNIT_20 E_MOBILE_20 EP_MOBILE_20 EPL_MOBILE_20 F_MOBILE_20 E_CROWD_20 ET_OCCUPANTS_20 EP_CROWD_20 EPL_CROWD_20 F_CROWD_20 E_NOVEH_20 ET_KNOWNVEH_20 EP_NOVEH_20 EPL_NOVEH_20 F_NOVEH_20 E_GROUPQ_20 ET_HHTYPE_20 EP_GROUPQ_20 EPL_GROUPQ_20 F_GROUPQ_20 SPL_THEME1 RPL_THEME1 F_THEME1 SPL_THEME2 RPL_THEME2 F_THEME2 SPL_THEME3 RPL_THEME3 F_THEME3 SPL_THEME4 RPL_THEME4 F_THEME4 SPL_THEMES RPL_THEMES F_TOTAL
01015981901 01 015 981901 AL Alabama Calhoun County 3 South Region 6 East South Central Division 7 3 3 0 7 0.0000 0.0007331 0 0 0 NaN NA NA 0 3 0.00000 0.003312 0 0 0 NaN NA NA 0 3 0.00000 0.0006021 0 3 7 42.85714 0.982700 1 0 7 0.000000 0.002454 0 7 100.00000 1.0000 1 0 0.00000 0.001926 0 3 7.0000000 42.85714 0.9971000 1 0 3.3333333 0.00000 0.005918 0 0 7 0 0.09479 0 0 7.0000e+00 0 0.0006005 0 3 0 0.00000 0.1079 0 3 100.00000 1.0000 1 0 3 0.000000 0.09796 0 0 3.3333333 0.000000 0.01986 0 0 7 0.000000 0.1831 0 NA 0.9887000 NA 2.099734 0.2592 2 0.0006005 0.0005954 0 1.40882 0.07725 1 NA 0.9883 NA
01077011602 01 077 011602 AL Alabama Lauderdale County 3 South Region 6 East South Central Division 3938 1878 1572 500 3938 12.6968 0.3012000 0 96 1891 5.076679 0.541000 0 166 1386 11.97691 0.109900 0 45 186 24.19355 0.1361 0 211 1572 13.42239 0.0392400 0 319 2995 10.65109 0.562900 0 267 3938 6.780091 0.496200 0 807 20.49264 0.7394 0 691 17.54698 0.236000 0 510 3247.0000000 15.70681 0.5404000 0 76 1224.0000000 6.20915 0.156400 0 0 3756 0 0.09479 0 0 3.9380e+03 0 0.0006005 0 1878 0 0.00000 0.1079 0 304 16.18743 0.8671 0 51 1572 3.244275 0.66890 0 55 1572.0000000 3.498728 0.37770 0 5 3938 0.126968 0.4211 0 1.9405400 0.3297000 0 1.766990 0.1194 0 0.0006005 0.0005954 0 2.44270 0.45510 0 6.15083 0.2199 0
01117980000 01 117 980000 AL Alabama Shelby County 3 South Region 6 East South Central Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0.0072630 0.00000 0.0008574 0 0 0.0018726 0.00000 0.005918 0 0 0 NaN NA NA 0 7.9862e-03 0 0.0006005 0 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0.0021004 0.000000 0.01986 0 0 0 NaN NA NA NA 0.9888000 NA NA 0.9887 NA 0.0006005 0.0005954 0 NA 0.98900 NA NA 0.9884 NA
02198000300 02 198 000300 AK Alaska Prince of Wales-Hyder Census Area 4 West Region 9 Pacific Division 12 75 12 0 12 0.0000 0.0007331 0 0 12 0.000000 0.004873 0 0 12 0.00000 0.003312 0 0 0 NaN NA NA 0 12 0.00000 0.0006021 0 0 12 0.00000 0.003598 0 0 12 0.000000 0.002454 0 12 100.00000 1.0000 1 0 0.00000 0.001926 0 0 12.0000000 0.00000 0.0008574 0 0 0.0000000 NaN NA NA 0 12 0 0.09479 0 0 1.2000e+01 0 0.0006005 0 75 19 25.33333 0.8390 0 18 24.00000 0.9254 1 0 12 0.000000 0.09796 0 0 12.0000000 0.000000 0.01986 0 0 12 0.000000 0.1831 0 0.0122602 0.0001369 0 NA 0.9887 NA 0.0006005 0.0005954 0 2.06532 0.27940 1 NA 0.9884 NA
04012980000 04 012 980000 AZ Arizona La Paz County 4 West Region 8 Mountain Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0.0009501 0.00000 0.0008574 0 0 0.0000000 NaN NA NA 0 0 NaN NA NA 0 9.3700e-04 0 0.0006005 0 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0.0000000 NaN NA NA 0 0 NaN NA NA NA 0.9888000 NA NA 0.9887 NA 0.0006005 0.0005954 0 NA 0.98900 NA NA 0.9884 NA
04013113802 04 013 113802 AZ Arizona Maricopa County 4 West Region 8 Mountain Division 0 1 1 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 1 0.00000 0.003598 0 0 1 0.000000 0.002454 0 0 NaN NA NA 0 NaN NA NA 0 0.6666667 0.00000 0.0008574 0 0 0.0909091 0.00000 0.005918 0 0 0 NaN NA NA 0 4.8000e-01 0 0.0006005 0 1 0 0.00000 0.1079 0 0 0.00000 0.2186 0 0 1 0.000000 0.09796 0 0 0.5454545 0.000000 0.01986 0 0 0 NaN NA NA NA 0.9889000 NA NA 0.9887 NA 0.0006005 0.0005954 0 NA 0.98900 NA NA 0.9884 NA

Theme4: Housing Type & Transportation

2010

svi_2010_national %>% arrange(desc(RPL_THEME4)) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_10 E_HU_10 E_HH_10 E_POV150_10 ET_POVSTATUS_10 EP_POV150_10 EPL_POV150_10 F_POV150_10 E_UNEMP_10 ET_EMPSTATUS_10 EP_UNEMP_10 EPL_UNEMP_10 F_UNEMP_10 E_HBURD_OWN_10 ET_HOUSINGCOST_OWN_10 EP_HBURD_OWN_10 EPL_HBURD_OWN_10 F_HBURD_OWN_10 E_HBURD_RENT_10 ET_HOUSINGCOST_RENT_10 EP_HBURD_RENT_10 EPL_HBURD_RENT_10 F_HBURD_RENT_10 E_HBURD_10 ET_HOUSINGCOST_10 EP_HBURD_10 EPL_HBURD_10 F_HBURD_10 E_NOHSDP_10 ET_EDSTATUS_10 EP_NOHSDP_10 EPL_NOHSDP_10 F_NOHSDP_10 E_UNINSUR_12 ET_INSURSTATUS_12 EP_UNINSUR_12 EPL_UNINSUR_12 F_UNINSUR_12 E_AGE65_10 EP_AGE65_10 EPL_AGE65_10 F_AGE65_10 E_AGE17_10 EP_AGE17_10 EPL_AGE17_10 F_AGE17_10 E_DISABL_12 ET_DISABLSTATUS_12 EP_DISABL_12 EPL_DISABL_12 F_DISABL_12 E_SNGPNT_10 ET_FAMILIES_10 EP_SNGPNT_10 EPL_SNGPNT_10 F_SNGPNT_10 E_LIMENG_10 ET_POPAGE5UP_10 EP_LIMENG_10 EPL_LIMENG_10 F_LIMENG_10 E_MINRTY_10 ET_POPETHRACE_10 EP_MINRTY_10 EPL_MINRTY_10 F_MINRTY_10 E_STRHU_10 E_MUNIT_10 EP_MUNIT_10 EPL_MUNIT_10 F_MUNIT_10 E_MOBILE_10 EP_MOBILE_10 EPL_MOBILE_10 F_MOBILE_10 E_CROWD_10 ET_OCCUPANTS_10 EP_CROWD_10 EPL_CROWD_10 F_CROWD_10 E_NOVEH_10 ET_KNOWNVEH_10 EP_NOVEH_10 EPL_NOVEH_10 F_NOVEH_10 E_GROUPQ_10 ET_HHTYPE_10 EP_GROUPQ_10 EPL_GROUPQ_10 F_GROUPQ_10 SPL_THEME1 RPL_THEME1 F_THEME1 SPL_THEME2 RPL_THEME2 F_THEME2 SPL_THEME3 RPL_THEME3 F_THEME3 SPL_THEME4 RPL_THEME4 F_THEME4 SPL_THEMES RPL_THEMES F_TOTAL
55089990000 55 089 990000 WI Wisconsin Ozaukee County 2 Midwest Region 3 East North Central Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA
55101990000 55 101 990000 WI Wisconsin Racine County 2 Midwest Region 3 East North Central Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA
55117990000 55 117 990000 WI Wisconsin Sheboygan County 2 Midwest Region 3 East North Central Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA
56021980801 56 021 980801 WY Wyoming Laramie County 4 West Region 8 Mountain Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA
55059990000 55 059 990000 WI Wisconsin Kenosha County 2 Midwest Region 3 East North Central Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA NA 0.9999 NA NA 0.9999 NA NA 0.9999 NA NA 0.9999 NA NA 0.9999 NA
55061990000 55 061 990000 WI Wisconsin Kewaunee County 2 Midwest Region 3 East North Central Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA NA 0.9999 NA NA 0.9999 NA NA 0.9999 NA NA 0.9999 NA NA 0.9999 NA

2020

svi_2020_national %>% arrange(desc(RPL_THEME4)) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_20 E_HU_20 E_HH_20 E_POV150_20 ET_POVSTATUS_20 EP_POV150_20 EPL_POV150_20 F_POV150_20 E_UNEMP_20 ET_EMPSTATUS_20 EP_UNEMP_20 EPL_UNEMP_20 F_UNEMP_20 E_HBURD_OWN_20 ET_HOUSINGCOST_OWN_20 EP_HBURD_OWN_20 EPL_HBURD_OWN_20 F_HBURD_OWN_20 E_HBURD_RENT_20 ET_HOUSINGCOST_RENT_20 EP_HBURD_RENT_20 EPL_HBURD_RENT_20 F_HBURD_RENT_20 E_HBURD_20 ET_HOUSINGCOST_20 EP_HBURD_20 EPL_HBURD_20 F_HBURD_20 E_NOHSDP_20 ET_EDSTATUS_20 EP_NOHSDP_20 EPL_NOHSDP_20 F_NOHSDP_20 E_UNINSUR_20 ET_INSURSTATUS_20 EP_UNINSUR_20 EPL_UNINSUR_20 F_UNINSUR_20 E_AGE65_20 EP_AGE65_20 EPL_AGE65_20 F_AGE65_20 E_AGE17_20 EP_AGE17_20 EPL_AGE17_20 F_AGE17_20 E_DISABL_20 ET_DISABLSTATUS_20 EP_DISABL_20 EPL_DISABL_20 F_DISABL_20 E_SNGPNT_20 ET_FAMILIES_20 EP_SNGPNT_20 EPL_SNGPNT_20 F_SNGPNT_20 E_LIMENG_20 ET_POPAGE5UP_20 EP_LIMENG_20 EPL_LIMENG_20 F_LIMENG_20 E_MINRTY_20 ET_POPETHRACE_20 EP_MINRTY_20 EPL_MINRTY_20 F_MINRTY_20 E_STRHU_20 E_MUNIT_20 EP_MUNIT_20 EPL_MUNIT_20 F_MUNIT_20 E_MOBILE_20 EP_MOBILE_20 EPL_MOBILE_20 F_MOBILE_20 E_CROWD_20 ET_OCCUPANTS_20 EP_CROWD_20 EPL_CROWD_20 F_CROWD_20 E_NOVEH_20 ET_KNOWNVEH_20 EP_NOVEH_20 EPL_NOVEH_20 F_NOVEH_20 E_GROUPQ_20 ET_HHTYPE_20 EP_GROUPQ_20 EPL_GROUPQ_20 F_GROUPQ_20 SPL_THEME1 RPL_THEME1 F_THEME1 SPL_THEME2 RPL_THEME2 F_THEME2 SPL_THEME3 RPL_THEME3 F_THEME3 SPL_THEME4 RPL_THEME4 F_THEME4 SPL_THEMES RPL_THEMES F_TOTAL
55089990000 55 089 990000 WI Wisconsin Ozaukee County 2 Midwest Region 3 East North Central Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA
55101990000 55 101 990000 WI Wisconsin Racine County 2 Midwest Region 3 East North Central Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA
55117990000 55 117 990000 WI Wisconsin Sheboygan County 2 Midwest Region 3 East North Central Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA
56021980801 56 021 980801 WY Wyoming Laramie County 4 West Region 8 Mountain Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA
55059990000 55 059 990000 WI Wisconsin Kenosha County 2 Midwest Region 3 East North Central Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA NA 0.9999 NA NA 0.9999 NA NA 0.9999 NA NA 0.9999 NA NA 0.9999 NA
55061990000 55 061 990000 WI Wisconsin Kewaunee County 2 Midwest Region 3 East North Central Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA NA 0.9999 NA NA 0.9999 NA NA 0.9999 NA NA 0.9999 NA NA 0.9999 NA

Theme4: Housing Type & Transportation

2010

svi_2010_national %>% arrange((RPL_THEME4)) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_10 E_HU_10 E_HH_10 E_POV150_10 ET_POVSTATUS_10 EP_POV150_10 EPL_POV150_10 F_POV150_10 E_UNEMP_10 ET_EMPSTATUS_10 EP_UNEMP_10 EPL_UNEMP_10 F_UNEMP_10 E_HBURD_OWN_10 ET_HOUSINGCOST_OWN_10 EP_HBURD_OWN_10 EPL_HBURD_OWN_10 F_HBURD_OWN_10 E_HBURD_RENT_10 ET_HOUSINGCOST_RENT_10 EP_HBURD_RENT_10 EPL_HBURD_RENT_10 F_HBURD_RENT_10 E_HBURD_10 ET_HOUSINGCOST_10 EP_HBURD_10 EPL_HBURD_10 F_HBURD_10 E_NOHSDP_10 ET_EDSTATUS_10 EP_NOHSDP_10 EPL_NOHSDP_10 F_NOHSDP_10 E_UNINSUR_12 ET_INSURSTATUS_12 EP_UNINSUR_12 EPL_UNINSUR_12 F_UNINSUR_12 E_AGE65_10 EP_AGE65_10 EPL_AGE65_10 F_AGE65_10 E_AGE17_10 EP_AGE17_10 EPL_AGE17_10 F_AGE17_10 E_DISABL_12 ET_DISABLSTATUS_12 EP_DISABL_12 EPL_DISABL_12 F_DISABL_12 E_SNGPNT_10 ET_FAMILIES_10 EP_SNGPNT_10 EPL_SNGPNT_10 F_SNGPNT_10 E_LIMENG_10 ET_POPAGE5UP_10 EP_LIMENG_10 EPL_LIMENG_10 F_LIMENG_10 E_MINRTY_10 ET_POPETHRACE_10 EP_MINRTY_10 EPL_MINRTY_10 F_MINRTY_10 E_STRHU_10 E_MUNIT_10 EP_MUNIT_10 EPL_MUNIT_10 F_MUNIT_10 E_MOBILE_10 EP_MOBILE_10 EPL_MOBILE_10 F_MOBILE_10 E_CROWD_10 ET_OCCUPANTS_10 EP_CROWD_10 EPL_CROWD_10 F_CROWD_10 E_NOVEH_10 ET_KNOWNVEH_10 EP_NOVEH_10 EPL_NOVEH_10 F_NOVEH_10 E_GROUPQ_10 ET_HHTYPE_10 EP_GROUPQ_10 EPL_GROUPQ_10 F_GROUPQ_10 SPL_THEME1 RPL_THEME1 F_THEME1 SPL_THEME2 RPL_THEME2 F_THEME2 SPL_THEME3 RPL_THEME3 F_THEME3 SPL_THEME4 RPL_THEME4 F_THEME4 SPL_THEMES RPL_THEMES F_TOTAL
01015981901 01 015 981901 AL Alabama Calhoun County 3 South Region 6 East South Central Division 26 13 13 0 26 0.000000 0.001467 0 0 13 0.000000 0.00496 0 0 13 0.00000 0.002795 0 0 0 NaN NA NA 0 13 0.00000 0.0007892 0 0 26 0.000000 0.00427 0 0 4 0.0000000 0.001293 0 0 0.000000 0.003233 0 0 0.00000 0.002314 0 4 4 100.000000 0.99990 1 0 13 0.000000 0.007664 0 0 26 0.0000000 0.09298 0 0 26 0.000000 0.002135 0 13 0 0 0.1224 0 0 0 0.2198 0 0 13 0 0.1238 0 0 13 0 0.02586 0 0 26 0 0.364 0 0.0127792 0.0000821 0 1.106091 0.01730 1 0.002135 0.002115 0 0.85586 0.004175 0 1.976865 0.0001095 1
01073005909 01 073 005909 AL Alabama Jefferson County 3 South Region 6 East South Central Division 2616 1075 1053 761 2584 29.450464 0.685900 0 96 1437 6.680585 0.44030 0 232 918 25.27233 0.343800 0 81 135 60.00000 0.829100 0 313 1053 29.72460 0.3306000 0 142 1686 8.422301 0.32360 0 256 2720 9.4117647 0.322400 0 186 7.110092 0.171800 0 634 24.23547 0.522400 0 317 2161 14.669135 0.51630 0 157 651 24.116743 0.757300 0 0 2446 0.0000000 0.09298 0 2021 2616 77.255352 0.851500 0 1075 0 0 0.1224 0 0 0 0.2198 0 0 1053 0 0.1238 0 0 1053 0 0.02586 0 0 2616 0 0.364 0 2.1028000 0.3898000 0 2.060780 0.25350 0 0.851500 0.843600 0 0.85586 0.004175 0 5.870940 0.1977000 0
01089001401 01 089 001401 AL Alabama Madison County 3 South Region 6 East South Central Division 1700 782 720 0 1700 0.000000 0.001467 0 50 919 5.440696 0.31540 0 77 609 12.64368 0.031320 0 12 111 10.81081 0.034640 0 89 720 12.36111 0.0084460 0 86 1248 6.891026 0.25390 0 191 1604 11.9077307 0.442100 0 192 11.294118 0.419600 0 385 22.64706 0.411900 0 168 1278 13.145540 0.42300 0 94 439 21.412301 0.700900 0 16 1574 1.0165184 0.44690 0 405 1700 23.823529 0.486600 0 782 0 0 0.1224 0 0 0 0.2198 0 0 720 0 0.1238 0 0 720 0 0.02586 0 0 1700 0 0.364 0 1.0213130 0.0930600 0 2.402300 0.43960 0 0.486600 0.482100 0 0.85586 0.004175 0 4.766073 0.0775700 0
01101005612 01 101 005612 AL Alabama Montgomery County 3 South Region 6 East South Central Division 1050 460 449 30 1050 2.857143 0.026530 0 12 472 2.542373 0.06910 0 46 438 10.50228 0.017450 0 0 11 0.00000 0.009887 0 46 449 10.24499 0.0045970 0 28 662 4.229607 0.13600 0 8 1100 0.7272727 0.006015 0 130 12.380952 0.494600 0 318 30.28571 0.844700 0 160 734 21.798365 0.83030 0 8 228 3.508772 0.054110 0 0 936 0.0000000 0.09298 0 93 1050 8.857143 0.232200 0 460 0 0 0.1224 0 0 0 0.2198 0 0 449 0 0.1238 0 0 449 0 0.02586 0 0 1050 0 0.364 0 0.2422420 0.0020940 0 2.316690 0.39140 0 0.232200 0.230000 0 0.85586 0.004175 0 3.646992 0.0133300 0
01117030333 01 117 030333 AL Alabama Shelby County 3 South Region 6 East South Central Division 4879 1922 1881 168 4879 3.443329 0.036750 0 85 2346 3.623188 0.14180 0 413 1798 22.96997 0.263500 0 44 83 53.01205 0.695700 0 457 1881 24.29559 0.1688000 0 59 3485 1.692970 0.03969 0 168 4596 3.6553525 0.070030 0 769 15.761427 0.707700 0 1063 21.78725 0.355600 0 404 3765 10.730412 0.27390 0 32 1551 2.063185 0.028200 0 23 4735 0.4857445 0.31970 0 669 4879 13.711826 0.332600 0 1922 0 0 0.1224 0 0 0 0.2198 0 0 1881 0 0.1238 0 0 1881 0 0.02586 0 0 4879 0 0.364 0 0.4570700 0.0127400 0 1.685100 0.10210 0 0.332600 0.329500 0 0.85586 0.004175 0 3.330630 0.0059410 0
02020002813 02 020 002813 AK Alaska Anchorage Municipality 4 West Region 9 Pacific Division 4783 1761 1739 121 4783 2.529793 0.021580 0 75 2619 2.863688 0.08748 0 380 1614 23.54399 0.283200 0 53 125 42.40000 0.442400 0 433 1739 24.89937 0.1852000 0 94 3384 2.777778 0.07714 0 309 4535 6.8136714 0.197600 0 483 10.098265 0.341800 0 1000 20.90738 0.301200 0 188 3602 5.219323 0.03535 0 132 1445 9.134948 0.258800 0 0 4627 0.0000000 0.09298 0 640 4783 13.380723 0.326400 0 1761 0 0 0.1224 0 0 0 0.2198 0 0 1739 0 0.1238 0 0 1739 0 0.02586 0 0 4783 0 0.364 0 0.5690000 0.0224200 0 1.030130 0.01374 0 0.326400 0.323400 0 0.85586 0.004175 0 2.781390 0.0008487 0

2020

svi_2020_national %>% arrange((RPL_THEME4)) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_20 E_HU_20 E_HH_20 E_POV150_20 ET_POVSTATUS_20 EP_POV150_20 EPL_POV150_20 F_POV150_20 E_UNEMP_20 ET_EMPSTATUS_20 EP_UNEMP_20 EPL_UNEMP_20 F_UNEMP_20 E_HBURD_OWN_20 ET_HOUSINGCOST_OWN_20 EP_HBURD_OWN_20 EPL_HBURD_OWN_20 F_HBURD_OWN_20 E_HBURD_RENT_20 ET_HOUSINGCOST_RENT_20 EP_HBURD_RENT_20 EPL_HBURD_RENT_20 F_HBURD_RENT_20 E_HBURD_20 ET_HOUSINGCOST_20 EP_HBURD_20 EPL_HBURD_20 F_HBURD_20 E_NOHSDP_20 ET_EDSTATUS_20 EP_NOHSDP_20 EPL_NOHSDP_20 F_NOHSDP_20 E_UNINSUR_20 ET_INSURSTATUS_20 EP_UNINSUR_20 EPL_UNINSUR_20 F_UNINSUR_20 E_AGE65_20 EP_AGE65_20 EPL_AGE65_20 F_AGE65_20 E_AGE17_20 EP_AGE17_20 EPL_AGE17_20 F_AGE17_20 E_DISABL_20 ET_DISABLSTATUS_20 EP_DISABL_20 EPL_DISABL_20 F_DISABL_20 E_SNGPNT_20 ET_FAMILIES_20 EP_SNGPNT_20 EPL_SNGPNT_20 F_SNGPNT_20 E_LIMENG_20 ET_POPAGE5UP_20 EP_LIMENG_20 EPL_LIMENG_20 F_LIMENG_20 E_MINRTY_20 ET_POPETHRACE_20 EP_MINRTY_20 EPL_MINRTY_20 F_MINRTY_20 E_STRHU_20 E_MUNIT_20 EP_MUNIT_20 EPL_MUNIT_20 F_MUNIT_20 E_MOBILE_20 EP_MOBILE_20 EPL_MOBILE_20 F_MOBILE_20 E_CROWD_20 ET_OCCUPANTS_20 EP_CROWD_20 EPL_CROWD_20 F_CROWD_20 E_NOVEH_20 ET_KNOWNVEH_20 EP_NOVEH_20 EPL_NOVEH_20 F_NOVEH_20 E_GROUPQ_20 ET_HHTYPE_20 EP_GROUPQ_20 EPL_GROUPQ_20 F_GROUPQ_20 SPL_THEME1 RPL_THEME1 F_THEME1 SPL_THEME2 RPL_THEME2 F_THEME2 SPL_THEME3 RPL_THEME3 F_THEME3 SPL_THEME4 RPL_THEME4 F_THEME4 SPL_THEMES RPL_THEMES F_TOTAL
01101005608 01 101 005608 AL Alabama Montgomery County 3 South Region 6 East South Central Division 1764 563 563 17 1756 0.9681093 0.0029460 0 19 913 2.081052 0.146600 0 51 559 9.123435 0.045470 0 0 4 0.000000 0.006398 0 51 563 9.058615 0.0062570 0 6 1084 0.5535055 0.016590 0 13 1764 0.7369615 0.025420 0 264 14.965986 0.446500 0 536 30.38549 0.909700 1 107 1227.400 8.717614 0.1361000 0 34 522.7811 6.503678 0.168200 0 1 1601 0.0624610 0.20210 0 556 1763.779 31.523230 0.5044000 0 563 0 0 0.1079 0 0 0 0.2186 0 0 563 0 0.09796 0 0 562.9003 0 0.01986 0 0 1764 0 0.1831 0 0.1978130 0.0009582 0 1.862600 0.1527 1 0.5044000 0.5001000 0 0.62742 0.001615 0 3.192233 0.003668 1
04013611600 04 013 611600 AZ Arizona Maricopa County 4 West Region 8 Mountain Division 2852 1080 987 130 2839 4.5790771 0.0548600 0 44 1678 2.622169 0.215800 0 180 880 20.454545 0.468500 0 15 107 14.018692 0.047890 0 195 987 19.756839 0.1894000 0 46 1963 2.3433520 0.095210 0 210 2852 7.3632539 0.534500 0 403 14.130435 0.397900 0 716 25.10519 0.705500 0 48 2136.000 2.247191 0.0032500 0 40 879.0000 4.550626 0.094900 0 85 2791 3.0455034 0.67760 0 836 2852.000 29.312763 0.4782000 0 1080 0 0 0.1079 0 0 0 0.2186 0 0 987 0 0.09796 0 0 987.0000 0 0.01986 0 0 2852 0 0.1831 0 1.0897700 0.0980200 0 1.879150 0.1595 0 0.4782000 0.4742000 0 0.62742 0.001615 0 4.074540 0.026510 0
04013813700 04 013 813700 AZ Arizona Maricopa County 4 West Region 8 Mountain Division 2601 1843 1484 266 2601 10.2268358 0.2221000 0 24 446 5.381166 0.574700 0 287 1374 20.887919 0.487500 0 52 110 47.272727 0.598000 0 339 1484 22.843666 0.2932000 0 35 2601 1.3456363 0.045640 0 56 2601 2.1530181 0.118100 0 2128 81.814687 0.999000 1 0 0.00000 0.001926 0 654 2601.000 25.144175 0.8922000 0 0 1029.0000 0.000000 0.005918 0 0 2601 0.0000000 0.09479 0 65 2601.000 2.499039 0.0237300 0 1843 0 0 0.1079 0 0 0 0.2186 0 0 1484 0 0.09796 0 0 1484.0000 0 0.01986 0 0 2601 0 0.1831 0 1.2537400 0.1358000 0 1.993834 0.2081 1 0.0237300 0.0235300 0 0.62742 0.001615 0 3.898724 0.020190 1
04013941100 04 013 941100 AZ Arizona Maricopa County 4 West Region 8 Mountain Division 19 6 6 0 19 0.0000000 0.0007331 0 0 11 0.000000 0.004873 0 6 6 100.000000 0.999200 1 0 0 NaN NA NA 6 6 100.000000 0.9998000 1 0 11 0.0000000 0.003598 0 2 19 10.5263158 0.701300 0 0 0.000000 0.001609 0 8 42.10526 0.996400 1 0 11.000 0.000000 0.0008574 0 0 4.0000 0.000000 0.005918 0 4 19 21.0526316 0.96430 1 19 19.000 100.000000 0.9984000 1 6 0 0 0.1079 0 0 0 0.2186 0 0 6 0 0.09796 0 0 6.0000 0 0.01986 0 0 19 0 0.1831 0 1.7103041 0.2608000 1 1.969084 0.1969 2 0.9984000 0.9900000 1 0.62742 0.001615 0 5.305208 0.118300 4
04013980600 04 013 980600 AZ Arizona Maricopa County 4 West Region 8 Mountain Division 4333 1291 1293 84 4305 1.9512195 0.0093500 0 32 2204 1.451906 0.079200 0 249 1259 19.777601 0.439100 0 1 34 2.941177 0.014270 0 250 1293 19.334880 0.1758000 0 110 2758 3.9883974 0.193000 0 238 4304 5.5297398 0.404000 0 283 6.531272 0.063190 0 1348 31.11009 0.925200 1 166 2964.208 5.600147 0.0327100 0 43 1109.6028 3.875260 0.073550 0 4 3947 0.1013428 0.21260 0 1293 4332.993 29.840808 0.4845000 0 1291 0 0 0.1079 0 0 0 0.2186 0 0 1293 0 0.09796 0 0 1292.9949 0 0.01986 0 0 4333 0 0.1831 0 0.8613500 0.0542000 0 1.307250 0.0323 1 0.4845000 0.4804000 0 0.62742 0.001615 0 3.280520 0.004736 1
05091980000 05 091 980000 AR Arkansas Miller County 3 South Region 7 West South Central Division 4 4 4 0 4 0.0000000 0.0007331 0 0 4 0.000000 0.004873 0 0 4 0.000000 0.003312 0 0 0 NaN NA NA 0 4 0.000000 0.0006021 0 0 4 0.0000000 0.003598 0 0 4 0.0000000 0.002454 0 0 0.000000 0.001609 0 0 0.00000 0.001926 0 0 4.000 0.000000 0.0008574 0 0 0.0000 NaN NA NA 0 4 0.0000000 0.09479 0 0 4.000 0.000000 0.0006005 0 4 0 0 0.1079 0 0 0 0.2186 0 0 4 0 0.09796 0 0 4.0000 0 0.01986 0 0 4 0 0.1831 0 0.0122602 0.0001369 0 NA 0.9888 NA 0.0006005 0.0005954 0 0.62742 0.001615 0 NA 0.988600 NA

Overall SVI

2010

svi_2010_national %>% arrange(desc(RPL_THEMES)) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_10 E_HU_10 E_HH_10 E_POV150_10 ET_POVSTATUS_10 EP_POV150_10 EPL_POV150_10 F_POV150_10 E_UNEMP_10 ET_EMPSTATUS_10 EP_UNEMP_10 EPL_UNEMP_10 F_UNEMP_10 E_HBURD_OWN_10 ET_HOUSINGCOST_OWN_10 EP_HBURD_OWN_10 EPL_HBURD_OWN_10 F_HBURD_OWN_10 E_HBURD_RENT_10 ET_HOUSINGCOST_RENT_10 EP_HBURD_RENT_10 EPL_HBURD_RENT_10 F_HBURD_RENT_10 E_HBURD_10 ET_HOUSINGCOST_10 EP_HBURD_10 EPL_HBURD_10 F_HBURD_10 E_NOHSDP_10 ET_EDSTATUS_10 EP_NOHSDP_10 EPL_NOHSDP_10 F_NOHSDP_10 E_UNINSUR_12 ET_INSURSTATUS_12 EP_UNINSUR_12 EPL_UNINSUR_12 F_UNINSUR_12 E_AGE65_10 EP_AGE65_10 EPL_AGE65_10 F_AGE65_10 E_AGE17_10 EP_AGE17_10 EPL_AGE17_10 F_AGE17_10 E_DISABL_12 ET_DISABLSTATUS_12 EP_DISABL_12 EPL_DISABL_12 F_DISABL_12 E_SNGPNT_10 ET_FAMILIES_10 EP_SNGPNT_10 EPL_SNGPNT_10 F_SNGPNT_10 E_LIMENG_10 ET_POPAGE5UP_10 EP_LIMENG_10 EPL_LIMENG_10 F_LIMENG_10 E_MINRTY_10 ET_POPETHRACE_10 EP_MINRTY_10 EPL_MINRTY_10 F_MINRTY_10 E_STRHU_10 E_MUNIT_10 EP_MUNIT_10 EPL_MUNIT_10 F_MUNIT_10 E_MOBILE_10 EP_MOBILE_10 EPL_MOBILE_10 F_MOBILE_10 E_CROWD_10 ET_OCCUPANTS_10 EP_CROWD_10 EPL_CROWD_10 F_CROWD_10 E_NOVEH_10 ET_KNOWNVEH_10 EP_NOVEH_10 EPL_NOVEH_10 F_NOVEH_10 E_GROUPQ_10 ET_HHTYPE_10 EP_GROUPQ_10 EPL_GROUPQ_10 F_GROUPQ_10 SPL_THEME1 RPL_THEME1 F_THEME1 SPL_THEME2 RPL_THEME2 F_THEME2 SPL_THEME3 RPL_THEME3 F_THEME3 SPL_THEME4 RPL_THEME4 F_THEME4 SPL_THEMES RPL_THEMES F_TOTAL
55089990000 55 089 990000 WI Wisconsin Ozaukee County 2 Midwest Region 3 East North Central Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA
55101990000 55 101 990000 WI Wisconsin Racine County 2 Midwest Region 3 East North Central Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA
55117990000 55 117 990000 WI Wisconsin Sheboygan County 2 Midwest Region 3 East North Central Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA
56021980801 56 021 980801 WY Wyoming Laramie County 4 West Region 8 Mountain Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA
55059990000 55 059 990000 WI Wisconsin Kenosha County 2 Midwest Region 3 East North Central Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA NA 0.9999 NA NA 0.9999 NA NA 0.9999 NA NA 0.9999 NA NA 0.9999 NA
55061990000 55 061 990000 WI Wisconsin Kewaunee County 2 Midwest Region 3 East North Central Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA NA 0.9999 NA NA 0.9999 NA NA 0.9999 NA NA 0.9999 NA NA 0.9999 NA

2020

svi_2020_national %>% arrange(desc(RPL_THEMES)) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_20 E_HU_20 E_HH_20 E_POV150_20 ET_POVSTATUS_20 EP_POV150_20 EPL_POV150_20 F_POV150_20 E_UNEMP_20 ET_EMPSTATUS_20 EP_UNEMP_20 EPL_UNEMP_20 F_UNEMP_20 E_HBURD_OWN_20 ET_HOUSINGCOST_OWN_20 EP_HBURD_OWN_20 EPL_HBURD_OWN_20 F_HBURD_OWN_20 E_HBURD_RENT_20 ET_HOUSINGCOST_RENT_20 EP_HBURD_RENT_20 EPL_HBURD_RENT_20 F_HBURD_RENT_20 E_HBURD_20 ET_HOUSINGCOST_20 EP_HBURD_20 EPL_HBURD_20 F_HBURD_20 E_NOHSDP_20 ET_EDSTATUS_20 EP_NOHSDP_20 EPL_NOHSDP_20 F_NOHSDP_20 E_UNINSUR_20 ET_INSURSTATUS_20 EP_UNINSUR_20 EPL_UNINSUR_20 F_UNINSUR_20 E_AGE65_20 EP_AGE65_20 EPL_AGE65_20 F_AGE65_20 E_AGE17_20 EP_AGE17_20 EPL_AGE17_20 F_AGE17_20 E_DISABL_20 ET_DISABLSTATUS_20 EP_DISABL_20 EPL_DISABL_20 F_DISABL_20 E_SNGPNT_20 ET_FAMILIES_20 EP_SNGPNT_20 EPL_SNGPNT_20 F_SNGPNT_20 E_LIMENG_20 ET_POPAGE5UP_20 EP_LIMENG_20 EPL_LIMENG_20 F_LIMENG_20 E_MINRTY_20 ET_POPETHRACE_20 EP_MINRTY_20 EPL_MINRTY_20 F_MINRTY_20 E_STRHU_20 E_MUNIT_20 EP_MUNIT_20 EPL_MUNIT_20 F_MUNIT_20 E_MOBILE_20 EP_MOBILE_20 EPL_MOBILE_20 F_MOBILE_20 E_CROWD_20 ET_OCCUPANTS_20 EP_CROWD_20 EPL_CROWD_20 F_CROWD_20 E_NOVEH_20 ET_KNOWNVEH_20 EP_NOVEH_20 EPL_NOVEH_20 F_NOVEH_20 E_GROUPQ_20 ET_HHTYPE_20 EP_GROUPQ_20 EPL_GROUPQ_20 F_GROUPQ_20 SPL_THEME1 RPL_THEME1 F_THEME1 SPL_THEME2 RPL_THEME2 F_THEME2 SPL_THEME3 RPL_THEME3 F_THEME3 SPL_THEME4 RPL_THEME4 F_THEME4 SPL_THEMES RPL_THEMES F_TOTAL
55089990000 55 089 990000 WI Wisconsin Ozaukee County 2 Midwest Region 3 East North Central Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA
55101990000 55 101 990000 WI Wisconsin Racine County 2 Midwest Region 3 East North Central Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA
55117990000 55 117 990000 WI Wisconsin Sheboygan County 2 Midwest Region 3 East North Central Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA
56021980801 56 021 980801 WY Wyoming Laramie County 4 West Region 8 Mountain Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA
55059990000 55 059 990000 WI Wisconsin Kenosha County 2 Midwest Region 3 East North Central Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA NA 0.9999 NA NA 0.9999 NA NA 0.9999 NA NA 0.9999 NA NA 0.9999 NA
55061990000 55 061 990000 WI Wisconsin Kewaunee County 2 Midwest Region 3 East North Central Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA NA 0.9999 NA NA 0.9999 NA NA 0.9999 NA NA 0.9999 NA NA 0.9999 NA

Overall SVI

2010

svi_2010_national %>% arrange((RPL_THEMES)) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_10 E_HU_10 E_HH_10 E_POV150_10 ET_POVSTATUS_10 EP_POV150_10 EPL_POV150_10 F_POV150_10 E_UNEMP_10 ET_EMPSTATUS_10 EP_UNEMP_10 EPL_UNEMP_10 F_UNEMP_10 E_HBURD_OWN_10 ET_HOUSINGCOST_OWN_10 EP_HBURD_OWN_10 EPL_HBURD_OWN_10 F_HBURD_OWN_10 E_HBURD_RENT_10 ET_HOUSINGCOST_RENT_10 EP_HBURD_RENT_10 EPL_HBURD_RENT_10 F_HBURD_RENT_10 E_HBURD_10 ET_HOUSINGCOST_10 EP_HBURD_10 EPL_HBURD_10 F_HBURD_10 E_NOHSDP_10 ET_EDSTATUS_10 EP_NOHSDP_10 EPL_NOHSDP_10 F_NOHSDP_10 E_UNINSUR_12 ET_INSURSTATUS_12 EP_UNINSUR_12 EPL_UNINSUR_12 F_UNINSUR_12 E_AGE65_10 EP_AGE65_10 EPL_AGE65_10 F_AGE65_10 E_AGE17_10 EP_AGE17_10 EPL_AGE17_10 F_AGE17_10 E_DISABL_12 ET_DISABLSTATUS_12 EP_DISABL_12 EPL_DISABL_12 F_DISABL_12 E_SNGPNT_10 ET_FAMILIES_10 EP_SNGPNT_10 EPL_SNGPNT_10 F_SNGPNT_10 E_LIMENG_10 ET_POPAGE5UP_10 EP_LIMENG_10 EPL_LIMENG_10 F_LIMENG_10 E_MINRTY_10 ET_POPETHRACE_10 EP_MINRTY_10 EPL_MINRTY_10 F_MINRTY_10 E_STRHU_10 E_MUNIT_10 EP_MUNIT_10 EPL_MUNIT_10 F_MUNIT_10 E_MOBILE_10 EP_MOBILE_10 EPL_MOBILE_10 F_MOBILE_10 E_CROWD_10 ET_OCCUPANTS_10 EP_CROWD_10 EPL_CROWD_10 F_CROWD_10 E_NOVEH_10 ET_KNOWNVEH_10 EP_NOVEH_10 EPL_NOVEH_10 F_NOVEH_10 E_GROUPQ_10 ET_HHTYPE_10 EP_GROUPQ_10 EPL_GROUPQ_10 F_GROUPQ_10 SPL_THEME1 RPL_THEME1 F_THEME1 SPL_THEME2 RPL_THEME2 F_THEME2 SPL_THEME3 RPL_THEME3 F_THEME3 SPL_THEME4 RPL_THEME4 F_THEME4 SPL_THEMES RPL_THEMES F_TOTAL
37183980200 37 183 980200 NC North Carolina Wake County 3 South Region 5 South Atlantic Division 28 14 14 0 28 0 0.001467 0 0 28 0.000000 0.00496 0 0 14 0.00000 0.002795 0 0 0 NaN NA NA 0 14 0 0.0007892 0 0 28 0.0000 0.00427 0 0 97 0 0.001293 0 0 0.000000 0.003233 0 0 0.000000 0.002314 0 0 97 0 0.0009476 0 0 14 0 0.007664 0 0 28 0 0.09298 0 0 28 0.000000 0.002135 0 14 0 0 0.1224 0 0 0 0.2198 0 0 14 0 0.1238 0 0 14 0 0.02586 0 0 28 0.00000 0.3640 0 0.0127792 0.0000821 0 0.1071386 0.0000753 0 0.002135 0.002115 0 0.85586 0.004175 0 0.9779128 2.74e-05 0
42003980700 42 003 980700 PA Pennsylvania Allegheny County 1 Northeast Region 2 Middle Atlantic Division 28 10 10 0 28 0 0.001467 0 0 28 0.000000 0.00496 0 0 0 NaN NA NA 0 10 0 0.009887 0 0 10 0 0.0007892 0 0 20 0.0000 0.00427 0 0 38 0 0.001293 0 0 0.000000 0.003233 0 0 0.000000 0.002314 0 0 38 0 0.0009476 0 0 10 0 0.007664 0 0 28 0 0.09298 0 0 28 0.000000 0.002135 0 10 0 0 0.1224 0 0 0 0.2198 0 0 10 0 0.1238 0 0 10 0 0.02586 0 0 28 0.00000 0.3640 0 0.0127792 0.0000821 0 0.1071386 0.0000753 0 0.002135 0.002115 0 0.85586 0.004175 0 0.9779128 2.74e-05 0
50007980000 50 007 980000 VT Vermont Chittenden County 1 Northeast Region 1 New England Division 74 37 37 0 74 0 0.001467 0 0 74 0.000000 0.00496 0 0 37 0.00000 0.002795 0 0 0 NaN NA NA 0 37 0 0.0007892 0 0 74 0.0000 0.00427 0 0 77 0 0.001293 0 0 0.000000 0.003233 0 0 0.000000 0.002314 0 0 77 0 0.0009476 0 0 37 0 0.007664 0 0 74 0 0.09298 0 0 74 0.000000 0.002135 0 37 0 0 0.1224 0 0 0 0.2198 0 0 37 0 0.1238 0 0 37 0 0.02586 0 0 74 0.00000 0.3640 0 0.0127792 0.0000821 0 0.1071386 0.0000753 0 0.002135 0.002115 0 0.85586 0.004175 0 0.9779128 2.74e-05 0
19169001200 19 169 001200 IA Iowa Story County 2 Midwest Region 4 West North Central Division 244 45 45 0 151 0 0.001467 0 6 163 3.680982 0.14650 0 0 17 0.00000 0.002795 0 0 28 0 0.009887 0 0 45 0 0.0007892 0 0 76 0.0000 0.00427 0 0 398 0 0.001293 0 11 4.508197 0.065230 0 18 7.377049 0.027720 0 0 138 0 0.0009476 0 0 45 0 0.007664 0 0 226 0 0.09298 0 4 244 1.639344 0.030090 0 45 0 0 0.1224 0 0 0 0.2198 0 0 45 0 0.1238 0 0 45 0 0.02586 0 93 244 38.11475 0.9852 1 0.1543192 0.0006023 0 0.1945416 0.0006707 0 0.030090 0.029810 0 1.47706 0.081740 1 1.8560108 5.48e-05 1
39025041304 39 025 041304 OH Ohio Clermont County 2 Midwest Region 3 East North Central Division 64 30 30 0 64 0 0.001467 0 0 54 0.000000 0.00496 0 9 19 47.36842 0.883900 0 0 11 0 0.009887 0 9 30 30 0.3396000 0 11 64 17.1875 0.64990 0 0 44 0 0.001293 0 0 0.000000 0.003233 0 0 0.000000 0.002314 0 0 36 0 0.0009476 0 0 21 0 0.007664 0 0 64 0 0.09298 0 0 64 0.000000 0.002135 0 30 0 0 0.1224 0 0 0 0.2198 0 0 30 0 0.1238 0 0 30 0 0.02586 0 0 64 0.00000 0.3640 0 0.9972200 0.0881500 0 0.1071386 0.0000753 0 0.002135 0.002115 0 0.85586 0.004175 0 1.9623536 6.84e-05 0
26161984000 26 161 984000 MI Michigan Washtenaw County 2 Midwest Region 3 East North Central Division 70 18 18 0 70 0 0.001467 0 0 25 0.000000 0.00496 0 0 9 0.00000 0.002795 0 0 9 0 0.009887 0 0 18 0 0.0007892 0 0 35 0.0000 0.00427 0 0 71 0 0.001293 0 0 0.000000 0.003233 0 35 50.000000 0.999000 1 0 36 0 0.0009476 0 0 18 0 0.007664 0 0 61 0 0.09298 0 0 70 0.000000 0.002135 0 18 0 0 0.1224 0 0 0 0.2198 0 0 18 0 0.1238 0 0 18 0 0.02586 0 0 70 0.00000 0.3640 0 0.0127792 0.0000821 0 1.1038246 0.0171400 1 0.002135 0.002115 0 0.85586 0.004175 0 1.9745988 8.21e-05 1

2020

svi_2020_national %>% arrange((RPL_THEMES)) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_20 E_HU_20 E_HH_20 E_POV150_20 ET_POVSTATUS_20 EP_POV150_20 EPL_POV150_20 F_POV150_20 E_UNEMP_20 ET_EMPSTATUS_20 EP_UNEMP_20 EPL_UNEMP_20 F_UNEMP_20 E_HBURD_OWN_20 ET_HOUSINGCOST_OWN_20 EP_HBURD_OWN_20 EPL_HBURD_OWN_20 F_HBURD_OWN_20 E_HBURD_RENT_20 ET_HOUSINGCOST_RENT_20 EP_HBURD_RENT_20 EPL_HBURD_RENT_20 F_HBURD_RENT_20 E_HBURD_20 ET_HOUSINGCOST_20 EP_HBURD_20 EPL_HBURD_20 F_HBURD_20 E_NOHSDP_20 ET_EDSTATUS_20 EP_NOHSDP_20 EPL_NOHSDP_20 F_NOHSDP_20 E_UNINSUR_20 ET_INSURSTATUS_20 EP_UNINSUR_20 EPL_UNINSUR_20 F_UNINSUR_20 E_AGE65_20 EP_AGE65_20 EPL_AGE65_20 F_AGE65_20 E_AGE17_20 EP_AGE17_20 EPL_AGE17_20 F_AGE17_20 E_DISABL_20 ET_DISABLSTATUS_20 EP_DISABL_20 EPL_DISABL_20 F_DISABL_20 E_SNGPNT_20 ET_FAMILIES_20 EP_SNGPNT_20 EPL_SNGPNT_20 F_SNGPNT_20 E_LIMENG_20 ET_POPAGE5UP_20 EP_LIMENG_20 EPL_LIMENG_20 F_LIMENG_20 E_MINRTY_20 ET_POPETHRACE_20 EP_MINRTY_20 EPL_MINRTY_20 F_MINRTY_20 E_STRHU_20 E_MUNIT_20 EP_MUNIT_20 EPL_MUNIT_20 F_MUNIT_20 E_MOBILE_20 EP_MOBILE_20 EPL_MOBILE_20 F_MOBILE_20 E_CROWD_20 ET_OCCUPANTS_20 EP_CROWD_20 EPL_CROWD_20 F_CROWD_20 E_NOVEH_20 ET_KNOWNVEH_20 EP_NOVEH_20 EPL_NOVEH_20 F_NOVEH_20 E_GROUPQ_20 ET_HHTYPE_20 EP_GROUPQ_20 EPL_GROUPQ_20 F_GROUPQ_20 SPL_THEME1 RPL_THEME1 F_THEME1 SPL_THEME2 RPL_THEME2 F_THEME2 SPL_THEME3 RPL_THEME3 F_THEME3 SPL_THEME4 RPL_THEME4 F_THEME4 SPL_THEMES RPL_THEMES F_TOTAL
28121980000 28 121 980000 MS Mississippi Rankin County 3 South Region 6 East South Central Division 64 21 21 0 64 0.0000000 0.0007331 0 0 48 0.0000000 0.004873 0 0 21 0.00000 0.003312 0 0 0 NaN NA NA 0 21 0.00000 0.0006021 0 0 51 0.0000000 0.003598 0 0 64 0.0000000 0.002454 0 5 7.8125000 0.099240 0 7 10.93750 0.059790 0 4 57.000000 7.017544 0.0691500 0 0 21.00000 0.000000 0.005918 0 0 64 0 0.09479 0 0 64.0000 0.000000 0.0006005 0 21 0 0 0.1079 0 0 0 0.2186 0 0 21 0 0.09796 0 0 21.000000 0.000000 0.01986 0 0 64 0.00000 0.1831 0 0.0122602 0.0001369 0 0.3288880 0.0014100 0 0.0006005 0.0005954 0 0.62742 0.001615 0 0.9691687 1.37e-05 0
45019004613 45 019 004613 SC South Carolina Charleston County 3 South Region 5 South Atlantic Division 1785 668 635 17 1771 0.9599097 0.0028770 0 5 1126 0.4440497 0.016840 0 69 619 11.14701 0.087080 0 5 16 31.25000 0.241900 0 74 635 11.65354 0.0199200 0 5 1368 0.3654971 0.011650 0 17 1776 0.9572072 0.035680 0 170 9.5238095 0.161100 0 340 19.04762 0.316800 0 65 1436.000000 4.526462 0.0164800 0 7 580.00000 1.206897 0.018900 0 0 1688 0 0.09479 0 160 1785.0000 8.963585 0.1628000 0 668 0 0 0.1079 0 0 0 0.2186 0 0 635 0 0.09796 0 8 635.000000 1.259842 0.14460 0 0 1785 0.00000 0.1831 0 0.0869670 0.0003422 0 0.6080700 0.0043120 0 0.1628000 0.1614000 0 0.75216 0.007282 0 1.6099970 2.74e-05 0
11001006202 11 001 006202 DC District of Columbia District of Columbia 3 South Region 5 South Atlantic Division 13 3 3 0 13 0.0000000 0.0007331 0 0 13 0.0000000 0.004873 0 0 0 NaN NA NA 0 3 0.00000 0.006398 0 0 3 0.00000 0.0006021 0 0 13 0.0000000 0.003598 0 0 13 0.0000000 0.002454 0 0 0.0000000 0.001609 0 0 0.00000 0.001926 0 0 13.000000 0.000000 0.0008574 0 0 3.00000 0.000000 0.005918 0 0 13 0 0.09479 0 0 13.0000 0.000000 0.0006005 0 3 3 100 0.9998 1 0 0 0.2186 0 0 3 0 0.09796 0 0 3.000000 0.000000 0.01986 0 0 13 0.00000 0.1831 0 0.0122602 0.0001369 0 0.1051004 0.0000821 0 0.0006005 0.0005954 0 1.51932 0.101800 1 1.6372811 4.11e-05 1
08123002210 08 123 002210 CO Colorado Weld County 4 West Region 8 Mountain Division 1295 448 443 65 1295 5.0193050 0.0664500 0 0 674 0.0000000 0.004873 0 45 375 12.00000 0.110800 0 0 68 0.00000 0.006398 0 45 443 10.15801 0.0105500 0 0 901 0.0000000 0.003598 0 17 1295 1.3127413 0.056330 0 128 9.8841699 0.176500 0 328 25.32819 0.718400 0 67 967.000000 6.928645 0.0662300 0 10 406.00000 2.463054 0.038510 0 0 1246 0 0.09479 0 71 1295.0000 5.482626 0.0867500 0 448 0 0 0.1079 0 0 0 0.2186 0 0 443 0 0.09796 0 0 443.000000 0.000000 0.01986 0 0 1295 0.00000 0.1831 0 0.1418010 0.0005338 0 1.0944300 0.0182000 0 0.0867500 0.0860200 0 0.62742 0.001615 0 1.9504010 5.48e-05 0
32003003242 32 003 003242 NV Nevada Clark County 4 West Region 8 Mountain Division 1767 616 616 18 1767 1.0186757 0.0031260 0 0 940 0.0000000 0.004873 0 83 595 13.94958 0.179100 0 10 21 47.61905 0.606200 0 93 616 15.09740 0.0658700 0 0 1274 0.0000000 0.003598 0 29 1767 1.6411998 0.079630 0 196 11.0922467 0.232100 0 367 20.76967 0.426800 0 121 1400.000000 8.642857 0.1323000 0 22 569.00000 3.866432 0.073250 0 0 1734 0 0.09479 0 283 1767.0000 16.015846 0.2919000 0 616 0 0 0.1079 0 0 0 0.2186 0 0 616 0 0.09796 0 6 616.000000 0.974026 0.11400 0 0 1767 0.00000 0.1831 0 0.1570970 0.0006160 0 0.9592400 0.0128100 0 0.2919000 0.2894000 0 0.72156 0.006269 0 2.1297970 6.84e-05 0
06073009901 06 073 009901 CA California San Diego County 4 West Region 9 Pacific Division 885 1 1 0 3 0.0000000 0.0007331 0 0 32 0.0000000 0.004873 0 0 1 0.00000 0.003312 0 0 0 NaN NA NA 0 1 0.00000 0.0006021 0 0 298 0.0000000 0.003598 0 0 2 0.0000000 0.002454 0 2 0.2259887 0.004294 0 0 0.00000 0.001926 0 0 1.378435 0.000000 0.0008574 0 0 0.40374 0.000000 0.005918 0 0 885 0 0.09479 0 380 884.7904 42.948025 0.6155000 0 1 0 0 0.1079 0 0 0 0.2186 0 0 1 0 0.09796 0 0 1.178101 0.000000 0.01986 0 882 885 99.66102 0.9975 1 0.0122602 0.0001369 0 0.1077854 0.0001779 0 0.6155000 0.6103000 0 1.44182 0.084680 1 2.1773656 8.21e-05 1

Question 4:

For your division, what are the most & least vulnerable tracts by THEME1, THEME2, THEME3, THEME4, OVERALL. Do they belong to certain divisions/states?

Mountain Division

svi_2010_divisional <- svi_theme_variables(svi_2010_divisional)
svi_2020_divisional <- svi_theme_variables(svi_2020_divisional)

svi_2010_divisional <- svi_theme_flags(svi_2010_divisional, .90)
svi_2020_divisional <- svi_theme_flags(svi_2020_divisional, .90)

Theme1: SES Divisional Most Vulnerable

2010

svi_2010_divisional %>% filter(division == "Mountain Division") %>%arrange(desc(RPL_THEME1)) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_10 E_HU_10 E_HH_10 E_POV150_10 ET_POVSTATUS_10 EP_POV150_10 EPL_POV150_10 F_POV150_10 E_UNEMP_10 ET_EMPSTATUS_10 EP_UNEMP_10 EPL_UNEMP_10 F_UNEMP_10 E_HBURD_OWN_10 ET_HOUSINGCOST_OWN_10 EP_HBURD_OWN_10 EPL_HBURD_OWN_10 F_HBURD_OWN_10 E_HBURD_RENT_10 ET_HOUSINGCOST_RENT_10 EP_HBURD_RENT_10 EPL_HBURD_RENT_10 F_HBURD_RENT_10 E_HBURD_10 ET_HOUSINGCOST_10 EP_HBURD_10 EPL_HBURD_10 F_HBURD_10 E_NOHSDP_10 ET_EDSTATUS_10 EP_NOHSDP_10 EPL_NOHSDP_10 F_NOHSDP_10 E_UNINSUR_12 ET_INSURSTATUS_12 EP_UNINSUR_12 EPL_UNINSUR_12 F_UNINSUR_12 E_AGE65_10 EP_AGE65_10 EPL_AGE65_10 F_AGE65_10 E_AGE17_10 EP_AGE17_10 EPL_AGE17_10 F_AGE17_10 E_DISABL_12 ET_DISABLSTATUS_12 EP_DISABL_12 EPL_DISABL_12 F_DISABL_12 E_SNGPNT_10 ET_FAMILIES_10 EP_SNGPNT_10 EPL_SNGPNT_10 F_SNGPNT_10 E_LIMENG_10 ET_POPAGE5UP_10 EP_LIMENG_10 EPL_LIMENG_10 F_LIMENG_10 E_MINRTY_10 ET_POPETHRACE_10 EP_MINRTY_10 EPL_MINRTY_10 F_MINRTY_10 E_STRHU_10 E_MUNIT_10 EP_MUNIT_10 EPL_MUNIT_10 F_MUNIT_10 E_MOBILE_10 EP_MOBILE_10 EPL_MOBILE_10 F_MOBILE_10 E_CROWD_10 ET_OCCUPANTS_10 EP_CROWD_10 EPL_CROWD_10 F_CROWD_10 E_NOVEH_10 ET_KNOWNVEH_10 EP_NOVEH_10 EPL_NOVEH_10 F_NOVEH_10 E_GROUPQ_10 ET_HHTYPE_10 EP_GROUPQ_10 EPL_GROUPQ_10 F_GROUPQ_10 SPL_THEME1 RPL_THEME1 F_THEME1 SPL_THEME2 RPL_THEME2 F_THEME2 SPL_THEME3 RPL_THEME3 F_THEME3 SPL_THEME4 RPL_THEME4 F_THEME4 SPL_THEMES RPL_THEMES F_TOTAL
56021980801 56 021 980801 WY Wyoming Laramie County 4 West Region 8 Mountain Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA
49049980100 49 049 980100 UT Utah Utah County 4 West Region 8 Mountain Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA NA 0.9998 NA NA 0.9998 NA NA 0.9998 NA NA 0.9998 NA NA 0.9998 NA
49045980000 49 045 980000 UT Utah Tooele County 4 West Region 8 Mountain Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA NA 0.9996 NA NA 0.9996 NA NA 0.9996 NA NA 0.9996 NA NA 0.9996 NA
49035980000 49 035 980000 UT Utah Salt Lake County 4 West Region 8 Mountain Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA NA 0.9994 NA NA 0.9994 NA NA 0.9994 NA NA 0.9994 NA NA 0.9994 NA
49035112818 49 035 112818 UT Utah Salt Lake County 4 West Region 8 Mountain Division 1478 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 285 1303 21.8726 0.8102 0 0 0 NaN NA NA 68 4.600812 0.1322 0 0 0 0.005172 0 0 0 NaN NA NA 0 0 NaN NA NA 28 1478 1.894452 0.5198 0 459 1478 31.05548 0.568 0 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 1478 1478 100 0.9989 1 NA 0.9992 NA NA 0.9992 NA 0.568 0.5648 0 NA 0.9992 NA NA 0.9992 NA
35043940300 35 043 940300 NM New Mexico Sandoval County 4 West Region 8 Mountain Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA NA 0.9990 NA NA 0.9990 NA NA 0.9992 NA NA 0.9990 NA NA 0.9990 NA

2020

svi_2020_divisional %>% filter(division == "Mountain Division") %>%arrange(desc(RPL_THEME1)) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_20 E_HU_20 E_HH_20 E_POV150_20 ET_POVSTATUS_20 EP_POV150_20 EPL_POV150_20 F_POV150_20 E_UNEMP_20 ET_EMPSTATUS_20 EP_UNEMP_20 EPL_UNEMP_20 F_UNEMP_20 E_HBURD_OWN_20 ET_HOUSINGCOST_OWN_20 EP_HBURD_OWN_20 EPL_HBURD_OWN_20 F_HBURD_OWN_20 E_HBURD_RENT_20 ET_HOUSINGCOST_RENT_20 EP_HBURD_RENT_20 EPL_HBURD_RENT_20 F_HBURD_RENT_20 E_HBURD_20 ET_HOUSINGCOST_20 EP_HBURD_20 EPL_HBURD_20 F_HBURD_20 E_NOHSDP_20 ET_EDSTATUS_20 EP_NOHSDP_20 EPL_NOHSDP_20 F_NOHSDP_20 E_UNINSUR_20 ET_INSURSTATUS_20 EP_UNINSUR_20 EPL_UNINSUR_20 F_UNINSUR_20 E_AGE65_20 EP_AGE65_20 EPL_AGE65_20 F_AGE65_20 E_AGE17_20 EP_AGE17_20 EPL_AGE17_20 F_AGE17_20 E_DISABL_20 ET_DISABLSTATUS_20 EP_DISABL_20 EPL_DISABL_20 F_DISABL_20 E_SNGPNT_20 ET_FAMILIES_20 EP_SNGPNT_20 EPL_SNGPNT_20 F_SNGPNT_20 E_LIMENG_20 ET_POPAGE5UP_20 EP_LIMENG_20 EPL_LIMENG_20 F_LIMENG_20 E_MINRTY_20 ET_POPETHRACE_20 EP_MINRTY_20 EPL_MINRTY_20 F_MINRTY_20 E_STRHU_20 E_MUNIT_20 EP_MUNIT_20 EPL_MUNIT_20 F_MUNIT_20 E_MOBILE_20 EP_MOBILE_20 EPL_MOBILE_20 F_MOBILE_20 E_CROWD_20 ET_OCCUPANTS_20 EP_CROWD_20 EPL_CROWD_20 F_CROWD_20 E_NOVEH_20 ET_KNOWNVEH_20 EP_NOVEH_20 EPL_NOVEH_20 F_NOVEH_20 E_GROUPQ_20 ET_HHTYPE_20 EP_GROUPQ_20 EPL_GROUPQ_20 F_GROUPQ_20 SPL_THEME1 RPL_THEME1 F_THEME1 SPL_THEME2 RPL_THEME2 F_THEME2 SPL_THEME3 RPL_THEME3 F_THEME3 SPL_THEME4 RPL_THEME4 F_THEME4 SPL_THEMES RPL_THEMES F_TOTAL
56021980801 56 021 980801 WY Wyoming Laramie County 4 West Region 8 Mountain Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA
49049980100 49 049 980100 UT Utah Utah County 4 West Region 8 Mountain Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA NA 0.9998 NA NA 0.9998 NA NA 0.9998 NA NA 0.9998 NA NA 0.9998 NA
49045980000 49 045 980000 UT Utah Tooele County 4 West Region 8 Mountain Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA NA 0.9996 NA NA 0.9996 NA NA 0.9996 NA NA 0.9996 NA NA 0.9996 NA
49035980000 49 035 980000 UT Utah Salt Lake County 4 West Region 8 Mountain Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA NA 0.9994 NA NA 0.9994 NA NA 0.9994 NA NA 0.9994 NA NA 0.9994 NA
49035112818 49 035 112818 UT Utah Salt Lake County 4 West Region 8 Mountain Division 2281 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 628 2085 30.1199 0.9399 1 0 0 NaN NA NA 74 3.244191 0.01953 0 27 1.183691 0.01302 0 0 0 NaN NA NA 0 0 NaN NA NA 63 2281 2.761947 0.6625 0 1065 2281 46.69005 0.672 0 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 2281 2281 100 0.9989 1 NA 0.9992 NA NA 0.9992 NA 0.672 0.6691 0 NA 0.9992 NA NA 0.9992 NA
35043940300 35 043 940300 NM New Mexico Sandoval County 4 West Region 8 Mountain Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA NA 0.9990 NA NA 0.9990 NA NA 0.9992 NA NA 0.9990 NA NA 0.9990 NA

Theme1: SES Divisional Least Vulnerable

2010

svi_2010_divisional %>% filter(division == "Mountain Division") %>%arrange((RPL_THEME1)) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_10 E_HU_10 E_HH_10 E_POV150_10 ET_POVSTATUS_10 EP_POV150_10 EPL_POV150_10 F_POV150_10 E_UNEMP_10 ET_EMPSTATUS_10 EP_UNEMP_10 EPL_UNEMP_10 F_UNEMP_10 E_HBURD_OWN_10 ET_HOUSINGCOST_OWN_10 EP_HBURD_OWN_10 EPL_HBURD_OWN_10 F_HBURD_OWN_10 E_HBURD_RENT_10 ET_HOUSINGCOST_RENT_10 EP_HBURD_RENT_10 EPL_HBURD_RENT_10 F_HBURD_RENT_10 E_HBURD_10 ET_HOUSINGCOST_10 EP_HBURD_10 EPL_HBURD_10 F_HBURD_10 E_NOHSDP_10 ET_EDSTATUS_10 EP_NOHSDP_10 EPL_NOHSDP_10 F_NOHSDP_10 E_UNINSUR_12 ET_INSURSTATUS_12 EP_UNINSUR_12 EPL_UNINSUR_12 F_UNINSUR_12 E_AGE65_10 EP_AGE65_10 EPL_AGE65_10 F_AGE65_10 E_AGE17_10 EP_AGE17_10 EPL_AGE17_10 F_AGE17_10 E_DISABL_12 ET_DISABLSTATUS_12 EP_DISABL_12 EPL_DISABL_12 F_DISABL_12 E_SNGPNT_10 ET_FAMILIES_10 EP_SNGPNT_10 EPL_SNGPNT_10 F_SNGPNT_10 E_LIMENG_10 ET_POPAGE5UP_10 EP_LIMENG_10 EPL_LIMENG_10 F_LIMENG_10 E_MINRTY_10 ET_POPETHRACE_10 EP_MINRTY_10 EPL_MINRTY_10 F_MINRTY_10 E_STRHU_10 E_MUNIT_10 EP_MUNIT_10 EPL_MUNIT_10 F_MUNIT_10 E_MOBILE_10 EP_MOBILE_10 EPL_MOBILE_10 F_MOBILE_10 E_CROWD_10 ET_OCCUPANTS_10 EP_CROWD_10 EPL_CROWD_10 F_CROWD_10 E_NOVEH_10 ET_KNOWNVEH_10 EP_NOVEH_10 EPL_NOVEH_10 F_NOVEH_10 E_GROUPQ_10 ET_HHTYPE_10 EP_GROUPQ_10 EPL_GROUPQ_10 F_GROUPQ_10 SPL_THEME1 RPL_THEME1 F_THEME1 SPL_THEME2 RPL_THEME2 F_THEME2 SPL_THEME3 RPL_THEME3 F_THEME3 SPL_THEME4 RPL_THEME4 F_THEME4 SPL_THEMES RPL_THEMES F_TOTAL
49043964203 49 043 964203 UT Utah Summit County 4 West Region 8 Mountain Division 57 1961 34 0 57 0.000000 0.001728 0 0 44 0.0000000 0.007104 0 0 34 0.00000 0.002896 0 0 0 NaN NA NA 0 34 0.00000 0.0007682 0 0 57 0.0000000 0.006226 0 0 32 0.0000000 0.0007675 0 0 0.000000 0.003736 0 0 0.00000 0.005172 0 0 32 0.000000 0.0007676 0 0 34 0.000000 0.01335 0 0 57 0.0000000 0.07126 0 21 57 36.842105 0.63610 0 1961 0 0.00000 0.1526 0 91 4.64049 0.6206 0 0 34 0.000000 0.1156 0 0 34 0.000000 0.05358 0 0 57 0.000000 0.3955 0 0.0165937 0.0001905 0 0.0942856 0.0001905 0 0.63610 0.63250 0 1.33788 0.079050 0 2.084859 0.0001905 0
08059009848 08 059 009848 CO Colorado Jefferson County 4 West Region 8 Mountain Division 2235 1052 948 99 2142 4.621849 0.062580 0 0 1075 0.0000000 0.007104 0 121 747 16.19813 0.075880 0 13 201 6.467662 0.03632 0 134 948 14.13502 0.0270800 0 10 1794 0.5574136 0.018970 0 20 2143 0.9332711 0.0046050 0 456 20.402685 0.875900 0 352 15.74944 0.121300 0 180 1765 10.198300 0.2980000 0 0 671 0.000000 0.01335 0 0 2161 0.0000000 0.07126 0 129 2235 5.771812 0.07356 0 1052 126 11.97719 0.7168 0 0 0.00000 0.1844 0 0 948 0.000000 0.1156 0 118 948 12.447257 0.87040 0 93 2235 4.161074 0.8983 0 0.1203390 0.0003810 0 1.3798100 0.0468600 0 0.07356 0.07314 0 2.78550 0.616200 0 4.359209 0.0603800 0
08013061300 08 013 061300 CO Colorado Boulder County 4 West Region 8 Mountain Division 3546 980 980 67 3546 1.889453 0.012860 0 17 1615 1.0526316 0.025920 0 125 895 13.96648 0.048850 0 59 85 69.411765 0.94400 1 184 980 18.77551 0.0636600 0 18 2003 0.8986520 0.030460 0 44 3560 1.2359551 0.0072910 0 130 3.666103 0.086400 0 1315 37.08404 0.930100 1 90 2261 3.980540 0.0243700 0 0 898 0.000000 0.01335 0 25 3304 0.7566586 0.32820 0 676 3546 19.063734 0.37110 0 980 0 0.00000 0.1526 0 0 0.00000 0.1844 0 0 980 0.000000 0.1156 0 17 980 1.734694 0.31210 0 0 3546 0.000000 0.3955 0 0.1401910 0.0005714 0 1.3824200 0.0474300 1 0.37110 0.36900 0 1.16020 0.041900 0 3.053911 0.0030480 1
08001008551 08 001 008551 CO Colorado Adams County 4 West Region 8 Mountain Division 320 133 133 15 320 4.687500 0.063540 0 0 172 0.0000000 0.007104 0 24 84 28.57143 0.447600 0 0 49 0.000000 0.01391 0 24 133 18.04511 0.0555000 0 0 219 0.0000000 0.006226 0 19 537 3.5381750 0.0420200 0 0 0.000000 0.003736 0 101 31.56250 0.778200 0 95 435 21.839081 0.8801000 0 15 84 17.857143 0.62220 0 0 306 0.0000000 0.07126 0 62 320 19.375000 0.37660 0 133 49 36.84211 0.9302 1 0 0.00000 0.1844 0 0 133 0.000000 0.1156 0 0 133 0.000000 0.05358 0 0 320 0.000000 0.3955 0 0.1743900 0.0007619 0 2.3554960 0.4320000 0 0.37660 0.37450 0 1.67928 0.170900 1 4.585766 0.0809500 1
08005005629 08 005 005629 CO Colorado Arapahoe County 4 West Region 8 Mountain Division 2247 820 785 63 2240 2.812500 0.025150 0 9 1157 0.7778738 0.019780 0 162 767 21.12125 0.179200 0 0 18 0.000000 0.01391 0 162 785 20.63694 0.0887300 0 12 1475 0.8135593 0.027590 0 66 2154 3.0640669 0.0328100 0 200 8.900757 0.390400 0 670 29.81753 0.712100 0 129 1589 8.118313 0.1714000 0 80 705 11.347518 0.37070 0 10 2193 0.4559964 0.24520 0 122 2247 5.429462 0.06686 0 820 0 0.00000 0.1526 0 0 0.00000 0.1844 0 0 785 0.000000 0.1156 0 0 785 0.000000 0.05358 0 0 2247 0.000000 0.3955 0 0.1940600 0.0009524 0 1.8898000 0.1990000 0 0.06686 0.06648 0 0.90168 0.009619 0 3.052400 0.0028570 0
35028000500 35 028 000500 NM New Mexico Los Alamos County 4 West Region 8 Mountain Division 5908 2337 2213 230 5887 3.906913 0.043390 0 25 2934 0.8520791 0.021310 0 203 1885 10.76923 0.026650 0 112 328 34.146341 0.29910 0 315 2213 14.23407 0.0278500 0 47 4099 1.1466211 0.039660 0 251 5690 4.4112478 0.0646600 0 880 14.895058 0.719900 0 1419 24.01828 0.432400 0 444 4323 10.270645 0.3032000 0 167 1727 9.669948 0.29750 0 21 5544 0.3787879 0.22080 0 1274 5908 21.563981 0.41280 0 2337 0 0.00000 0.1526 0 0 0.00000 0.1844 0 51 2213 2.304564 0.5462 0 44 2213 1.988251 0.34220 0 0 5908 0.000000 0.3955 0 0.1968700 0.0011430 0 1.9738000 0.2349000 0 0.41280 0.41050 0 1.62090 0.153700 0 4.204370 0.0470500 0

2020

svi_2020_divisional %>% filter(division == "Mountain Division") %>%arrange((RPL_THEME1)) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_20 E_HU_20 E_HH_20 E_POV150_20 ET_POVSTATUS_20 EP_POV150_20 EPL_POV150_20 F_POV150_20 E_UNEMP_20 ET_EMPSTATUS_20 EP_UNEMP_20 EPL_UNEMP_20 F_UNEMP_20 E_HBURD_OWN_20 ET_HOUSINGCOST_OWN_20 EP_HBURD_OWN_20 EPL_HBURD_OWN_20 F_HBURD_OWN_20 E_HBURD_RENT_20 ET_HOUSINGCOST_RENT_20 EP_HBURD_RENT_20 EPL_HBURD_RENT_20 F_HBURD_RENT_20 E_HBURD_20 ET_HOUSINGCOST_20 EP_HBURD_20 EPL_HBURD_20 F_HBURD_20 E_NOHSDP_20 ET_EDSTATUS_20 EP_NOHSDP_20 EPL_NOHSDP_20 F_NOHSDP_20 E_UNINSUR_20 ET_INSURSTATUS_20 EP_UNINSUR_20 EPL_UNINSUR_20 F_UNINSUR_20 E_AGE65_20 EP_AGE65_20 EPL_AGE65_20 F_AGE65_20 E_AGE17_20 EP_AGE17_20 EPL_AGE17_20 F_AGE17_20 E_DISABL_20 ET_DISABLSTATUS_20 EP_DISABL_20 EPL_DISABL_20 F_DISABL_20 E_SNGPNT_20 ET_FAMILIES_20 EP_SNGPNT_20 EPL_SNGPNT_20 F_SNGPNT_20 E_LIMENG_20 ET_POPAGE5UP_20 EP_LIMENG_20 EPL_LIMENG_20 F_LIMENG_20 E_MINRTY_20 ET_POPETHRACE_20 EP_MINRTY_20 EPL_MINRTY_20 F_MINRTY_20 E_STRHU_20 E_MUNIT_20 EP_MUNIT_20 EPL_MUNIT_20 F_MUNIT_20 E_MOBILE_20 EP_MOBILE_20 EPL_MOBILE_20 F_MOBILE_20 E_CROWD_20 ET_OCCUPANTS_20 EP_CROWD_20 EPL_CROWD_20 F_CROWD_20 E_NOVEH_20 ET_KNOWNVEH_20 EP_NOVEH_20 EPL_NOVEH_20 F_NOVEH_20 E_GROUPQ_20 ET_HHTYPE_20 EP_GROUPQ_20 EPL_GROUPQ_20 F_GROUPQ_20 SPL_THEME1 RPL_THEME1 F_THEME1 SPL_THEME2 RPL_THEME2 F_THEME2 SPL_THEME3 RPL_THEME3 F_THEME3 SPL_THEME4 RPL_THEME4 F_THEME4 SPL_THEMES RPL_THEMES F_TOTAL
32031980300 32 031 980300 NV Nevada Washoe County 4 West Region 8 Mountain Division 7 7 7 0 7 0.000000 0.0006713 0 0 7 0.000000 0.005563 0 0 7 0.00000 0.002986 0 0 0 NaN NA NA 0 7 0.00000 0.0006718 0 0 7 0.0000000 0.005263 0 0 7 0.0000000 0.002013 0 7 100.00000 1.0000 1 0 0.00000 0.003924 0 0 7.000 0.000000 0.001437 0 0 0.000 NaN NA NA 0 7 0.0000000 0.07466 0 0 7.000 0.000000 0.0006695 0 7 0 0.0000000 0.1276 0 0 0 0.1825 0 0 7 0.0000000 0.08002 0 0 7.000 0.000000 0.03808 0 0 7 0 0.2155 0 0.0141821 0.0001905 0 NA 0.99830 NA 0.0006695 0.0006667 0 0.64370 0.002667 0 NA 0.9983000 NA
08123002210 08 123 002210 CO Colorado Weld County 4 West Region 8 Mountain Division 1295 448 443 65 1295 5.019305 0.0588800 0 0 674 0.000000 0.005563 0 45 375 12.00000 0.093910 0 0 68 0.000000 0.008939 0 45 443 10.15801 0.0134400 0 0 901 0.0000000 0.005263 0 17 1295 1.3127413 0.032980 0 128 9.88417 0.2515 0 328 25.32819 0.635300 0 67 967.000 6.928645 0.067840 0 10 406.000 2.463054 0.04874 0 0 1246 0.0000000 0.07466 0 71 1295.000 5.482626 0.0298400 0 448 0 0.0000000 0.1276 0 0 0 0.1825 0 0 443 0.0000000 0.08002 0 0 443.000 0.000000 0.03808 0 0 1295 0 0.2155 0 0.1161260 0.0003810 0 1.07804 0.01924 0 0.0298400 0.0297100 0 0.64370 0.002667 0 1.867706 0.0001905 0
32003003242 32 003 003242 NV Nevada Clark County 4 West Region 8 Mountain Division 1767 616 616 18 1767 1.018676 0.0028770 0 0 940 0.000000 0.005563 0 83 595 13.94958 0.158200 0 10 21 47.619048 0.631400 0 93 616 15.09740 0.0641100 0 0 1274 0.0000000 0.005263 0 29 1767 1.6411998 0.049270 0 196 11.09225 0.3139 0 367 20.76967 0.404900 0 121 1400.000 8.642857 0.134900 0 22 569.000 3.866432 0.08367 0 0 1734 0.0000000 0.07466 0 283 1767.000 16.015846 0.2280000 0 616 0 0.0000000 0.1276 0 0 0 0.1825 0 0 616 0.0000000 0.08002 0 6 616.000 0.974026 0.18880 0 0 1767 0 0.2155 0 0.1270830 0.0005714 0 1.01203 0.01429 0 0.2280000 0.2270000 0 0.79442 0.012380 0 2.161533 0.0003810 0
49035110103 49 035 110103 UT Utah Salt Lake County 4 West Region 8 Mountain Division 3318 1659 1354 125 3318 3.767330 0.0297300 0 22 1881 1.169591 0.057740 0 129 1269 10.16548 0.053750 0 29 85 34.117647 0.306200 0 158 1354 11.66913 0.0236100 0 1 2535 0.0394477 0.010910 0 31 3318 0.9342978 0.018980 0 586 17.66124 0.6403 0 595 17.93249 0.260700 0 252 2723.056 9.254309 0.163500 0 55 1010.199 5.444470 0.14220 0 12 3196 0.3754693 0.26210 0 412 3317.621 12.418537 0.1526000 0 1659 6 0.3616637 0.2818 0 0 0 0.1825 0 6 1354 0.4431315 0.20480 0 20 1353.904 1.477210 0.26050 0 0 3318 0 0.2155 0 0.1409700 0.0007619 0 1.46880 0.06019 0 0.1526000 0.1520000 0 1.14510 0.049140 0 2.907470 0.0026670 0
49011126203 49 011 126203 UT Utah Davis County 4 West Region 8 Mountain Division 4299 1304 1216 143 4266 3.352086 0.0222500 0 27 1905 1.417323 0.081050 0 132 1036 12.74131 0.113100 0 10 180 5.555556 0.024800 0 142 1216 11.67763 0.0238000 0 11 2441 0.4506350 0.020290 0 58 4299 1.3491510 0.035280 0 473 11.00256 0.3084 0 1494 34.75227 0.948500 1 200 2804.974 7.130192 0.075700 0 99 1118.901 8.847969 0.30190 0 0 3991 0.0000000 0.07466 0 372 4298.525 8.654132 0.0793800 0 1304 0 0.0000000 0.1276 0 0 0 0.1825 0 0 1216 0.0000000 0.08002 0 0 1215.957 0.000000 0.03808 0 0 4299 0 0.2155 0 0.1826700 0.0009524 0 1.70916 0.12210 1 0.0793800 0.0790500 0 0.64370 0.002667 0 2.614910 0.0007619 1
35001003731 35 001 003731 NM New Mexico Bernalillo County 4 West Region 8 Mountain Division 3885 1384 1353 52 3885 1.338481 0.0044110 0 25 1808 1.382743 0.077500 0 223 1321 16.88115 0.291100 0 10 32 31.250000 0.253200 0 233 1353 17.22099 0.1071000 0 4 2733 0.1463593 0.012630 0 19 3834 0.4955660 0.009969 0 735 18.91892 0.6880 0 886 22.80566 0.502500 0 220 2948.000 7.462687 0.088160 0 68 1081.000 6.290472 0.17940 0 0 3784 0.0000000 0.07466 0 1193 3885.000 30.707851 0.4914000 0 1384 0 0.0000000 0.1276 0 0 0 0.1825 0 6 1353 0.4434590 0.20510 0 0 1353.000 0.000000 0.03808 0 0 3885 0 0.2155 0 0.2116100 0.0011430 0 1.53272 0.07333 0 0.4914000 0.4893000 0 0.76878 0.010290 0 3.004510 0.0036190 0

Theme2: Household Characteristics Divisional Most Vulnerable

2010

svi_2010_divisional %>% filter(division == "Mountain Division") %>%arrange(desc(RPL_THEME2)) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_10 E_HU_10 E_HH_10 E_POV150_10 ET_POVSTATUS_10 EP_POV150_10 EPL_POV150_10 F_POV150_10 E_UNEMP_10 ET_EMPSTATUS_10 EP_UNEMP_10 EPL_UNEMP_10 F_UNEMP_10 E_HBURD_OWN_10 ET_HOUSINGCOST_OWN_10 EP_HBURD_OWN_10 EPL_HBURD_OWN_10 F_HBURD_OWN_10 E_HBURD_RENT_10 ET_HOUSINGCOST_RENT_10 EP_HBURD_RENT_10 EPL_HBURD_RENT_10 F_HBURD_RENT_10 E_HBURD_10 ET_HOUSINGCOST_10 EP_HBURD_10 EPL_HBURD_10 F_HBURD_10 E_NOHSDP_10 ET_EDSTATUS_10 EP_NOHSDP_10 EPL_NOHSDP_10 F_NOHSDP_10 E_UNINSUR_12 ET_INSURSTATUS_12 EP_UNINSUR_12 EPL_UNINSUR_12 F_UNINSUR_12 E_AGE65_10 EP_AGE65_10 EPL_AGE65_10 F_AGE65_10 E_AGE17_10 EP_AGE17_10 EPL_AGE17_10 F_AGE17_10 E_DISABL_12 ET_DISABLSTATUS_12 EP_DISABL_12 EPL_DISABL_12 F_DISABL_12 E_SNGPNT_10 ET_FAMILIES_10 EP_SNGPNT_10 EPL_SNGPNT_10 F_SNGPNT_10 E_LIMENG_10 ET_POPAGE5UP_10 EP_LIMENG_10 EPL_LIMENG_10 F_LIMENG_10 E_MINRTY_10 ET_POPETHRACE_10 EP_MINRTY_10 EPL_MINRTY_10 F_MINRTY_10 E_STRHU_10 E_MUNIT_10 EP_MUNIT_10 EPL_MUNIT_10 F_MUNIT_10 E_MOBILE_10 EP_MOBILE_10 EPL_MOBILE_10 F_MOBILE_10 E_CROWD_10 ET_OCCUPANTS_10 EP_CROWD_10 EPL_CROWD_10 F_CROWD_10 E_NOVEH_10 ET_KNOWNVEH_10 EP_NOVEH_10 EPL_NOVEH_10 F_NOVEH_10 E_GROUPQ_10 ET_HHTYPE_10 EP_GROUPQ_10 EPL_GROUPQ_10 F_GROUPQ_10 SPL_THEME1 RPL_THEME1 F_THEME1 SPL_THEME2 RPL_THEME2 F_THEME2 SPL_THEME3 RPL_THEME3 F_THEME3 SPL_THEME4 RPL_THEME4 F_THEME4 SPL_THEMES RPL_THEMES F_TOTAL
56021980801 56 021 980801 WY Wyoming Laramie County 4 West Region 8 Mountain Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA
49049980100 49 049 980100 UT Utah Utah County 4 West Region 8 Mountain Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA NA 0.9998 NA NA 0.9998 NA NA 0.9998 NA NA 0.9998 NA NA 0.9998 NA
49045980000 49 045 980000 UT Utah Tooele County 4 West Region 8 Mountain Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA NA 0.9996 NA NA 0.9996 NA NA 0.9996 NA NA 0.9996 NA NA 0.9996 NA
49035980000 49 035 980000 UT Utah Salt Lake County 4 West Region 8 Mountain Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA NA 0.9994 NA NA 0.9994 NA NA 0.9994 NA NA 0.9994 NA NA 0.9994 NA
49035112818 49 035 112818 UT Utah Salt Lake County 4 West Region 8 Mountain Division 1478 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 285 1303 21.8726 0.8102 0 0 0 NaN NA NA 68 4.600812 0.1322 0 0 0 0.005172 0 0 0 NaN NA NA 0 0 NaN NA NA 28 1478 1.894452 0.5198 0 459 1478 31.05548 0.568 0 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 1478 1478 100 0.9989 1 NA 0.9992 NA NA 0.9992 NA 0.568 0.5648 0 NA 0.9992 NA NA 0.9992 NA
35043940300 35 043 940300 NM New Mexico Sandoval County 4 West Region 8 Mountain Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA NA 0.9990 NA NA 0.9990 NA NA 0.9992 NA NA 0.9990 NA NA 0.9990 NA

2020

svi_2020_divisional %>% filter(division == "Mountain Division") %>%arrange(desc(RPL_THEME2)) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_20 E_HU_20 E_HH_20 E_POV150_20 ET_POVSTATUS_20 EP_POV150_20 EPL_POV150_20 F_POV150_20 E_UNEMP_20 ET_EMPSTATUS_20 EP_UNEMP_20 EPL_UNEMP_20 F_UNEMP_20 E_HBURD_OWN_20 ET_HOUSINGCOST_OWN_20 EP_HBURD_OWN_20 EPL_HBURD_OWN_20 F_HBURD_OWN_20 E_HBURD_RENT_20 ET_HOUSINGCOST_RENT_20 EP_HBURD_RENT_20 EPL_HBURD_RENT_20 F_HBURD_RENT_20 E_HBURD_20 ET_HOUSINGCOST_20 EP_HBURD_20 EPL_HBURD_20 F_HBURD_20 E_NOHSDP_20 ET_EDSTATUS_20 EP_NOHSDP_20 EPL_NOHSDP_20 F_NOHSDP_20 E_UNINSUR_20 ET_INSURSTATUS_20 EP_UNINSUR_20 EPL_UNINSUR_20 F_UNINSUR_20 E_AGE65_20 EP_AGE65_20 EPL_AGE65_20 F_AGE65_20 E_AGE17_20 EP_AGE17_20 EPL_AGE17_20 F_AGE17_20 E_DISABL_20 ET_DISABLSTATUS_20 EP_DISABL_20 EPL_DISABL_20 F_DISABL_20 E_SNGPNT_20 ET_FAMILIES_20 EP_SNGPNT_20 EPL_SNGPNT_20 F_SNGPNT_20 E_LIMENG_20 ET_POPAGE5UP_20 EP_LIMENG_20 EPL_LIMENG_20 F_LIMENG_20 E_MINRTY_20 ET_POPETHRACE_20 EP_MINRTY_20 EPL_MINRTY_20 F_MINRTY_20 E_STRHU_20 E_MUNIT_20 EP_MUNIT_20 EPL_MUNIT_20 F_MUNIT_20 E_MOBILE_20 EP_MOBILE_20 EPL_MOBILE_20 F_MOBILE_20 E_CROWD_20 ET_OCCUPANTS_20 EP_CROWD_20 EPL_CROWD_20 F_CROWD_20 E_NOVEH_20 ET_KNOWNVEH_20 EP_NOVEH_20 EPL_NOVEH_20 F_NOVEH_20 E_GROUPQ_20 ET_HHTYPE_20 EP_GROUPQ_20 EPL_GROUPQ_20 F_GROUPQ_20 SPL_THEME1 RPL_THEME1 F_THEME1 SPL_THEME2 RPL_THEME2 F_THEME2 SPL_THEME3 RPL_THEME3 F_THEME3 SPL_THEME4 RPL_THEME4 F_THEME4 SPL_THEMES RPL_THEMES F_TOTAL
56021980801 56 021 980801 WY Wyoming Laramie County 4 West Region 8 Mountain Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA
49049980100 49 049 980100 UT Utah Utah County 4 West Region 8 Mountain Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA NA 0.9998 NA NA 0.9998 NA NA 0.9998 NA NA 0.9998 NA NA 0.9998 NA
49045980000 49 045 980000 UT Utah Tooele County 4 West Region 8 Mountain Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA NA 0.9996 NA NA 0.9996 NA NA 0.9996 NA NA 0.9996 NA NA 0.9996 NA
49035980000 49 035 980000 UT Utah Salt Lake County 4 West Region 8 Mountain Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA NA 0.9994 NA NA 0.9994 NA NA 0.9994 NA NA 0.9994 NA NA 0.9994 NA
49035112818 49 035 112818 UT Utah Salt Lake County 4 West Region 8 Mountain Division 2281 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 628 2085 30.1199 0.9399 1 0 0 NaN NA NA 74 3.244191 0.01953 0 27 1.183691 0.01302 0 0 0 NaN NA NA 0 0 NaN NA NA 63 2281 2.761947 0.6625 0 1065 2281 46.69005 0.672 0 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 2281 2281 100 0.9989 1 NA 0.9992 NA NA 0.9992 NA 0.672 0.6691 0 NA 0.9992 NA NA 0.9992 NA
35043940300 35 043 940300 NM New Mexico Sandoval County 4 West Region 8 Mountain Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA NA 0.9990 NA NA 0.9990 NA NA 0.9992 NA NA 0.9990 NA NA 0.9990 NA

Theme2: Household Characteristics Divisional Least Vulnerable

2010

svi_2010_divisional %>% filter(division == "Mountain Division") %>%arrange((RPL_THEME2)) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_10 E_HU_10 E_HH_10 E_POV150_10 ET_POVSTATUS_10 EP_POV150_10 EPL_POV150_10 F_POV150_10 E_UNEMP_10 ET_EMPSTATUS_10 EP_UNEMP_10 EPL_UNEMP_10 F_UNEMP_10 E_HBURD_OWN_10 ET_HOUSINGCOST_OWN_10 EP_HBURD_OWN_10 EPL_HBURD_OWN_10 F_HBURD_OWN_10 E_HBURD_RENT_10 ET_HOUSINGCOST_RENT_10 EP_HBURD_RENT_10 EPL_HBURD_RENT_10 F_HBURD_RENT_10 E_HBURD_10 ET_HOUSINGCOST_10 EP_HBURD_10 EPL_HBURD_10 F_HBURD_10 E_NOHSDP_10 ET_EDSTATUS_10 EP_NOHSDP_10 EPL_NOHSDP_10 F_NOHSDP_10 E_UNINSUR_12 ET_INSURSTATUS_12 EP_UNINSUR_12 EPL_UNINSUR_12 F_UNINSUR_12 E_AGE65_10 EP_AGE65_10 EPL_AGE65_10 F_AGE65_10 E_AGE17_10 EP_AGE17_10 EPL_AGE17_10 F_AGE17_10 E_DISABL_12 ET_DISABLSTATUS_12 EP_DISABL_12 EPL_DISABL_12 F_DISABL_12 E_SNGPNT_10 ET_FAMILIES_10 EP_SNGPNT_10 EPL_SNGPNT_10 F_SNGPNT_10 E_LIMENG_10 ET_POPAGE5UP_10 EP_LIMENG_10 EPL_LIMENG_10 F_LIMENG_10 E_MINRTY_10 ET_POPETHRACE_10 EP_MINRTY_10 EPL_MINRTY_10 F_MINRTY_10 E_STRHU_10 E_MUNIT_10 EP_MUNIT_10 EPL_MUNIT_10 F_MUNIT_10 E_MOBILE_10 EP_MOBILE_10 EPL_MOBILE_10 F_MOBILE_10 E_CROWD_10 ET_OCCUPANTS_10 EP_CROWD_10 EPL_CROWD_10 F_CROWD_10 E_NOVEH_10 ET_KNOWNVEH_10 EP_NOVEH_10 EPL_NOVEH_10 F_NOVEH_10 E_GROUPQ_10 ET_HHTYPE_10 EP_GROUPQ_10 EPL_GROUPQ_10 F_GROUPQ_10 SPL_THEME1 RPL_THEME1 F_THEME1 SPL_THEME2 RPL_THEME2 F_THEME2 SPL_THEME3 RPL_THEME3 F_THEME3 SPL_THEME4 RPL_THEME4 F_THEME4 SPL_THEMES RPL_THEMES F_TOTAL
49043964203 49 043 964203 UT Utah Summit County 4 West Region 8 Mountain Division 57 1961 34 0 57 0.000000 0.001728 0 0 44 0.000000 0.007104 0 0 34 0.00000 0.002896 0 0 0 NaN NA NA 0 34 0.00000 0.0007682 0 0 57 0 0.006226 0 0 32 0.000000 0.0007675 0 0 0.0000000 0.003736 0 0 0.000000 0.005172 0 0 32 0.0000000 0.0007676 0 0 34 0 0.01335 0 0 57 0.0000000 0.07126 0 21 57 36.84211 0.6361 0 1961 0 0.00000 0.1526 0 91 4.64049 0.6206 0 0 34 0.00000 0.1156 0 0 34 0.000000 0.05358 0 0 57 0.00000 0.3955 0 0.0165937 0.0001905 0 0.0942856 0.0001905 0 0.6361 0.6325 0 1.33788 0.07905 0 2.084859 0.0001905 0
30035980000 30 035 980000 MT Montana Glacier County 4 West Region 8 Mountain Division 101 104 58 4 101 3.960396 0.044730 0 0 97 0.000000 0.007104 0 0 4 0.00000 0.002896 0 0 54 0.00000 0.01391 0 0 58 0.00000 0.0007682 0 0 101 0 0.006226 0 24 101 23.762376 0.7784000 0 0 0.0000000 0.003736 0 0 0.000000 0.005172 0 3 95 3.1578947 0.0127600 0 0 54 0 0.01335 0 0 101 0.0000000 0.07126 0 13 101 12.87129 0.2374 0 104 0 0.00000 0.1526 0 20 19.23077 0.8431 0 0 58 0.00000 0.1156 0 0 58 0.000000 0.05358 0 0 101 0.00000 0.3955 0 0.8372282 0.0539000 0 0.1062780 0.0003810 0 0.2374 0.2360 0 1.56038 0.13640 0 2.741286 0.0003810 0
08041004402 08 041 004402 CO Colorado El Paso County 4 West Region 8 Mountain Division 2944 93 93 0 406 0.000000 0.001728 0 0 84 0.000000 0.007104 0 0 0 NaN NA NA 51 93 54.83871 0.75520 0 51 93 54.83871 0.9612000 1 0 888 0 0.006226 0 0 339 0.000000 0.0007675 0 0 0.0000000 0.003736 0 213 7.235054 0.035250 0 0 106 0.0000000 0.0007676 0 0 85 0 0.01335 0 0 2879 0.0000000 0.07126 0 1010 2944 34.30707 0.6084 0 93 0 0.00000 0.1526 0 0 0.00000 0.1844 0 0 93 0.00000 0.1156 0 0 93 0.000000 0.05358 0 2538 2944 86.20924 0.9964 1 0.9770255 0.0805700 1 0.1243636 0.0005714 0 0.6084 0.6050 0 1.50258 0.12020 1 3.212369 0.0055240 2
49049001602 49 049 001602 UT Utah Utah County 4 West Region 8 Mountain Division 6556 225 225 966 1071 90.196078 0.999600 1 376 2444 15.384615 0.941200 1 0 0 NaN NA NA 103 225 45.77778 0.55300 0 103 225 45.77778 0.8300000 0 0 180 0 0.006226 0 246 5745 4.281984 0.0621600 0 0 0.0000000 0.003736 0 153 2.333740 0.016860 0 56 1021 5.4848188 0.0556500 0 0 20 0 0.01335 0 19 6547 0.2902093 0.19060 0 819 6556 12.49237 0.2287 0 225 216 96.00000 0.9996 1 0 0.00000 0.1844 0 114 225 50.66667 0.9998 1 31 225 13.777778 0.89090 0 5485 6556 83.66382 0.9958 1 2.8391860 0.6120000 2 0.2801960 0.0007619 0 0.2287 0.2274 0 4.07050 0.98130 3 7.418582 0.4345000 5
49049001801 49 049 001801 UT Utah Utah County 4 West Region 8 Mountain Division 6788 1969 1900 5371 6788 79.124926 0.997700 1 258 5127 5.032183 0.344300 0 28 119 23.52941 0.255700 0 1179 1781 66.19876 0.92370 1 1207 1900 63.52632 0.9946000 1 0 955 0 0.006226 0 272 6611 4.114355 0.0583300 0 28 0.4124926 0.009004 0 112 1.649971 0.015520 0 111 6493 1.7095333 0.0040300 0 0 609 0 0.01335 0 35 6676 0.5242660 0.26700 0 911 6788 13.42074 0.2517 0 1969 1010 51.29507 0.9672 1 0 0.00000 0.1844 0 305 1900 16.05263 0.9639 1 81 1900 4.263158 0.56540 0 0 6788 0.00000 0.3955 0 2.4011560 0.4850000 2 0.3089040 0.0009524 0 0.2517 0.2503 0 3.07640 0.73920 2 6.038160 0.2373000 4
08031001902 08 031 001902 CO Colorado Denver County 4 West Region 8 Mountain Division 128 35 35 38 128 29.687500 0.707600 0 0 78 0.000000 0.007104 0 9 17 52.94118 0.965800 1 0 18 0.00000 0.01391 0 9 35 25.71429 0.1997000 0 0 128 0 0.006226 0 46 484 9.504132 0.2381000 0 8 6.2500000 0.232300 0 0 0.000000 0.005172 0 1 147 0.6802721 0.0019190 0 0 17 0 0.01335 0 0 128 0.0000000 0.07126 0 83 128 64.84375 0.8548 0 35 9 25.71429 0.8719 0 8 22.85714 0.8746 0 0 35 0.00000 0.1156 0 0 35 0.000000 0.05358 0 0 128 0.00000 0.3955 0 1.1587300 0.1211000 0 0.3240010 0.0011430 0 0.8548 0.8499 0 2.31118 0.39980 0 4.648711 0.0878100 0

2020

svi_2020_divisional %>% filter(division == "Mountain Division") %>%arrange((RPL_THEME2)) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_20 E_HU_20 E_HH_20 E_POV150_20 ET_POVSTATUS_20 EP_POV150_20 EPL_POV150_20 F_POV150_20 E_UNEMP_20 ET_EMPSTATUS_20 EP_UNEMP_20 EPL_UNEMP_20 F_UNEMP_20 E_HBURD_OWN_20 ET_HOUSINGCOST_OWN_20 EP_HBURD_OWN_20 EPL_HBURD_OWN_20 F_HBURD_OWN_20 E_HBURD_RENT_20 ET_HOUSINGCOST_RENT_20 EP_HBURD_RENT_20 EPL_HBURD_RENT_20 F_HBURD_RENT_20 E_HBURD_20 ET_HOUSINGCOST_20 EP_HBURD_20 EPL_HBURD_20 F_HBURD_20 E_NOHSDP_20 ET_EDSTATUS_20 EP_NOHSDP_20 EPL_NOHSDP_20 F_NOHSDP_20 E_UNINSUR_20 ET_INSURSTATUS_20 EP_UNINSUR_20 EPL_UNINSUR_20 F_UNINSUR_20 E_AGE65_20 EP_AGE65_20 EPL_AGE65_20 F_AGE65_20 E_AGE17_20 EP_AGE17_20 EPL_AGE17_20 F_AGE17_20 E_DISABL_20 ET_DISABLSTATUS_20 EP_DISABL_20 EPL_DISABL_20 F_DISABL_20 E_SNGPNT_20 ET_FAMILIES_20 EP_SNGPNT_20 EPL_SNGPNT_20 F_SNGPNT_20 E_LIMENG_20 ET_POPAGE5UP_20 EP_LIMENG_20 EPL_LIMENG_20 F_LIMENG_20 E_MINRTY_20 ET_POPETHRACE_20 EP_MINRTY_20 EPL_MINRTY_20 F_MINRTY_20 E_STRHU_20 E_MUNIT_20 EP_MUNIT_20 EPL_MUNIT_20 F_MUNIT_20 E_MOBILE_20 EP_MOBILE_20 EPL_MOBILE_20 F_MOBILE_20 E_CROWD_20 ET_OCCUPANTS_20 EP_CROWD_20 EPL_CROWD_20 F_CROWD_20 E_NOVEH_20 ET_KNOWNVEH_20 EP_NOVEH_20 EPL_NOVEH_20 F_NOVEH_20 E_GROUPQ_20 ET_HHTYPE_20 EP_GROUPQ_20 EPL_GROUPQ_20 F_GROUPQ_20 SPL_THEME1 RPL_THEME1 F_THEME1 SPL_THEME2 RPL_THEME2 F_THEME2 SPL_THEME3 RPL_THEME3 F_THEME3 SPL_THEME4 RPL_THEME4 F_THEME4 SPL_THEMES RPL_THEMES F_TOTAL
49049001602 49 049 001602 UT Utah Utah County 4 West Region 8 Mountain Division 3414 280 230 1200 1341 89.48546 0.9990000 1 213 2231 9.547288 0.871900 0 0 0 NaN NA NA 107 230 46.52174 0.60190 0 107 230 46.52174 0.93400 1 7 190 3.6842105 0.240600 0 247 3414 7.234915 0.42960 0 0 0.0000000 0.001819 0 35 1.0251904 0.01244 0 54 1326.000 4.072398 0.01169 0 0 44 0.000000 0.008732 0 0 3414 0.0000000 0.07466 0 409 3414.000 11.98008 0.1442 0 280 239 85.35714 0.9956 1 0 0.00000 0.1825 0 175 230 76.086956 1.00000 1 0 230 0.00000 0.03808 0 2073 3414 60.7205624 0.9931 1 3.4751000 0.78320 2 0.109341 0.0001905 0 0.1442 0.1436 0 3.20928 0.7821 3 6.937921 0.34910 5
08041004402 08 041 004402 CO Colorado El Paso County 4 West Region 8 Mountain Division 6045 38 38 0 155 0.00000 0.0006713 0 0 431 0.000000 0.005563 0 0 0 NaN NA NA 4 38 10.52632 0.04181 0 4 38 10.52632 0.01593 0 4 966 0.4140787 0.018370 0 11 116 9.482759 0.58760 0 0 0.0000000 0.001819 0 60 0.9925558 0.01206 0 3 56.000 5.357143 0.02568 0 0 38 0.000000 0.008732 0 0 6041 0.0000000 0.07466 0 2878 6045.000 47.60959 0.6796 0 38 0 0.00000 0.1276 0 4 10.52632 0.7469 0 0 38 0.000000 0.08002 0 0 38 0.00000 0.03808 0 5890 6045 97.4358974 0.9969 1 0.6281343 0.02419 0 0.122951 0.0003810 0 0.6796 0.6768 0 1.98950 0.2758 1 3.420185 0.01105 1
08031001902 08 031 001902 CO Colorado Denver County 4 West Region 8 Mountain Division 780 47 26 0 42 0.00000 0.0006713 0 11 380 2.894737 0.275000 0 9 22 40.90909 0.9746 1 4 4 100.00000 0.99920 1 13 26 50.00000 0.96410 1 0 75 0.0000000 0.005263 0 44 780 5.641026 0.31150 0 4 0.5128205 0.006891 0 11 1.4102564 0.01397 0 3 42.000 7.142857 0.07685 0 0 14 0.000000 0.008732 0 0 780 0.0000000 0.07466 0 233 780.000 29.87179 0.4782 0 47 37 78.72340 0.9931 1 0 0.00000 0.1825 0 3 26 11.538462 0.92940 1 0 26 0.00000 0.03808 0 738 780 94.6153846 0.9967 1 1.5565343 0.21540 1 0.181103 0.0005714 0 0.4782 0.4762 0 3.13978 0.7570 3 5.355617 0.14400 4
08013012401 08 013 012401 CO Colorado Boulder County 4 West Region 8 Mountain Division 5852 2118 1819 3424 5076 67.45469 0.9939000 1 217 3268 6.640147 0.711500 0 80 334 23.95210 0.6654 0 1229 1485 82.76094 0.99630 1 1309 1819 71.96262 0.99880 1 0 1185 0.0000000 0.005263 0 121 5807 2.083692 0.06921 0 205 3.5030759 0.023550 0 219 3.7423103 0.02278 0 363 4859.000 7.470673 0.08835 0 15 359 4.178273 0.096330 0 14 5746 0.2436478 0.21090 0 1054 5852.000 18.01094 0.2680 0 2118 535 25.25968 0.8603 0 0 0.00000 0.1825 0 23 1819 1.264431 0.36060 0 262 1819 14.40352 0.91270 1 818 5852 13.9781271 0.9675 1 2.7786730 0.59410 2 0.441910 0.0007619 0 0.2680 0.2669 0 3.28360 0.8095 2 6.772183 0.32420 4
08031003201 08 031 003201 CO Colorado Denver County 4 West Region 8 Mountain Division 5647 3458 3276 1062 5647 18.80645 0.4956000 0 283 4651 6.084713 0.673700 0 205 945 21.69312 0.5503 0 906 2331 38.86744 0.41230 0 1111 3276 33.91331 0.70360 0 22 5162 0.4261914 0.018560 0 280 5647 4.958385 0.26320 0 537 9.5094741 0.231400 0 157 2.7802373 0.01953 0 275 5490.000 5.009107 0.02012 0 35 829 4.221954 0.097870 0 0 5636 0.0000000 0.07466 0 610 5647.000 10.80220 0.1199 0 3458 2292 66.28109 0.9854 1 0 0.00000 0.1825 0 34 3276 1.037851 0.31640 0 418 3276 12.75946 0.88850 0 5 5647 0.0885426 0.4576 0 2.1546600 0.38910 0 0.443580 0.0009524 0 0.1199 0.1194 0 2.83040 0.6330 1 5.548540 0.16510 1
08013012202 08 013 012202 CO Colorado Boulder County 4 West Region 8 Mountain Division 6810 3818 3525 2902 6678 43.45612 0.9076000 1 158 4677 3.378234 0.348600 0 214 725 29.51724 0.8567 0 2072 2800 74.00000 0.98580 1 2286 3525 64.85106 0.99690 1 47 3524 1.3337117 0.068330 0 360 6662 5.403783 0.29330 0 560 8.2232012 0.172100 0 169 2.4816446 0.01838 0 356 6493.421 5.482472 0.02856 0 13 361 3.601108 0.077720 0 16 6777 0.2360927 0.20810 0 1315 6810.435 19.30861 0.2940 0 3818 2130 55.78837 0.9708 1 0 0.00000 0.1825 0 48 3525 1.361702 0.37980 0 546 3525 15.48936 0.92540 1 153 6810 2.2466960 0.8495 0 2.6147300 0.54510 2 0.504860 0.0011430 0 0.2940 0.2928 0 3.30800 0.8194 2 6.721590 0.31890 4

Theme 3: Racial & Ethnic Minority Status Divisional Most Vulnerable

2010

svi_2010_divisional %>% filter(division == "Mountain Division") %>%arrange(desc(RPL_THEME3)) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_10 E_HU_10 E_HH_10 E_POV150_10 ET_POVSTATUS_10 EP_POV150_10 EPL_POV150_10 F_POV150_10 E_UNEMP_10 ET_EMPSTATUS_10 EP_UNEMP_10 EPL_UNEMP_10 F_UNEMP_10 E_HBURD_OWN_10 ET_HOUSINGCOST_OWN_10 EP_HBURD_OWN_10 EPL_HBURD_OWN_10 F_HBURD_OWN_10 E_HBURD_RENT_10 ET_HOUSINGCOST_RENT_10 EP_HBURD_RENT_10 EPL_HBURD_RENT_10 F_HBURD_RENT_10 E_HBURD_10 ET_HOUSINGCOST_10 EP_HBURD_10 EPL_HBURD_10 F_HBURD_10 E_NOHSDP_10 ET_EDSTATUS_10 EP_NOHSDP_10 EPL_NOHSDP_10 F_NOHSDP_10 E_UNINSUR_12 ET_INSURSTATUS_12 EP_UNINSUR_12 EPL_UNINSUR_12 F_UNINSUR_12 E_AGE65_10 EP_AGE65_10 EPL_AGE65_10 F_AGE65_10 E_AGE17_10 EP_AGE17_10 EPL_AGE17_10 F_AGE17_10 E_DISABL_12 ET_DISABLSTATUS_12 EP_DISABL_12 EPL_DISABL_12 F_DISABL_12 E_SNGPNT_10 ET_FAMILIES_10 EP_SNGPNT_10 EPL_SNGPNT_10 F_SNGPNT_10 E_LIMENG_10 ET_POPAGE5UP_10 EP_LIMENG_10 EPL_LIMENG_10 F_LIMENG_10 E_MINRTY_10 ET_POPETHRACE_10 EP_MINRTY_10 EPL_MINRTY_10 F_MINRTY_10 E_STRHU_10 E_MUNIT_10 EP_MUNIT_10 EPL_MUNIT_10 F_MUNIT_10 E_MOBILE_10 EP_MOBILE_10 EPL_MOBILE_10 F_MOBILE_10 E_CROWD_10 ET_OCCUPANTS_10 EP_CROWD_10 EPL_CROWD_10 F_CROWD_10 E_NOVEH_10 ET_KNOWNVEH_10 EP_NOVEH_10 EPL_NOVEH_10 F_NOVEH_10 E_GROUPQ_10 ET_HHTYPE_10 EP_GROUPQ_10 EPL_GROUPQ_10 F_GROUPQ_10 SPL_THEME1 RPL_THEME1 F_THEME1 SPL_THEME2 RPL_THEME2 F_THEME2 SPL_THEME3 RPL_THEME3 F_THEME3 SPL_THEME4 RPL_THEME4 F_THEME4 SPL_THEMES RPL_THEMES F_TOTAL
56021980801 56 021 980801 WY Wyoming Laramie County 4 West Region 8 Mountain Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA
49049980100 49 049 980100 UT Utah Utah County 4 West Region 8 Mountain Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA NA 0.9998 NA NA 0.9998 NA NA 0.9998 NA NA 0.9998 NA NA 0.9998 NA
49045980000 49 045 980000 UT Utah Tooele County 4 West Region 8 Mountain Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA NA 0.9996 NA NA 0.9996 NA NA 0.9996 NA NA 0.9996 NA NA 0.9996 NA
49035980000 49 035 980000 UT Utah Salt Lake County 4 West Region 8 Mountain Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA NA 0.9994 NA NA 0.9994 NA NA 0.9994 NA NA 0.9994 NA NA 0.9994 NA
35043940300 35 043 940300 NM New Mexico Sandoval County 4 West Region 8 Mountain Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA NA 0.9990 NA NA 0.9990 NA NA 0.9992 NA NA 0.9990 NA NA 0.9990 NA
32510990000 32 510 990000 NV Nevada Carson City 4 West Region 8 Mountain Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA NA 0.9989 NA NA 0.9989 NA NA 0.9990 NA NA 0.9989 NA NA 0.9989 NA

2020

svi_2020_divisional %>% filter(division == "Mountain Division") %>%arrange(desc(RPL_THEME3)) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_20 E_HU_20 E_HH_20 E_POV150_20 ET_POVSTATUS_20 EP_POV150_20 EPL_POV150_20 F_POV150_20 E_UNEMP_20 ET_EMPSTATUS_20 EP_UNEMP_20 EPL_UNEMP_20 F_UNEMP_20 E_HBURD_OWN_20 ET_HOUSINGCOST_OWN_20 EP_HBURD_OWN_20 EPL_HBURD_OWN_20 F_HBURD_OWN_20 E_HBURD_RENT_20 ET_HOUSINGCOST_RENT_20 EP_HBURD_RENT_20 EPL_HBURD_RENT_20 F_HBURD_RENT_20 E_HBURD_20 ET_HOUSINGCOST_20 EP_HBURD_20 EPL_HBURD_20 F_HBURD_20 E_NOHSDP_20 ET_EDSTATUS_20 EP_NOHSDP_20 EPL_NOHSDP_20 F_NOHSDP_20 E_UNINSUR_20 ET_INSURSTATUS_20 EP_UNINSUR_20 EPL_UNINSUR_20 F_UNINSUR_20 E_AGE65_20 EP_AGE65_20 EPL_AGE65_20 F_AGE65_20 E_AGE17_20 EP_AGE17_20 EPL_AGE17_20 F_AGE17_20 E_DISABL_20 ET_DISABLSTATUS_20 EP_DISABL_20 EPL_DISABL_20 F_DISABL_20 E_SNGPNT_20 ET_FAMILIES_20 EP_SNGPNT_20 EPL_SNGPNT_20 F_SNGPNT_20 E_LIMENG_20 ET_POPAGE5UP_20 EP_LIMENG_20 EPL_LIMENG_20 F_LIMENG_20 E_MINRTY_20 ET_POPETHRACE_20 EP_MINRTY_20 EPL_MINRTY_20 F_MINRTY_20 E_STRHU_20 E_MUNIT_20 EP_MUNIT_20 EPL_MUNIT_20 F_MUNIT_20 E_MOBILE_20 EP_MOBILE_20 EPL_MOBILE_20 F_MOBILE_20 E_CROWD_20 ET_OCCUPANTS_20 EP_CROWD_20 EPL_CROWD_20 F_CROWD_20 E_NOVEH_20 ET_KNOWNVEH_20 EP_NOVEH_20 EPL_NOVEH_20 F_NOVEH_20 E_GROUPQ_20 ET_HHTYPE_20 EP_GROUPQ_20 EPL_GROUPQ_20 F_GROUPQ_20 SPL_THEME1 RPL_THEME1 F_THEME1 SPL_THEME2 RPL_THEME2 F_THEME2 SPL_THEME3 RPL_THEME3 F_THEME3 SPL_THEME4 RPL_THEME4 F_THEME4 SPL_THEMES RPL_THEMES F_TOTAL
56021980801 56 021 980801 WY Wyoming Laramie County 4 West Region 8 Mountain Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA
49049980100 49 049 980100 UT Utah Utah County 4 West Region 8 Mountain Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA NA 0.9998 NA NA 0.9998 NA NA 0.9998 NA NA 0.9998 NA NA 0.9998 NA
49045980000 49 045 980000 UT Utah Tooele County 4 West Region 8 Mountain Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA NA 0.9996 NA NA 0.9996 NA NA 0.9996 NA NA 0.9996 NA NA 0.9996 NA
49035980000 49 035 980000 UT Utah Salt Lake County 4 West Region 8 Mountain Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA NA 0.9994 NA NA 0.9994 NA NA 0.9994 NA NA 0.9994 NA NA 0.9994 NA
35043940300 35 043 940300 NM New Mexico Sandoval County 4 West Region 8 Mountain Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA NA 0.9990 NA NA 0.9990 NA NA 0.9992 NA NA 0.9990 NA NA 0.9990 NA
32510990000 32 510 990000 NV Nevada Carson City 4 West Region 8 Mountain Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA NA 0.9989 NA NA 0.9989 NA NA 0.9990 NA NA 0.9989 NA NA 0.9989 NA

Theme 3: Racial & EThnic Minority Status Divisional Least Vulnerable

2010

svi_2010_divisional %>% filter(division == "Mountain Division") %>%arrange((RPL_THEME3)) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_10 E_HU_10 E_HH_10 E_POV150_10 ET_POVSTATUS_10 EP_POV150_10 EPL_POV150_10 F_POV150_10 E_UNEMP_10 ET_EMPSTATUS_10 EP_UNEMP_10 EPL_UNEMP_10 F_UNEMP_10 E_HBURD_OWN_10 ET_HOUSINGCOST_OWN_10 EP_HBURD_OWN_10 EPL_HBURD_OWN_10 F_HBURD_OWN_10 E_HBURD_RENT_10 ET_HOUSINGCOST_RENT_10 EP_HBURD_RENT_10 EPL_HBURD_RENT_10 F_HBURD_RENT_10 E_HBURD_10 ET_HOUSINGCOST_10 EP_HBURD_10 EPL_HBURD_10 F_HBURD_10 E_NOHSDP_10 ET_EDSTATUS_10 EP_NOHSDP_10 EPL_NOHSDP_10 F_NOHSDP_10 E_UNINSUR_12 ET_INSURSTATUS_12 EP_UNINSUR_12 EPL_UNINSUR_12 F_UNINSUR_12 E_AGE65_10 EP_AGE65_10 EPL_AGE65_10 F_AGE65_10 E_AGE17_10 EP_AGE17_10 EPL_AGE17_10 F_AGE17_10 E_DISABL_12 ET_DISABLSTATUS_12 EP_DISABL_12 EPL_DISABL_12 F_DISABL_12 E_SNGPNT_10 ET_FAMILIES_10 EP_SNGPNT_10 EPL_SNGPNT_10 F_SNGPNT_10 E_LIMENG_10 ET_POPAGE5UP_10 EP_LIMENG_10 EPL_LIMENG_10 F_LIMENG_10 E_MINRTY_10 ET_POPETHRACE_10 EP_MINRTY_10 EPL_MINRTY_10 F_MINRTY_10 E_STRHU_10 E_MUNIT_10 EP_MUNIT_10 EPL_MUNIT_10 F_MUNIT_10 E_MOBILE_10 EP_MOBILE_10 EPL_MOBILE_10 F_MOBILE_10 E_CROWD_10 ET_OCCUPANTS_10 EP_CROWD_10 EPL_CROWD_10 F_CROWD_10 E_NOVEH_10 ET_KNOWNVEH_10 EP_NOVEH_10 EPL_NOVEH_10 F_NOVEH_10 E_GROUPQ_10 ET_HHTYPE_10 EP_GROUPQ_10 EPL_GROUPQ_10 F_GROUPQ_10 SPL_THEME1 RPL_THEME1 F_THEME1 SPL_THEME2 RPL_THEME2 F_THEME2 SPL_THEME3 RPL_THEME3 F_THEME3 SPL_THEME4 RPL_THEME4 F_THEME4 SPL_THEMES RPL_THEMES F_TOTAL
04012020202 04 012 020202 AZ Arizona La Paz County 4 West Region 8 Mountain Division 793 1704 485 107 793 13.493064 0.312700 0 29 208 13.942308 0.917900 1 127 412 30.82524 0.526200 0 22 73 30.13699 0.22440 0 149 485 30.72165 0.3601000 0 82 787 10.419314 0.524900 0 120 754 15.9151194 0.510700 0 451 56.87264 0.988100 1 6 0.7566204 0.013220 0 95 747 12.71754 0.4586 0 0 271 0.000000 0.01335 0 14 793 1.765448 0.50330 0 0 793 0 0.001341 0 1704 10 0.5868545 0.3464 0 841 49.3544601 0.9712 1 12 485 2.474227 0.5709 0 0 485 0.0000000 0.05358 0 0 793 0 0.3955 0 2.626300 0.55200 1 1.976570 0.23600 1 0.001341 0.001333 0 2.33758 0.411900 1 6.941791 0.36550 3
04013040513 04 013 040513 AZ Arizona Maricopa County 4 West Region 8 Mountain Division 2885 2215 1668 283 2885 9.809359 0.202700 0 0 138 0.000000 0.007104 0 228 1606 14.19676 0.052130 0 0 62 0.00000 0.01391 0 228 1668 13.66906 0.0243900 0 236 2885 8.180243 0.416100 0 24 3058 0.7848267 0.003262 0 2511 87.03640 0.999200 1 0 0.0000000 0.005172 0 646 3058 21.12492 0.8630 0 0 1130 0.000000 0.01335 0 74 2885 2.564991 0.58640 0 0 2885 0 0.001341 0 2215 0 0.0000000 0.1526 0 13 0.5869074 0.4123 0 0 1668 0.000000 0.1156 0 12 1668 0.7194245 0.15460 0 0 2885 0 0.3955 0 0.653556 0.02724 0 2.467122 0.48590 1 0.001341 0.001333 0 1.23060 0.053140 0 4.352619 0.05905 1
04013980700 04 013 980700 AZ Arizona Maricopa County 4 West Region 8 Mountain Division 46 18 18 0 46 0.000000 0.001728 0 0 28 0.000000 0.007104 0 9 18 50.00000 0.949300 1 0 0 NaN NA NA 9 18 50.00000 0.9057000 1 9 28 32.142857 0.911900 1 0 0 NaN NA NA 0 0.00000 0.003736 0 9 19.5652174 0.236400 0 0 0 NaN NA NA 0 18 0.000000 0.01335 0 0 37 0.000000 0.07126 0 0 46 0 0.001341 0 18 0 0.0000000 0.1526 0 0 0.0000000 0.1844 0 0 18 0.000000 0.1156 0 0 18 0.0000000 0.05358 0 0 46 0 0.3955 0 NA 0.99310 NA NA 0.99330 NA 0.001341 0.001333 0 0.90168 0.009619 0 NA 0.99300 NA
08069002010 08 069 002010 CO Colorado Larimer County 4 West Region 8 Mountain Division 2509 913 892 207 2509 8.250299 0.159300 0 127 1364 9.310850 0.734600 0 233 892 26.12108 0.353400 0 0 0 NaN NA NA 233 892 26.12108 0.2109000 0 42 1785 2.352941 0.098080 0 106 2619 4.0473463 0.056220 0 353 14.06935 0.686500 0 542 21.6022320 0.317400 0 273 2122 12.86522 0.4671 0 16 814 1.965602 0.04207 0 0 2417 0.000000 0.07126 0 0 2509 0 0.001341 0 913 0 0.0000000 0.1526 0 0 0.0000000 0.1844 0 0 892 0.000000 0.1156 0 13 892 1.4573991 0.26750 0 0 2509 0 0.3955 0 1.259100 0.14500 0 1.584330 0.09257 0 0.001341 0.001333 0 1.11560 0.035240 0 3.960371 0.03105 0
08069002803 08 069 002803 CO Colorado Larimer County 4 West Region 8 Mountain Division 28 135 13 0 28 0.000000 0.001728 0 0 0 NaN NA NA 0 13 0.00000 0.002896 0 0 0 NaN NA NA 0 13 0.00000 0.0007682 0 0 28 0.000000 0.006226 0 1 68 1.4705882 0.010360 0 28 100.00000 0.999900 1 0 0.0000000 0.005172 0 27 68 39.70588 0.9977 1 0 13 0.000000 0.01335 0 0 28 0.000000 0.07126 0 0 28 0 0.001341 0 135 0 0.0000000 0.1526 0 37 27.4074074 0.9050 1 0 13 0.000000 0.1156 0 0 13 0.0000000 0.05358 0 0 28 0 0.3955 0 NA 0.99620 NA 2.087382 0.29010 2 0.001341 0.001333 0 1.62228 0.154300 1 NA 0.99600 NA
08093000500 08 093 000500 CO Colorado Park County 4 West Region 8 Mountain Division 1881 2694 988 155 1881 8.240298 0.158800 0 48 954 5.031447 0.344100 0 313 977 32.03685 0.574200 0 0 11 0.00000 0.01391 0 313 988 31.68016 0.3916000 0 61 1763 3.460011 0.158000 0 391 2089 18.7170895 0.623900 0 433 23.01967 0.916900 1 59 3.1366295 0.019160 0 280 1979 14.14856 0.5559 0 56 755 7.417218 0.20090 0 0 1881 0.000000 0.07126 0 0 1881 0 0.001341 0 2694 0 0.0000000 0.1526 0 392 14.5508537 0.7849 0 0 988 0.000000 0.1156 0 0 988 0.0000000 0.05358 0 0 1881 0 0.3955 0 1.676400 0.25680 0 1.764120 0.15240 1 0.001341 0.001333 0 1.50218 0.120000 0 4.944041 0.11330 1

2020

svi_2020_divisional %>% filter(division == "Mountain Division") %>%arrange((RPL_THEME3)) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_20 E_HU_20 E_HH_20 E_POV150_20 ET_POVSTATUS_20 EP_POV150_20 EPL_POV150_20 F_POV150_20 E_UNEMP_20 ET_EMPSTATUS_20 EP_UNEMP_20 EPL_UNEMP_20 F_UNEMP_20 E_HBURD_OWN_20 ET_HOUSINGCOST_OWN_20 EP_HBURD_OWN_20 EPL_HBURD_OWN_20 F_HBURD_OWN_20 E_HBURD_RENT_20 ET_HOUSINGCOST_RENT_20 EP_HBURD_RENT_20 EPL_HBURD_RENT_20 F_HBURD_RENT_20 E_HBURD_20 ET_HOUSINGCOST_20 EP_HBURD_20 EPL_HBURD_20 F_HBURD_20 E_NOHSDP_20 ET_EDSTATUS_20 EP_NOHSDP_20 EPL_NOHSDP_20 F_NOHSDP_20 E_UNINSUR_20 ET_INSURSTATUS_20 EP_UNINSUR_20 EPL_UNINSUR_20 F_UNINSUR_20 E_AGE65_20 EP_AGE65_20 EPL_AGE65_20 F_AGE65_20 E_AGE17_20 EP_AGE17_20 EPL_AGE17_20 F_AGE17_20 E_DISABL_20 ET_DISABLSTATUS_20 EP_DISABL_20 EPL_DISABL_20 F_DISABL_20 E_SNGPNT_20 ET_FAMILIES_20 EP_SNGPNT_20 EPL_SNGPNT_20 F_SNGPNT_20 E_LIMENG_20 ET_POPAGE5UP_20 EP_LIMENG_20 EPL_LIMENG_20 F_LIMENG_20 E_MINRTY_20 ET_POPETHRACE_20 EP_MINRTY_20 EPL_MINRTY_20 F_MINRTY_20 E_STRHU_20 E_MUNIT_20 EP_MUNIT_20 EPL_MUNIT_20 F_MUNIT_20 E_MOBILE_20 EP_MOBILE_20 EPL_MOBILE_20 F_MOBILE_20 E_CROWD_20 ET_OCCUPANTS_20 EP_CROWD_20 EPL_CROWD_20 F_CROWD_20 E_NOVEH_20 ET_KNOWNVEH_20 EP_NOVEH_20 EPL_NOVEH_20 F_NOVEH_20 E_GROUPQ_20 ET_HHTYPE_20 EP_GROUPQ_20 EPL_GROUPQ_20 F_GROUPQ_20 SPL_THEME1 RPL_THEME1 F_THEME1 SPL_THEME2 RPL_THEME2 F_THEME2 SPL_THEME3 RPL_THEME3 F_THEME3 SPL_THEME4 RPL_THEME4 F_THEME4 SPL_THEMES RPL_THEMES F_TOTAL
04012980000 04 012 980000 AZ Arizona La Paz County 4 West Region 8 Mountain Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0.0009501 0.00000 0.001437 0 0 0.0000000 NaN NA NA 0 0 NaN NA NA 0 0.0009370 0 0.0006695 0 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0.0000000 NaN NA NA 0 0 NaN NA NA NA 0.9924000 NA NA 0.9924 NA 0.0006695 0.0006667 0 NA 0.992600 NA NA 0.9920 NA
04013113802 04 013 113802 AZ Arizona Maricopa County 4 West Region 8 Mountain Division 0 1 1 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 1 0.00000 0.005263 0 0 1 0.00000 0.002013 0 0 NaN NA NA 0 NaN NA NA 0 0.6666667 0.00000 0.001437 0 0 0.0909091 0 0.008732 0 0 0 NaN NA NA 0 0.4800000 0 0.0006695 0 1 0 0 0.1276 0 0 0.00000 0.1825 0 0 1 0 0.08002 0 0 0.5454545 0 0.03808 0 0 0 NaN NA NA NA 0.9930000 NA NA 0.9930 NA 0.0006695 0.0006667 0 NA 0.993100 NA NA 0.9926 NA
08014980100 08 014 980100 CO Colorado Broomfield County 4 West Region 8 Mountain Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0.0092597 0.00000 0.001437 0 0 0.0011726 0 0.008732 0 0 0 NaN NA NA 0 0.0072671 0 0.0006695 0 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0.0017137 0 0.03808 0 0 0 NaN NA NA NA 0.9949000 NA NA 0.9947 NA 0.0006695 0.0006667 0 NA 0.995000 NA NA 0.9945 NA
08059980000 08 059 980000 CO Colorado Jefferson County 4 West Region 8 Mountain Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0.0923299 0.00000 0.001437 0 0 0.0000000 NaN NA NA 0 0 NaN NA NA 0 0.1633507 0 0.0006695 0 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0.0000000 NaN NA NA 0 0 NaN NA NA NA 0.9964000 NA NA 0.9960 NA 0.0006695 0.0006667 0 NA 0.996400 NA NA 0.9960 NA
16061950300 16 061 950300 ID Idaho Lewis County 4 West Region 8 Mountain Division 22 28 15 9 22 40.90909 0.8842000 0 6 10 60 1.000000 1 3 15 20 0.457000 0 0 0 NaN NA NA 3 15 20 0.1939000 0 4 22 18.18182 0.823900 0 6 22 27.27273 0.974700 1 9 40.90909 0.9671 1 0 0 0.003924 0 9 22.0000000 40.90909 0.997700 1 0 6.0000000 0 0.008732 0 0 22 0 0.07466 0 0 22.0000000 0 0.0006695 0 28 0 0 0.1276 0 10 35.71429 0.9419 1 0 15 0 0.08002 0 0 15.0000000 0 0.03808 0 0 22 0 0.2155 0 3.8767000 0.8798000 2 2.052116 0.2602 2 0.0006695 0.0006667 0 1.4031 0.098380 1 7.332586 0.4090 5
32031980300 32 031 980300 NV Nevada Washoe County 4 West Region 8 Mountain Division 7 7 7 0 7 0.00000 0.0006713 0 0 7 0 0.005563 0 0 7 0 0.002986 0 0 0 NaN NA NA 0 7 0 0.0006718 0 0 7 0.00000 0.005263 0 0 7 0.00000 0.002013 0 7 100.00000 1.0000 1 0 0 0.003924 0 0 7.0000000 0.00000 0.001437 0 0 0.0000000 NaN NA NA 0 7 0 0.07466 0 0 7.0000000 0 0.0006695 0 7 0 0 0.1276 0 0 0.00000 0.1825 0 0 7 0 0.08002 0 0 7.0000000 0 0.03808 0 0 7 0 0.2155 0 0.0141821 0.0001905 0 NA 0.9983 NA 0.0006695 0.0006667 0 0.6437 0.002667 0 NA 0.9983 NA

Theme 4: Housing & Transportation Divisional Most Vulnerable

2010

svi_2010_divisional %>% filter(division == "Mountain Division") %>%arrange(desc(RPL_THEME4)) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_10 E_HU_10 E_HH_10 E_POV150_10 ET_POVSTATUS_10 EP_POV150_10 EPL_POV150_10 F_POV150_10 E_UNEMP_10 ET_EMPSTATUS_10 EP_UNEMP_10 EPL_UNEMP_10 F_UNEMP_10 E_HBURD_OWN_10 ET_HOUSINGCOST_OWN_10 EP_HBURD_OWN_10 EPL_HBURD_OWN_10 F_HBURD_OWN_10 E_HBURD_RENT_10 ET_HOUSINGCOST_RENT_10 EP_HBURD_RENT_10 EPL_HBURD_RENT_10 F_HBURD_RENT_10 E_HBURD_10 ET_HOUSINGCOST_10 EP_HBURD_10 EPL_HBURD_10 F_HBURD_10 E_NOHSDP_10 ET_EDSTATUS_10 EP_NOHSDP_10 EPL_NOHSDP_10 F_NOHSDP_10 E_UNINSUR_12 ET_INSURSTATUS_12 EP_UNINSUR_12 EPL_UNINSUR_12 F_UNINSUR_12 E_AGE65_10 EP_AGE65_10 EPL_AGE65_10 F_AGE65_10 E_AGE17_10 EP_AGE17_10 EPL_AGE17_10 F_AGE17_10 E_DISABL_12 ET_DISABLSTATUS_12 EP_DISABL_12 EPL_DISABL_12 F_DISABL_12 E_SNGPNT_10 ET_FAMILIES_10 EP_SNGPNT_10 EPL_SNGPNT_10 F_SNGPNT_10 E_LIMENG_10 ET_POPAGE5UP_10 EP_LIMENG_10 EPL_LIMENG_10 F_LIMENG_10 E_MINRTY_10 ET_POPETHRACE_10 EP_MINRTY_10 EPL_MINRTY_10 F_MINRTY_10 E_STRHU_10 E_MUNIT_10 EP_MUNIT_10 EPL_MUNIT_10 F_MUNIT_10 E_MOBILE_10 EP_MOBILE_10 EPL_MOBILE_10 F_MOBILE_10 E_CROWD_10 ET_OCCUPANTS_10 EP_CROWD_10 EPL_CROWD_10 F_CROWD_10 E_NOVEH_10 ET_KNOWNVEH_10 EP_NOVEH_10 EPL_NOVEH_10 F_NOVEH_10 E_GROUPQ_10 ET_HHTYPE_10 EP_GROUPQ_10 EPL_GROUPQ_10 F_GROUPQ_10 SPL_THEME1 RPL_THEME1 F_THEME1 SPL_THEME2 RPL_THEME2 F_THEME2 SPL_THEME3 RPL_THEME3 F_THEME3 SPL_THEME4 RPL_THEME4 F_THEME4 SPL_THEMES RPL_THEMES F_TOTAL
56021980801 56 021 980801 WY Wyoming Laramie County 4 West Region 8 Mountain Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA
49049980100 49 049 980100 UT Utah Utah County 4 West Region 8 Mountain Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA NA 0.9998 NA NA 0.9998 NA NA 0.9998 NA NA 0.9998 NA NA 0.9998 NA
49045980000 49 045 980000 UT Utah Tooele County 4 West Region 8 Mountain Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA NA 0.9996 NA NA 0.9996 NA NA 0.9996 NA NA 0.9996 NA NA 0.9996 NA
49035980000 49 035 980000 UT Utah Salt Lake County 4 West Region 8 Mountain Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA NA 0.9994 NA NA 0.9994 NA NA 0.9994 NA NA 0.9994 NA NA 0.9994 NA
49035112818 49 035 112818 UT Utah Salt Lake County 4 West Region 8 Mountain Division 1478 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 285 1303 21.8726 0.8102 0 0 0 NaN NA NA 68 4.600812 0.1322 0 0 0 0.005172 0 0 0 NaN NA NA 0 0 NaN NA NA 28 1478 1.894452 0.5198 0 459 1478 31.05548 0.568 0 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 1478 1478 100 0.9989 1 NA 0.9992 NA NA 0.9992 NA 0.568 0.5648 0 NA 0.9992 NA NA 0.9992 NA
35043940300 35 043 940300 NM New Mexico Sandoval County 4 West Region 8 Mountain Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA NA 0.9990 NA NA 0.9990 NA NA 0.9992 NA NA 0.9990 NA NA 0.9990 NA

2020

svi_2020_divisional %>% filter(division == "Mountain Division") %>%arrange(desc(RPL_THEME4)) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_20 E_HU_20 E_HH_20 E_POV150_20 ET_POVSTATUS_20 EP_POV150_20 EPL_POV150_20 F_POV150_20 E_UNEMP_20 ET_EMPSTATUS_20 EP_UNEMP_20 EPL_UNEMP_20 F_UNEMP_20 E_HBURD_OWN_20 ET_HOUSINGCOST_OWN_20 EP_HBURD_OWN_20 EPL_HBURD_OWN_20 F_HBURD_OWN_20 E_HBURD_RENT_20 ET_HOUSINGCOST_RENT_20 EP_HBURD_RENT_20 EPL_HBURD_RENT_20 F_HBURD_RENT_20 E_HBURD_20 ET_HOUSINGCOST_20 EP_HBURD_20 EPL_HBURD_20 F_HBURD_20 E_NOHSDP_20 ET_EDSTATUS_20 EP_NOHSDP_20 EPL_NOHSDP_20 F_NOHSDP_20 E_UNINSUR_20 ET_INSURSTATUS_20 EP_UNINSUR_20 EPL_UNINSUR_20 F_UNINSUR_20 E_AGE65_20 EP_AGE65_20 EPL_AGE65_20 F_AGE65_20 E_AGE17_20 EP_AGE17_20 EPL_AGE17_20 F_AGE17_20 E_DISABL_20 ET_DISABLSTATUS_20 EP_DISABL_20 EPL_DISABL_20 F_DISABL_20 E_SNGPNT_20 ET_FAMILIES_20 EP_SNGPNT_20 EPL_SNGPNT_20 F_SNGPNT_20 E_LIMENG_20 ET_POPAGE5UP_20 EP_LIMENG_20 EPL_LIMENG_20 F_LIMENG_20 E_MINRTY_20 ET_POPETHRACE_20 EP_MINRTY_20 EPL_MINRTY_20 F_MINRTY_20 E_STRHU_20 E_MUNIT_20 EP_MUNIT_20 EPL_MUNIT_20 F_MUNIT_20 E_MOBILE_20 EP_MOBILE_20 EPL_MOBILE_20 F_MOBILE_20 E_CROWD_20 ET_OCCUPANTS_20 EP_CROWD_20 EPL_CROWD_20 F_CROWD_20 E_NOVEH_20 ET_KNOWNVEH_20 EP_NOVEH_20 EPL_NOVEH_20 F_NOVEH_20 E_GROUPQ_20 ET_HHTYPE_20 EP_GROUPQ_20 EPL_GROUPQ_20 F_GROUPQ_20 SPL_THEME1 RPL_THEME1 F_THEME1 SPL_THEME2 RPL_THEME2 F_THEME2 SPL_THEME3 RPL_THEME3 F_THEME3 SPL_THEME4 RPL_THEME4 F_THEME4 SPL_THEMES RPL_THEMES F_TOTAL
56021980801 56 021 980801 WY Wyoming Laramie County 4 West Region 8 Mountain Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA
49049980100 49 049 980100 UT Utah Utah County 4 West Region 8 Mountain Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA NA 0.9998 NA NA 0.9998 NA NA 0.9998 NA NA 0.9998 NA NA 0.9998 NA
49045980000 49 045 980000 UT Utah Tooele County 4 West Region 8 Mountain Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA NA 0.9996 NA NA 0.9996 NA NA 0.9996 NA NA 0.9996 NA NA 0.9996 NA
49035980000 49 035 980000 UT Utah Salt Lake County 4 West Region 8 Mountain Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA NA 0.9994 NA NA 0.9994 NA NA 0.9994 NA NA 0.9994 NA NA 0.9994 NA
49035112818 49 035 112818 UT Utah Salt Lake County 4 West Region 8 Mountain Division 2281 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 628 2085 30.1199 0.9399 1 0 0 NaN NA NA 74 3.244191 0.01953 0 27 1.183691 0.01302 0 0 0 NaN NA NA 0 0 NaN NA NA 63 2281 2.761947 0.6625 0 1065 2281 46.69005 0.672 0 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 2281 2281 100 0.9989 1 NA 0.9992 NA NA 0.9992 NA 0.672 0.6691 0 NA 0.9992 NA NA 0.9992 NA
35043940300 35 043 940300 NM New Mexico Sandoval County 4 West Region 8 Mountain Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA NA 0.9990 NA NA 0.9990 NA NA 0.9992 NA NA 0.9990 NA NA 0.9990 NA

Theme 4: Housing & Transporation Divisional Least Vulnerable

2010

svi_2010_divisional %>% filter(division == "Mountain Division") %>%arrange((RPL_THEME4)) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_10 E_HU_10 E_HH_10 E_POV150_10 ET_POVSTATUS_10 EP_POV150_10 EPL_POV150_10 F_POV150_10 E_UNEMP_10 ET_EMPSTATUS_10 EP_UNEMP_10 EPL_UNEMP_10 F_UNEMP_10 E_HBURD_OWN_10 ET_HOUSINGCOST_OWN_10 EP_HBURD_OWN_10 EPL_HBURD_OWN_10 F_HBURD_OWN_10 E_HBURD_RENT_10 ET_HOUSINGCOST_RENT_10 EP_HBURD_RENT_10 EPL_HBURD_RENT_10 F_HBURD_RENT_10 E_HBURD_10 ET_HOUSINGCOST_10 EP_HBURD_10 EPL_HBURD_10 F_HBURD_10 E_NOHSDP_10 ET_EDSTATUS_10 EP_NOHSDP_10 EPL_NOHSDP_10 F_NOHSDP_10 E_UNINSUR_12 ET_INSURSTATUS_12 EP_UNINSUR_12 EPL_UNINSUR_12 F_UNINSUR_12 E_AGE65_10 EP_AGE65_10 EPL_AGE65_10 F_AGE65_10 E_AGE17_10 EP_AGE17_10 EPL_AGE17_10 F_AGE17_10 E_DISABL_12 ET_DISABLSTATUS_12 EP_DISABL_12 EPL_DISABL_12 F_DISABL_12 E_SNGPNT_10 ET_FAMILIES_10 EP_SNGPNT_10 EPL_SNGPNT_10 F_SNGPNT_10 E_LIMENG_10 ET_POPAGE5UP_10 EP_LIMENG_10 EPL_LIMENG_10 F_LIMENG_10 E_MINRTY_10 ET_POPETHRACE_10 EP_MINRTY_10 EPL_MINRTY_10 F_MINRTY_10 E_STRHU_10 E_MUNIT_10 EP_MUNIT_10 EPL_MUNIT_10 F_MUNIT_10 E_MOBILE_10 EP_MOBILE_10 EPL_MOBILE_10 F_MOBILE_10 E_CROWD_10 ET_OCCUPANTS_10 EP_CROWD_10 EPL_CROWD_10 F_CROWD_10 E_NOVEH_10 ET_KNOWNVEH_10 EP_NOVEH_10 EPL_NOVEH_10 F_NOVEH_10 E_GROUPQ_10 ET_HHTYPE_10 EP_GROUPQ_10 EPL_GROUPQ_10 F_GROUPQ_10 SPL_THEME1 RPL_THEME1 F_THEME1 SPL_THEME2 RPL_THEME2 F_THEME2 SPL_THEME3 RPL_THEME3 F_THEME3 SPL_THEME4 RPL_THEME4 F_THEME4 SPL_THEMES RPL_THEMES F_TOTAL
04013040525 04 013 040525 AZ Arizona Maricopa County 4 West Region 8 Mountain Division 3162 2005 1703 222 3162 7.020873 0.12690 0 19 474 4.0084388 0.23770 0 416 1641 25.35040 0.3232 0 54 62 87.09677 0.99130 1 470 1703 27.59836 0.2572 0 41 3157 1.298701 0.04674 0 45 3079 1.461513 0.01017 0 1758 55.597723 0.9875 1 0 0.00000 0.005172 0 494 3079 16.044170 0.6676 0 0 1285 0.000000 0.01335 0 25 3162 0.7906388 0.33510 0 140 3162 4.427577 0.04464 0 2005 0 0 0.1526 0 0 0 0.1844 0 0 1703 0 0.1156 0 0 1703 0 0.05358 0 0 3162 0 0.3955 0 0.67871 0.03086 0 2.008722 0.24990 1 0.04464 0.04438 0 0.90168 0.009619 0 3.633752 0.01505 1
04013061016 04 013 061016 AZ Arizona Maricopa County 4 West Region 8 Mountain Division 1655 710 589 99 1655 5.981873 0.09464 0 4 849 0.4711425 0.01575 0 92 475 19.36842 0.1354 0 38 114 33.33333 0.28550 0 130 589 22.07131 0.1162 0 45 970 4.639175 0.22530 0 303 3795 7.984190 0.17650 0 126 7.613293 0.3098 0 462 27.91541 0.626400 0 185 2586 7.153906 0.1203 0 55 420 13.095238 0.44530 0 0 1440 0.0000000 0.07126 0 573 1655 34.622357 0.61190 0 710 0 0 0.1526 0 0 0 0.1844 0 0 589 0 0.1156 0 0 589 0 0.05358 0 0 1655 0 0.3955 0 0.62839 0.02400 0 1.573060 0.08857 0 0.61190 0.60840 0 0.90168 0.009619 0 3.715030 0.01943 0
04013082019 04 013 082019 AZ Arizona Maricopa County 4 West Region 8 Mountain Division 2381 842 784 296 2366 12.510566 0.28350 0 17 1171 1.4517506 0.03879 0 271 757 35.79921 0.6982 0 27 27 100.00000 0.99710 1 298 784 38.01020 0.6159 0 160 1558 10.269576 0.51740 0 187 2314 8.081245 0.18000 0 185 7.769845 0.3201 0 769 32.29735 0.801900 0 161 1641 9.811091 0.2702 0 152 649 23.420647 0.77350 0 34 2362 1.4394581 0.45650 0 1179 2381 49.517010 0.75560 0 842 0 0 0.1526 0 0 0 0.1844 0 0 784 0 0.1156 0 0 784 0 0.05358 0 0 2381 0 0.3955 0 1.63559 0.24610 0 2.622200 0.56480 0 0.75560 0.75120 0 0.90168 0.009619 0 5.915070 0.22230 0
04013104900 04 013 104900 AZ Arizona Maricopa County 4 West Region 8 Mountain Division 4485 1749 1692 375 4485 8.361204 0.16300 0 148 2550 5.8039216 0.42860 0 372 1423 26.14195 0.3543 0 66 269 24.53532 0.15170 0 438 1692 25.88652 0.2047 0 149 3225 4.620155 0.22340 0 441 4245 10.388693 0.27570 0 569 12.686734 0.6192 0 944 21.04794 0.293900 0 579 3439 16.836290 0.7091 0 112 1172 9.556314 0.29250 0 51 4350 1.1724138 0.41020 0 691 4485 15.406912 0.29600 0 1749 0 0 0.1526 0 0 0 0.1844 0 0 1692 0 0.1156 0 0 1692 0 0.05358 0 0 4485 0 0.3955 0 1.29540 0.15310 0 2.324900 0.41500 0 0.29600 0.29430 0 0.90168 0.009619 0 4.817980 0.10210 0
04013116729 04 013 116729 AZ Arizona Maricopa County 4 West Region 8 Mountain Division 4772 1574 1529 375 4772 7.858340 0.15010 0 44 2387 1.8433180 0.05799 0 452 1493 30.27461 0.5069 0 0 36 0.00000 0.01391 0 452 1529 29.56181 0.3194 0 82 2949 2.780604 0.11970 0 124 4377 2.832991 0.02916 0 256 5.364627 0.1772 0 1524 31.93630 0.791400 0 220 3112 7.069409 0.1157 0 114 1405 8.113879 0.23240 0 82 4509 1.8185851 0.51110 0 878 4772 18.398994 0.35820 0 1574 0 0 0.1526 0 0 0 0.1844 0 0 1529 0 0.1156 0 0 1529 0 0.05358 0 0 4772 0 0.3955 0 0.67635 0.03029 0 1.827800 0.17600 0 0.35820 0.35620 0 0.90168 0.009619 0 3.764030 0.02229 0
04013116730 04 013 116730 AZ Arizona Maricopa County 4 West Region 8 Mountain Division 1772 635 583 36 1772 2.031603 0.01478 0 16 916 1.7467249 0.05300 0 168 556 30.21583 0.5042 0 27 27 100.00000 0.99710 1 195 583 33.44768 0.4555 0 50 1146 4.363002 0.20840 0 31 1976 1.568826 0.01151 0 109 6.151242 0.2259 0 514 29.00677 0.675300 0 130 1359 9.565857 0.2535 0 29 536 5.410448 0.12830 0 70 1649 4.2449970 0.69480 0 760 1772 42.889390 0.70020 0 635 0 0 0.1526 0 0 0 0.1844 0 0 583 0 0.1156 0 0 583 0 0.05358 0 0 1772 0 0.3955 0 0.74319 0.03905 0 1.977800 0.23620 0 0.70020 0.69620 0 0.90168 0.009619 0 4.322870 0.05600 0

2020

svi_2020_divisional %>% filter(division == "Mountain Division") %>%arrange((RPL_THEME4)) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_20 E_HU_20 E_HH_20 E_POV150_20 ET_POVSTATUS_20 EP_POV150_20 EPL_POV150_20 F_POV150_20 E_UNEMP_20 ET_EMPSTATUS_20 EP_UNEMP_20 EPL_UNEMP_20 F_UNEMP_20 E_HBURD_OWN_20 ET_HOUSINGCOST_OWN_20 EP_HBURD_OWN_20 EPL_HBURD_OWN_20 F_HBURD_OWN_20 E_HBURD_RENT_20 ET_HOUSINGCOST_RENT_20 EP_HBURD_RENT_20 EPL_HBURD_RENT_20 F_HBURD_RENT_20 E_HBURD_20 ET_HOUSINGCOST_20 EP_HBURD_20 EPL_HBURD_20 F_HBURD_20 E_NOHSDP_20 ET_EDSTATUS_20 EP_NOHSDP_20 EPL_NOHSDP_20 F_NOHSDP_20 E_UNINSUR_20 ET_INSURSTATUS_20 EP_UNINSUR_20 EPL_UNINSUR_20 F_UNINSUR_20 E_AGE65_20 EP_AGE65_20 EPL_AGE65_20 F_AGE65_20 E_AGE17_20 EP_AGE17_20 EPL_AGE17_20 F_AGE17_20 E_DISABL_20 ET_DISABLSTATUS_20 EP_DISABL_20 EPL_DISABL_20 F_DISABL_20 E_SNGPNT_20 ET_FAMILIES_20 EP_SNGPNT_20 EPL_SNGPNT_20 F_SNGPNT_20 E_LIMENG_20 ET_POPAGE5UP_20 EP_LIMENG_20 EPL_LIMENG_20 F_LIMENG_20 E_MINRTY_20 ET_POPETHRACE_20 EP_MINRTY_20 EPL_MINRTY_20 F_MINRTY_20 E_STRHU_20 E_MUNIT_20 EP_MUNIT_20 EPL_MUNIT_20 F_MUNIT_20 E_MOBILE_20 EP_MOBILE_20 EPL_MOBILE_20 F_MOBILE_20 E_CROWD_20 ET_OCCUPANTS_20 EP_CROWD_20 EPL_CROWD_20 F_CROWD_20 E_NOVEH_20 ET_KNOWNVEH_20 EP_NOVEH_20 EPL_NOVEH_20 F_NOVEH_20 E_GROUPQ_20 ET_HHTYPE_20 EP_GROUPQ_20 EPL_GROUPQ_20 F_GROUPQ_20 SPL_THEME1 RPL_THEME1 F_THEME1 SPL_THEME2 RPL_THEME2 F_THEME2 SPL_THEME3 RPL_THEME3 F_THEME3 SPL_THEME4 RPL_THEME4 F_THEME4 SPL_THEMES RPL_THEMES F_TOTAL
04013611600 04 013 611600 AZ Arizona Maricopa County 4 West Region 8 Mountain Division 2852 1080 987 130 2839 4.579077 0.0473700 0 44 1678 2.622169 0.232400 0 180 880 20.45455 0.48160 0 15 107 14.018692 0.06132 0 195 987 19.75684 0.18640 0 46 1963 2.3433520 0.136300 0 210 2852 7.363254 0.43730 0 403 14.130435 0.477000 0 716 25.10519 0.623500 0 48 2136.000 2.247191 0.003450 0 40 879.000 4.550626 0.110300 0 85 2791 3.0455034 0.68430 0 836 2852.000 29.312763 0.466900 0 1080 0 0 0.1276 0 0 0 0.1825 0 0 987 0 0.08002 0 0 987.000 0 0.03808 0 0 2852 0 0.2155 0 1.039770 0.09067 0 1.898550 0.19260 0 0.466900 0.46500 0 0.6437 0.002667 0 4.048920 0.035240 0
04013813700 04 013 813700 AZ Arizona Maricopa County 4 West Region 8 Mountain Division 2601 1843 1484 266 2601 10.226836 0.2213000 0 24 446 5.381166 0.602100 0 287 1374 20.88792 0.50610 0 52 110 47.272727 0.62230 0 339 1484 22.84367 0.30170 0 35 2601 1.3456363 0.069470 0 56 2601 2.153018 0.07094 0 2128 81.814687 0.994800 1 0 0.00000 0.003924 0 654 2601.000 25.144175 0.907100 1 0 1029.000 0.000000 0.008732 0 0 2601 0.0000000 0.07466 0 65 2601.000 2.499039 0.004017 0 1843 0 0 0.1276 0 0 0 0.1825 0 0 1484 0 0.08002 0 0 1484.000 0 0.03808 0 0 2601 0 0.2155 0 1.265510 0.14190 0 1.989216 0.22900 2 0.004017 0.00400 0 0.6437 0.002667 0 3.902443 0.028380 2
04013941100 04 013 941100 AZ Arizona Maricopa County 4 West Region 8 Mountain Division 19 6 6 0 19 0.000000 0.0006713 0 0 11 0.000000 0.005563 0 6 6 100.00000 0.99950 1 0 0 NaN NA NA 6 6 100.00000 1.00000 1 0 11 0.0000000 0.005263 0 2 19 10.526316 0.63770 0 0 0.000000 0.001819 0 8 42.10526 0.994600 1 0 11.000 0.000000 0.001437 0 0 4.000 0.000000 0.008732 0 4 19 21.0526316 0.98580 1 19 19.000 100.000000 0.999600 1 6 0 0 0.1276 0 0 0 0.1825 0 0 6 0 0.08002 0 0 6.000 0 0.03808 0 0 19 0 0.2155 0 1.649197 0.24190 1 1.992388 0.23100 2 0.999600 0.99540 1 0.6437 0.002667 0 5.284885 0.136200 4
04013980600 04 013 980600 AZ Arizona Maricopa County 4 West Region 8 Mountain Division 4333 1291 1293 84 4305 1.951220 0.0065210 0 32 2204 1.451906 0.083450 0 249 1259 19.77760 0.44600 0 1 34 2.941177 0.02009 0 250 1293 19.33488 0.17180 0 110 2758 3.9883974 0.265300 0 238 4304 5.529740 0.30290 0 283 6.531272 0.091690 0 1348 31.11009 0.867700 0 166 2964.208 5.600147 0.029700 0 43 1109.603 3.875260 0.083860 0 4 3947 0.1013428 0.16770 0 1293 4332.993 29.840808 0.477600 0 1291 0 0 0.1276 0 0 0 0.1825 0 0 1293 0 0.08002 0 0 1292.995 0 0.03808 0 0 4333 0 0.2155 0 0.829971 0.05219 0 1.240650 0.02952 0 0.477600 0.47560 0 0.6437 0.002667 0 3.191921 0.006095 0
08013012709 08 013 012709 CO Colorado Boulder County 4 West Region 8 Mountain Division 2098 728 723 410 2098 19.542421 0.5171000 0 114 1060 10.754717 0.907000 1 208 667 31.18441 0.88850 0 30 56 53.571429 0.76600 0 238 723 32.91840 0.67580 0 7 1551 0.4513217 0.020480 0 165 2098 7.864633 0.47570 0 315 15.014299 0.521600 0 471 22.44995 0.484900 0 200 1627.000 12.292563 0.348200 0 68 510.000 13.333333 0.492100 0 0 2014 0.0000000 0.07466 0 189 2098.000 9.008580 0.087220 0 728 0 0 0.1276 0 0 0 0.1825 0 0 723 0 0.08002 0 0 723.000 0 0.03808 0 0 2098 0 0.2155 0 2.596080 0.54060 1 1.921460 0.20420 0 0.087220 0.08686 0 0.6437 0.002667 0 5.248460 0.131800 1
08014030400 08 014 030400 CO Colorado Broomfield County 4 West Region 8 Mountain Division 4084 1338 1338 196 4084 4.799216 0.0533200 0 68 2503 2.716740 0.249000 0 139 1151 12.07646 0.09594 0 31 187 16.577540 0.07805 0 170 1338 12.70553 0.03532 0 72 2673 2.6936027 0.164200 0 77 4084 1.885406 0.06097 0 565 13.834476 0.462900 0 967 23.67777 0.550200 0 204 3117.000 6.544755 0.053470 0 72 1040.000 6.923077 0.206700 0 23 3953 0.5818366 0.32500 0 622 4084.000 15.230166 0.214000 0 1338 0 0 0.1276 0 0 0 0.1825 0 0 1338 0 0.08002 0 0 1338.000 0 0.03808 0 0 4084 0 0.2155 0 0.562810 0.01752 0 1.598270 0.09086 0 0.214000 0.21310 0 0.6437 0.002667 0 3.018780 0.004000 0

Total SVI: Divisional Most Vulnerable

2010

svi_2010_divisional %>% filter(division == "Mountain Division") %>%arrange(desc(RPL_THEMES)) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_10 E_HU_10 E_HH_10 E_POV150_10 ET_POVSTATUS_10 EP_POV150_10 EPL_POV150_10 F_POV150_10 E_UNEMP_10 ET_EMPSTATUS_10 EP_UNEMP_10 EPL_UNEMP_10 F_UNEMP_10 E_HBURD_OWN_10 ET_HOUSINGCOST_OWN_10 EP_HBURD_OWN_10 EPL_HBURD_OWN_10 F_HBURD_OWN_10 E_HBURD_RENT_10 ET_HOUSINGCOST_RENT_10 EP_HBURD_RENT_10 EPL_HBURD_RENT_10 F_HBURD_RENT_10 E_HBURD_10 ET_HOUSINGCOST_10 EP_HBURD_10 EPL_HBURD_10 F_HBURD_10 E_NOHSDP_10 ET_EDSTATUS_10 EP_NOHSDP_10 EPL_NOHSDP_10 F_NOHSDP_10 E_UNINSUR_12 ET_INSURSTATUS_12 EP_UNINSUR_12 EPL_UNINSUR_12 F_UNINSUR_12 E_AGE65_10 EP_AGE65_10 EPL_AGE65_10 F_AGE65_10 E_AGE17_10 EP_AGE17_10 EPL_AGE17_10 F_AGE17_10 E_DISABL_12 ET_DISABLSTATUS_12 EP_DISABL_12 EPL_DISABL_12 F_DISABL_12 E_SNGPNT_10 ET_FAMILIES_10 EP_SNGPNT_10 EPL_SNGPNT_10 F_SNGPNT_10 E_LIMENG_10 ET_POPAGE5UP_10 EP_LIMENG_10 EPL_LIMENG_10 F_LIMENG_10 E_MINRTY_10 ET_POPETHRACE_10 EP_MINRTY_10 EPL_MINRTY_10 F_MINRTY_10 E_STRHU_10 E_MUNIT_10 EP_MUNIT_10 EPL_MUNIT_10 F_MUNIT_10 E_MOBILE_10 EP_MOBILE_10 EPL_MOBILE_10 F_MOBILE_10 E_CROWD_10 ET_OCCUPANTS_10 EP_CROWD_10 EPL_CROWD_10 F_CROWD_10 E_NOVEH_10 ET_KNOWNVEH_10 EP_NOVEH_10 EPL_NOVEH_10 F_NOVEH_10 E_GROUPQ_10 ET_HHTYPE_10 EP_GROUPQ_10 EPL_GROUPQ_10 F_GROUPQ_10 SPL_THEME1 RPL_THEME1 F_THEME1 SPL_THEME2 RPL_THEME2 F_THEME2 SPL_THEME3 RPL_THEME3 F_THEME3 SPL_THEME4 RPL_THEME4 F_THEME4 SPL_THEMES RPL_THEMES F_TOTAL
56021980801 56 021 980801 WY Wyoming Laramie County 4 West Region 8 Mountain Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA
49049980100 49 049 980100 UT Utah Utah County 4 West Region 8 Mountain Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA NA 0.9998 NA NA 0.9998 NA NA 0.9998 NA NA 0.9998 NA NA 0.9998 NA
49045980000 49 045 980000 UT Utah Tooele County 4 West Region 8 Mountain Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA NA 0.9996 NA NA 0.9996 NA NA 0.9996 NA NA 0.9996 NA NA 0.9996 NA
49035980000 49 035 980000 UT Utah Salt Lake County 4 West Region 8 Mountain Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA NA 0.9994 NA NA 0.9994 NA NA 0.9994 NA NA 0.9994 NA NA 0.9994 NA
49035112818 49 035 112818 UT Utah Salt Lake County 4 West Region 8 Mountain Division 1478 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 285 1303 21.8726 0.8102 0 0 0 NaN NA NA 68 4.600812 0.1322 0 0 0 0.005172 0 0 0 NaN NA NA 0 0 NaN NA NA 28 1478 1.894452 0.5198 0 459 1478 31.05548 0.568 0 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 1478 1478 100 0.9989 1 NA 0.9992 NA NA 0.9992 NA 0.568 0.5648 0 NA 0.9992 NA NA 0.9992 NA
35043940300 35 043 940300 NM New Mexico Sandoval County 4 West Region 8 Mountain Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA NA 0.9990 NA NA 0.9990 NA NA 0.9992 NA NA 0.9990 NA NA 0.9990 NA

2020

svi_2020_divisional %>% filter(division == "Mountain Division") %>%arrange(desc(RPL_THEMES)) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_20 E_HU_20 E_HH_20 E_POV150_20 ET_POVSTATUS_20 EP_POV150_20 EPL_POV150_20 F_POV150_20 E_UNEMP_20 ET_EMPSTATUS_20 EP_UNEMP_20 EPL_UNEMP_20 F_UNEMP_20 E_HBURD_OWN_20 ET_HOUSINGCOST_OWN_20 EP_HBURD_OWN_20 EPL_HBURD_OWN_20 F_HBURD_OWN_20 E_HBURD_RENT_20 ET_HOUSINGCOST_RENT_20 EP_HBURD_RENT_20 EPL_HBURD_RENT_20 F_HBURD_RENT_20 E_HBURD_20 ET_HOUSINGCOST_20 EP_HBURD_20 EPL_HBURD_20 F_HBURD_20 E_NOHSDP_20 ET_EDSTATUS_20 EP_NOHSDP_20 EPL_NOHSDP_20 F_NOHSDP_20 E_UNINSUR_20 ET_INSURSTATUS_20 EP_UNINSUR_20 EPL_UNINSUR_20 F_UNINSUR_20 E_AGE65_20 EP_AGE65_20 EPL_AGE65_20 F_AGE65_20 E_AGE17_20 EP_AGE17_20 EPL_AGE17_20 F_AGE17_20 E_DISABL_20 ET_DISABLSTATUS_20 EP_DISABL_20 EPL_DISABL_20 F_DISABL_20 E_SNGPNT_20 ET_FAMILIES_20 EP_SNGPNT_20 EPL_SNGPNT_20 F_SNGPNT_20 E_LIMENG_20 ET_POPAGE5UP_20 EP_LIMENG_20 EPL_LIMENG_20 F_LIMENG_20 E_MINRTY_20 ET_POPETHRACE_20 EP_MINRTY_20 EPL_MINRTY_20 F_MINRTY_20 E_STRHU_20 E_MUNIT_20 EP_MUNIT_20 EPL_MUNIT_20 F_MUNIT_20 E_MOBILE_20 EP_MOBILE_20 EPL_MOBILE_20 F_MOBILE_20 E_CROWD_20 ET_OCCUPANTS_20 EP_CROWD_20 EPL_CROWD_20 F_CROWD_20 E_NOVEH_20 ET_KNOWNVEH_20 EP_NOVEH_20 EPL_NOVEH_20 F_NOVEH_20 E_GROUPQ_20 ET_HHTYPE_20 EP_GROUPQ_20 EPL_GROUPQ_20 F_GROUPQ_20 SPL_THEME1 RPL_THEME1 F_THEME1 SPL_THEME2 RPL_THEME2 F_THEME2 SPL_THEME3 RPL_THEME3 F_THEME3 SPL_THEME4 RPL_THEME4 F_THEME4 SPL_THEMES RPL_THEMES F_TOTAL
56021980801 56 021 980801 WY Wyoming Laramie County 4 West Region 8 Mountain Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA
49049980100 49 049 980100 UT Utah Utah County 4 West Region 8 Mountain Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA NA 0.9998 NA NA 0.9998 NA NA 0.9998 NA NA 0.9998 NA NA 0.9998 NA
49045980000 49 045 980000 UT Utah Tooele County 4 West Region 8 Mountain Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA NA 0.9996 NA NA 0.9996 NA NA 0.9996 NA NA 0.9996 NA NA 0.9996 NA
49035980000 49 035 980000 UT Utah Salt Lake County 4 West Region 8 Mountain Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA NA 0.9994 NA NA 0.9994 NA NA 0.9994 NA NA 0.9994 NA NA 0.9994 NA
49035112818 49 035 112818 UT Utah Salt Lake County 4 West Region 8 Mountain Division 2281 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 628 2085 30.1199 0.9399 1 0 0 NaN NA NA 74 3.244191 0.01953 0 27 1.183691 0.01302 0 0 0 NaN NA NA 0 0 NaN NA NA 63 2281 2.761947 0.6625 0 1065 2281 46.69005 0.672 0 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 2281 2281 100 0.9989 1 NA 0.9992 NA NA 0.9992 NA 0.672 0.6691 0 NA 0.9992 NA NA 0.9992 NA
35043940300 35 043 940300 NM New Mexico Sandoval County 4 West Region 8 Mountain Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA NA 0.9990 NA NA 0.9990 NA NA 0.9992 NA NA 0.9990 NA NA 0.9990 NA

Total SVI: Divisional Least Vulnerable

2010

svi_2010_divisional %>% filter(division == "Mountain Division") %>%arrange((RPL_THEMES)) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_10 E_HU_10 E_HH_10 E_POV150_10 ET_POVSTATUS_10 EP_POV150_10 EPL_POV150_10 F_POV150_10 E_UNEMP_10 ET_EMPSTATUS_10 EP_UNEMP_10 EPL_UNEMP_10 F_UNEMP_10 E_HBURD_OWN_10 ET_HOUSINGCOST_OWN_10 EP_HBURD_OWN_10 EPL_HBURD_OWN_10 F_HBURD_OWN_10 E_HBURD_RENT_10 ET_HOUSINGCOST_RENT_10 EP_HBURD_RENT_10 EPL_HBURD_RENT_10 F_HBURD_RENT_10 E_HBURD_10 ET_HOUSINGCOST_10 EP_HBURD_10 EPL_HBURD_10 F_HBURD_10 E_NOHSDP_10 ET_EDSTATUS_10 EP_NOHSDP_10 EPL_NOHSDP_10 F_NOHSDP_10 E_UNINSUR_12 ET_INSURSTATUS_12 EP_UNINSUR_12 EPL_UNINSUR_12 F_UNINSUR_12 E_AGE65_10 EP_AGE65_10 EPL_AGE65_10 F_AGE65_10 E_AGE17_10 EP_AGE17_10 EPL_AGE17_10 F_AGE17_10 E_DISABL_12 ET_DISABLSTATUS_12 EP_DISABL_12 EPL_DISABL_12 F_DISABL_12 E_SNGPNT_10 ET_FAMILIES_10 EP_SNGPNT_10 EPL_SNGPNT_10 F_SNGPNT_10 E_LIMENG_10 ET_POPAGE5UP_10 EP_LIMENG_10 EPL_LIMENG_10 F_LIMENG_10 E_MINRTY_10 ET_POPETHRACE_10 EP_MINRTY_10 EPL_MINRTY_10 F_MINRTY_10 E_STRHU_10 E_MUNIT_10 EP_MUNIT_10 EPL_MUNIT_10 F_MUNIT_10 E_MOBILE_10 EP_MOBILE_10 EPL_MOBILE_10 F_MOBILE_10 E_CROWD_10 ET_OCCUPANTS_10 EP_CROWD_10 EPL_CROWD_10 F_CROWD_10 E_NOVEH_10 ET_KNOWNVEH_10 EP_NOVEH_10 EPL_NOVEH_10 F_NOVEH_10 E_GROUPQ_10 ET_HHTYPE_10 EP_GROUPQ_10 EPL_GROUPQ_10 F_GROUPQ_10 SPL_THEME1 RPL_THEME1 F_THEME1 SPL_THEME2 RPL_THEME2 F_THEME2 SPL_THEME3 RPL_THEME3 F_THEME3 SPL_THEME4 RPL_THEME4 F_THEME4 SPL_THEMES RPL_THEMES F_TOTAL
49043964203 49 043 964203 UT Utah Summit County 4 West Region 8 Mountain Division 57 1961 34 0 57 0.0000000 0.001728 0 0 44 0.000000 0.007104 0 0 34 0.00000 0.002896 0 0 0 NaN NA NA 0 34 0.00000 0.0007682 0 0 57 0.0000000 0.006226 0 0 32 0.000000 0.0007675 0 0 0.000000 0.003736 0 0 0.00000 0.005172 0 0 32 0.000000 0.0007676 0 0 34 0.000000 0.01335 0 0 57 0.0000000 0.07126 0 21 57 36.842105 0.63610 0 1961 0 0.000000 0.1526 0 91 4.64049 0.6206 0 0 34 0 0.1156 0 0 34 0 0.05358 0 0 57 0 0.3955 0 0.0165937 0.0001905 0 0.0942856 0.0001905 0 0.63610 0.63250 0 1.33788 0.079050 0 2.084859 0.0001905 0
30035980000 30 035 980000 MT Montana Glacier County 4 West Region 8 Mountain Division 101 104 58 4 101 3.9603960 0.044730 0 0 97 0.000000 0.007104 0 0 4 0.00000 0.002896 0 0 54 0.00000 0.01391 0 0 58 0.00000 0.0007682 0 0 101 0.0000000 0.006226 0 24 101 23.762376 0.7784000 0 0 0.000000 0.003736 0 0 0.00000 0.005172 0 3 95 3.157895 0.0127600 0 0 54 0.000000 0.01335 0 0 101 0.0000000 0.07126 0 13 101 12.871287 0.23740 0 104 0 0.000000 0.1526 0 20 19.23077 0.8431 0 0 58 0 0.1156 0 0 58 0 0.05358 0 0 101 0 0.3955 0 0.8372282 0.0539000 0 0.1062780 0.0003810 0 0.23740 0.23600 0 1.56038 0.136400 0 2.741286 0.0003810 0
08035014132 08 035 014132 CO Colorado Douglas County 4 West Region 8 Mountain Division 5886 1729 1729 132 5886 2.2426096 0.016890 0 81 2976 2.721774 0.111900 0 215 1705 12.60997 0.036880 0 6 24 25.00000 0.15680 0 221 1729 12.78195 0.0201700 0 7 3335 0.2098951 0.013410 0 212 5930 3.575042 0.0425900 0 171 2.905199 0.055560 0 2339 39.73836 0.967000 1 112 3508 3.192702 0.0138200 0 83 1651 5.027256 0.11510 0 16 5328 0.3003003 0.19500 0 964 5886 16.377846 0.31820 0 1729 0 0.000000 0.1526 0 0 0.00000 0.1844 0 0 1729 0 0.1156 0 0 1729 0 0.05358 0 0 5886 0 0.3955 0 0.2049600 0.0013330 0 1.3464800 0.0407600 1 0.31820 0.31640 0 0.90168 0.009619 0 2.771320 0.0005714 1
49043964307 49 043 964307 UT Utah Summit County 4 West Region 8 Mountain Division 4656 1889 1654 279 4614 6.0468140 0.096950 0 98 2497 3.924710 0.225400 0 425 1522 27.92378 0.423100 0 15 132 11.36364 0.05158 0 440 1654 26.60218 0.2282000 0 32 3021 1.0592519 0.035820 0 127 4761 2.667507 0.0264800 0 173 3.715636 0.089270 0 1500 32.21649 0.799000 0 98 3098 3.163331 0.0130500 0 101 1309 7.715814 0.21530 0 0 4189 0.0000000 0.07126 0 275 4656 5.906357 0.07625 0 1889 0 0.000000 0.1526 0 0 0.00000 0.1844 0 0 1654 0 0.1156 0 0 1654 0 0.05358 0 0 4656 0 0.3955 0 0.6128500 0.0221000 0 1.1878800 0.0230500 0 0.07625 0.07581 0 0.90168 0.009619 0 2.778660 0.0007619 0
08005006857 08 005 006857 CO Colorado Arapahoe County 4 West Region 8 Mountain Division 2351 926 926 32 2351 1.3611229 0.008639 0 55 1347 4.083148 0.245600 0 191 926 20.62635 0.162400 0 0 0 NaN NA NA 191 926 20.62635 0.0883400 0 0 1770 0.0000000 0.006226 0 26 2284 1.138354 0.0061400 0 267 11.356869 0.542700 0 545 23.18162 0.392000 0 81 1749 4.631218 0.0360800 0 25 791 3.160556 0.06531 0 0 2351 0.0000000 0.07126 0 76 2351 3.232667 0.02529 0 926 85 9.179266 0.6694 0 0 0.00000 0.1844 0 0 926 0 0.1156 0 0 926 0 0.05358 0 0 2351 0 0.3955 0 0.3549450 0.0036190 0 1.1073500 0.0173300 0 0.02529 0.02514 0 1.41848 0.100400 0 2.906065 0.0009524 0
08059012034 08 059 012034 CO Colorado Jefferson County 4 West Region 8 Mountain Division 3589 1303 1285 29 3589 0.8080245 0.004991 0 87 1803 4.825291 0.320100 0 348 1285 27.08171 0.391600 0 0 0 NaN NA NA 348 1285 27.08171 0.2408000 0 0 2517 0.0000000 0.006226 0 87 3631 2.396034 0.0226400 0 441 12.287545 0.597500 0 935 26.05183 0.532200 0 205 2887 7.100797 0.1178000 0 17 1181 1.439458 0.03419 0 0 3420 0.0000000 0.07126 0 179 3589 4.987462 0.05670 0 1303 0 0.000000 0.1526 0 0 0.00000 0.1844 0 0 1285 0 0.1156 0 0 1285 0 0.05358 0 0 3589 0 0.3955 0 0.5947570 0.0201900 0 1.3529500 0.0413300 0 0.05670 0.05638 0 0.90168 0.009619 0 2.906087 0.0011430 0

2020

svi_2020_divisional %>% filter(division == "Mountain Division") %>%arrange(RPL_THEMES) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_20 E_HU_20 E_HH_20 E_POV150_20 ET_POVSTATUS_20 EP_POV150_20 EPL_POV150_20 F_POV150_20 E_UNEMP_20 ET_EMPSTATUS_20 EP_UNEMP_20 EPL_UNEMP_20 F_UNEMP_20 E_HBURD_OWN_20 ET_HOUSINGCOST_OWN_20 EP_HBURD_OWN_20 EPL_HBURD_OWN_20 F_HBURD_OWN_20 E_HBURD_RENT_20 ET_HOUSINGCOST_RENT_20 EP_HBURD_RENT_20 EPL_HBURD_RENT_20 F_HBURD_RENT_20 E_HBURD_20 ET_HOUSINGCOST_20 EP_HBURD_20 EPL_HBURD_20 F_HBURD_20 E_NOHSDP_20 ET_EDSTATUS_20 EP_NOHSDP_20 EPL_NOHSDP_20 F_NOHSDP_20 E_UNINSUR_20 ET_INSURSTATUS_20 EP_UNINSUR_20 EPL_UNINSUR_20 F_UNINSUR_20 E_AGE65_20 EP_AGE65_20 EPL_AGE65_20 F_AGE65_20 E_AGE17_20 EP_AGE17_20 EPL_AGE17_20 F_AGE17_20 E_DISABL_20 ET_DISABLSTATUS_20 EP_DISABL_20 EPL_DISABL_20 F_DISABL_20 E_SNGPNT_20 ET_FAMILIES_20 EP_SNGPNT_20 EPL_SNGPNT_20 F_SNGPNT_20 E_LIMENG_20 ET_POPAGE5UP_20 EP_LIMENG_20 EPL_LIMENG_20 F_LIMENG_20 E_MINRTY_20 ET_POPETHRACE_20 EP_MINRTY_20 EPL_MINRTY_20 F_MINRTY_20 E_STRHU_20 E_MUNIT_20 EP_MUNIT_20 EPL_MUNIT_20 F_MUNIT_20 E_MOBILE_20 EP_MOBILE_20 EPL_MOBILE_20 F_MOBILE_20 E_CROWD_20 ET_OCCUPANTS_20 EP_CROWD_20 EPL_CROWD_20 F_CROWD_20 E_NOVEH_20 ET_KNOWNVEH_20 EP_NOVEH_20 EPL_NOVEH_20 F_NOVEH_20 E_GROUPQ_20 ET_HHTYPE_20 EP_GROUPQ_20 EPL_GROUPQ_20 F_GROUPQ_20 SPL_THEME1 RPL_THEME1 F_THEME1 SPL_THEME2 RPL_THEME2 F_THEME2 SPL_THEME3 RPL_THEME3 F_THEME3 SPL_THEME4 RPL_THEME4 F_THEME4 SPL_THEMES RPL_THEMES F_TOTAL
08123002210 08 123 002210 CO Colorado Weld County 4 West Region 8 Mountain Division 1295 448 443 65 1295 5.019305 0.058880 0 0 674 0.0000000 0.005563 0 45 375 12.000000 0.09391 0 0 68 0.000000 0.008939 0 45 443 10.158013 0.013440 0 0 901 0.0000000 0.005263 0 17 1295 1.312741 0.03298 0 128 9.88417 0.25150 0 328 25.32819 0.6353 0 67 967.000 6.928645 0.06784 0 10 406.000 2.463054 0.04874 0 0 1246 0.0000000 0.07466 0 71 1295.000 5.482626 0.02984 0 448 0 0.000000 0.1276 0 0 0 0.1825 0 0 443 0.0000000 0.08002 0 0 443.000 0.0000000 0.03808 0 0 1295 0 0.2155 0 0.116126 0.0003810 0 1.07804 0.01924 0 0.02984 0.02971 0 0.64370 0.002667 0 1.867706 0.0001905 0
32003003242 32 003 003242 NV Nevada Clark County 4 West Region 8 Mountain Division 1767 616 616 18 1767 1.018676 0.002877 0 0 940 0.0000000 0.005563 0 83 595 13.949580 0.15820 0 10 21 47.619048 0.631400 0 93 616 15.097403 0.064110 0 0 1274 0.0000000 0.005263 0 29 1767 1.641200 0.04927 0 196 11.09225 0.31390 0 367 20.76967 0.4049 0 121 1400.000 8.642857 0.13490 0 22 569.000 3.866432 0.08367 0 0 1734 0.0000000 0.07466 0 283 1767.000 16.015846 0.22800 0 616 0 0.000000 0.1276 0 0 0 0.1825 0 0 616 0.0000000 0.08002 0 6 616.000 0.9740260 0.18880 0 0 1767 0 0.2155 0 0.127083 0.0005714 0 1.01203 0.01429 0 0.22800 0.22700 0 0.79442 0.012380 0 2.161533 0.0003810 0
49035103800 49 035 103800 UT Utah Salt Lake County 4 West Region 8 Mountain Division 2425 1033 1009 182 2425 7.505155 0.128900 0 12 1597 0.7514089 0.030310 0 80 697 11.477762 0.08168 0 68 312 21.794872 0.123000 0 148 1009 14.667988 0.057010 0 10 1638 0.6105006 0.028710 0 39 2425 1.608247 0.04716 0 266 10.96907 0.30530 0 493 20.32990 0.3832 0 74 1932.000 3.830228 0.01035 0 38 520.000 7.307692 0.22680 0 0 2240 0.0000000 0.07466 0 341 2425.000 14.061856 0.18900 0 1033 42 4.065828 0.5056 0 0 0 0.1825 0 0 1009 0.0000000 0.08002 0 7 1009.000 0.6937562 0.14430 0 0 2425 0 0.2155 0 0.292090 0.0022860 0 1.00031 0.01333 0 0.18900 0.18820 0 1.12792 0.045900 0 2.609320 0.0005714 0
49011126203 49 011 126203 UT Utah Davis County 4 West Region 8 Mountain Division 4299 1304 1216 143 4266 3.352086 0.022250 0 27 1905 1.4173228 0.081050 0 132 1036 12.741313 0.11310 0 10 180 5.555556 0.024800 0 142 1216 11.677632 0.023800 0 11 2441 0.4506350 0.020290 0 58 4299 1.349151 0.03528 0 473 11.00256 0.30840 0 1494 34.75227 0.9485 1 200 2804.974 7.130192 0.07570 0 99 1118.901 8.847969 0.30190 0 0 3991 0.0000000 0.07466 0 372 4298.525 8.654132 0.07938 0 1304 0 0.000000 0.1276 0 0 0 0.1825 0 0 1216 0.0000000 0.08002 0 0 1215.957 0.0000000 0.03808 0 0 4299 0 0.2155 0 0.182670 0.0009524 0 1.70916 0.12210 1 0.07938 0.07905 0 0.64370 0.002667 0 2.614910 0.0007619 1
49035111302 49 035 111302 UT Utah Salt Lake County 4 West Region 8 Mountain Division 6252 2169 2115 478 6252 7.645553 0.134300 0 95 3718 2.5551372 0.225200 0 298 1919 15.528921 0.22540 0 64 196 32.653061 0.278400 0 362 2115 17.115839 0.105000 0 56 4279 1.3087170 0.066990 0 203 6252 3.246961 0.13980 0 972 15.54702 0.54840 0 1270 20.31350 0.3815 0 303 4982.000 6.081895 0.03929 0 31 1598.000 1.939925 0.03857 0 0 5730 0.0000000 0.07466 0 943 6252.000 15.083173 0.21160 0 2169 0 0.000000 0.1276 0 0 0 0.1825 0 0 2115 0.0000000 0.08002 0 8 2115.000 0.3782506 0.09112 0 0 6252 0 0.2155 0 0.671290 0.0283800 0 1.08242 0.01962 0 0.21160 0.21070 0 0.69674 0.006286 0 2.662050 0.0009524 0
49011126104 49 011 126104 UT Utah Davis County 4 West Region 8 Mountain Division 14190 3356 3356 317 14190 2.233968 0.009590 0 154 6131 2.5118252 0.220200 0 237 3297 7.188353 0.02158 0 20 59 33.898305 0.300700 0 257 3356 7.657926 0.005566 0 119 7218 1.6486561 0.088420 0 216 14195 1.521663 0.04352 0 589 4.15081 0.03158 0 5901 41.58562 0.9923 1 639 8291.987 7.706235 0.09678 0 52 3272.054 1.589216 0.03205 0 35 13223 0.2646903 0.22110 0 786 14190.107 5.539070 0.03099 0 3356 0 0.000000 0.1276 0 0 0 0.1825 0 12 3356 0.3575685 0.18560 0 41 3356.029 1.2216819 0.22480 0 0 14190 0 0.2155 0 0.367296 0.0041900 0 1.37381 0.04629 1 0.03099 0.03086 0 0.93600 0.025710 0 2.708096 0.0011430 1 
-The most vulnerable tracts in the Moutain Division belong to Laramie County, WY, and Tooele, Salt Lake,
and Utah counties in Utah. The least vulnerable tracts changed in 2010, but were Summit County, Utah, 
Glacier County, Montana, and Douglas County, CO in 2010. They switched completely in 2020 to Weld County,
CO, Clark County, NV, and Salt Lake County, UT.

Question 5:

State Total SVI Most Vulnerable:

svi_2020_divisional %>% filter(division == "Mountain Division") %>%arrange(desc(RPL_THEMES))  %>% head(5) %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_20 E_HU_20 E_HH_20 E_POV150_20 ET_POVSTATUS_20 EP_POV150_20 EPL_POV150_20 F_POV150_20 E_UNEMP_20 ET_EMPSTATUS_20 EP_UNEMP_20 EPL_UNEMP_20 F_UNEMP_20 E_HBURD_OWN_20 ET_HOUSINGCOST_OWN_20 EP_HBURD_OWN_20 EPL_HBURD_OWN_20 F_HBURD_OWN_20 E_HBURD_RENT_20 ET_HOUSINGCOST_RENT_20 EP_HBURD_RENT_20 EPL_HBURD_RENT_20 F_HBURD_RENT_20 E_HBURD_20 ET_HOUSINGCOST_20 EP_HBURD_20 EPL_HBURD_20 F_HBURD_20 E_NOHSDP_20 ET_EDSTATUS_20 EP_NOHSDP_20 EPL_NOHSDP_20 F_NOHSDP_20 E_UNINSUR_20 ET_INSURSTATUS_20 EP_UNINSUR_20 EPL_UNINSUR_20 F_UNINSUR_20 E_AGE65_20 EP_AGE65_20 EPL_AGE65_20 F_AGE65_20 E_AGE17_20 EP_AGE17_20 EPL_AGE17_20 F_AGE17_20 E_DISABL_20 ET_DISABLSTATUS_20 EP_DISABL_20 EPL_DISABL_20 F_DISABL_20 E_SNGPNT_20 ET_FAMILIES_20 EP_SNGPNT_20 EPL_SNGPNT_20 F_SNGPNT_20 E_LIMENG_20 ET_POPAGE5UP_20 EP_LIMENG_20 EPL_LIMENG_20 F_LIMENG_20 E_MINRTY_20 ET_POPETHRACE_20 EP_MINRTY_20 EPL_MINRTY_20 F_MINRTY_20 E_STRHU_20 E_MUNIT_20 EP_MUNIT_20 EPL_MUNIT_20 F_MUNIT_20 E_MOBILE_20 EP_MOBILE_20 EPL_MOBILE_20 F_MOBILE_20 E_CROWD_20 ET_OCCUPANTS_20 EP_CROWD_20 EPL_CROWD_20 F_CROWD_20 E_NOVEH_20 ET_KNOWNVEH_20 EP_NOVEH_20 EPL_NOVEH_20 F_NOVEH_20 E_GROUPQ_20 ET_HHTYPE_20 EP_GROUPQ_20 EPL_GROUPQ_20 F_GROUPQ_20 SPL_THEME1 RPL_THEME1 F_THEME1 SPL_THEME2 RPL_THEME2 F_THEME2 SPL_THEME3 RPL_THEME3 F_THEME3 SPL_THEME4 RPL_THEME4 F_THEME4 SPL_THEMES RPL_THEMES F_TOTAL
56021980801 56 021 980801 WY Wyoming Laramie County 4 West Region 8 Mountain Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA NA 1.0000 NA
49049980100 49 049 980100 UT Utah Utah County 4 West Region 8 Mountain Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA NA 0.9998 NA NA 0.9998 NA NA 0.9998 NA NA 0.9998 NA NA 0.9998 NA
49045980000 49 045 980000 UT Utah Tooele County 4 West Region 8 Mountain Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA NA 0.9996 NA NA 0.9996 NA NA 0.9996 NA NA 0.9996 NA NA 0.9996 NA
49035980000 49 035 980000 UT Utah Salt Lake County 4 West Region 8 Mountain Division 0 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA NA 0.9994 NA NA 0.9994 NA NA 0.9994 NA NA 0.9994 NA NA 0.9994 NA
49035112818 49 035 112818 UT Utah Salt Lake County 4 West Region 8 Mountain Division 2281 0 0 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 628 2085 30.1199 0.9399 1 0 0 NaN NA NA 74 3.244191 0.01953 0 27 1.183691 0.01302 0 0 0 NaN NA NA 0 0 NaN NA NA 63 2281 2.761947 0.6625 0 1065 2281 46.69005 0.672 0 0 0 NaN NA NA 0 NaN NA NA 0 0 NaN NA NA 0 0 NaN NA NA 2281 2281 100 0.9989 1 NA 0.9992 NA NA 0.9992 NA 0.672 0.6691 0 NA 0.9992 NA NA 0.9992 NA 
-Utah has the most vulnerable tracts for total SVI in the top 5 & 10, so I chose it as the most
vulnerable state to analyze.

Utah

svi_2010_state <- rank_variables(svi_2010, rank_by = "state", location = "UT")
svi_2020_state <- rank_variables(svi_2020, rank_by = "state", location = "UT")

svi_2010_state <- svi_theme_variables(svi_2010_state)
svi_2020_state <- svi_theme_variables(svi_2020_state)

svi_2010_divisional <- svi_theme_flags(svi_2010_state, .90)
svi_2020_divisional <- svi_theme_flags(svi_2020_state, .90)

Theme 1: SES Utah Most VUlnerable

2010

svi_2010_state %>% arrange(desc(RPL_THEME1)) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_10 E_HU_10 E_HH_10 E_POV150_10 ET_POVSTATUS_10 EP_POV150_10 EPL_POV150_10 E_UNEMP_10 ET_EMPSTATUS_10 EP_UNEMP_10 EPL_UNEMP_10 E_HBURD_OWN_10 ET_HOUSINGCOST_OWN_10 EP_HBURD_OWN_10 EPL_HBURD_OWN_10 E_HBURD_RENT_10 ET_HOUSINGCOST_RENT_10 EP_HBURD_RENT_10 EPL_HBURD_RENT_10 E_HBURD_10 ET_HOUSINGCOST_10 EP_HBURD_10 EPL_HBURD_10 E_NOHSDP_10 ET_EDSTATUS_10 EP_NOHSDP_10 EPL_NOHSDP_10 E_UNINSUR_12 ET_INSURSTATUS_12 EP_UNINSUR_12 EPL_UNINSUR_12 E_AGE65_10 EP_AGE65_10 EPL_AGE65_10 E_AGE17_10 EP_AGE17_10 EPL_AGE17_10 E_DISABL_12 ET_DISABLSTATUS_12 EP_DISABL_12 EPL_DISABL_12 E_SNGPNT_10 ET_FAMILIES_10 EP_SNGPNT_10 EPL_SNGPNT_10 E_LIMENG_10 ET_POPAGE5UP_10 EP_LIMENG_10 EPL_LIMENG_10 E_MINRTY_10 ET_POPETHRACE_10 EP_MINRTY_10 EPL_MINRTY_10 E_STRHU_10 E_MUNIT_10 EP_MUNIT_10 EPL_MUNIT_10 E_MOBILE_10 EP_MOBILE_10 EPL_MOBILE_10 E_CROWD_10 ET_OCCUPANTS_10 EP_CROWD_10 EPL_CROWD_10 E_NOVEH_10 ET_KNOWNVEH_10 EP_NOVEH_10 EPL_NOVEH_10 E_GROUPQ_10 ET_HHTYPE_10 EP_GROUPQ_10 EPL_GROUPQ_10 SPL_THEME1 RPL_THEME1 SPL_THEME2 RPL_THEME2 SPL_THEME3 RPL_THEME3 SPL_THEME4 RPL_THEME4 SPL_THEMES RPL_THEMES
49049980100 49 049 980100 UT Utah Utah County 4 West Region 8 Mountain Division 0 0 0 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 NaN NA 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA NA 1.0000 NA 1.0000 NA 1.0000 NA 1.0000 NA 1.0000
49045980000 49 045 980000 UT Utah Tooele County 4 West Region 8 Mountain Division 0 0 0 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 NaN NA 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA NA 0.9983 NA 0.9983 NA 0.9983 NA 0.9983 NA 0.9983
49035980000 49 035 980000 UT Utah Salt Lake County 4 West Region 8 Mountain Division 0 0 0 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 NaN NA 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA NA 0.9966 NA 0.9966 NA 0.9966 NA 0.9966 NA 0.9966
49035112818 49 035 112818 UT Utah Salt Lake County 4 West Region 8 Mountain Division 1478 0 0 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 285 1303 21.87260 0.9333 0 0 NaN NA 68 4.600812 0.2068 0 0.00000 0.002564 0 0 NaN NA 0 0 NaN NA 28 1478 1.894452 0.5863 459 1478 31.05548 0.8376 0 0 NaN NA 0 NaN NA 0 0 NaN NA 0 0 NaN NA 1478 1478 100.000000 1.0000 NA 0.9949 NA 0.9949 0.8376 0.8333 NA 0.9949 NA 0.9949
49057201200 49 057 201200 UT Utah Weber County 4 West Region 8 Mountain Division 2247 968 785 1416 2247 63.01736 0.9880 197 1125 17.51111 0.9949 102 264 38.63636 0.8998 332 521 63.72361 0.9243 434 785 55.28662 0.9880 482 1422 33.89592 0.9795 918 2312 39.70588 0.9863 89 3.960837 0.1521 586 26.07922 0.261500 280 1640 17.07317 0.8724 139 456 30.48246 0.9812 487 2061 23.629306 0.9949 1607 2247 71.51758 0.9915 968 80 8.264463 0.6866 0 0.00000 0.2568 48 785 6.114650 0.8202 169 785 21.52866 0.9863 217 2247 9.657321 0.9607 4.9367 0.9932 3.2621 0.8503 0.9915 0.9864 3.7106 0.9167 12.9009 0.9745
49035100600 49 035 100600 UT Utah Salt Lake County 4 West Region 8 Mountain Division 5980 2278 1910 3375 5887 57.32971 0.9709 319 2820 11.31206 0.9384 322 1009 31.91278 0.7219 589 901 65.37181 0.9363 911 1910 47.69634 0.9572 1247 3537 35.25587 0.9846 2452 6255 39.20064 0.9846 504 8.428094 0.4940 1951 32.62542 0.572600 667 4569 14.59838 0.7705 379 1352 28.03254 0.9675 967 5275 18.331754 0.9812 4031 5980 67.40803 0.9863 2278 159 6.979807 0.6575 409 17.95435 0.9521 185 1910 9.685864 0.9366 300 1910 15.70681 0.9692 245 5980 4.096990 0.9094 4.8357 0.9915 3.7858 0.9745 0.9863 0.9813 4.4248 0.9864 14.0326 0.9932

2020

svi_2020_state %>% arrange(desc(RPL_THEME1)) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_20 E_HU_20 E_HH_20 E_POV150_20 ET_POVSTATUS_20 EP_POV150_20 EPL_POV150_20 E_UNEMP_20 ET_EMPSTATUS_20 EP_UNEMP_20 EPL_UNEMP_20 E_HBURD_OWN_20 ET_HOUSINGCOST_OWN_20 EP_HBURD_OWN_20 EPL_HBURD_OWN_20 E_HBURD_RENT_20 ET_HOUSINGCOST_RENT_20 EP_HBURD_RENT_20 EPL_HBURD_RENT_20 E_HBURD_20 ET_HOUSINGCOST_20 EP_HBURD_20 EPL_HBURD_20 E_NOHSDP_20 ET_EDSTATUS_20 EP_NOHSDP_20 EPL_NOHSDP_20 E_UNINSUR_20 ET_INSURSTATUS_20 EP_UNINSUR_20 EPL_UNINSUR_20 E_AGE65_20 EP_AGE65_20 EPL_AGE65_20 E_AGE17_20 EP_AGE17_20 EPL_AGE17_20 E_DISABL_20 ET_DISABLSTATUS_20 EP_DISABL_20 EPL_DISABL_20 E_SNGPNT_20 ET_FAMILIES_20 EP_SNGPNT_20 EPL_SNGPNT_20 E_LIMENG_20 ET_POPAGE5UP_20 EP_LIMENG_20 EPL_LIMENG_20 E_MINRTY_20 ET_POPETHRACE_20 EP_MINRTY_20 EPL_MINRTY_20 E_STRHU_20 E_MUNIT_20 EP_MUNIT_20 EPL_MUNIT_20 E_MOBILE_20 EP_MOBILE_20 EPL_MOBILE_20 E_CROWD_20 ET_OCCUPANTS_20 EP_CROWD_20 EPL_CROWD_20 E_NOVEH_20 ET_KNOWNVEH_20 EP_NOVEH_20 EPL_NOVEH_20 E_GROUPQ_20 ET_HHTYPE_20 EP_GROUPQ_20 EPL_GROUPQ_20 SPL_THEME1 RPL_THEME1 SPL_THEME2 RPL_THEME2 SPL_THEME3 RPL_THEME3 SPL_THEME4 RPL_THEME4 SPL_THEMES RPL_THEMES
49049980100 49 049 980100 UT Utah Utah County 4 West Region 8 Mountain Division 0 0 0 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 NaN NA 0 NaN NA 0 0.000 NaN NA 0 0.0000 NaN NA 0 0 NaN NA 0 0.000 NaN NA 0 0 NaN NA 0 NaN NA 0 0 NaN NA 0 0.000 NaN NA 0 0 NaN NA NA 1.0000 NA 1.0000 NA 1.0000 NA 1.0000 NA 1.0000
49045980000 49 045 980000 UT Utah Tooele County 4 West Region 8 Mountain Division 0 0 0 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 NaN NA 0 NaN NA 0 0.000 NaN NA 0 0.0000 NaN NA 0 0 NaN NA 0 0.000 NaN NA 0 0 NaN NA 0 NaN NA 0 0 NaN NA 0 0.000 NaN NA 0 0 NaN NA NA 0.9983 NA 0.9983 NA 0.9983 NA 0.9983 NA 0.9983
49035980000 49 035 980000 UT Utah Salt Lake County 4 West Region 8 Mountain Division 0 0 0 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 NaN NA 0 NaN NA 0 0.000 NaN NA 0 0.0000 NaN NA 0 0 NaN NA 0 0.000 NaN NA 0 0 NaN NA 0 NaN NA 0 0 NaN NA 0 0.000 NaN NA 0 0 NaN NA NA 0.9966 NA 0.9966 NA 0.9966 NA 0.9966 NA 0.9966
49035112818 49 035 112818 UT Utah Salt Lake County 4 West Region 8 Mountain Division 2281 0 0 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 628 2085 30.11990 0.9949 0 0 NaN NA 74 3.244191 0.04444 27 1.183691 0.005128 0 0.000 NaN NA 0 0.0000 NaN NA 63 2281 2.761947 0.7094 1065 2281.000 46.69005 0.9026 0 0 NaN NA 0 NaN NA 0 0 NaN NA 0 0.000 NaN NA 2281 2281 100.000000 1.0000 NA 0.9949 NA 0.9949 0.9026 0.8980 NA 0.9949 NA 0.9949
49035100308 49 035 100308 UT Utah Salt Lake County 4 West Region 8 Mountain Division 3937 1325 1252 1702 3937 43.23089 0.9521 170 1970 8.629442 0.9726 217 429 50.58275 0.9948 363 822 44.16058 0.6250 580 1251 46.36291 0.9726 393 2083 18.86702 0.9385 1393 3943 35.32843 0.9932 238 6.045212 0.15210 1229 31.216662 0.668400 325 2712.469 11.98170 0.4658 223 948.4347 23.51242 0.9195 341 3440 9.912791 0.9675 3038 3937.317 77.15915 0.9949 1325 353 26.64151 0.8801 0 0 0.2611 180 1252 14.376997 0.9846 227 1251.525 18.13787 0.9829 0 3937 0.000000 0.2479 4.8290 0.9932 3.1733 0.8214 0.9949 0.9898 3.3566 0.8214 12.3538 0.9762
49057201200 49 057 201200 UT Utah Weber County 4 West Region 8 Mountain Division 2373 948 763 1085 2362 45.93565 0.9623 134 1213 11.046991 0.9914 80 251 31.87251 0.9622 242 512 47.26562 0.7072 322 763 42.20183 0.9538 428 1480 28.91892 0.9897 386 2369 16.29379 0.8716 141 5.941846 0.14190 637 26.843658 0.400000 353 1732.000 20.38106 0.9161 145 451.0000 32.15078 0.9829 233 2260 10.309734 0.9778 1633 2373.000 68.81584 0.9880 948 158 16.66667 0.7774 0 0 0.2611 43 763 5.635649 0.8099 107 763.000 14.02359 0.9606 108 2373 4.551201 0.9248 4.7688 0.9915 3.4187 0.9133 0.9880 0.9830 3.7338 0.9116 12.9093 0.9898

Theme 1: SES Utah Least Vulnerable

2010

svi_2010_state %>% arrange((RPL_THEME1)) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_10 E_HU_10 E_HH_10 E_POV150_10 ET_POVSTATUS_10 EP_POV150_10 EPL_POV150_10 E_UNEMP_10 ET_EMPSTATUS_10 EP_UNEMP_10 EPL_UNEMP_10 E_HBURD_OWN_10 ET_HOUSINGCOST_OWN_10 EP_HBURD_OWN_10 EPL_HBURD_OWN_10 E_HBURD_RENT_10 ET_HOUSINGCOST_RENT_10 EP_HBURD_RENT_10 EPL_HBURD_RENT_10 E_HBURD_10 ET_HOUSINGCOST_10 EP_HBURD_10 EPL_HBURD_10 E_NOHSDP_10 ET_EDSTATUS_10 EP_NOHSDP_10 EPL_NOHSDP_10 E_UNINSUR_12 ET_INSURSTATUS_12 EP_UNINSUR_12 EPL_UNINSUR_12 E_AGE65_10 EP_AGE65_10 EPL_AGE65_10 E_AGE17_10 EP_AGE17_10 EPL_AGE17_10 E_DISABL_12 ET_DISABLSTATUS_12 EP_DISABL_12 EPL_DISABL_12 E_SNGPNT_10 ET_FAMILIES_10 EP_SNGPNT_10 EPL_SNGPNT_10 E_LIMENG_10 ET_POPAGE5UP_10 EP_LIMENG_10 EPL_LIMENG_10 E_MINRTY_10 ET_POPETHRACE_10 EP_MINRTY_10 EPL_MINRTY_10 E_STRHU_10 E_MUNIT_10 EP_MUNIT_10 EPL_MUNIT_10 E_MOBILE_10 EP_MOBILE_10 EPL_MOBILE_10 E_CROWD_10 ET_OCCUPANTS_10 EP_CROWD_10 EPL_CROWD_10 E_NOVEH_10 ET_KNOWNVEH_10 EP_NOVEH_10 EPL_NOVEH_10 E_GROUPQ_10 ET_HHTYPE_10 EP_GROUPQ_10 EPL_GROUPQ_10 SPL_THEME1 RPL_THEME1 SPL_THEME2 RPL_THEME2 SPL_THEME3 RPL_THEME3 SPL_THEME4 RPL_THEME4 SPL_THEMES RPL_THEMES
49043964203 49 043 964203 UT Utah Summit County 4 West Region 8 Mountain Division 57 1961 34 0 57 0.0000000 0.002568 0 44 0.000000 0.007705 0 34 0.00000 0.003454 0 0 NaN NA 0 34 0.00000 0.001712 0 57 0.0000000 0.009402 0 32 0.000000 0.002568 0 0.000000 0.005128 0 0.00000 0.002564 0 32 0.000000 0.002568 0 34 0.000000 0.009418 0 57 0.0000000 0.06838 21 57 36.842105 0.88380 1961 0 0.0000000 0.1618 91 4.6404895 0.7688 0 34 0.000000 0.06935 0 34 0.0000000 0.06164 0 57 0 0.4009 0.023955 0.001701 0.088058 0.001701 0.88380 0.87930 1.46249 0.11050 2.458303 0.001701
49035112614 49 035 112614 UT Utah Salt Lake County 4 West Region 8 Mountain Division 3259 1122 1113 37 3259 1.1353176 0.010270 37 1558 2.374840 0.101000 193 1092 17.67399 0.096720 8 21 38.09524 0.43630 201 1113 18.05930 0.046230 44 2129 2.0666980 0.126500 168 3091 5.435134 0.089040 499 15.311445 0.882100 831 25.49862 0.232500 234 2497 9.371246 0.327100 37 960 3.854167 0.119900 12 3151 0.3808315 0.23250 447 3259 13.715864 0.48210 1122 8 0.7130125 0.3836 0 0.0000000 0.2568 0 1113 0.000000 0.06935 23 1113 2.0664870 0.43490 0 3259 0 0.4009 0.373040 0.003401 1.794100 0.156500 0.48210 0.47960 1.54555 0.13100 4.194790 0.037410
49035110600 49 035 110600 UT Utah Salt Lake County 4 West Region 8 Mountain Division 5269 1924 1866 161 5269 3.0556083 0.029110 92 2591 3.550753 0.236300 311 1655 18.79154 0.120900 55 211 26.06635 0.20480 366 1866 19.61415 0.070210 61 3555 1.7158931 0.092310 128 5113 2.503423 0.017120 966 18.333650 0.952100 1210 22.96451 0.152100 462 3889 11.879661 0.571900 116 1491 7.780013 0.373300 28 4888 0.5728314 0.31790 301 5269 5.712659 0.11280 1924 25 1.2993763 0.4384 29 1.5072765 0.6318 0 1866 0.000000 0.06935 32 1866 1.7148982 0.39040 0 5269 0 0.4009 0.445050 0.005102 2.367300 0.411600 0.11280 0.11220 1.93085 0.27040 4.856000 0.085030
49035110104 49 035 110104 UT Utah Salt Lake County 4 West Region 8 Mountain Division 5323 2110 1883 310 5301 5.8479532 0.087330 31 2197 1.411015 0.030820 382 1823 20.95447 0.181300 0 60 0.00000 0.01893 382 1883 20.28678 0.089040 61 3602 1.6935036 0.088890 388 5406 7.177211 0.172900 1137 21.360135 0.982900 1415 26.58275 0.282100 422 4109 10.270139 0.416100 97 1513 6.411104 0.256800 94 5058 1.8584421 0.58290 618 5323 11.609994 0.38800 2110 11 0.5213270 0.3630 58 2.7488152 0.7106 34 1883 1.805629 0.39040 37 1883 1.9649495 0.41780 0 5323 0 0.4009 0.468980 0.006803 2.520800 0.498300 0.38800 0.38610 2.28270 0.39800 5.660480 0.187100
49035114800 49 035 114800 UT Utah Salt Lake County 4 West Region 8 Mountain Division 3355 1269 1183 24 3355 0.7153502 0.005137 59 1473 4.005431 0.301400 235 1117 21.03850 0.186500 0 66 0.00000 0.01893 235 1183 19.86475 0.077050 11 2296 0.4790941 0.023930 163 3789 4.301927 0.061640 650 19.374069 0.965800 819 24.41133 0.188000 268 2624 10.213415 0.414400 66 1009 6.541130 0.270500 32 3088 1.0362694 0.44790 230 3355 6.855440 0.15730 1269 0 0.0000000 0.1618 9 0.7092199 0.5651 0 1183 0.000000 0.06935 10 1183 0.8453085 0.20380 0 3355 0 0.4009 0.469157 0.008503 2.286600 0.358800 0.15730 0.15650 1.40095 0.09864 4.314007 0.045920
49011126104 49 011 126104 UT Utah Davis County 4 West Region 8 Mountain Division 9642 2287 2264 370 9626 3.8437565 0.042810 103 3820 2.696335 0.135300 601 2232 26.92652 0.494000 10 32 31.25000 0.29780 611 2264 26.98763 0.311600 31 4625 0.6702703 0.032480 335 10955 3.057964 0.027400 244 2.530595 0.076920 4513 46.80564 0.977800 203 5846 3.472460 0.022260 67 2210 3.031674 0.085620 47 8367 0.5617306 0.31110 203 9642 2.105372 0.01709 2287 0 0.0000000 0.1618 0 0.0000000 0.2568 54 2264 2.385159 0.46750 38 2264 1.6784452 0.38530 0 9642 0 0.4009 0.549590 0.010200 1.473700 0.069730 0.01709 0.01701 1.67230 0.17350 3.712680 0.015310

2020

svi_2020_state %>% arrange((RPL_THEME1)) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_20 E_HU_20 E_HH_20 E_POV150_20 ET_POVSTATUS_20 EP_POV150_20 EPL_POV150_20 E_UNEMP_20 ET_EMPSTATUS_20 EP_UNEMP_20 EPL_UNEMP_20 E_HBURD_OWN_20 ET_HOUSINGCOST_OWN_20 EP_HBURD_OWN_20 EPL_HBURD_OWN_20 E_HBURD_RENT_20 ET_HOUSINGCOST_RENT_20 EP_HBURD_RENT_20 EPL_HBURD_RENT_20 E_HBURD_20 ET_HOUSINGCOST_20 EP_HBURD_20 EPL_HBURD_20 E_NOHSDP_20 ET_EDSTATUS_20 EP_NOHSDP_20 EPL_NOHSDP_20 E_UNINSUR_20 ET_INSURSTATUS_20 EP_UNINSUR_20 EPL_UNINSUR_20 E_AGE65_20 EP_AGE65_20 EPL_AGE65_20 E_AGE17_20 EP_AGE17_20 EPL_AGE17_20 E_DISABL_20 ET_DISABLSTATUS_20 EP_DISABL_20 EPL_DISABL_20 E_SNGPNT_20 ET_FAMILIES_20 EP_SNGPNT_20 EPL_SNGPNT_20 E_LIMENG_20 ET_POPAGE5UP_20 EP_LIMENG_20 EPL_LIMENG_20 E_MINRTY_20 ET_POPETHRACE_20 EP_MINRTY_20 EPL_MINRTY_20 E_STRHU_20 E_MUNIT_20 EP_MUNIT_20 EPL_MUNIT_20 E_MOBILE_20 EP_MOBILE_20 EPL_MOBILE_20 E_CROWD_20 ET_OCCUPANTS_20 EP_CROWD_20 EPL_CROWD_20 E_NOVEH_20 ET_KNOWNVEH_20 EP_NOVEH_20 EPL_NOVEH_20 E_GROUPQ_20 ET_HHTYPE_20 EP_GROUPQ_20 EPL_GROUPQ_20 SPL_THEME1 RPL_THEME1 SPL_THEME2 RPL_THEME2 SPL_THEME3 RPL_THEME3 SPL_THEME4 RPL_THEME4 SPL_THEMES RPL_THEMES
49035110103 49 035 110103 UT Utah Salt Lake County 4 West Region 8 Mountain Division 3318 1659 1354 125 3318 3.767330 0.05137 22 1881 1.1695906 0.09075 129 1269 10.16548 0.06701 29 85 34.117647 0.37500 158 1354 11.66913 0.03253 1 2535 0.0394477 0.006838 31 3318 0.9342978 0.01541 586 17.66124 0.8530 595 17.93249 0.0906 252 2723.056 9.254309 0.23800 55 1010.1994 5.444470 0.2158 12 3196 0.3754693 0.29060 412 3317.621 12.418537 0.28030 1659 6 0.3616637 0.2688 0 0.000000 0.2611 6 1354 0.4431315 0.16610 20 1353.9036 1.4772101 0.35100 0 3318 0 0.2479 0.196898 0.001701 1.68800 0.11560 0.28030 0.27890 1.29490 0.088440 3.460098 0.013610
49011126203 49 011 126203 UT Utah Davis County 4 West Region 8 Mountain Division 4299 1304 1216 143 4266 3.352086 0.04110 27 1905 1.4173228 0.13180 132 1036 12.74131 0.14950 10 180 5.555556 0.03596 142 1216 11.67763 0.03425 11 2441 0.4506350 0.013680 58 4299 1.3491510 0.03082 473 11.00256 0.5060 1494 34.75227 0.8188 200 2804.974 7.130192 0.11640 99 1118.9008 8.847969 0.4606 0 3991 0.0000000 0.06923 372 4298.525 8.654132 0.13160 1304 0 0.0000000 0.1259 0 0.000000 0.2611 0 1216 0.0000000 0.05908 0 1215.9571 0.0000000 0.04966 0 4299 0 0.2479 0.251650 0.003401 1.97103 0.21600 0.13160 0.13100 0.74364 0.005952 3.097920 0.001701
49035103800 49 035 103800 UT Utah Salt Lake County 4 West Region 8 Mountain Division 2425 1033 1009 182 2425 7.505155 0.19350 12 1597 0.7514089 0.05137 80 697 11.47776 0.10480 68 312 21.794872 0.15070 148 1009 14.66799 0.08733 10 1638 0.6105006 0.030770 39 2425 1.6082474 0.05308 266 10.96907 0.5026 493 20.32990 0.1368 74 1932.000 3.830228 0.01884 38 520.0000 7.307692 0.3682 0 2240 0.0000000 0.06923 341 2425.000 14.061856 0.36240 1033 42 4.0658277 0.5171 0 0.000000 0.2611 0 1009 0.0000000 0.05908 7 1009.0000 0.6937562 0.19010 0 2425 0 0.2479 0.416050 0.005102 1.09567 0.02551 0.36240 0.36050 1.27528 0.083330 3.149400 0.005102
49035110900 49 035 110900 UT Utah Salt Lake County 4 West Region 8 Mountain Division 3970 1626 1530 215 3970 5.415617 0.11130 5 2189 0.2284148 0.01027 235 1251 18.78497 0.53090 8 279 2.867383 0.03082 243 1530 15.88235 0.11990 50 2898 1.7253278 0.129900 65 3965 1.6393443 0.05479 774 19.49622 0.9043 752 18.94207 0.1111 269 3213.071 8.372053 0.19520 101 1305.0267 7.739306 0.3870 41 3795 1.0803689 0.50600 671 3970.092 16.901373 0.46840 1626 0 0.0000000 0.1259 0 0.000000 0.2611 0 1530 0.0000000 0.05908 26 1530.0342 1.6993085 0.38180 0 3970 0 0.2479 0.426160 0.006803 2.10360 0.26960 0.46840 0.46600 1.07578 0.044220 4.073940 0.037410
49035104400 49 035 104400 UT Utah Salt Lake County 4 West Region 8 Mountain Division 2007 768 699 151 2000 7.550000 0.19860 13 1059 1.2275732 0.09932 63 586 10.75085 0.08591 17 113 15.044248 0.08562 80 699 11.44492 0.02740 17 1384 1.2283237 0.076920 30 2007 1.4947683 0.03767 388 19.33234 0.8991 470 23.41804 0.2291 145 1537.007 9.433922 0.25860 81 534.6576 15.149882 0.7346 5 1927 0.2594707 0.23760 75 2006.719 3.737444 0.01709 768 0 0.0000000 0.1259 10 1.302083 0.6507 0 699 0.0000000 0.05908 18 698.6393 2.5764370 0.50510 0 2007 0 0.2479 0.439910 0.008503 2.35900 0.40990 0.01709 0.01701 1.58868 0.165000 4.404680 0.054420
49035103600 49 035 103600 UT Utah Salt Lake County 4 West Region 8 Mountain Division 2900 1138 1057 172 2888 5.955679 0.13180 8 1718 0.4656577 0.02568 102 844 12.08531 0.12710 79 213 37.089202 0.45380 181 1057 17.12394 0.17290 29 1925 1.5064935 0.102600 31 2894 1.0711818 0.02226 385 13.27586 0.6530 696 24.00000 0.2479 132 2198.000 6.005459 0.05993 44 744.0000 5.913978 0.2603 0 2803 0.0000000 0.06923 324 2900.000 11.172414 0.22910 1138 7 0.6151142 0.3116 0 0.000000 0.2611 4 1057 0.3784295 0.14550 9 1057.0000 0.8514664 0.21920 0 2900 0 0.2479 0.455240 0.010200 1.29036 0.03571 0.22910 0.22790 1.18530 0.062930 3.160000 0.006803

Theme 2: Household Characteristics Utah Most Vulnerable

2010

svi_2010_state %>% arrange(desc(RPL_THEME2)) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_10 E_HU_10 E_HH_10 E_POV150_10 ET_POVSTATUS_10 EP_POV150_10 EPL_POV150_10 E_UNEMP_10 ET_EMPSTATUS_10 EP_UNEMP_10 EPL_UNEMP_10 E_HBURD_OWN_10 ET_HOUSINGCOST_OWN_10 EP_HBURD_OWN_10 EPL_HBURD_OWN_10 E_HBURD_RENT_10 ET_HOUSINGCOST_RENT_10 EP_HBURD_RENT_10 EPL_HBURD_RENT_10 E_HBURD_10 ET_HOUSINGCOST_10 EP_HBURD_10 EPL_HBURD_10 E_NOHSDP_10 ET_EDSTATUS_10 EP_NOHSDP_10 EPL_NOHSDP_10 E_UNINSUR_12 ET_INSURSTATUS_12 EP_UNINSUR_12 EPL_UNINSUR_12 E_AGE65_10 EP_AGE65_10 EPL_AGE65_10 E_AGE17_10 EP_AGE17_10 EPL_AGE17_10 E_DISABL_12 ET_DISABLSTATUS_12 EP_DISABL_12 EPL_DISABL_12 E_SNGPNT_10 ET_FAMILIES_10 EP_SNGPNT_10 EPL_SNGPNT_10 E_LIMENG_10 ET_POPAGE5UP_10 EP_LIMENG_10 EPL_LIMENG_10 E_MINRTY_10 ET_POPETHRACE_10 EP_MINRTY_10 EPL_MINRTY_10 E_STRHU_10 E_MUNIT_10 EP_MUNIT_10 EPL_MUNIT_10 E_MOBILE_10 EP_MOBILE_10 EPL_MOBILE_10 E_CROWD_10 ET_OCCUPANTS_10 EP_CROWD_10 EPL_CROWD_10 E_NOVEH_10 ET_KNOWNVEH_10 EP_NOVEH_10 EPL_NOVEH_10 E_GROUPQ_10 ET_HHTYPE_10 EP_GROUPQ_10 EPL_GROUPQ_10 SPL_THEME1 RPL_THEME1 SPL_THEME2 RPL_THEME2 SPL_THEME3 RPL_THEME3 SPL_THEME4 RPL_THEME4 SPL_THEMES RPL_THEMES
49049980100 49 049 980100 UT Utah Utah County 4 West Region 8 Mountain Division 0 0 0 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 NaN NA 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA NA 1.0000 NA 1.0000 NA 1.0000 NA 1.0000 NA 1.0000
49045980000 49 045 980000 UT Utah Tooele County 4 West Region 8 Mountain Division 0 0 0 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 NaN NA 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA NA 0.9983 NA 0.9983 NA 0.9983 NA 0.9983 NA 0.9983
49035980000 49 035 980000 UT Utah Salt Lake County 4 West Region 8 Mountain Division 0 0 0 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 NaN NA 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA NA 0.9966 NA 0.9966 NA 0.9966 NA 0.9966 NA 0.9966
49035112818 49 035 112818 UT Utah Salt Lake County 4 West Region 8 Mountain Division 1478 0 0 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 285 1303 21.87260 0.9333 0 0 NaN NA 68 4.600812 0.2068 0 0.00000 0.002564 0 0 NaN NA 0 0 NaN NA 28 1478 1.894452 0.5863 459 1478 31.05548 0.8376 0 0 NaN NA 0 NaN NA 0 0 NaN NA 0 0 NaN NA 1478 1478 100 1.0000 NA 0.9949 NA 0.9949 0.8376 0.8333 NA 0.9949 NA 0.9949
49035113802 49 035 113802 UT Utah Salt Lake County 4 West Region 8 Mountain Division 3739 1267 1177 1208 3720 32.47312 0.8442 89 1649 5.397210 0.5171 386 955 40.41885 0.9292 101 222 45.49550 0.6472 487 1177 41.37638 0.8682 431 2069 20.83132 0.9231 807 3701 21.80492 0.8065 367 9.815459 0.5915 1369 36.61407 0.781200 535 2497 21.42571 0.9777 211 946 22.30444 0.9092 369 3260 11.319018 0.9368 1610 3739 43.05964 0.9316 1267 93 7.340174 0.6661 145 11.444357 0.8750 104 1177 8.836024 0.9161 19 1177 1.614274 0.3750 0 3739 0 0.4009 3.9591 0.8827 4.1964 0.9932 0.9316 0.9269 3.2331 0.7908 12.3202 0.9490
49035102702 49 035 102702 UT Utah Salt Lake County 4 West Region 8 Mountain Division 3530 1113 1016 2160 3496 61.78490 0.9846 94 1560 6.025641 0.5839 169 424 39.85849 0.9206 305 592 51.52027 0.7625 474 1016 46.65354 0.9418 856 1678 51.01311 0.9983 1194 3495 34.16309 0.9640 250 7.082153 0.3949 1421 40.25496 0.887200 378 2022 18.69436 0.9212 212 647 32.76662 0.9880 878 3096 28.359173 1.0000 2575 3530 72.94618 0.9949 1113 304 27.313567 0.8904 72 6.469003 0.8082 266 1016 26.181102 0.9966 72 1016 7.086614 0.8322 0 3530 0 0.4009 4.4726 0.9558 4.1913 0.9915 0.9949 0.9898 3.9283 0.9507 13.5871 0.9898

2020

svi_2020_state %>% arrange(desc(RPL_THEME2)) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_20 E_HU_20 E_HH_20 E_POV150_20 ET_POVSTATUS_20 EP_POV150_20 EPL_POV150_20 E_UNEMP_20 ET_EMPSTATUS_20 EP_UNEMP_20 EPL_UNEMP_20 E_HBURD_OWN_20 ET_HOUSINGCOST_OWN_20 EP_HBURD_OWN_20 EPL_HBURD_OWN_20 E_HBURD_RENT_20 ET_HOUSINGCOST_RENT_20 EP_HBURD_RENT_20 EPL_HBURD_RENT_20 E_HBURD_20 ET_HOUSINGCOST_20 EP_HBURD_20 EPL_HBURD_20 E_NOHSDP_20 ET_EDSTATUS_20 EP_NOHSDP_20 EPL_NOHSDP_20 E_UNINSUR_20 ET_INSURSTATUS_20 EP_UNINSUR_20 EPL_UNINSUR_20 E_AGE65_20 EP_AGE65_20 EPL_AGE65_20 E_AGE17_20 EP_AGE17_20 EPL_AGE17_20 E_DISABL_20 ET_DISABLSTATUS_20 EP_DISABL_20 EPL_DISABL_20 E_SNGPNT_20 ET_FAMILIES_20 EP_SNGPNT_20 EPL_SNGPNT_20 E_LIMENG_20 ET_POPAGE5UP_20 EP_LIMENG_20 EPL_LIMENG_20 E_MINRTY_20 ET_POPETHRACE_20 EP_MINRTY_20 EPL_MINRTY_20 E_STRHU_20 E_MUNIT_20 EP_MUNIT_20 EPL_MUNIT_20 E_MOBILE_20 EP_MOBILE_20 EPL_MOBILE_20 E_CROWD_20 ET_OCCUPANTS_20 EP_CROWD_20 EPL_CROWD_20 E_NOVEH_20 ET_KNOWNVEH_20 EP_NOVEH_20 EPL_NOVEH_20 E_GROUPQ_20 ET_HHTYPE_20 EP_GROUPQ_20 EPL_GROUPQ_20 SPL_THEME1 RPL_THEME1 SPL_THEME2 RPL_THEME2 SPL_THEME3 RPL_THEME3 SPL_THEME4 RPL_THEME4 SPL_THEMES RPL_THEMES
49049980100 49 049 980100 UT Utah Utah County 4 West Region 8 Mountain Division 0 0 0 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 NaN NA 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA NA 1.0000 NA 1.0000 NA 1.0000 NA 1.0000 NA 1.0000
49045980000 49 045 980000 UT Utah Tooele County 4 West Region 8 Mountain Division 0 0 0 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 NaN NA 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA NA 0.9983 NA 0.9983 NA 0.9983 NA 0.9983 NA 0.9983
49035980000 49 035 980000 UT Utah Salt Lake County 4 West Region 8 Mountain Division 0 0 0 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 NaN NA 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA NA 0.9966 NA 0.9966 NA 0.9966 NA 0.9966 NA 0.9966
49035112818 49 035 112818 UT Utah Salt Lake County 4 West Region 8 Mountain Division 2281 0 0 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 628 2085 30.11990 0.9949 0 0 NaN NA 74 3.244191 0.04444 27 1.183691 0.005128 0 0 NaN NA 0 0 NaN NA 63 2281 2.761947 0.7094 1065 2281 46.69005 0.9026 0 0 NaN NA 0 NaN NA 0 0 NaN NA 0 0 NaN NA 2281 2281 100.0000000 1.0000 NA 0.9949 NA 0.9949 0.9026 0.8980 NA 0.9949 NA 0.9949
49035113802 49 035 113802 UT Utah Salt Lake County 4 West Region 8 Mountain Division 3958 1245 1169 855 3942 21.68950 0.7209 126 1768 7.126697 0.9247 242 968 25.00000 0.8385 42 201 20.89552 0.1404 284 1169 24.29427 0.5017 376 2171 17.31921 0.9179 934 3958 23.597777 0.9606 435 10.990399 0.50430 1431 36.154623 0.870100 523 2527 20.69648 0.9229 169 897 18.84058 0.8545 253 3562 7.102751 0.9282 2144 3958 54.16877 0.9453 1245 56 4.497992 0.5257 207 16.626506 0.9658 98 1169 8.383233 0.9178 31 1169 2.651839 0.5137 0 3958 0.0000000 0.2479 4.0258 0.9116 4.0800 0.9932 0.9453 0.9405 3.1709 0.7653 12.2220 0.9592
49057200300 49 057 200300 UT Utah Weber County 4 West Region 8 Mountain Division 8372 2756 2696 1841 8315 22.14071 0.7346 267 3904 6.839139 0.9127 246 1761 13.96934 0.1942 434 935 46.41711 0.6747 680 2696 25.22255 0.5531 1146 4982 23.00281 0.9590 714 8246 8.658744 0.5668 924 11.036789 0.51280 2627 31.378404 0.678600 1106 5622 19.67271 0.9058 522 1853 28.17053 0.9692 568 7657 7.418049 0.9333 3741 8372 44.68466 0.8855 2756 191 6.930334 0.5873 204 7.402032 0.8579 117 2696 4.339763 0.7260 186 2696 6.899110 0.8373 57 8372 0.6808409 0.6752 3.7262 0.8520 3.9997 0.9915 0.8855 0.8810 3.6837 0.9014 12.2951 0.9626

Theme 2: Household Characteristics Utah Least Vulnerable

2010

svi_2010_state %>% arrange((RPL_THEME2)) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_10 E_HU_10 E_HH_10 E_POV150_10 ET_POVSTATUS_10 EP_POV150_10 EPL_POV150_10 E_UNEMP_10 ET_EMPSTATUS_10 EP_UNEMP_10 EPL_UNEMP_10 E_HBURD_OWN_10 ET_HOUSINGCOST_OWN_10 EP_HBURD_OWN_10 EPL_HBURD_OWN_10 E_HBURD_RENT_10 ET_HOUSINGCOST_RENT_10 EP_HBURD_RENT_10 EPL_HBURD_RENT_10 E_HBURD_10 ET_HOUSINGCOST_10 EP_HBURD_10 EPL_HBURD_10 E_NOHSDP_10 ET_EDSTATUS_10 EP_NOHSDP_10 EPL_NOHSDP_10 E_UNINSUR_12 ET_INSURSTATUS_12 EP_UNINSUR_12 EPL_UNINSUR_12 E_AGE65_10 EP_AGE65_10 EPL_AGE65_10 E_AGE17_10 EP_AGE17_10 EPL_AGE17_10 E_DISABL_12 ET_DISABLSTATUS_12 EP_DISABL_12 EPL_DISABL_12 E_SNGPNT_10 ET_FAMILIES_10 EP_SNGPNT_10 EPL_SNGPNT_10 E_LIMENG_10 ET_POPAGE5UP_10 EP_LIMENG_10 EPL_LIMENG_10 E_MINRTY_10 ET_POPETHRACE_10 EP_MINRTY_10 EPL_MINRTY_10 E_STRHU_10 E_MUNIT_10 EP_MUNIT_10 EPL_MUNIT_10 E_MOBILE_10 EP_MOBILE_10 EPL_MOBILE_10 E_CROWD_10 ET_OCCUPANTS_10 EP_CROWD_10 EPL_CROWD_10 E_NOVEH_10 ET_KNOWNVEH_10 EP_NOVEH_10 EPL_NOVEH_10 E_GROUPQ_10 ET_HHTYPE_10 EP_GROUPQ_10 EPL_GROUPQ_10 SPL_THEME1 RPL_THEME1 SPL_THEME2 RPL_THEME2 SPL_THEME3 RPL_THEME3 SPL_THEME4 RPL_THEME4 SPL_THEMES RPL_THEMES
49043964203 49 043 964203 UT Utah Summit County 4 West Region 8 Mountain Division 57 1961 34 0 57 0.00000 0.002568 0 44 0.000000 0.007705 0 34 0.00000 0.003454 0 0 NaN NA 0 34 0.00000 0.001712 0 57 0.000000 0.009402 0 32 0.000000 0.002568 0 0.0000000 0.005128 0 0.000000 0.002564 0 32 0.000000 0.002568 0 34 0.000000 0.009418 0 57 0.0000000 0.06838 21 57 36.84211 0.8838 1961 0 0.00000 0.1618 91 4.64049 0.7688 0 34 0.000000 0.06935 0 34 0.000000 0.06164 0 57 0.00000 0.4009 0.023955 0.001701 0.088058 0.001701 0.8838 0.8793 1.46249 0.1105 2.458303 0.001701
49049001602 49 049 001602 UT Utah Utah County 4 West Region 8 Mountain Division 6556 225 225 966 1071 90.19608 1.000000 376 2444 15.384615 0.988000 0 0 NaN NA 103 225 45.77778 0.6532 103 225 45.77778 0.931500 0 180 0.000000 0.009402 246 5745 4.281984 0.059930 0 0.0000000 0.005128 153 2.333740 0.006838 56 1021 5.484819 0.070210 0 20 0.000000 0.009418 19 6547 0.2902093 0.20000 819 6556 12.49237 0.4274 225 216 96.00000 1.0000 0 0.00000 0.2568 114 225 50.666667 1.00000 31 225 13.777778 0.95890 5485 6556 83.66382 0.9983 2.988832 0.653100 0.291594 0.003401 0.4274 0.4252 4.21400 0.9762 7.921826 0.483000
49049001801 49 049 001801 UT Utah Utah County 4 West Region 8 Mountain Division 6788 1969 1900 5371 6788 79.12493 0.996600 258 5127 5.032183 0.460600 28 119 23.52941 0.316100 1179 1781 66.19876 0.9484 1207 1900 63.52632 0.996600 0 955 0.000000 0.009402 272 6611 4.114355 0.056510 28 0.4124926 0.011970 112 1.649971 0.005128 111 6493 1.709533 0.010270 0 609 0.000000 0.009418 35 6676 0.5242660 0.29400 911 6788 13.42074 0.4684 1969 1010 51.29507 0.9675 0 0.00000 0.2568 305 1900 16.052632 0.98290 81 1900 4.263158 0.67640 0 6788 0.00000 0.4009 2.519712 0.532300 0.330786 0.005102 0.4684 0.4660 3.28450 0.8112 6.603398 0.312900
49049001601 49 049 001601 UT Utah Utah County 4 West Region 8 Mountain Division 3437 1066 994 2852 3437 82.97934 0.998300 194 2267 8.557565 0.832200 0 0 NaN NA 620 994 62.37425 0.9174 620 994 62.37425 0.994900 24 506 4.743083 0.319700 88 3625 2.427586 0.015410 22 0.6400931 0.018800 159 4.626127 0.013680 45 2789 1.613482 0.006849 0 279 0.000000 0.009418 54 3292 1.6403402 0.54700 650 3437 18.91184 0.6735 1066 871 81.70732 0.9932 0 0.00000 0.2568 112 994 11.267606 0.96400 70 994 7.042254 0.83050 0 3437 0.00000 0.4009 3.160510 0.692200 0.595747 0.006803 0.6735 0.6701 3.44540 0.8741 7.875157 0.477900
49005000702 49 005 000702 UT Utah Cache County 4 West Region 8 Mountain Division 3435 623 564 1253 1757 71.31474 0.991400 269 2101 12.803427 0.962300 0 0 NaN NA 322 564 57.09220 0.8657 322 564 57.09220 0.991400 9 446 2.017937 0.117900 493 3185 15.478807 0.606200 10 0.2911208 0.010260 160 4.657933 0.015380 0 1133 0.000000 0.002568 10 388 2.577320 0.059930 46 3295 1.3960546 0.50940 709 3435 20.64047 0.6974 623 425 68.21830 0.9812 0 0.00000 0.2568 93 564 16.489362 0.98460 47 564 8.333333 0.86640 1678 3435 48.85007 0.9949 3.669200 0.845200 0.597538 0.008503 0.6974 0.6939 4.08390 0.9660 9.048038 0.675200
49049002201 49 049 002201 UT Utah Utah County 4 West Region 8 Mountain Division 4297 1552 1446 1287 4297 29.95113 0.815100 139 2840 4.894366 0.434900 256 718 35.65460 0.834200 414 728 56.86813 0.8623 670 1446 46.33472 0.938400 51 1910 2.670157 0.162400 1213 5110 23.737769 0.837300 39 0.9076100 0.022220 967 22.504073 0.145300 207 3509 5.899117 0.087330 27 741 3.643725 0.109600 22 3875 0.5677419 0.31620 899 4297 20.92157 0.7043 1552 604 38.91753 0.9418 0 0.00000 0.2568 39 1446 2.697095 0.53340 19 1446 1.313970 0.29450 0 4297 0.00000 0.4009 3.188100 0.699000 0.680650 0.010200 0.7043 0.7007 2.42740 0.4592 7.000450 0.357100

2020

svi_2020_state %>% arrange((RPL_THEME2)) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_20 E_HU_20 E_HH_20 E_POV150_20 ET_POVSTATUS_20 EP_POV150_20 EPL_POV150_20 E_UNEMP_20 ET_EMPSTATUS_20 EP_UNEMP_20 EPL_UNEMP_20 E_HBURD_OWN_20 ET_HOUSINGCOST_OWN_20 EP_HBURD_OWN_20 EPL_HBURD_OWN_20 E_HBURD_RENT_20 ET_HOUSINGCOST_RENT_20 EP_HBURD_RENT_20 EPL_HBURD_RENT_20 E_HBURD_20 ET_HOUSINGCOST_20 EP_HBURD_20 EPL_HBURD_20 E_NOHSDP_20 ET_EDSTATUS_20 EP_NOHSDP_20 EPL_NOHSDP_20 E_UNINSUR_20 ET_INSURSTATUS_20 EP_UNINSUR_20 EPL_UNINSUR_20 E_AGE65_20 EP_AGE65_20 EPL_AGE65_20 E_AGE17_20 EP_AGE17_20 EPL_AGE17_20 E_DISABL_20 ET_DISABLSTATUS_20 EP_DISABL_20 EPL_DISABL_20 E_SNGPNT_20 ET_FAMILIES_20 EP_SNGPNT_20 EPL_SNGPNT_20 E_LIMENG_20 ET_POPAGE5UP_20 EP_LIMENG_20 EPL_LIMENG_20 E_MINRTY_20 ET_POPETHRACE_20 EP_MINRTY_20 EPL_MINRTY_20 E_STRHU_20 E_MUNIT_20 EP_MUNIT_20 EPL_MUNIT_20 E_MOBILE_20 EP_MOBILE_20 EPL_MOBILE_20 E_CROWD_20 ET_OCCUPANTS_20 EP_CROWD_20 EPL_CROWD_20 E_NOVEH_20 ET_KNOWNVEH_20 EP_NOVEH_20 EPL_NOVEH_20 E_GROUPQ_20 ET_HHTYPE_20 EP_GROUPQ_20 EPL_GROUPQ_20 SPL_THEME1 RPL_THEME1 SPL_THEME2 RPL_THEME2 SPL_THEME3 RPL_THEME3 SPL_THEME4 RPL_THEME4 SPL_THEMES RPL_THEMES
49049001602 49 049 001602 UT Utah Utah County 4 West Region 8 Mountain Division 3414 280 230 1200 1341 89.48546 1.0000 213 2231 9.547288 0.9829 0 0 NaN NA 107 230 46.52174 0.6832 107 230 46.52174 0.9743 7 190 3.6842105 0.31790 247 3414 7.234915 0.4640 0 0.0000000 0.003419 35 1.025190 0.003419 54 1326.000 4.072398 0.020550 0 44.0000 0.000000 0.007705 0 3414 0.0000000 0.06923 409 3414.000 11.980082 0.2684 280 239 85.35714 0.9932 0 0.0000000 0.2611 175 230 76.086956 1.0000 0 230.0000 0.0000000 0.04966 2073 3414 60.7205624 0.9966 3.73910 0.8537 0.104323 0.001701 0.2684 0.2670 3.30056 0.8044 7.412383 0.4048
49049001702 49 049 001702 UT Utah Utah County 4 West Region 8 Mountain Division 4533 1152 1099 1940 3797 51.09297 0.9795 143 2898 4.934437 0.7449 43 286 15.03496 0.249100 328 813 40.34440 0.5325 371 1099 33.75796 0.8476 27 1377 1.9607843 0.16580 210 4533 4.632694 0.2500 154 3.3973086 0.049570 570 12.574454 0.052990 165 3234.000 5.102041 0.029110 17 556.0001 3.057554 0.094180 35 4372 0.8005489 0.43250 722 4533.000 15.927641 0.4325 1152 406 35.24306 0.9195 0 0.0000000 0.2611 117 1099 10.646042 0.9572 48 1099.0001 4.3676066 0.67810 736 4533 16.2364880 0.9812 2.98780 0.6395 0.658350 0.003401 0.4325 0.4303 3.79710 0.9405 7.875750 0.4592
49049001603 49 049 001603 UT Utah Utah County 4 West Region 8 Mountain Division 3548 856 856 1824 2571 70.94516 0.9932 153 2345 6.524520 0.8921 0 7 0.00000 0.002577 694 849 81.74323 0.9966 694 856 81.07477 1.0000 23 977 2.3541453 0.20340 176 3548 4.960541 0.2671 67 1.8883878 0.022220 282 7.948140 0.029060 217 2290.498 9.473922 0.263700 0 853.7405 0.000000 0.007705 22 3302 0.6662629 0.39830 702 3548.399 19.783567 0.5521 856 453 52.92056 0.9658 0 0.0000000 0.2611 77 856 8.995327 0.9264 29 856.3159 3.3866008 0.59420 1543 3548 43.4892897 0.9932 3.35580 0.7721 0.720985 0.005102 0.5521 0.5493 3.74070 0.9218 8.369585 0.5527
49049001601 49 049 001601 UT Utah Utah County 4 West Region 8 Mountain Division 4509 899 848 2002 2630 76.12167 0.9966 154 3016 5.106101 0.7603 0 19 0.00000 0.002577 572 829 68.99879 0.9829 572 848 67.45283 0.9983 27 806 3.3498759 0.28890 273 4509 6.054558 0.3579 19 0.4213795 0.011970 223 4.945664 0.015380 194 2408.000 8.056478 0.174700 0 540.0000 0.000000 0.007705 62 4327 1.4328634 0.57260 952 4509.000 21.113329 0.5915 899 674 74.97219 0.9897 0 0.0000000 0.2611 174 848 20.518868 0.9949 58 848.0000 6.8396226 0.83390 1995 4509 44.2448436 0.9949 3.40200 0.7908 0.782355 0.006803 0.5915 0.5884 4.07450 0.9609 8.850355 0.6122
49005000702 49 005 000702 UT Utah Cache County 4 West Region 8 Mountain Division 2734 636 601 1289 1668 77.27818 0.9983 68 1531 4.441541 0.6764 0 0 NaN NA 377 601 62.72879 0.9452 377 601 62.72879 0.9966 4 465 0.8602151 0.04786 173 2727 6.343968 0.3818 0 0.0000000 0.003419 270 9.875640 0.037610 37 1398.000 2.646638 0.006849 12 529.0000 2.268431 0.061640 67 2541 2.6367572 0.69570 499 2734.000 18.251646 0.5197 636 439 69.02516 0.9812 0 0.0000000 0.2611 69 601 11.480865 0.9675 6 601.0000 0.9983361 0.25170 1066 2734 38.9904901 0.9915 3.10096 0.6939 0.805218 0.008503 0.5197 0.5170 3.45300 0.8350 7.878878 0.4609
49005000800 49 005 000800 UT Utah Cache County 4 West Region 8 Mountain Division 4907 2348 2016 2380 4844 49.13295 0.9760 147 3607 4.075409 0.6387 69 244 28.27869 0.924400 829 1772 46.78330 0.6901 898 2016 44.54365 0.9623 104 1730 6.0115607 0.53500 364 4907 7.417974 0.4829 182 3.7089872 0.059830 514 10.474832 0.044440 266 4347.000 6.119163 0.068490 21 976.0000 2.151639 0.056510 71 4665 1.5219721 0.58290 392 4907.000 7.988588 0.1026 2348 451 19.20784 0.8116 13 0.5536627 0.5668 58 2016 2.876984 0.5822 115 2016.0000 5.7043651 0.78250 46 4907 0.9374363 0.7077 3.59490 0.8333 0.812170 0.010200 0.1026 0.1020 3.45080 0.8333 7.960470 0.4779

Theme 3: Racial & Ethnic Minority Status Utah Most Vulnerable

2010

svi_2010_state %>% arrange(desc(RPL_THEME3)) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_10 E_HU_10 E_HH_10 E_POV150_10 ET_POVSTATUS_10 EP_POV150_10 EPL_POV150_10 E_UNEMP_10 ET_EMPSTATUS_10 EP_UNEMP_10 EPL_UNEMP_10 E_HBURD_OWN_10 ET_HOUSINGCOST_OWN_10 EP_HBURD_OWN_10 EPL_HBURD_OWN_10 E_HBURD_RENT_10 ET_HOUSINGCOST_RENT_10 EP_HBURD_RENT_10 EPL_HBURD_RENT_10 E_HBURD_10 ET_HOUSINGCOST_10 EP_HBURD_10 EPL_HBURD_10 E_NOHSDP_10 ET_EDSTATUS_10 EP_NOHSDP_10 EPL_NOHSDP_10 E_UNINSUR_12 ET_INSURSTATUS_12 EP_UNINSUR_12 EPL_UNINSUR_12 E_AGE65_10 EP_AGE65_10 EPL_AGE65_10 E_AGE17_10 EP_AGE17_10 EPL_AGE17_10 E_DISABL_12 ET_DISABLSTATUS_12 EP_DISABL_12 EPL_DISABL_12 E_SNGPNT_10 ET_FAMILIES_10 EP_SNGPNT_10 EPL_SNGPNT_10 E_LIMENG_10 ET_POPAGE5UP_10 EP_LIMENG_10 EPL_LIMENG_10 E_MINRTY_10 ET_POPETHRACE_10 EP_MINRTY_10 EPL_MINRTY_10 E_STRHU_10 E_MUNIT_10 EP_MUNIT_10 EPL_MUNIT_10 E_MOBILE_10 EP_MOBILE_10 EPL_MOBILE_10 E_CROWD_10 ET_OCCUPANTS_10 EP_CROWD_10 EPL_CROWD_10 E_NOVEH_10 ET_KNOWNVEH_10 EP_NOVEH_10 EPL_NOVEH_10 E_GROUPQ_10 ET_HHTYPE_10 EP_GROUPQ_10 EPL_GROUPQ_10 SPL_THEME1 RPL_THEME1 SPL_THEME2 RPL_THEME2 SPL_THEME3 RPL_THEME3 SPL_THEME4 RPL_THEME4 SPL_THEMES RPL_THEMES
49049980100 49 049 980100 UT Utah Utah County 4 West Region 8 Mountain Division 0 0 0 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 NaN NA 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA NA 1.0000 NA 1.0000 NA 1.0000 NA 1.0000 NA 1.0000
49045980000 49 045 980000 UT Utah Tooele County 4 West Region 8 Mountain Division 0 0 0 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 NaN NA 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA NA 0.9983 NA 0.9983 NA 0.9983 NA 0.9983 NA 0.9983
49035980000 49 035 980000 UT Utah Salt Lake County 4 West Region 8 Mountain Division 0 0 0 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 NaN NA 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA NA 0.9966 NA 0.9966 NA 0.9966 NA 0.9966 NA 0.9966
49037942000 49 037 942000 UT Utah San Juan County 4 West Region 8 Mountain Division 3792 1564 1013 1985 3792 52.34705 0.9589 82 1126 7.282416 0.7140 195 946 20.61311 0.16410 7 67 10.44776 0.0525 202 1013 19.94077 0.08219 551 2009 27.42658 0.9641 1567 3521 44.50440 1.0000 277 7.304852 0.4120 1323 34.88924 0.6838 492 2358 20.86514 0.9658 184 770 23.89610 0.9298 483 3479 13.88330 0.9624 3631 3792 95.75422 1.0000 1564 30 1.9181586 0.4812 410 26.21483 0.9880 241 1013 23.790721 0.9949 94 1013 9.279368 0.8921 0 3792 0 0.4009 3.71919 0.8571 3.9538 0.9813 1.0000 0.9949 3.7571 0.9218 12.43009 0.9524
49037942100 49 037 942100 UT Utah San Juan County 4 West Region 8 Mountain Division 2420 1027 591 1491 2420 61.61157 0.9829 49 714 6.862745 0.6747 79 457 17.28665 0.09326 30 134 22.38806 0.1480 109 591 18.44332 0.05479 331 1278 25.89984 0.9573 1088 2806 38.77406 0.9795 151 6.239669 0.3333 903 37.31405 0.8051 289 1704 16.96009 0.8664 125 462 27.05628 0.9640 260 2163 12.02034 0.9453 2303 2420 95.16529 0.9983 1027 5 0.4868549 0.3562 305 29.69815 0.9932 168 591 28.426396 0.9983 25 591 4.230118 0.6729 0 2420 0 0.4009 3.64919 0.8401 3.9141 0.9796 0.9983 0.9932 3.4215 0.8656 11.98309 0.9269
49057201800 49 057 201800 UT Utah Weber County 4 West Region 8 Mountain Division 1768 759 616 895 1761 50.82340 0.9538 101 850 11.882353 0.9521 89 222 40.09009 0.92400 200 394 50.76142 0.7367 289 616 46.91558 0.94520 540 991 54.49041 1.0000 536 1790 29.94413 0.9349 205 11.595023 0.7145 571 32.29638 0.5573 209 1220 17.13115 0.8767 110 379 29.02375 0.9743 298 1611 18.49783 0.9829 1491 1768 84.33258 0.9966 759 34 4.4795784 0.5925 0 0.00000 0.2568 55 616 8.928571 0.9178 80 616 12.987013 0.9469 0 1768 0 0.4009 4.78600 0.9864 4.1057 0.9898 0.9966 0.9915 3.1149 0.7619 13.00320 0.9779

2020

svi_2020_state %>% arrange(desc(RPL_THEME3)) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_20 E_HU_20 E_HH_20 E_POV150_20 ET_POVSTATUS_20 EP_POV150_20 EPL_POV150_20 E_UNEMP_20 ET_EMPSTATUS_20 EP_UNEMP_20 EPL_UNEMP_20 E_HBURD_OWN_20 ET_HOUSINGCOST_OWN_20 EP_HBURD_OWN_20 EPL_HBURD_OWN_20 E_HBURD_RENT_20 ET_HOUSINGCOST_RENT_20 EP_HBURD_RENT_20 EPL_HBURD_RENT_20 E_HBURD_20 ET_HOUSINGCOST_20 EP_HBURD_20 EPL_HBURD_20 E_NOHSDP_20 ET_EDSTATUS_20 EP_NOHSDP_20 EPL_NOHSDP_20 E_UNINSUR_20 ET_INSURSTATUS_20 EP_UNINSUR_20 EPL_UNINSUR_20 E_AGE65_20 EP_AGE65_20 EPL_AGE65_20 E_AGE17_20 EP_AGE17_20 EPL_AGE17_20 E_DISABL_20 ET_DISABLSTATUS_20 EP_DISABL_20 EPL_DISABL_20 E_SNGPNT_20 ET_FAMILIES_20 EP_SNGPNT_20 EPL_SNGPNT_20 E_LIMENG_20 ET_POPAGE5UP_20 EP_LIMENG_20 EPL_LIMENG_20 E_MINRTY_20 ET_POPETHRACE_20 EP_MINRTY_20 EPL_MINRTY_20 E_STRHU_20 E_MUNIT_20 EP_MUNIT_20 EPL_MUNIT_20 E_MOBILE_20 EP_MOBILE_20 EPL_MOBILE_20 E_CROWD_20 ET_OCCUPANTS_20 EP_CROWD_20 EPL_CROWD_20 E_NOVEH_20 ET_KNOWNVEH_20 EP_NOVEH_20 EPL_NOVEH_20 E_GROUPQ_20 ET_HHTYPE_20 EP_GROUPQ_20 EPL_GROUPQ_20 SPL_THEME1 RPL_THEME1 SPL_THEME2 RPL_THEME2 SPL_THEME3 RPL_THEME3 SPL_THEME4 RPL_THEME4 SPL_THEMES RPL_THEMES
49049980100 49 049 980100 UT Utah Utah County 4 West Region 8 Mountain Division 0 0 0 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 NaN NA 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA NA 1.0000 NA 1.0000 NA 1.0000 NA 1.0000 NA 1.0000
49045980000 49 045 980000 UT Utah Tooele County 4 West Region 8 Mountain Division 0 0 0 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 NaN NA 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA NA 0.9983 NA 0.9983 NA 0.9983 NA 0.9983 NA 0.9983
49035980000 49 035 980000 UT Utah Salt Lake County 4 West Region 8 Mountain Division 0 0 0 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 NaN NA 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA NA 0.9966 NA 0.9966 NA 0.9966 NA 0.9966 NA 0.9966
49037942000 49 037 942000 UT Utah San Juan County 4 West Region 8 Mountain Division 3849 1512 1001 1828 3849 47.49286 0.9692 398 1511 26.340172 1.0000 118 853 13.83353 0.1924 15 148 10.135135 0.04795 133 1001 13.28671 0.06164 524 2240 23.39286 0.9624 1162 3846 30.21321 0.9897 364 9.457002 0.39320 1220 31.69654 0.6940 694 2626 26.42803 0.9914 205 785 26.11465 0.9538 232 3514 6.602163 0.9162 3809 3849 98.96077 1.0000 1512 5 0.3306878 0.2654 476 31.4814815 0.9932 203 1001 20.279720 0.9932 109 1001 10.889111 0.9212 0 3849 0.0000000 0.2479 3.98294 0.9031 3.94860 0.9898 1.0000 0.9949 3.4209 0.8282 12.35244 0.9728
49037942100 49 037 942100 UT Utah San Juan County 4 West Region 8 Mountain Division 2427 918 704 1445 2427 59.53852 0.9863 239 978 24.437628 0.9983 71 570 12.45614 0.1375 10 134 7.462687 0.03938 81 704 11.50568 0.03082 341 1499 22.74850 0.9573 903 2427 37.20643 0.9966 285 11.742892 0.55900 682 28.10054 0.4803 444 1745 25.44413 0.9880 155 427 36.29977 0.9932 126 2282 5.521472 0.8735 2364 2427 97.40420 0.9983 918 0 0.0000000 0.1259 202 22.0043573 0.9846 154 704 21.875000 0.9983 96 704 13.636364 0.9538 14 2427 0.5768438 0.6547 3.96932 0.8997 3.89400 0.9864 0.9983 0.9932 3.7173 0.9065 12.57892 0.9813
49035100306 49 035 100306 UT Utah Salt Lake County 4 West Region 8 Mountain Division 6118 2059 1986 1961 6031 32.51534 0.8887 173 3267 5.295378 0.7842 377 779 48.39538 0.9931 385 1207 31.897266 0.32880 762 1986 38.36858 0.91270 802 3143 25.51702 0.9761 1487 6031 24.65594 0.9692 291 4.756456 0.08205 1824 29.81366 0.5709 516 4207 12.26527 0.4949 198 1095 18.08219 0.8305 612 5705 10.727432 0.9812 4759 6118 77.78686 0.9966 2059 766 37.2025255 0.9315 8 0.3885381 0.5428 157 1986 7.905337 0.9041 167 1986 8.408862 0.8836 130 6118 2.1248774 0.8376 4.53090 0.9796 2.95955 0.7398 0.9966 0.9915 4.0996 0.9660 12.58665 0.9830

Theme 3: Racial & Ethnic Minority Status Utah Least Vulnerable

2010

svi_2010_state %>% arrange((RPL_THEME3)) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_10 E_HU_10 E_HH_10 E_POV150_10 ET_POVSTATUS_10 EP_POV150_10 EPL_POV150_10 E_UNEMP_10 ET_EMPSTATUS_10 EP_UNEMP_10 EPL_UNEMP_10 E_HBURD_OWN_10 ET_HOUSINGCOST_OWN_10 EP_HBURD_OWN_10 EPL_HBURD_OWN_10 E_HBURD_RENT_10 ET_HOUSINGCOST_RENT_10 EP_HBURD_RENT_10 EPL_HBURD_RENT_10 E_HBURD_10 ET_HOUSINGCOST_10 EP_HBURD_10 EPL_HBURD_10 E_NOHSDP_10 ET_EDSTATUS_10 EP_NOHSDP_10 EPL_NOHSDP_10 E_UNINSUR_12 ET_INSURSTATUS_12 EP_UNINSUR_12 EPL_UNINSUR_12 E_AGE65_10 EP_AGE65_10 EPL_AGE65_10 E_AGE17_10 EP_AGE17_10 EPL_AGE17_10 E_DISABL_12 ET_DISABLSTATUS_12 EP_DISABL_12 EPL_DISABL_12 E_SNGPNT_10 ET_FAMILIES_10 EP_SNGPNT_10 EPL_SNGPNT_10 E_LIMENG_10 ET_POPAGE5UP_10 EP_LIMENG_10 EPL_LIMENG_10 E_MINRTY_10 ET_POPETHRACE_10 EP_MINRTY_10 EPL_MINRTY_10 E_STRHU_10 E_MUNIT_10 EP_MUNIT_10 EPL_MUNIT_10 E_MOBILE_10 EP_MOBILE_10 EPL_MOBILE_10 E_CROWD_10 ET_OCCUPANTS_10 EP_CROWD_10 EPL_CROWD_10 E_NOVEH_10 ET_KNOWNVEH_10 EP_NOVEH_10 EPL_NOVEH_10 E_GROUPQ_10 ET_HHTYPE_10 EP_GROUPQ_10 EPL_GROUPQ_10 SPL_THEME1 RPL_THEME1 SPL_THEME2 RPL_THEME2 SPL_THEME3 RPL_THEME3 SPL_THEME4 RPL_THEME4 SPL_THEMES RPL_THEMES
49005980100 49 005 980100 UT Utah Cache County 4 West Region 8 Mountain Division 141 238 48 0 141 0.000000 0.002568 0 60 0.000000 0.007705 9 48 18.75000 0.119200 0 0 NaN NA 9 48 18.75000 0.058220 0 98 0.000000 0.009402 34 169 20.118343 0.7688 30 21.27660 0.981200 43 30.496454 0.45300 40 139 28.776978 0.99660 0 18 0.000000 0.009418 0 116 0.0000000 0.06838 0 141 0.0000000 0.003419 238 0 0.000000 0.1618 42 17.647059 0.9503 0 48 0.000000 0.06935 0 48 0.0000000 0.06164 0 141 0 0.4009 0.846695 0.04592 2.508598 0.49490 0.003419 0.003401 1.64399 0.1633 5.002702 0.11390
49011125600 49 011 125600 UT Utah Davis County 4 West Region 8 Mountain Division 195 75 75 9 195 4.615385 0.063360 0 120 0.000000 0.007705 0 17 0.00000 0.003454 26 58 44.82759 0.62480 26 75 34.66667 0.625000 0 95 0.000000 0.009402 39 191 20.418848 0.7791 0 0.00000 0.005128 75 38.461539 0.83590 19 138 13.768116 0.69860 9 43 20.930233 0.885300 0 167 0.0000000 0.06838 0 195 0.0000000 0.003419 75 32 42.666667 0.9521 0 0.000000 0.2568 8 75 10.666667 0.95720 9 75 12.0000000 0.93490 0 195 0 0.4009 1.484567 0.20750 2.493308 0.48300 0.003419 0.003401 3.50190 0.8810 7.483194 0.41500
49043964401 49 043 964401 UT Utah Summit County 4 West Region 8 Mountain Division 1241 2387 749 232 1241 18.694601 0.565100 0 661 0.000000 0.007705 167 382 43.71728 0.975800 223 367 60.76294 0.90190 390 749 52.06943 0.981200 50 938 5.330490 0.370900 222 1218 18.226601 0.7072 247 19.90330 0.970900 67 5.398872 0.01709 24 1085 2.211982 0.01199 0 364 0.000000 0.009418 0 1241 0.0000000 0.06838 0 1241 0.0000000 0.003419 2387 634 26.560536 0.8887 0 0.000000 0.2568 0 749 0.000000 0.06935 21 749 2.8037383 0.55140 0 1241 0 0.4009 2.632105 0.56120 1.077778 0.01701 0.003419 0.003401 2.16715 0.3571 5.880452 0.21940
49005001500 49 005 001500 UT Utah Cache County 4 West Region 8 Mountain Division 1737 571 521 128 1737 7.369027 0.140400 62 733 8.458390 0.820200 162 465 34.83871 0.803100 0 56 0.00000 0.01893 162 521 31.09405 0.488000 38 1007 3.773585 0.251300 181 1928 9.387967 0.2979 235 13.52907 0.798300 629 36.211860 0.76070 203 1374 14.774381 0.78250 8 481 1.663202 0.032530 0 1627 0.0000000 0.06838 15 1737 0.8635579 0.006838 571 12 2.101576 0.4880 8 1.401051 0.6233 14 521 2.687140 0.53080 4 521 0.7677543 0.19520 0 1737 0 0.4009 1.997800 0.34860 2.442410 0.44730 0.006838 0.006803 2.23820 0.3827 6.685248 0.32310
49011126305 49 011 126305 UT Utah Davis County 4 West Region 8 Mountain Division 2156 694 650 148 2156 6.864564 0.128400 67 906 7.395143 0.727700 78 605 12.89256 0.024180 0 45 0.00000 0.01893 78 650 12.00000 0.006849 17 1261 1.348136 0.068380 158 2208 7.155797 0.1712 375 17.39332 0.928200 583 27.040816 0.30430 223 1639 13.605857 0.68660 16 576 2.777778 0.071920 9 2019 0.4457652 0.26150 24 2156 1.1131725 0.008547 694 0 0.000000 0.1618 8 1.152738 0.6096 9 650 1.384615 0.32880 10 650 1.5384615 0.34420 0 2156 0 0.4009 1.102529 0.09694 2.252520 0.34180 0.008547 0.008503 1.84530 0.2432 5.208896 0.13440
49029970200 49 029 970200 UT Utah Morgan County 4 West Region 8 Mountain Division 1660 577 556 92 1649 5.579139 0.085620 0 750 0.000000 0.007705 153 487 31.41684 0.697800 0 69 0.00000 0.01893 153 556 27.51799 0.332200 22 1084 2.029520 0.121400 214 1495 14.314381 0.5445 196 11.80723 0.723100 467 28.132530 0.34020 144 1062 13.559322 0.68320 0 500 0.000000 0.009418 0 1517 0.0000000 0.06838 19 1660 1.1445783 0.010260 577 0 0.000000 0.1618 0 0.000000 0.2568 0 556 0.000000 0.06935 25 556 4.4964029 0.69010 0 1660 0 0.4009 1.091425 0.09354 1.824298 0.17520 0.010260 0.010200 1.57895 0.1446 4.504933 0.05782

2020

svi_2020_state %>% arrange((RPL_THEME3)) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_20 E_HU_20 E_HH_20 E_POV150_20 ET_POVSTATUS_20 EP_POV150_20 EPL_POV150_20 E_UNEMP_20 ET_EMPSTATUS_20 EP_UNEMP_20 EPL_UNEMP_20 E_HBURD_OWN_20 ET_HOUSINGCOST_OWN_20 EP_HBURD_OWN_20 EPL_HBURD_OWN_20 E_HBURD_RENT_20 ET_HOUSINGCOST_RENT_20 EP_HBURD_RENT_20 EPL_HBURD_RENT_20 E_HBURD_20 ET_HOUSINGCOST_20 EP_HBURD_20 EPL_HBURD_20 E_NOHSDP_20 ET_EDSTATUS_20 EP_NOHSDP_20 EPL_NOHSDP_20 E_UNINSUR_20 ET_INSURSTATUS_20 EP_UNINSUR_20 EPL_UNINSUR_20 E_AGE65_20 EP_AGE65_20 EPL_AGE65_20 E_AGE17_20 EP_AGE17_20 EPL_AGE17_20 E_DISABL_20 ET_DISABLSTATUS_20 EP_DISABL_20 EPL_DISABL_20 E_SNGPNT_20 ET_FAMILIES_20 EP_SNGPNT_20 EPL_SNGPNT_20 E_LIMENG_20 ET_POPAGE5UP_20 EP_LIMENG_20 EPL_LIMENG_20 E_MINRTY_20 ET_POPETHRACE_20 EP_MINRTY_20 EPL_MINRTY_20 E_STRHU_20 E_MUNIT_20 EP_MUNIT_20 EPL_MUNIT_20 E_MOBILE_20 EP_MOBILE_20 EPL_MOBILE_20 E_CROWD_20 ET_OCCUPANTS_20 EP_CROWD_20 EPL_CROWD_20 E_NOVEH_20 ET_KNOWNVEH_20 EP_NOVEH_20 EPL_NOVEH_20 E_GROUPQ_20 ET_HHTYPE_20 EP_GROUPQ_20 EPL_GROUPQ_20 SPL_THEME1 RPL_THEME1 SPL_THEME2 RPL_THEME2 SPL_THEME3 RPL_THEME3 SPL_THEME4 RPL_THEME4 SPL_THEMES RPL_THEMES
49015976300 49 015 976300 UT Utah Emery County 4 West Region 8 Mountain Division 2730 1405 1077 443 2730 16.227106 0.55140 25 1063 2.351834 0.32360 44 837 5.25687 0.01375 49 240 20.41667 0.1353 93 1077 8.635098 0.008562 88 1781 4.9410444 0.45470 103 2730 3.772894 0.18150 550 20.146520 0.9231 771 28.24176 0.4906 413 1959.170 21.080351 0.93490 67 798.0000 8.395990 0.43320 21 2531 0.8297116 0.44440 73 2730.320 2.673680 0.001709 1405 0 0 0.1259 157 11.174377 0.9161 25 1077 2.321263 0.49830 40 1077.00 3.7140204 0.63360 0 2730 0.0000000 0.2479 1.519762 0.22450 3.22620 0.84690 0.001709 0.001701 2.42180 0.452400 7.169471 0.37760
49009960100 49 009 960100 UT Utah Daggett County 4 West Region 8 Mountain Division 590 1314 169 24 518 4.633205 0.08733 3 290 1.034483 0.07877 9 120 7.50000 0.03093 0 49 0.00000 0.0137 9 169 5.325444 0.001712 15 381 3.9370079 0.34190 28 518 5.405405 0.30990 67 11.355932 0.5299 150 25.42373 0.3111 24 371.000 6.469003 0.08562 3 134.0000 2.238806 0.05822 0 558 0.0000000 0.06923 17 590.000 2.881356 0.003419 1314 0 0 0.1259 659 50.152207 1.0000 0 169 0.000000 0.05908 11 169.00 6.5088757 0.82530 85 590 14.4067797 0.9778 0.819612 0.04592 1.05407 0.02041 0.003419 0.003401 2.98808 0.690500 4.865181 0.09184
49005001500 49 005 001500 UT Utah Cache County 4 West Region 8 Mountain Division 2009 675 606 179 2009 8.909905 0.25860 12 953 1.259181 0.10270 117 586 19.96587 0.59450 4 20 20.00000 0.1276 121 606 19.966997 0.289400 58 1247 4.6511628 0.41540 87 2009 4.330513 0.21580 315 15.679443 0.7709 630 31.35889 0.6769 160 1379.000 11.602611 0.43320 16 535.0000 2.990654 0.09075 15 1900 0.7894737 0.42560 59 2009.000 2.936784 0.005128 675 0 0 0.1259 9 1.333333 0.6541 0 606 0.000000 0.05908 3 606.00 0.4950495 0.14550 20 2009 0.9955202 0.7197 1.281900 0.14630 2.39735 0.43710 0.005128 0.005102 1.70428 0.207500 5.388658 0.16160
49053270200 49 053 270200 UT Utah Washington County 4 West Region 8 Mountain Division 2905 1674 1079 375 2905 12.908778 0.43320 68 1118 6.082290 0.86130 134 984 13.61789 0.18210 50 95 52.63158 0.8236 184 1079 17.052827 0.167800 151 1881 8.0276449 0.68890 329 2905 11.325301 0.68660 617 21.239243 0.9487 843 29.01893 0.5282 191 2062.000 9.262853 0.24140 57 812.9999 7.011071 0.34080 9 2685 0.3351955 0.27690 86 2904.999 2.960414 0.006838 1674 0 0 0.1259 51 3.046595 0.7517 27 1079 2.502317 0.52910 0 1079.00 0.0000000 0.04966 0 2905 0.0000000 0.2479 2.837800 0.57820 2.33600 0.39630 0.006838 0.006803 1.70426 0.204900 6.884898 0.33330
49011125102 49 011 125102 UT Utah Davis County 4 West Region 8 Mountain Division 3921 1394 1331 178 3921 4.539658 0.07877 67 1872 3.579060 0.57530 283 1214 23.31137 0.76980 32 117 27.35043 0.2397 315 1331 23.666416 0.469200 105 2578 4.0729247 0.35560 108 3910 2.762148 0.09075 645 16.449885 0.8017 1035 26.39633 0.3778 326 2875.000 11.339130 0.41270 105 1225.0000 8.571429 0.44520 0 3779 0.0000000 0.06923 120 3921.000 3.060444 0.008547 1394 0 0 0.1259 29 2.080344 0.7021 0 1331 0.000000 0.05908 0 1331.00 0.0000000 0.04966 0 3921 0.0000000 0.2479 1.569620 0.23470 2.10663 0.27210 0.008547 0.008503 1.18464 0.061220 4.869437 0.09524
49049010218 49 049 010218 UT Utah Utah County 4 West Region 8 Mountain Division 5783 1342 1228 119 5776 2.060249 0.01370 134 2390 5.606695 0.81850 237 1173 20.20460 0.61000 18 55 32.72727 0.3390 255 1228 20.765472 0.330500 17 2651 0.6412674 0.03419 399 5763 6.923477 0.43320 393 6.795781 0.2085 2492 43.09182 0.9795 106 3270.039 3.241551 0.01199 67 1196.5454 5.599453 0.23460 0 5490 0.0000000 0.06923 185 5783.072 3.198992 0.010260 1342 0 0 0.1259 0 0.000000 0.2611 0 1228 0.000000 0.05908 0 1228.48 0.0000000 0.04966 0 5783 0.0000000 0.2479 1.630090 0.25340 1.50382 0.07313 0.010260 0.010200 0.74364 0.005952 3.887810 0.03061

Theme 4: Housing & Transporation Utah Most Vulnerable

2010

svi_2010_state %>% arrange(desc(RPL_THEME2)) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_10 E_HU_10 E_HH_10 E_POV150_10 ET_POVSTATUS_10 EP_POV150_10 EPL_POV150_10 E_UNEMP_10 ET_EMPSTATUS_10 EP_UNEMP_10 EPL_UNEMP_10 E_HBURD_OWN_10 ET_HOUSINGCOST_OWN_10 EP_HBURD_OWN_10 EPL_HBURD_OWN_10 E_HBURD_RENT_10 ET_HOUSINGCOST_RENT_10 EP_HBURD_RENT_10 EPL_HBURD_RENT_10 E_HBURD_10 ET_HOUSINGCOST_10 EP_HBURD_10 EPL_HBURD_10 E_NOHSDP_10 ET_EDSTATUS_10 EP_NOHSDP_10 EPL_NOHSDP_10 E_UNINSUR_12 ET_INSURSTATUS_12 EP_UNINSUR_12 EPL_UNINSUR_12 E_AGE65_10 EP_AGE65_10 EPL_AGE65_10 E_AGE17_10 EP_AGE17_10 EPL_AGE17_10 E_DISABL_12 ET_DISABLSTATUS_12 EP_DISABL_12 EPL_DISABL_12 E_SNGPNT_10 ET_FAMILIES_10 EP_SNGPNT_10 EPL_SNGPNT_10 E_LIMENG_10 ET_POPAGE5UP_10 EP_LIMENG_10 EPL_LIMENG_10 E_MINRTY_10 ET_POPETHRACE_10 EP_MINRTY_10 EPL_MINRTY_10 E_STRHU_10 E_MUNIT_10 EP_MUNIT_10 EPL_MUNIT_10 E_MOBILE_10 EP_MOBILE_10 EPL_MOBILE_10 E_CROWD_10 ET_OCCUPANTS_10 EP_CROWD_10 EPL_CROWD_10 E_NOVEH_10 ET_KNOWNVEH_10 EP_NOVEH_10 EPL_NOVEH_10 E_GROUPQ_10 ET_HHTYPE_10 EP_GROUPQ_10 EPL_GROUPQ_10 SPL_THEME1 RPL_THEME1 SPL_THEME2 RPL_THEME2 SPL_THEME3 RPL_THEME3 SPL_THEME4 RPL_THEME4 SPL_THEMES RPL_THEMES
49049980100 49 049 980100 UT Utah Utah County 4 West Region 8 Mountain Division 0 0 0 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 NaN NA 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA NA 1.0000 NA 1.0000 NA 1.0000 NA 1.0000 NA 1.0000
49045980000 49 045 980000 UT Utah Tooele County 4 West Region 8 Mountain Division 0 0 0 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 NaN NA 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA NA 0.9983 NA 0.9983 NA 0.9983 NA 0.9983 NA 0.9983
49035980000 49 035 980000 UT Utah Salt Lake County 4 West Region 8 Mountain Division 0 0 0 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 NaN NA 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA NA 0.9966 NA 0.9966 NA 0.9966 NA 0.9966 NA 0.9966
49035112818 49 035 112818 UT Utah Salt Lake County 4 West Region 8 Mountain Division 1478 0 0 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 285 1303 21.87260 0.9333 0 0 NaN NA 68 4.600812 0.2068 0 0.00000 0.002564 0 0 NaN NA 0 0 NaN NA 28 1478 1.894452 0.5863 459 1478 31.05548 0.8376 0 0 NaN NA 0 NaN NA 0 0 NaN NA 0 0 NaN NA 1478 1478 100 1.0000 NA 0.9949 NA 0.9949 0.8376 0.8333 NA 0.9949 NA 0.9949
49035113802 49 035 113802 UT Utah Salt Lake County 4 West Region 8 Mountain Division 3739 1267 1177 1208 3720 32.47312 0.8442 89 1649 5.397210 0.5171 386 955 40.41885 0.9292 101 222 45.49550 0.6472 487 1177 41.37638 0.8682 431 2069 20.83132 0.9231 807 3701 21.80492 0.8065 367 9.815459 0.5915 1369 36.61407 0.781200 535 2497 21.42571 0.9777 211 946 22.30444 0.9092 369 3260 11.319018 0.9368 1610 3739 43.05964 0.9316 1267 93 7.340174 0.6661 145 11.444357 0.8750 104 1177 8.836024 0.9161 19 1177 1.614274 0.3750 0 3739 0 0.4009 3.9591 0.8827 4.1964 0.9932 0.9316 0.9269 3.2331 0.7908 12.3202 0.9490
49035102702 49 035 102702 UT Utah Salt Lake County 4 West Region 8 Mountain Division 3530 1113 1016 2160 3496 61.78490 0.9846 94 1560 6.025641 0.5839 169 424 39.85849 0.9206 305 592 51.52027 0.7625 474 1016 46.65354 0.9418 856 1678 51.01311 0.9983 1194 3495 34.16309 0.9640 250 7.082153 0.3949 1421 40.25496 0.887200 378 2022 18.69436 0.9212 212 647 32.76662 0.9880 878 3096 28.359173 1.0000 2575 3530 72.94618 0.9949 1113 304 27.313567 0.8904 72 6.469003 0.8082 266 1016 26.181102 0.9966 72 1016 7.086614 0.8322 0 3530 0 0.4009 4.4726 0.9558 4.1913 0.9915 0.9949 0.9898 3.9283 0.9507 13.5871 0.9898

2020

svi_2020_state %>% arrange(desc(RPL_THEME2)) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_20 E_HU_20 E_HH_20 E_POV150_20 ET_POVSTATUS_20 EP_POV150_20 EPL_POV150_20 E_UNEMP_20 ET_EMPSTATUS_20 EP_UNEMP_20 EPL_UNEMP_20 E_HBURD_OWN_20 ET_HOUSINGCOST_OWN_20 EP_HBURD_OWN_20 EPL_HBURD_OWN_20 E_HBURD_RENT_20 ET_HOUSINGCOST_RENT_20 EP_HBURD_RENT_20 EPL_HBURD_RENT_20 E_HBURD_20 ET_HOUSINGCOST_20 EP_HBURD_20 EPL_HBURD_20 E_NOHSDP_20 ET_EDSTATUS_20 EP_NOHSDP_20 EPL_NOHSDP_20 E_UNINSUR_20 ET_INSURSTATUS_20 EP_UNINSUR_20 EPL_UNINSUR_20 E_AGE65_20 EP_AGE65_20 EPL_AGE65_20 E_AGE17_20 EP_AGE17_20 EPL_AGE17_20 E_DISABL_20 ET_DISABLSTATUS_20 EP_DISABL_20 EPL_DISABL_20 E_SNGPNT_20 ET_FAMILIES_20 EP_SNGPNT_20 EPL_SNGPNT_20 E_LIMENG_20 ET_POPAGE5UP_20 EP_LIMENG_20 EPL_LIMENG_20 E_MINRTY_20 ET_POPETHRACE_20 EP_MINRTY_20 EPL_MINRTY_20 E_STRHU_20 E_MUNIT_20 EP_MUNIT_20 EPL_MUNIT_20 E_MOBILE_20 EP_MOBILE_20 EPL_MOBILE_20 E_CROWD_20 ET_OCCUPANTS_20 EP_CROWD_20 EPL_CROWD_20 E_NOVEH_20 ET_KNOWNVEH_20 EP_NOVEH_20 EPL_NOVEH_20 E_GROUPQ_20 ET_HHTYPE_20 EP_GROUPQ_20 EPL_GROUPQ_20 SPL_THEME1 RPL_THEME1 SPL_THEME2 RPL_THEME2 SPL_THEME3 RPL_THEME3 SPL_THEME4 RPL_THEME4 SPL_THEMES RPL_THEMES
49049980100 49 049 980100 UT Utah Utah County 4 West Region 8 Mountain Division 0 0 0 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 NaN NA 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA NA 1.0000 NA 1.0000 NA 1.0000 NA 1.0000 NA 1.0000
49045980000 49 045 980000 UT Utah Tooele County 4 West Region 8 Mountain Division 0 0 0 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 NaN NA 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA NA 0.9983 NA 0.9983 NA 0.9983 NA 0.9983 NA 0.9983
49035980000 49 035 980000 UT Utah Salt Lake County 4 West Region 8 Mountain Division 0 0 0 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 NaN NA 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA NA 0.9966 NA 0.9966 NA 0.9966 NA 0.9966 NA 0.9966
49035112818 49 035 112818 UT Utah Salt Lake County 4 West Region 8 Mountain Division 2281 0 0 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 628 2085 30.11990 0.9949 0 0 NaN NA 74 3.244191 0.04444 27 1.183691 0.005128 0 0 NaN NA 0 0 NaN NA 63 2281 2.761947 0.7094 1065 2281 46.69005 0.9026 0 0 NaN NA 0 NaN NA 0 0 NaN NA 0 0 NaN NA 2281 2281 100.0000000 1.0000 NA 0.9949 NA 0.9949 0.9026 0.8980 NA 0.9949 NA 0.9949
49035113802 49 035 113802 UT Utah Salt Lake County 4 West Region 8 Mountain Division 3958 1245 1169 855 3942 21.68950 0.7209 126 1768 7.126697 0.9247 242 968 25.00000 0.8385 42 201 20.89552 0.1404 284 1169 24.29427 0.5017 376 2171 17.31921 0.9179 934 3958 23.597777 0.9606 435 10.990399 0.50430 1431 36.154623 0.870100 523 2527 20.69648 0.9229 169 897 18.84058 0.8545 253 3562 7.102751 0.9282 2144 3958 54.16877 0.9453 1245 56 4.497992 0.5257 207 16.626506 0.9658 98 1169 8.383233 0.9178 31 1169 2.651839 0.5137 0 3958 0.0000000 0.2479 4.0258 0.9116 4.0800 0.9932 0.9453 0.9405 3.1709 0.7653 12.2220 0.9592
49057200300 49 057 200300 UT Utah Weber County 4 West Region 8 Mountain Division 8372 2756 2696 1841 8315 22.14071 0.7346 267 3904 6.839139 0.9127 246 1761 13.96934 0.1942 434 935 46.41711 0.6747 680 2696 25.22255 0.5531 1146 4982 23.00281 0.9590 714 8246 8.658744 0.5668 924 11.036789 0.51280 2627 31.378404 0.678600 1106 5622 19.67271 0.9058 522 1853 28.17053 0.9692 568 7657 7.418049 0.9333 3741 8372 44.68466 0.8855 2756 191 6.930334 0.5873 204 7.402032 0.8579 117 2696 4.339763 0.7260 186 2696 6.899110 0.8373 57 8372 0.6808409 0.6752 3.7262 0.8520 3.9997 0.9915 0.8855 0.8810 3.6837 0.9014 12.2951 0.9626

Theme 4: Housing & Transportation Utah Least Vulnerable

2010

svi_2010_state %>% arrange((RPL_THEME2)) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_10 E_HU_10 E_HH_10 E_POV150_10 ET_POVSTATUS_10 EP_POV150_10 EPL_POV150_10 E_UNEMP_10 ET_EMPSTATUS_10 EP_UNEMP_10 EPL_UNEMP_10 E_HBURD_OWN_10 ET_HOUSINGCOST_OWN_10 EP_HBURD_OWN_10 EPL_HBURD_OWN_10 E_HBURD_RENT_10 ET_HOUSINGCOST_RENT_10 EP_HBURD_RENT_10 EPL_HBURD_RENT_10 E_HBURD_10 ET_HOUSINGCOST_10 EP_HBURD_10 EPL_HBURD_10 E_NOHSDP_10 ET_EDSTATUS_10 EP_NOHSDP_10 EPL_NOHSDP_10 E_UNINSUR_12 ET_INSURSTATUS_12 EP_UNINSUR_12 EPL_UNINSUR_12 E_AGE65_10 EP_AGE65_10 EPL_AGE65_10 E_AGE17_10 EP_AGE17_10 EPL_AGE17_10 E_DISABL_12 ET_DISABLSTATUS_12 EP_DISABL_12 EPL_DISABL_12 E_SNGPNT_10 ET_FAMILIES_10 EP_SNGPNT_10 EPL_SNGPNT_10 E_LIMENG_10 ET_POPAGE5UP_10 EP_LIMENG_10 EPL_LIMENG_10 E_MINRTY_10 ET_POPETHRACE_10 EP_MINRTY_10 EPL_MINRTY_10 E_STRHU_10 E_MUNIT_10 EP_MUNIT_10 EPL_MUNIT_10 E_MOBILE_10 EP_MOBILE_10 EPL_MOBILE_10 E_CROWD_10 ET_OCCUPANTS_10 EP_CROWD_10 EPL_CROWD_10 E_NOVEH_10 ET_KNOWNVEH_10 EP_NOVEH_10 EPL_NOVEH_10 E_GROUPQ_10 ET_HHTYPE_10 EP_GROUPQ_10 EPL_GROUPQ_10 SPL_THEME1 RPL_THEME1 SPL_THEME2 RPL_THEME2 SPL_THEME3 RPL_THEME3 SPL_THEME4 RPL_THEME4 SPL_THEMES RPL_THEMES
49043964203 49 043 964203 UT Utah Summit County 4 West Region 8 Mountain Division 57 1961 34 0 57 0.00000 0.002568 0 44 0.000000 0.007705 0 34 0.00000 0.003454 0 0 NaN NA 0 34 0.00000 0.001712 0 57 0.000000 0.009402 0 32 0.000000 0.002568 0 0.0000000 0.005128 0 0.000000 0.002564 0 32 0.000000 0.002568 0 34 0.000000 0.009418 0 57 0.0000000 0.06838 21 57 36.84211 0.8838 1961 0 0.00000 0.1618 91 4.64049 0.7688 0 34 0.000000 0.06935 0 34 0.000000 0.06164 0 57 0.00000 0.4009 0.023955 0.001701 0.088058 0.001701 0.8838 0.8793 1.46249 0.1105 2.458303 0.001701
49049001602 49 049 001602 UT Utah Utah County 4 West Region 8 Mountain Division 6556 225 225 966 1071 90.19608 1.000000 376 2444 15.384615 0.988000 0 0 NaN NA 103 225 45.77778 0.6532 103 225 45.77778 0.931500 0 180 0.000000 0.009402 246 5745 4.281984 0.059930 0 0.0000000 0.005128 153 2.333740 0.006838 56 1021 5.484819 0.070210 0 20 0.000000 0.009418 19 6547 0.2902093 0.20000 819 6556 12.49237 0.4274 225 216 96.00000 1.0000 0 0.00000 0.2568 114 225 50.666667 1.00000 31 225 13.777778 0.95890 5485 6556 83.66382 0.9983 2.988832 0.653100 0.291594 0.003401 0.4274 0.4252 4.21400 0.9762 7.921826 0.483000
49049001801 49 049 001801 UT Utah Utah County 4 West Region 8 Mountain Division 6788 1969 1900 5371 6788 79.12493 0.996600 258 5127 5.032183 0.460600 28 119 23.52941 0.316100 1179 1781 66.19876 0.9484 1207 1900 63.52632 0.996600 0 955 0.000000 0.009402 272 6611 4.114355 0.056510 28 0.4124926 0.011970 112 1.649971 0.005128 111 6493 1.709533 0.010270 0 609 0.000000 0.009418 35 6676 0.5242660 0.29400 911 6788 13.42074 0.4684 1969 1010 51.29507 0.9675 0 0.00000 0.2568 305 1900 16.052632 0.98290 81 1900 4.263158 0.67640 0 6788 0.00000 0.4009 2.519712 0.532300 0.330786 0.005102 0.4684 0.4660 3.28450 0.8112 6.603398 0.312900
49049001601 49 049 001601 UT Utah Utah County 4 West Region 8 Mountain Division 3437 1066 994 2852 3437 82.97934 0.998300 194 2267 8.557565 0.832200 0 0 NaN NA 620 994 62.37425 0.9174 620 994 62.37425 0.994900 24 506 4.743083 0.319700 88 3625 2.427586 0.015410 22 0.6400931 0.018800 159 4.626127 0.013680 45 2789 1.613482 0.006849 0 279 0.000000 0.009418 54 3292 1.6403402 0.54700 650 3437 18.91184 0.6735 1066 871 81.70732 0.9932 0 0.00000 0.2568 112 994 11.267606 0.96400 70 994 7.042254 0.83050 0 3437 0.00000 0.4009 3.160510 0.692200 0.595747 0.006803 0.6735 0.6701 3.44540 0.8741 7.875157 0.477900
49005000702 49 005 000702 UT Utah Cache County 4 West Region 8 Mountain Division 3435 623 564 1253 1757 71.31474 0.991400 269 2101 12.803427 0.962300 0 0 NaN NA 322 564 57.09220 0.8657 322 564 57.09220 0.991400 9 446 2.017937 0.117900 493 3185 15.478807 0.606200 10 0.2911208 0.010260 160 4.657933 0.015380 0 1133 0.000000 0.002568 10 388 2.577320 0.059930 46 3295 1.3960546 0.50940 709 3435 20.64047 0.6974 623 425 68.21830 0.9812 0 0.00000 0.2568 93 564 16.489362 0.98460 47 564 8.333333 0.86640 1678 3435 48.85007 0.9949 3.669200 0.845200 0.597538 0.008503 0.6974 0.6939 4.08390 0.9660 9.048038 0.675200
49049002201 49 049 002201 UT Utah Utah County 4 West Region 8 Mountain Division 4297 1552 1446 1287 4297 29.95113 0.815100 139 2840 4.894366 0.434900 256 718 35.65460 0.834200 414 728 56.86813 0.8623 670 1446 46.33472 0.938400 51 1910 2.670157 0.162400 1213 5110 23.737769 0.837300 39 0.9076100 0.022220 967 22.504073 0.145300 207 3509 5.899117 0.087330 27 741 3.643725 0.109600 22 3875 0.5677419 0.31620 899 4297 20.92157 0.7043 1552 604 38.91753 0.9418 0 0.00000 0.2568 39 1446 2.697095 0.53340 19 1446 1.313970 0.29450 0 4297 0.00000 0.4009 3.188100 0.699000 0.680650 0.010200 0.7043 0.7007 2.42740 0.4592 7.000450 0.357100

2020

svi_2020_state %>% arrange((RPL_THEME2)) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_20 E_HU_20 E_HH_20 E_POV150_20 ET_POVSTATUS_20 EP_POV150_20 EPL_POV150_20 E_UNEMP_20 ET_EMPSTATUS_20 EP_UNEMP_20 EPL_UNEMP_20 E_HBURD_OWN_20 ET_HOUSINGCOST_OWN_20 EP_HBURD_OWN_20 EPL_HBURD_OWN_20 E_HBURD_RENT_20 ET_HOUSINGCOST_RENT_20 EP_HBURD_RENT_20 EPL_HBURD_RENT_20 E_HBURD_20 ET_HOUSINGCOST_20 EP_HBURD_20 EPL_HBURD_20 E_NOHSDP_20 ET_EDSTATUS_20 EP_NOHSDP_20 EPL_NOHSDP_20 E_UNINSUR_20 ET_INSURSTATUS_20 EP_UNINSUR_20 EPL_UNINSUR_20 E_AGE65_20 EP_AGE65_20 EPL_AGE65_20 E_AGE17_20 EP_AGE17_20 EPL_AGE17_20 E_DISABL_20 ET_DISABLSTATUS_20 EP_DISABL_20 EPL_DISABL_20 E_SNGPNT_20 ET_FAMILIES_20 EP_SNGPNT_20 EPL_SNGPNT_20 E_LIMENG_20 ET_POPAGE5UP_20 EP_LIMENG_20 EPL_LIMENG_20 E_MINRTY_20 ET_POPETHRACE_20 EP_MINRTY_20 EPL_MINRTY_20 E_STRHU_20 E_MUNIT_20 EP_MUNIT_20 EPL_MUNIT_20 E_MOBILE_20 EP_MOBILE_20 EPL_MOBILE_20 E_CROWD_20 ET_OCCUPANTS_20 EP_CROWD_20 EPL_CROWD_20 E_NOVEH_20 ET_KNOWNVEH_20 EP_NOVEH_20 EPL_NOVEH_20 E_GROUPQ_20 ET_HHTYPE_20 EP_GROUPQ_20 EPL_GROUPQ_20 SPL_THEME1 RPL_THEME1 SPL_THEME2 RPL_THEME2 SPL_THEME3 RPL_THEME3 SPL_THEME4 RPL_THEME4 SPL_THEMES RPL_THEMES
49049001602 49 049 001602 UT Utah Utah County 4 West Region 8 Mountain Division 3414 280 230 1200 1341 89.48546 1.0000 213 2231 9.547288 0.9829 0 0 NaN NA 107 230 46.52174 0.6832 107 230 46.52174 0.9743 7 190 3.6842105 0.31790 247 3414 7.234915 0.4640 0 0.0000000 0.003419 35 1.025190 0.003419 54 1326.000 4.072398 0.020550 0 44.0000 0.000000 0.007705 0 3414 0.0000000 0.06923 409 3414.000 11.980082 0.2684 280 239 85.35714 0.9932 0 0.0000000 0.2611 175 230 76.086956 1.0000 0 230.0000 0.0000000 0.04966 2073 3414 60.7205624 0.9966 3.73910 0.8537 0.104323 0.001701 0.2684 0.2670 3.30056 0.8044 7.412383 0.4048
49049001702 49 049 001702 UT Utah Utah County 4 West Region 8 Mountain Division 4533 1152 1099 1940 3797 51.09297 0.9795 143 2898 4.934437 0.7449 43 286 15.03496 0.249100 328 813 40.34440 0.5325 371 1099 33.75796 0.8476 27 1377 1.9607843 0.16580 210 4533 4.632694 0.2500 154 3.3973086 0.049570 570 12.574454 0.052990 165 3234.000 5.102041 0.029110 17 556.0001 3.057554 0.094180 35 4372 0.8005489 0.43250 722 4533.000 15.927641 0.4325 1152 406 35.24306 0.9195 0 0.0000000 0.2611 117 1099 10.646042 0.9572 48 1099.0001 4.3676066 0.67810 736 4533 16.2364880 0.9812 2.98780 0.6395 0.658350 0.003401 0.4325 0.4303 3.79710 0.9405 7.875750 0.4592
49049001603 49 049 001603 UT Utah Utah County 4 West Region 8 Mountain Division 3548 856 856 1824 2571 70.94516 0.9932 153 2345 6.524520 0.8921 0 7 0.00000 0.002577 694 849 81.74323 0.9966 694 856 81.07477 1.0000 23 977 2.3541453 0.20340 176 3548 4.960541 0.2671 67 1.8883878 0.022220 282 7.948140 0.029060 217 2290.498 9.473922 0.263700 0 853.7405 0.000000 0.007705 22 3302 0.6662629 0.39830 702 3548.399 19.783567 0.5521 856 453 52.92056 0.9658 0 0.0000000 0.2611 77 856 8.995327 0.9264 29 856.3159 3.3866008 0.59420 1543 3548 43.4892897 0.9932 3.35580 0.7721 0.720985 0.005102 0.5521 0.5493 3.74070 0.9218 8.369585 0.5527
49049001601 49 049 001601 UT Utah Utah County 4 West Region 8 Mountain Division 4509 899 848 2002 2630 76.12167 0.9966 154 3016 5.106101 0.7603 0 19 0.00000 0.002577 572 829 68.99879 0.9829 572 848 67.45283 0.9983 27 806 3.3498759 0.28890 273 4509 6.054558 0.3579 19 0.4213795 0.011970 223 4.945664 0.015380 194 2408.000 8.056478 0.174700 0 540.0000 0.000000 0.007705 62 4327 1.4328634 0.57260 952 4509.000 21.113329 0.5915 899 674 74.97219 0.9897 0 0.0000000 0.2611 174 848 20.518868 0.9949 58 848.0000 6.8396226 0.83390 1995 4509 44.2448436 0.9949 3.40200 0.7908 0.782355 0.006803 0.5915 0.5884 4.07450 0.9609 8.850355 0.6122
49005000702 49 005 000702 UT Utah Cache County 4 West Region 8 Mountain Division 2734 636 601 1289 1668 77.27818 0.9983 68 1531 4.441541 0.6764 0 0 NaN NA 377 601 62.72879 0.9452 377 601 62.72879 0.9966 4 465 0.8602151 0.04786 173 2727 6.343968 0.3818 0 0.0000000 0.003419 270 9.875640 0.037610 37 1398.000 2.646638 0.006849 12 529.0000 2.268431 0.061640 67 2541 2.6367572 0.69570 499 2734.000 18.251646 0.5197 636 439 69.02516 0.9812 0 0.0000000 0.2611 69 601 11.480865 0.9675 6 601.0000 0.9983361 0.25170 1066 2734 38.9904901 0.9915 3.10096 0.6939 0.805218 0.008503 0.5197 0.5170 3.45300 0.8350 7.878878 0.4609
49005000800 49 005 000800 UT Utah Cache County 4 West Region 8 Mountain Division 4907 2348 2016 2380 4844 49.13295 0.9760 147 3607 4.075409 0.6387 69 244 28.27869 0.924400 829 1772 46.78330 0.6901 898 2016 44.54365 0.9623 104 1730 6.0115607 0.53500 364 4907 7.417974 0.4829 182 3.7089872 0.059830 514 10.474832 0.044440 266 4347.000 6.119163 0.068490 21 976.0000 2.151639 0.056510 71 4665 1.5219721 0.58290 392 4907.000 7.988588 0.1026 2348 451 19.20784 0.8116 13 0.5536627 0.5668 58 2016 2.876984 0.5822 115 2016.0000 5.7043651 0.78250 46 4907 0.9374363 0.7077 3.59490 0.8333 0.812170 0.010200 0.1026 0.1020 3.45080 0.8333 7.960470 0.4779

Total SVI: Utah Most Vulnerable

2010

svi_2010_state %>% arrange(desc(RPL_THEMES)) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_10 E_HU_10 E_HH_10 E_POV150_10 ET_POVSTATUS_10 EP_POV150_10 EPL_POV150_10 E_UNEMP_10 ET_EMPSTATUS_10 EP_UNEMP_10 EPL_UNEMP_10 E_HBURD_OWN_10 ET_HOUSINGCOST_OWN_10 EP_HBURD_OWN_10 EPL_HBURD_OWN_10 E_HBURD_RENT_10 ET_HOUSINGCOST_RENT_10 EP_HBURD_RENT_10 EPL_HBURD_RENT_10 E_HBURD_10 ET_HOUSINGCOST_10 EP_HBURD_10 EPL_HBURD_10 E_NOHSDP_10 ET_EDSTATUS_10 EP_NOHSDP_10 EPL_NOHSDP_10 E_UNINSUR_12 ET_INSURSTATUS_12 EP_UNINSUR_12 EPL_UNINSUR_12 E_AGE65_10 EP_AGE65_10 EPL_AGE65_10 E_AGE17_10 EP_AGE17_10 EPL_AGE17_10 E_DISABL_12 ET_DISABLSTATUS_12 EP_DISABL_12 EPL_DISABL_12 E_SNGPNT_10 ET_FAMILIES_10 EP_SNGPNT_10 EPL_SNGPNT_10 E_LIMENG_10 ET_POPAGE5UP_10 EP_LIMENG_10 EPL_LIMENG_10 E_MINRTY_10 ET_POPETHRACE_10 EP_MINRTY_10 EPL_MINRTY_10 E_STRHU_10 E_MUNIT_10 EP_MUNIT_10 EPL_MUNIT_10 E_MOBILE_10 EP_MOBILE_10 EPL_MOBILE_10 E_CROWD_10 ET_OCCUPANTS_10 EP_CROWD_10 EPL_CROWD_10 E_NOVEH_10 ET_KNOWNVEH_10 EP_NOVEH_10 EPL_NOVEH_10 E_GROUPQ_10 ET_HHTYPE_10 EP_GROUPQ_10 EPL_GROUPQ_10 SPL_THEME1 RPL_THEME1 SPL_THEME2 RPL_THEME2 SPL_THEME3 RPL_THEME3 SPL_THEME4 RPL_THEME4 SPL_THEMES RPL_THEMES
49049980100 49 049 980100 UT Utah Utah County 4 West Region 8 Mountain Division 0 0 0 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 NaN NA 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA NA 1.0000 NA 1.0000 NA 1.0000 NA 1.0000 NA 1.0000
49045980000 49 045 980000 UT Utah Tooele County 4 West Region 8 Mountain Division 0 0 0 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 NaN NA 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA NA 0.9983 NA 0.9983 NA 0.9983 NA 0.9983 NA 0.9983
49035980000 49 035 980000 UT Utah Salt Lake County 4 West Region 8 Mountain Division 0 0 0 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 NaN NA 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA NA 0.9966 NA 0.9966 NA 0.9966 NA 0.9966 NA 0.9966
49035112818 49 035 112818 UT Utah Salt Lake County 4 West Region 8 Mountain Division 1478 0 0 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 285 1303 21.87260 0.9333 0 0 NaN NA 68 4.600812 0.2068 0 0.00000 0.002564 0 0 NaN NA 0 0 NaN NA 28 1478 1.894452 0.5863 459 1478 31.05548 0.8376 0 0 NaN NA 0 NaN NA 0 0 NaN NA 0 0 NaN NA 1478 1478 100.000000 1.0000 NA 0.9949 NA 0.9949 0.8376 0.8333 NA 0.9949 NA 0.9949
49035100600 49 035 100600 UT Utah Salt Lake County 4 West Region 8 Mountain Division 5980 2278 1910 3375 5887 57.32971 0.9709 319 2820 11.312057 0.9384 322 1009 31.91278 0.7219 589 901 65.37181 0.9363 911 1910 47.69634 0.9572 1247 3537 35.25587 0.9846 2452 6255 39.20064 0.9846 504 8.428094 0.4940 1951 32.62542 0.572600 667 4569 14.59838 0.7705 379 1352 28.03254 0.9675 967 5275 18.331754 0.9812 4031 5980 67.40803 0.9863 2278 159 6.979807 0.6575 409 17.954346 0.9521 185 1910 9.685864 0.9366 300 1910 15.70681 0.9692 245 5980 4.096990 0.9094 4.8357 0.9915 3.7858 0.9745 0.9863 0.9813 4.4248 0.9864 14.0326 0.9932
49035102900 49 035 102900 UT Utah Salt Lake County 4 West Region 8 Mountain Division 4212 1715 1692 2612 4212 62.01330 0.9863 168 1902 8.832808 0.8442 235 538 43.68030 0.9741 760 1154 65.85789 0.9432 995 1692 58.80615 0.9932 646 2486 25.98552 0.9590 1293 4151 31.14912 0.9452 206 4.890788 0.2222 1145 27.18424 0.307700 930 3176 29.28212 0.9983 310 783 39.59132 0.9983 530 3831 13.834508 0.9590 2239 4212 53.15764 0.9658 1715 604 35.218659 0.9349 60 3.498542 0.7363 135 1692 7.978723 0.8938 342 1692 20.21277 0.9829 181 4212 4.297246 0.9111 4.7279 0.9813 3.4855 0.9252 0.9658 0.9609 4.4590 0.9881 13.6382 0.9915

2020

svi_2020_state %>% arrange(desc(RPL_THEMES)) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_20 E_HU_20 E_HH_20 E_POV150_20 ET_POVSTATUS_20 EP_POV150_20 EPL_POV150_20 E_UNEMP_20 ET_EMPSTATUS_20 EP_UNEMP_20 EPL_UNEMP_20 E_HBURD_OWN_20 ET_HOUSINGCOST_OWN_20 EP_HBURD_OWN_20 EPL_HBURD_OWN_20 E_HBURD_RENT_20 ET_HOUSINGCOST_RENT_20 EP_HBURD_RENT_20 EPL_HBURD_RENT_20 E_HBURD_20 ET_HOUSINGCOST_20 EP_HBURD_20 EPL_HBURD_20 E_NOHSDP_20 ET_EDSTATUS_20 EP_NOHSDP_20 EPL_NOHSDP_20 E_UNINSUR_20 ET_INSURSTATUS_20 EP_UNINSUR_20 EPL_UNINSUR_20 E_AGE65_20 EP_AGE65_20 EPL_AGE65_20 E_AGE17_20 EP_AGE17_20 EPL_AGE17_20 E_DISABL_20 ET_DISABLSTATUS_20 EP_DISABL_20 EPL_DISABL_20 E_SNGPNT_20 ET_FAMILIES_20 EP_SNGPNT_20 EPL_SNGPNT_20 E_LIMENG_20 ET_POPAGE5UP_20 EP_LIMENG_20 EPL_LIMENG_20 E_MINRTY_20 ET_POPETHRACE_20 EP_MINRTY_20 EPL_MINRTY_20 E_STRHU_20 E_MUNIT_20 EP_MUNIT_20 EPL_MUNIT_20 E_MOBILE_20 EP_MOBILE_20 EPL_MOBILE_20 E_CROWD_20 ET_OCCUPANTS_20 EP_CROWD_20 EPL_CROWD_20 E_NOVEH_20 ET_KNOWNVEH_20 EP_NOVEH_20 EPL_NOVEH_20 E_GROUPQ_20 ET_HHTYPE_20 EP_GROUPQ_20 EPL_GROUPQ_20 SPL_THEME1 RPL_THEME1 SPL_THEME2 RPL_THEME2 SPL_THEME3 RPL_THEME3 SPL_THEME4 RPL_THEME4 SPL_THEMES RPL_THEMES
49049980100 49 049 980100 UT Utah Utah County 4 West Region 8 Mountain Division 0 0 0 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 NaN NA 0 NaN NA 0 0.000 NaN NA 0 0.000 NaN NA 0 0 NaN NA 0 0.000 NaN NA 0 0 NaN NA 0 NaN NA 0 0 NaN NA 0 0.000 NaN NA 0 0 NaN NA NA 1.0000 NA 1.0000 NA 1.0000 NA 1.0000 NA 1.0000
49045980000 49 045 980000 UT Utah Tooele County 4 West Region 8 Mountain Division 0 0 0 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 NaN NA 0 NaN NA 0 0.000 NaN NA 0 0.000 NaN NA 0 0 NaN NA 0 0.000 NaN NA 0 0 NaN NA 0 NaN NA 0 0 NaN NA 0 0.000 NaN NA 0 0 NaN NA NA 0.9983 NA 0.9983 NA 0.9983 NA 0.9983 NA 0.9983
49035980000 49 035 980000 UT Utah Salt Lake County 4 West Region 8 Mountain Division 0 0 0 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 NaN NA 0 NaN NA 0 0.000 NaN NA 0 0.000 NaN NA 0 0 NaN NA 0 0.000 NaN NA 0 0 NaN NA 0 NaN NA 0 0 NaN NA 0 0.000 NaN NA 0 0 NaN NA NA 0.9966 NA 0.9966 NA 0.9966 NA 0.9966 NA 0.9966
49035112818 49 035 112818 UT Utah Salt Lake County 4 West Region 8 Mountain Division 2281 0 0 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 0 0 NaN NA 628 2085 30.11990 0.9949 0 0 NaN NA 74 3.244191 0.04444 27 1.183691 0.005128 0 0.000 NaN NA 0 0.000 NaN NA 63 2281 2.761947 0.7094 1065 2281.000 46.69005 0.9026 0 0 NaN NA 0 NaN NA 0 0 NaN NA 0 0.000 NaN NA 2281 2281 100.000000 1.0000 NA 0.9949 NA 0.9949 0.9026 0.8980 NA 0.9949 NA 0.9949
49035113406 49 035 113406 UT Utah Salt Lake County 4 West Region 8 Mountain Division 6093 1851 1713 2343 5922 39.56434 0.9418 102 2796 3.648069 0.5873 181 937 19.31697 0.5584 440 776 56.70103 0.8938 621 1713 36.25219 0.8853 775 3247 23.86819 0.9692 1534 5999 25.57093 0.9726 536 8.796980 0.32820 2222 36.468078 0.882100 535 3777.867 14.16143 0.6627 405 1286.262 31.48659 0.9795 555 5560 9.982014 0.9692 3664 6093.303 60.13159 0.9590 1851 263 14.20854 0.7466 194 10.4808212 0.9092 171 1713 9.982487 0.9452 127 1713.348 7.412386 0.8664 94 6093 1.542754 0.7966 4.3562 0.9473 3.8217 0.9813 0.9590 0.9541 4.2640 0.9830 13.4009 0.9932
49035102900 49 035 102900 UT Utah Salt Lake County 4 West Region 8 Mountain Division 5213 2542 2454 1789 5213 34.31805 0.9058 157 2858 5.493352 0.8082 156 390 40.00000 0.9863 1086 2064 52.61628 0.8219 1242 2454 50.61125 0.9863 672 3457 19.43882 0.9419 1074 5213 20.60234 0.9281 392 7.519662 0.24440 1214 23.287934 0.225600 1079 3999.000 26.98175 0.9949 351 1073.000 32.71202 0.9846 306 4733 6.465244 0.9128 2581 5213.000 49.51084 0.9248 2542 1616 63.57199 0.9795 17 0.6687648 0.5856 266 2454 10.839446 0.9589 512 2454.000 20.863896 0.9863 74 5213 1.419528 0.7761 4.5703 0.9830 3.3623 0.8997 0.9248 0.9201 4.2864 0.9847 13.1438 0.9915

Total SVI: Utah Least Vulnerable

2010

svi_2010_state %>% arrange((RPL_THEMES)) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_10 E_HU_10 E_HH_10 E_POV150_10 ET_POVSTATUS_10 EP_POV150_10 EPL_POV150_10 E_UNEMP_10 ET_EMPSTATUS_10 EP_UNEMP_10 EPL_UNEMP_10 E_HBURD_OWN_10 ET_HOUSINGCOST_OWN_10 EP_HBURD_OWN_10 EPL_HBURD_OWN_10 E_HBURD_RENT_10 ET_HOUSINGCOST_RENT_10 EP_HBURD_RENT_10 EPL_HBURD_RENT_10 E_HBURD_10 ET_HOUSINGCOST_10 EP_HBURD_10 EPL_HBURD_10 E_NOHSDP_10 ET_EDSTATUS_10 EP_NOHSDP_10 EPL_NOHSDP_10 E_UNINSUR_12 ET_INSURSTATUS_12 EP_UNINSUR_12 EPL_UNINSUR_12 E_AGE65_10 EP_AGE65_10 EPL_AGE65_10 E_AGE17_10 EP_AGE17_10 EPL_AGE17_10 E_DISABL_12 ET_DISABLSTATUS_12 EP_DISABL_12 EPL_DISABL_12 E_SNGPNT_10 ET_FAMILIES_10 EP_SNGPNT_10 EPL_SNGPNT_10 E_LIMENG_10 ET_POPAGE5UP_10 EP_LIMENG_10 EPL_LIMENG_10 E_MINRTY_10 ET_POPETHRACE_10 EP_MINRTY_10 EPL_MINRTY_10 E_STRHU_10 E_MUNIT_10 EP_MUNIT_10 EPL_MUNIT_10 E_MOBILE_10 EP_MOBILE_10 EPL_MOBILE_10 E_CROWD_10 ET_OCCUPANTS_10 EP_CROWD_10 EPL_CROWD_10 E_NOVEH_10 ET_KNOWNVEH_10 EP_NOVEH_10 EPL_NOVEH_10 E_GROUPQ_10 ET_HHTYPE_10 EP_GROUPQ_10 EPL_GROUPQ_10 SPL_THEME1 RPL_THEME1 SPL_THEME2 RPL_THEME2 SPL_THEME3 RPL_THEME3 SPL_THEME4 RPL_THEME4 SPL_THEMES RPL_THEMES
49043964203 49 043 964203 UT Utah Summit County 4 West Region 8 Mountain Division 57 1961 34 0 57 0.000000 0.002568 0 44 0.000000 0.007705 0 34 0.00000 0.003454 0 0 NaN NA 0 34 0.00000 0.001712 0 57 0.0000000 0.009402 0 32 0.000000 0.002568 0 0.000000 0.005128 0 0.00000 0.002564 0 32 0.000000 0.002568 0 34 0.000000 0.009418 0 57 0 0.06838 21 57 36.842105 0.88380 1961 0 0 0.1618 91 4.64049 0.7688 0 34 0.0000000 0.06935 0 34 0 0.06164 0 57 0 0.4009 0.023955 0.001701 0.088058 0.001701 0.88380 0.87930 1.46249 0.110500 2.458303 0.001701
49043964307 49 043 964307 UT Utah Summit County 4 West Region 8 Mountain Division 4656 1889 1654 279 4614 6.046814 0.094180 98 2497 3.924710 0.286000 425 1522 27.92378 0.547500 15 132 11.36364 0.05680 440 1654 26.60218 0.297900 32 3021 1.0592519 0.056410 127 4761 2.667507 0.020550 173 3.715636 0.138500 1500 32.21649 0.553800 98 3098 3.163331 0.018840 101 1309 7.715814 0.364700 0 4189 0 0.06838 275 4656 5.906357 0.11970 1889 0 0 0.1618 0 0.00000 0.2568 0 1654 0.0000000 0.06935 0 1654 0 0.06164 0 4656 0 0.4009 0.755040 0.028910 1.144220 0.022110 0.11970 0.11900 0.95049 0.009354 2.969450 0.003401
49035111304 49 035 111304 UT Utah Salt Lake County 4 West Region 8 Mountain Division 4048 1282 1245 499 4048 12.327075 0.328800 49 1977 2.478503 0.109600 231 1083 21.32964 0.202100 73 162 45.06173 0.63680 304 1245 24.41767 0.208900 39 2546 1.5318146 0.082050 338 3954 8.548305 0.243200 392 9.683794 0.582900 1178 29.10079 0.377800 181 2932 6.173261 0.101000 26 1112 2.338129 0.051370 0 3770 0 0.06838 146 4048 3.606719 0.03761 1282 0 0 0.1618 0 0.00000 0.2568 6 1245 0.4819277 0.15750 0 1245 0 0.06164 0 4048 0 0.4009 0.972550 0.068030 1.181450 0.023810 0.03761 0.03741 1.03864 0.022110 3.230250 0.005102
49035112617 49 035 112617 UT Utah Salt Lake County 4 West Region 8 Mountain Division 3686 1063 1048 166 3686 4.503527 0.056510 86 1688 5.094787 0.469200 320 1011 31.65183 0.702900 8 37 21.62162 0.14460 328 1048 31.29771 0.496600 22 2142 1.0270775 0.051280 77 3525 2.184397 0.013700 215 5.832881 0.294000 1247 33.83071 0.637600 85 2376 3.577441 0.025680 59 958 6.158664 0.246600 0 3377 0 0.06838 178 3686 4.829083 0.08547 1063 0 0 0.1618 0 0.00000 0.2568 0 1048 0.0000000 0.06935 0 1048 0 0.06164 0 3686 0 0.4009 1.087290 0.091840 1.272260 0.035710 0.08547 0.08503 0.95049 0.009354 3.395510 0.006803
49011126405 49 011 126405 UT Utah Davis County 4 West Region 8 Mountain Division 3536 1122 1075 69 3536 1.951358 0.015410 56 1517 3.691496 0.248300 144 1044 13.79310 0.034540 10 31 32.25806 0.31840 154 1075 14.32558 0.015410 98 2162 4.5328400 0.302600 138 3770 3.660477 0.032530 369 10.435520 0.634200 1105 31.25000 0.499100 277 2578 10.744763 0.464000 24 903 2.657807 0.061640 0 3364 0 0.06838 227 3536 6.419683 0.15210 1122 0 0 0.1618 0 0.00000 0.2568 0 1075 0.0000000 0.06935 0 1075 0 0.06164 0 3536 0 0.4009 0.614250 0.018710 1.727320 0.129300 0.15210 0.15140 0.95049 0.009354 3.444160 0.008503
49035112619 49 035 112619 UT Utah Salt Lake County 4 West Region 8 Mountain Division 2753 1044 938 253 2753 9.189975 0.207200 41 1504 2.726064 0.142100 187 912 20.50439 0.158900 0 26 0.00000 0.01893 187 938 19.93603 0.080480 12 1769 0.6783493 0.034190 433 3123 13.864873 0.517100 328 11.914275 0.726500 613 22.26662 0.140200 234 2495 9.378758 0.328800 24 812 2.955665 0.082190 0 2660 0 0.06838 227 2753 8.245550 0.22050 1044 0 0 0.1618 0 0.00000 0.2568 0 938 0.0000000 0.06935 0 938 0 0.06164 0 2753 0 0.4009 0.981070 0.071430 1.346070 0.044220 0.22050 0.21940 0.95049 0.009354 3.498130 0.010200

2020

svi_2020_state %>% arrange((RPL_THEMES)) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_20 E_HU_20 E_HH_20 E_POV150_20 ET_POVSTATUS_20 EP_POV150_20 EPL_POV150_20 E_UNEMP_20 ET_EMPSTATUS_20 EP_UNEMP_20 EPL_UNEMP_20 E_HBURD_OWN_20 ET_HOUSINGCOST_OWN_20 EP_HBURD_OWN_20 EPL_HBURD_OWN_20 E_HBURD_RENT_20 ET_HOUSINGCOST_RENT_20 EP_HBURD_RENT_20 EPL_HBURD_RENT_20 E_HBURD_20 ET_HOUSINGCOST_20 EP_HBURD_20 EPL_HBURD_20 E_NOHSDP_20 ET_EDSTATUS_20 EP_NOHSDP_20 EPL_NOHSDP_20 E_UNINSUR_20 ET_INSURSTATUS_20 EP_UNINSUR_20 EPL_UNINSUR_20 E_AGE65_20 EP_AGE65_20 EPL_AGE65_20 E_AGE17_20 EP_AGE17_20 EPL_AGE17_20 E_DISABL_20 ET_DISABLSTATUS_20 EP_DISABL_20 EPL_DISABL_20 E_SNGPNT_20 ET_FAMILIES_20 EP_SNGPNT_20 EPL_SNGPNT_20 E_LIMENG_20 ET_POPAGE5UP_20 EP_LIMENG_20 EPL_LIMENG_20 E_MINRTY_20 ET_POPETHRACE_20 EP_MINRTY_20 EPL_MINRTY_20 E_STRHU_20 E_MUNIT_20 EP_MUNIT_20 EPL_MUNIT_20 E_MOBILE_20 EP_MOBILE_20 EPL_MOBILE_20 E_CROWD_20 ET_OCCUPANTS_20 EP_CROWD_20 EPL_CROWD_20 E_NOVEH_20 ET_KNOWNVEH_20 EP_NOVEH_20 EPL_NOVEH_20 E_GROUPQ_20 ET_HHTYPE_20 EP_GROUPQ_20 EPL_GROUPQ_20 SPL_THEME1 RPL_THEME1 SPL_THEME2 RPL_THEME2 SPL_THEME3 RPL_THEME3 SPL_THEME4 RPL_THEME4 SPL_THEMES RPL_THEMES
49011126203 49 011 126203 UT Utah Davis County 4 West Region 8 Mountain Division 4299 1304 1216 143 4266 3.352086 0.04110 27 1905 1.4173228 0.13180 132 1036 12.741313 0.14950 10 180 5.555556 0.03596 142 1216 11.677632 0.034250 11 2441 0.4506350 0.01368 58 4299 1.349151 0.03082 473 11.002559 0.50600 1494 34.75227 0.8188 200 2804.974 7.130192 0.11640 99 1118.901 8.847969 0.46060 0 3991 0.0000000 0.06923 372 4298.525 8.654132 0.13160 1304 0 0.0000000 0.1259 0 0 0.2611 0 1216 0.0000000 0.05908 0 1215.957 0.0000000 0.04966 0 4299 0 0.2479 0.251650 0.003401 1.97103 0.21600 0.13160 0.13100 0.74364 0.005952 3.097920 0.001701
49011126104 49 011 126104 UT Utah Davis County 4 West Region 8 Mountain Division 14190 3356 3356 317 14190 2.233968 0.01712 154 6131 2.5118252 0.36130 237 3297 7.188353 0.02749 20 59 33.898305 0.36990 257 3356 7.657926 0.005137 119 7218 1.6486561 0.12140 216 14195 1.521663 0.04110 589 4.150810 0.06496 5901 41.58562 0.9607 639 8291.987 7.706235 0.14210 52 3272.054 1.589216 0.03425 35 13223 0.2646903 0.23930 786 14190.107 5.539070 0.05128 3356 0 0.0000000 0.1259 0 0 0.2611 12 3356 0.3575685 0.13700 41 3356.029 1.2216819 0.30650 0 14190 0 0.2479 0.546057 0.017010 1.44131 0.06463 0.05128 0.05102 1.07840 0.045920 3.117047 0.003401
49035103800 49 035 103800 UT Utah Salt Lake County 4 West Region 8 Mountain Division 2425 1033 1009 182 2425 7.505155 0.19350 12 1597 0.7514089 0.05137 80 697 11.477762 0.10480 68 312 21.794872 0.15070 148 1009 14.667988 0.087330 10 1638 0.6105006 0.03077 39 2425 1.608247 0.05308 266 10.969072 0.50260 493 20.32990 0.1368 74 1932.000 3.830228 0.01884 38 520.000 7.307692 0.36820 0 2240 0.0000000 0.06923 341 2425.000 14.061856 0.36240 1033 42 4.0658277 0.5171 0 0 0.2611 0 1009 0.0000000 0.05908 7 1009.000 0.6937562 0.19010 0 2425 0 0.2479 0.416050 0.005102 1.09567 0.02551 0.36240 0.36050 1.27528 0.083330 3.149400 0.005102
49035103600 49 035 103600 UT Utah Salt Lake County 4 West Region 8 Mountain Division 2900 1138 1057 172 2888 5.955679 0.13180 8 1718 0.4656577 0.02568 102 844 12.085308 0.12710 79 213 37.089202 0.45380 181 1057 17.123936 0.172900 29 1925 1.5064935 0.10260 31 2894 1.071182 0.02226 385 13.275862 0.65300 696 24.00000 0.2479 132 2198.000 6.005459 0.05993 44 744.000 5.913978 0.26030 0 2803 0.0000000 0.06923 324 2900.000 11.172414 0.22910 1138 7 0.6151142 0.3116 0 0 0.2611 4 1057 0.3784295 0.14550 9 1057.000 0.8514664 0.21920 0 2900 0 0.2479 0.455240 0.010200 1.29036 0.03571 0.22910 0.22790 1.18530 0.062930 3.160000 0.006803
49035111302 49 035 111302 UT Utah Salt Lake County 4 West Region 8 Mountain Division 6252 2169 2115 478 6252 7.645553 0.20030 95 3718 2.5551372 0.36990 298 1919 15.528921 0.27840 64 196 32.653061 0.33730 362 2115 17.115839 0.171200 56 4279 1.3087170 0.09060 203 6252 3.246961 0.12840 972 15.547025 0.75900 1270 20.31350 0.1350 303 4982.000 6.081895 0.06507 31 1598.000 1.939925 0.04795 0 5730 0.0000000 0.06923 943 6252.000 15.083173 0.40680 2169 0 0.0000000 0.1259 0 0 0.2611 0 2115 0.0000000 0.05908 8 2115.000 0.3782506 0.11300 0 6252 0 0.2479 0.960400 0.076530 1.07625 0.02381 0.40680 0.40480 0.80698 0.011900 3.250430 0.008503
49011125401 49 011 125401 UT Utah Davis County 4 West Region 8 Mountain Division 13921 3875 3875 827 13921 5.940665 0.13010 57 7339 0.7766726 0.05479 352 3578 9.837898 0.06014 40 297 13.468013 0.07363 392 3875 10.116129 0.013700 286 7992 3.5785786 0.30770 463 13904 3.329977 0.13530 879 6.314202 0.17260 4666 33.51771 0.7675 790 9238.000 8.551635 0.20550 271 3381.000 8.015380 0.40920 25 12768 0.1958020 0.20340 1243 13921.000 8.928956 0.14190 3875 0 0.0000000 0.1259 0 0 0.2611 19 3875 0.4903226 0.17120 0 3875.000 0.0000000 0.04966 0 13921 0 0.2479 0.641590 0.022110 1.75820 0.13270 0.14190 0.14120 0.85576 0.015310 3.397450 0.010200 
-The most vulnerable tracts in Utah are in Utah, Toole, and Salt Lake Counties. Interestly, the 
least vulnerable tracts are in Davis and also Salt Lake County.