According to Mah, Penwarden, Pott et al. (2023), “Social vulnerability occurs when the disadvantage conveyed by poor social conditions determines the degree to which one’s life and livelihood are at risk from a particular and identifiable event in health, nature, or society.”

The Centers for Disease Control and Prevention have created guidelines for a social vulnerability index (SVI) from US Census variables that allows analysts to identify vulnerable communities based on socioeconomic, household characteristics, racial and ethnic minority status, and housing and transportation types.

The following analysis examines areas of vulnerability in Pennsylvania, New York, and New Jersey as well as the broader United States.

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",
              "region",
              "state",
              "county",
              "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_courtney.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"))

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

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
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
svi_2010_regional <- rank_variables(svi_2010, rank_by = "regional", location = 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
09001010101 09 001 010101 CT Connecticut Fairfield County 1 Northeast Region 1 New England Division 4053 1608 1416 242 3851 6.284082 0.16010 52 1511 3.441429 0.1265 429 1240 34.59677 0.5194 24 176 13.63636 0.03745 453 1416 31.99153 0.29440 234 2778 8.423326 0.35790 150 3851 3.895092 0.17230 959 23.66149 0.9384 1115 27.51049 0.8155 252 2898 8.695652 0.1725 32 1041 3.073967 0.05352 96 3821 2.5124313 0.6127 175 4053 4.317789 0.1678 1608 46 2.8606965 0.38610 0 0.0000000 0.3204 11 1416 0.7768362 0.4311 43 1416 3.036723 0.22200 202 4053 4.983962 0.8725
09001010102 09 001 010102 CT Connecticut Fairfield County 1 Northeast Region 1 New England Division 4833 1538 1430 205 4815 4.257529 0.08309 78 1799 4.335742 0.2178 478 1352 35.35503 0.5437 37 78 47.43590 0.54680 515 1430 36.01399 0.42400 66 3159 2.089269 0.04865 156 4544 3.433099 0.14220 750 15.51831 0.6469 1419 29.36065 0.8840 290 3345 8.669656 0.1708 28 1235 2.267206 0.03553 131 4538 2.8867342 0.6395 1176 4833 24.332713 0.5919 1538 0 0.0000000 0.09502 0 0.0000000 0.3204 0 1430 0.0000000 0.1525 101 1430 7.062937 0.46710 237 4833 4.903786 0.8706
09001010201 09 001 010201 CT Connecticut Fairfield County 1 Northeast Region 1 New England Division 3550 1091 948 108 3346 3.227735 0.05048 53 950 5.578947 0.3654 246 903 27.24252 0.2833 8 45 17.77778 0.05548 254 948 26.79325 0.14380 99 2117 4.676429 0.15780 49 3217 1.523158 0.04121 672 18.92958 0.8255 1282 36.11268 0.9778 244 2146 11.369991 0.3628 71 894 7.941834 0.26130 25 3422 0.7305669 0.3653 300 3550 8.450704 0.3187 1091 0 0.0000000 0.09502 0 0.0000000 0.3204 0 948 0.0000000 0.1525 0 948 0.000000 0.01141 204 3550 5.746479 0.8862
09001010202 09 001 010202 CT Connecticut Fairfield County 1 Northeast Region 1 New England Division 4839 1928 1729 215 4826 4.455035 0.08982 79 2116 3.733459 0.1528 335 1413 23.70842 0.1771 64 316 20.25316 0.06942 399 1729 23.07692 0.06555 149 3374 4.416123 0.14510 92 5430 1.694291 0.04860 693 14.32114 0.5654 1304 26.94772 0.7899 332 3969 8.364827 0.1531 71 1323 5.366591 0.13510 123 4514 2.7248560 0.6284 837 4839 17.296962 0.5062 1928 9 0.4668050 0.20820 10 0.5186722 0.6707 0 1729 0.0000000 0.1525 10 1729 0.578369 0.03255 0 4839 0.000000 0.3433
09001010300 09 001 010300 CT Connecticut Fairfield County 1 Northeast Region 1 New England Division 3847 1632 1421 218 3847 5.666753 0.13480 106 1463 7.245386 0.5540 398 1125 35.37778 0.5447 116 296 39.18919 0.34300 514 1421 36.17171 0.42800 101 2762 3.656770 0.10950 215 3910 5.498721 0.28470 732 19.02781 0.8296 961 24.98050 0.6777 219 2898 7.556936 0.1061 24 1076 2.230483 0.03478 16 3668 0.4362050 0.2769 536 3847 13.932935 0.4482 1632 8 0.4901961 0.21090 0 0.0000000 0.3204 0 1421 0.0000000 0.1525 26 1421 1.829697 0.11950 0 3847 0.000000 0.3433
09001010400 09 001 010400 CT Connecticut Fairfield County 1 Northeast Region 1 New England Division 5181 2250 2108 365 5181 7.044972 0.18980 102 2379 4.287516 0.2118 764 1600 47.75000 0.8269 275 508 54.13386 0.70890 1039 2108 49.28842 0.79620 301 3682 8.174905 0.34450 473 5252 9.006093 0.52990 1035 19.97684 0.8601 1333 25.72862 0.7257 661 4151 15.923874 0.6668 197 1357 14.517318 0.55450 67 4767 1.4054961 0.4895 595 5181 11.484269 0.3994 2250 123 5.4666667 0.49320 10 0.4444444 0.6594 26 2108 1.2333966 0.5267 63 2108 2.988615 0.21810 0 5181 0.000000 0.3433 
# Regional
svi_2020_regional <- rank_variables(svi_2020, rank_by = "regional", location = 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
09001010101 09 001 010101 CT Connecticut Fairfield County 1 Northeast Region 1 New England Division 4192 1591 1347 241 3922 6.144824 0.144600 76 1947 3.903441 0.3806 554 1108 50.00000 0.9397 86 239 35.98326 0.29250 640 1347 47.51299 0.8415 93 3061 3.038223 0.14930 7 3922 0.1784804 0.014040 1238 29.53244 0.9500 908 21.66031 0.6033 259 3014.000 8.593232 0.15340 65 1033.000 6.2923524 0.20440 63 4022 1.5663849 0.50770 453 4192.000 10.80630 0.2732 1591 25 1.5713388 0.29150 0 0.000000 0.3172 25 1347 1.8559762 0.5608 33 1347.000 2.4498886 0.17820 275 4192 6.5601145 0.9107
09001010102 09 001 010102 CT Connecticut Fairfield County 1 Northeast Region 1 New England Division 4419 1602 1362 60 4419 1.357773 0.007698 67 2032 3.297244 0.2916 363 1231 29.48822 0.6387 29 131 22.13740 0.08811 392 1362 28.78120 0.3840 33 2827 1.167315 0.03804 4 4419 0.0905182 0.011050 828 18.73727 0.6218 1208 27.33650 0.8876 239 3211.000 7.443164 0.09654 8 1255.000 0.6374502 0.01594 17 4186 0.4061156 0.27980 539 4419.000 12.19733 0.3037 1602 0 0.0000000 0.08313 0 0.000000 0.3172 9 1362 0.6607930 0.3515 17 1362.000 1.2481645 0.08452 20 4419 0.4525911 0.5565
09001010201 09 001 010201 CT Connecticut Fairfield County 1 Northeast Region 1 New England Division 3429 1255 1119 181 3277 5.523345 0.120100 76 1201 6.328060 0.6691 255 978 26.07362 0.5312 24 141 17.02128 0.05272 279 1119 24.93298 0.2590 44 2207 1.993656 0.07981 0 3277 0.0000000 0.004705 741 21.60980 0.7671 964 28.11315 0.9053 158 2313.000 6.830955 0.07420 21 871.000 2.4110218 0.04849 10 3218 0.3107520 0.24640 561 3429.000 16.36045 0.3846 1255 24 1.9123506 0.31520 0 0.000000 0.3172 0 1119 0.0000000 0.1244 24 1119.000 2.1447721 0.15360 251 3429 7.3199183 0.9178
09001010202 09 001 010202 CT Connecticut Fairfield County 1 Northeast Region 1 New England Division 5262 1917 1811 647 5245 12.335558 0.390800 169 2620 6.450382 0.6798 346 1294 26.73879 0.5524 272 517 52.61122 0.68900 618 1811 34.12479 0.5544 175 3433 5.097582 0.29890 83 5263 1.5770473 0.158300 883 16.78069 0.5027 1550 29.45648 0.9311 383 3713.163 10.314657 0.26320 136 1483.018 9.1704909 0.34670 157 5042 3.1138437 0.64660 1339 5261.892 25.44712 0.5154 1917 7 0.3651539 0.18520 0 0.000000 0.3172 0 1811 0.0000000 0.1244 42 1811.390 2.3186617 0.16720 8 5262 0.1520334 0.3711
09001010300 09 001 010300 CT Connecticut Fairfield County 1 Northeast Region 1 New England Division 3815 1664 1457 89 3810 2.335958 0.020850 81 1839 4.404568 0.4541 293 1038 28.22736 0.6002 75 419 17.89976 0.05786 368 1457 25.25738 0.2693 35 2698 1.297257 0.04371 38 3809 0.9976372 0.083710 742 19.44954 0.6605 881 23.09305 0.6986 124 2928.576 4.234140 0.01599 31 1164.582 2.6618993 0.05612 0 3612 0.0000000 0.07348 502 3815.450 13.15703 0.3245 1664 51 3.0649038 0.37610 13 0.781250 0.7117 13 1457 0.8922443 0.4053 13 1456.744 0.8924009 0.05999 58 3815 1.5203145 0.7278
09001010400 09 001 010400 CT Connecticut Fairfield County 1 Northeast Region 1 New England Division 5846 2131 1978 352 5846 6.021211 0.139600 171 3470 4.927954 0.5229 259 1285 20.15564 0.3169 339 693 48.91775 0.59620 598 1978 30.23256 0.4314 169 4282 3.946754 0.21520 342 5846 5.8501540 0.656600 948 16.21622 0.4662 1144 19.56894 0.4424 590 4702.000 12.547852 0.41400 187 1561.000 11.9795003 0.47280 72 5567 1.2933357 0.47110 946 5846.000 16.18200 0.3817 2131 92 4.3172220 0.42850 23 1.079306 0.7367 76 1978 3.8422649 0.7360 15 1978.000 0.7583418 0.04981 23 5846 0.3934314 0.5304 
# Divisional
svi_2010_divisional <- rank_variables(svi_2010, rank_by = "divisional", location = census_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
34001000100 34 001 000100 NJ New Jersey Atlantic County 1 Northeast Region 2 Middle Atlantic Division 2907 1088 983 1127 2907 38.76849 0.8482 144 1433 10.048849 0.7544 280 435 64.36782 0.9529 204 548 37.22628 0.2998 484 983 49.23703 0.7813 468 1759 26.60603 0.8634 532 2543 20.92017 0.8978 250 8.599931 0.1777 944 32.47334 0.94170 186 1851 10.04862 0.2706 266 678 39.233038 0.8981 177 2611 6.779012 0.7778 1928 2907 66.32267 0.7743 1088 113 10.386029 0.6229 9 0.8272059 0.7223 80 983 8.138352 0.8657 265 983 26.95829 0.7354 0 2907 0.000000 0.3512
34001000200 34 001 000200 NJ New Jersey Atlantic County 1 Northeast Region 2 Middle Atlantic Division 3189 2217 1473 519 3189 16.27469 0.4806 109 1558 6.996149 0.5179 573 955 60.00000 0.9323 199 518 38.41699 0.3261 772 1473 52.41005 0.8418 405 2579 15.70376 0.6491 484 3547 13.64533 0.7154 847 26.560050 0.9629 436 13.67200 0.08181 608 3005 20.23295 0.8466 42 857 4.900817 0.1204 422 3072 13.736979 0.8799 1792 3189 56.19316 0.7390 2217 901 40.640505 0.8693 0 0.0000000 0.3251 48 1473 3.258656 0.7064 250 1473 16.97217 0.6444 0 3189 0.000000 0.3512
34001000300 34 001 000300 NJ New Jersey Atlantic County 1 Northeast Region 2 Middle Atlantic Division 3997 1823 1357 1401 3968 35.30746 0.8164 382 2238 17.068811 0.9376 176 329 53.49544 0.8855 604 1028 58.75486 0.7947 780 1357 57.47973 0.9165 920 2677 34.36683 0.9346 1351 4149 32.56206 0.9811 314 7.855892 0.1437 937 23.44258 0.55900 319 3054 10.44532 0.3000 187 782 23.913044 0.7498 1080 3671 29.419777 0.9742 3357 3997 83.98799 0.8419 1823 363 19.912233 0.7535 0 0.0000000 0.3251 150 1357 11.053795 0.9136 651 1357 47.97347 0.8585 0 3997 0.000000 0.3512
34001000400 34 001 000400 NJ New Jersey Atlantic County 1 Northeast Region 2 Middle Atlantic Division 2902 2683 1401 1172 2902 40.38594 0.8615 190 1389 13.678906 0.8811 364 707 51.48515 0.8627 507 694 73.05476 0.9503 871 1401 62.16988 0.9572 481 1981 24.28067 0.8339 674 3204 21.03620 0.8998 434 14.955203 0.6083 596 20.53756 0.33980 426 2607 16.34062 0.6886 111 652 17.024540 0.6204 215 2736 7.858187 0.8008 1792 2902 61.75052 0.7584 2683 2049 76.369735 0.9401 0 0.0000000 0.3251 69 1401 4.925053 0.7847 511 1401 36.47395 0.7992 72 2902 2.481048 0.8114
34001000500 34 001 000500 NJ New Jersey Atlantic County 1 Northeast Region 2 Middle Atlantic Division 3483 1241 1027 1938 3483 55.64169 0.9533 124 1630 7.607362 0.5830 227 446 50.89686 0.8549 478 581 82.27194 0.9799 705 1027 68.64654 0.9863 733 2077 35.29129 0.9396 727 3258 22.31430 0.9149 377 10.824002 0.3081 1055 30.28998 0.90140 268 2401 11.16202 0.3549 209 763 27.391874 0.7940 911 3077 29.606760 0.9746 3036 3483 87.16624 0.8550 1241 52 4.190169 0.4505 4 0.3223207 0.6567 113 1027 11.002921 0.9128 422 1027 41.09056 0.8250 0 3483 0.000000 0.3512
34001001100 34 001 001100 NJ New Jersey Atlantic County 1 Northeast Region 2 Middle Atlantic Division 2204 1204 1204 1185 2204 53.76588 0.9457 219 927 23.624596 0.9830 97 172 56.39535 0.9094 462 1032 44.76744 0.4746 559 1204 46.42857 0.7197 346 1440 24.02778 0.8306 469 1942 24.15036 0.9360 363 16.470054 0.7020 578 26.22505 0.74410 442 1558 28.36970 0.9675 247 396 62.373737 0.9898 104 2051 5.070697 0.7260 2118 2204 96.09800 0.9204 1204 570 47.342193 0.8858 0 0.0000000 0.3251 14 1204 1.162791 0.4877 817 1204 67.85714 0.9413 0 2204 0.000000 0.3512 
# Divisional
svi_2020_divisional <- rank_variables(svi_2020, rank_by = "divisional", location = census_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
34001000100 34 001 000100 NJ New Jersey Atlantic County 1 Northeast Region 2 Middle Atlantic Division 2157 941 784 1182 2157 54.79833 0.9571 242 1058 22.873346 0.9922 215 342 62.86550 0.9780 316 442 71.49321 0.9481 531 784 67.72959 0.9893 396 1274 31.08320 0.9497 266 2157 12.331943 0.9041 185 8.576727 0.09430 552 25.59110 0.8128 297 1605 18.504673 0.74880 83 510 16.27451 0.6090 251 2020 12.425743 0.8710 1852 2157 85.85999 0.8476 941 118 12.5398512 0.6385 0 0.0000000 0.3216 67 784 8.545918 0.8657 212 784 27.04082 0.7502 0 2157 0.0000000 0.1517
34001000200 34 001 000200 NJ New Jersey Atlantic County 1 Northeast Region 2 Middle Atlantic Division 3510 2046 1353 1021 3510 29.08832 0.7682 121 1852 6.533477 0.6717 343 696 49.28161 0.9273 416 657 63.31811 0.8696 759 1353 56.09756 0.9321 553 2338 23.65269 0.8871 354 3510 10.085470 0.8530 643 18.319088 0.60310 1002 28.54701 0.9055 450 2508 17.942584 0.72330 237 786 30.15267 0.8539 534 3375 15.822222 0.9062 2534 3510 72.19373 0.7818 2046 906 44.2815249 0.8690 0 0.0000000 0.3216 119 1353 8.795270 0.8711 324 1353 23.94678 0.7255 0 3510 0.0000000 0.1517
34001000300 34 001 000300 NJ New Jersey Atlantic County 1 Northeast Region 2 Middle Atlantic Division 3801 1640 1226 1857 3801 48.85556 0.9333 226 1800 12.555556 0.9267 111 280 39.64286 0.8339 608 946 64.27061 0.8842 719 1226 58.64600 0.9528 650 2275 28.57143 0.9337 1027 3801 27.019206 0.9914 380 9.997369 0.14040 1223 32.17574 0.9607 219 2578 8.494957 0.15680 268 909 29.48295 0.8456 940 3400 27.647059 0.9728 3318 3801 87.29282 0.8579 1640 262 15.9756098 0.6917 0 0.0000000 0.3216 124 1226 10.114192 0.8955 477 1226 38.90701 0.8258 0 3801 0.0000000 0.1517
34001000400 34 001 000400 NJ New Jersey Atlantic County 1 Northeast Region 2 Middle Atlantic Division 3178 2264 1390 1508 3176 47.48111 0.9246 172 1804 9.534368 0.8460 205 468 43.80342 0.8858 622 922 67.46204 0.9192 827 1390 59.49640 0.9587 364 2076 17.53372 0.8013 476 3178 14.977974 0.9390 483 15.198238 0.41220 539 16.96035 0.2484 319 2639 12.087912 0.38790 101 565 17.87611 0.6539 583 3022 19.291860 0.9349 2186 3178 68.78540 0.7658 2264 1609 71.0689046 0.9266 15 0.6625442 0.7078 226 1390 16.258993 0.9567 599 1390 43.09353 0.8474 20 3178 0.6293266 0.6292
34001000500 34 001 000500 NJ New Jersey Atlantic County 1 Northeast Region 2 Middle Atlantic Division 3385 1185 945 1682 3364 50.00000 0.9391 72 1577 4.565631 0.4586 185 468 39.52991 0.8332 362 477 75.89099 0.9703 547 945 57.88360 0.9477 592 1983 29.85376 0.9422 738 3385 21.802068 0.9817 240 7.090103 0.05988 1129 33.35303 0.9689 135 2256 5.984043 0.04817 110 717 15.34170 0.5822 721 3076 23.439532 0.9569 3029 3385 89.48301 0.8727 1185 9 0.7594937 0.2382 0 0.0000000 0.3216 103 945 10.899471 0.9072 263 945 27.83069 0.7560 0 3385 0.0000000 0.1517
34001001100 34 001 001100 NJ New Jersey Atlantic County 1 Northeast Region 2 Middle Atlantic Division 1950 1267 1096 1131 1950 58.00000 0.9678 66 706 9.348442 0.8395 42 101 41.58416 0.8612 309 995 31.05528 0.1959 351 1096 32.02555 0.4782 510 1379 36.98332 0.9763 155 1950 7.948718 0.7660 392 20.102564 0.69880 447 22.92308 0.6712 570 1503 37.924152 0.99200 143 374 38.23529 0.9167 109 1841 5.920695 0.7464 1909 1950 97.89744 0.9529 1267 479 37.8058406 0.8464 0 0.0000000 0.3216 33 1096 3.010949 0.6446 743 1096 67.79197 0.9414 0 1950 0.0000000 0.1517 
# State
svi_2010_state <- rank_variables(svi_2010, rank_by = "state", location = state)
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
42001030101 42 001 030101 PA Pennsylvania Adams County 1 Northeast Region 2 Middle Atlantic Division 2597 993 915 230 2597 8.856373 0.1950 51 1399 3.645461 0.14870 279 840 33.21429 0.7852 27 75 36.00000 0.3706 306 915 33.44262 0.6063 185 1784 10.36996 0.4372 172 2580 6.666667 0.3133 280 10.781671 0.1947 694 26.72314 0.8216 281 1963 14.31482 0.4013 36 808 4.455445 0.09445 16 2481 0.6449012 0.5528 120 2597 4.620716 0.3091 993 0 0.000000 0.1312 55 5.538771 0.7558 5 915 0.5464481 0.4989 9 915 0.9836066 0.06514 0 2597 0 0.3334
42001030102 42 001 030102 PA Pennsylvania Adams County 1 Northeast Region 2 Middle Atlantic Division 5709 2415 2220 675 5709 11.823437 0.2920 236 3176 7.430731 0.59030 595 1894 31.41499 0.7163 131 326 40.18405 0.4772 726 2220 32.70270 0.5744 645 3990 16.16541 0.7281 326 5717 5.702291 0.2461 703 12.313890 0.2850 1332 23.33158 0.6116 674 4490 15.01114 0.4460 185 1727 10.712218 0.41920 95 5461 1.7396081 0.7700 370 5709 6.480995 0.3994 2415 0 0.000000 0.1312 261 10.807453 0.8497 61 2220 2.7477477 0.8804 62 2220 2.7927928 0.21860 0 5709 0 0.3334
42001030200 42 001 030200 PA Pennsylvania Adams County 1 Northeast Region 2 Middle Atlantic Division 5656 2180 2111 983 5588 17.591267 0.4964 161 3170 5.078864 0.30640 481 1677 28.68217 0.6106 154 434 35.48387 0.3586 635 2111 30.08053 0.4666 771 3785 20.36988 0.8475 877 5471 16.029976 0.8743 664 11.739745 0.2453 1428 25.24752 0.7469 630 4135 15.23579 0.4586 247 1594 15.495608 0.61690 193 5363 3.5987321 0.8791 866 5656 15.311174 0.6466 2180 0 0.000000 0.1312 302 13.853211 0.8982 70 2111 3.3159640 0.9126 85 2111 4.0265277 0.31290 0 5656 0 0.3334
42001030300 42 001 030300 PA Pennsylvania Adams County 1 Northeast Region 2 Middle Atlantic Division 3932 1561 1438 522 3913 13.340148 0.3424 103 2127 4.842501 0.27670 357 1097 32.54330 0.7606 89 341 26.09971 0.1637 446 1438 31.01530 0.5089 452 2560 17.65625 0.7828 634 4125 15.369697 0.8549 380 9.664293 0.1431 1059 26.93286 0.8306 369 3011 12.25506 0.2787 176 1125 15.644444 0.62220 190 3617 5.2529721 0.9178 673 3932 17.115972 0.6756 1561 0 0.000000 0.1312 90 5.765535 0.7592 67 1438 4.6592490 0.9511 6 1438 0.4172462 0.03038 0 3932 0 0.3334
42001030400 42 001 030400 PA Pennsylvania Adams County 1 Northeast Region 2 Middle Atlantic Division 5661 2359 2218 765 5658 13.520679 0.3512 74 3122 2.370275 0.05383 577 1766 32.67271 0.7653 221 452 48.89381 0.6877 798 2218 35.97836 0.6846 520 3886 13.38137 0.5988 697 5692 12.245256 0.7295 688 12.153330 0.2731 1423 25.13690 0.7381 694 4338 15.99816 0.5052 320 1633 19.595836 0.71700 29 5276 0.5496588 0.5116 644 5661 11.376082 0.5712 2359 77 3.264095 0.5131 224 9.495549 0.8303 22 2218 0.9918846 0.6427 141 2218 6.3570784 0.47170 0 5661 0 0.3334
42001030500 42 001 030500 PA Pennsylvania Adams County 1 Northeast Region 2 Middle Atlantic Division 3676 1585 1541 568 3670 15.476839 0.4235 96 1952 4.918033 0.28480 275 1214 22.65239 0.2979 142 327 43.42508 0.5586 417 1541 27.06035 0.3301 477 2622 18.19222 0.7978 565 3711 15.225007 0.8483 631 17.165397 0.6422 737 20.04897 0.3312 566 3026 18.70456 0.6753 116 1013 11.451135 0.45280 87 3464 2.5115473 0.8356 500 3676 13.601741 0.6162 1585 39 2.460568 0.4703 160 10.094637 0.8406 22 1541 1.4276444 0.7285 59 1541 3.8286827 0.29970 0 3676 0 0.3334 
# State
svi_2020_state <- rank_variables(svi_2020, rank_by = "state", location = state)
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
42001030101 42 001 030101 PA Pennsylvania Adams County 1 Northeast Region 2 Middle Atlantic Division 2651 1160 1058 246 2651 9.279517 0.2243 12 1433 0.837404 0.02914 200 940 21.27660 0.6030 33 118 27.96610 0.20760 233 1058 22.02268 0.3198 167 1930 8.65285 0.5666 182 2652 6.862745 0.7413 521 19.65296 0.5860 601 22.67069 0.6889 262 2050.964 12.77448 0.2721 33 760.4212 4.339700 0.09897 42 2495 1.683367 0.7392 397 2650.619 14.977633 0.5194 1160 0 0.000000 0.1113 50 4.310345 0.7433 21 1058 1.984877 0.7410 8 1057.939 0.7561874 0.04917 0 2651 0.0000000 0.1546
42001030102 42 001 030102 PA Pennsylvania Adams County 1 Northeast Region 2 Middle Atlantic Division 5873 2397 2211 591 5837 10.125064 0.2547 138 3182 4.336895 0.46080 296 2028 14.59566 0.2304 75 183 40.98361 0.51510 371 2211 16.77974 0.1063 455 4273 10.64826 0.6904 337 5873 5.738124 0.6508 1256 21.38600 0.6876 1286 21.89682 0.6345 751 4587.000 16.37236 0.4975 130 1733.0000 7.501443 0.24150 0 5729 0.000000 0.1334 280 5873.000 4.767581 0.1981 2397 0 0.000000 0.1113 341 14.226116 0.9282 25 2211 1.130710 0.6043 33 2211.000 1.4925373 0.10300 0 5873 0.0000000 0.1546
42001030200 42 001 030200 PA Pennsylvania Adams County 1 Northeast Region 2 Middle Atlantic Division 5824 2189 2044 1054 5816 18.122421 0.5288 170 2876 5.910988 0.64130 341 1574 21.66455 0.6237 206 470 43.82979 0.59050 547 2044 26.76125 0.5394 718 4007 17.91864 0.8949 756 5808 13.016529 0.9439 976 16.75824 0.4081 1432 24.58791 0.7930 609 4376.036 13.91670 0.3447 130 1572.5788 8.266676 0.28590 266 5495 4.840764 0.8937 1357 5824.381 23.298614 0.6566 2189 0 0.000000 0.1113 393 17.953403 0.9602 55 2044 2.690802 0.8172 59 2044.061 2.8864106 0.22300 7 5824 0.1201923 0.3637
42001030300 42 001 030300 PA Pennsylvania Adams County 1 Northeast Region 2 Middle Atlantic Division 4306 1763 1620 324 4298 7.538390 0.1620 57 2528 2.254747 0.16040 245 1358 18.04124 0.4282 53 262 20.22901 0.09642 298 1620 18.39506 0.1703 359 3137 11.44405 0.7264 310 4299 7.210979 0.7670 666 15.46679 0.3333 824 19.13609 0.4109 473 3475.000 13.61151 0.3262 20 1173.0000 1.705030 0.02443 151 4119 3.665938 0.8624 813 4306.000 18.880632 0.5894 1763 0 0.000000 0.1113 182 10.323313 0.8665 59 1620 3.641975 0.8786 32 1620.000 1.9753086 0.14030 87 4306 2.0204366 0.7477
42001030400 42 001 030400 PA Pennsylvania Adams County 1 Northeast Region 2 Middle Atlantic Division 5798 2614 2271 967 5697 16.973846 0.4937 69 2979 2.316213 0.16920 444 1839 24.14356 0.7325 138 432 31.94444 0.28360 582 2271 25.62748 0.4917 696 4198 16.57932 0.8705 549 5697 9.636651 0.8697 1196 20.62780 0.6426 1192 20.55881 0.5253 871 4505.000 19.33407 0.6741 220 1721.0000 12.783266 0.49800 135 5437 2.482987 0.8093 513 5798.000 8.847879 0.3531 2614 61 2.333588 0.4313 283 10.826320 0.8752 91 2271 4.007045 0.8990 210 2271.000 9.2470277 0.60570 139 5798 2.3973784 0.7745
42001030500 42 001 030500 PA Pennsylvania Adams County 1 Northeast Region 2 Middle Atlantic Division 3879 1675 1531 771 3879 19.876257 0.5852 110 2120 5.188679 0.56360 189 1173 16.11253 0.3112 161 358 44.97207 0.61870 350 1531 22.86088 0.3590 418 2743 15.23879 0.8458 263 3879 6.780098 0.7376 815 21.01057 0.6679 796 20.52075 0.5235 513 3083.000 16.63964 0.5125 137 1139.0000 12.028095 0.46350 131 3667 3.572402 0.8587 831 3879.000 21.423047 0.6300 1675 28 1.671642 0.3824 147 8.776119 0.8404 23 1531 1.502286 0.6736 35 1531.000 2.2860875 0.16500 12 3879 0.3093581 0.5109 
# County
svi_2010_county <- rank_variables(svi_2010, rank_by = "county", location = county, state_abbr = state)
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
42017100102 42 017 100102 PA Pennsylvania Bucks County 1 Northeast Region 2 Middle Atlantic Division 2520 1559 1255 501 2484 20.16908 0.9437 110 1281 8.587041 0.8732 179 415 43.13253 0.9366 387 840 46.07143 0.4648 566 1255 45.09960 0.9014 233 1952 11.936475 0.7606 209 2770 7.545126 0.6549 455 18.055556 0.8169 429 17.02381 0.08451 466 2391 19.48975 0.8873 102 575 17.739130 0.8803 38 2373 1.6013485 0.6972 361 2520 14.32540 0.7606 1559 366 23.476588 0.9014 25 1.603592 0.8310 29 1255 2.310757 0.9296 41 1255 3.266932 0.5986 0 2520 0.0000000 0.3275
42017100103 42 017 100103 PA Pennsylvania Bucks County 1 Northeast Region 2 Middle Atlantic Division 2677 1134 1009 303 2136 14.18539 0.7535 64 1204 5.315615 0.4225 219 570 38.42105 0.8310 172 439 39.17995 0.3521 391 1009 38.75124 0.6972 202 1568 12.882653 0.7958 190 2161 8.792226 0.7535 400 14.942099 0.6549 709 26.48487 0.78870 388 1880 20.63830 0.9648 52 571 9.106830 0.5070 22 2545 0.8644401 0.4648 972 2677 36.30930 0.9366 1134 185 16.313933 0.8310 0 0.000000 0.3451 0 1009 0.000000 0.2535 78 1009 7.730426 0.8662 541 2677 20.2091894 0.9789
42017100104 42 017 100104 PA Pennsylvania Bucks County 1 Northeast Region 2 Middle Atlantic Division 4613 2052 1830 1091 4613 23.65055 0.9648 158 2492 6.340289 0.5634 211 611 34.53355 0.5845 672 1219 55.12715 0.7254 883 1830 48.25137 0.9577 447 3271 13.665546 0.8239 469 4441 10.560685 0.8521 590 12.789941 0.4296 788 17.08216 0.09859 637 3631 17.54338 0.8028 135 1175 11.489362 0.6761 365 4357 8.3773238 0.9859 1846 4613 40.01734 0.9718 2052 549 26.754386 0.9225 0 0.000000 0.3451 0 1830 0.000000 0.2535 270 1830 14.754098 0.9648 0 4613 0.0000000 0.3275
42017100105 42 017 100105 PA Pennsylvania Bucks County 1 Northeast Region 2 Middle Atlantic Division 3457 1324 1242 444 3457 12.84351 0.7042 225 1719 13.089005 0.9859 334 982 34.01222 0.5352 139 260 53.46154 0.7042 473 1242 38.08374 0.6620 452 2418 18.693135 0.9507 385 3593 10.715280 0.8732 528 15.273358 0.6901 752 21.75296 0.42250 490 2896 16.91989 0.7606 57 886 6.433409 0.3099 150 3288 4.5620438 0.9437 458 3457 13.24848 0.7254 1324 21 1.586103 0.3873 0 0.000000 0.3451 50 1242 4.025765 0.9718 61 1242 4.911433 0.7113 34 3457 0.9835117 0.7535
42017100201 42 017 100201 PA Pennsylvania Bucks County 1 Northeast Region 2 Middle Atlantic Division 4127 1789 1605 576 4127 13.95687 0.7394 159 2197 7.237142 0.7042 521 1376 37.86337 0.8169 89 229 38.86463 0.3451 610 1605 38.00623 0.6479 457 2990 15.284281 0.8944 557 4264 13.062852 0.9577 601 14.562636 0.5915 839 20.32954 0.28170 429 3380 12.69231 0.6197 62 1165 5.321888 0.2183 135 3825 3.5294118 0.8803 887 4127 21.49261 0.8521 1789 0 0.000000 0.1444 244 13.638904 0.9648 37 1605 2.305296 0.9225 76 1605 4.735202 0.6901 0 4127 0.0000000 0.3275
42017100206 42 017 100206 PA Pennsylvania Bucks County 1 Northeast Region 2 Middle Atlantic Division 4815 2086 1828 860 4786 17.96908 0.8944 194 2661 7.290492 0.7254 426 1103 38.62194 0.8451 370 725 51.03448 0.6338 796 1828 43.54486 0.8592 237 3392 6.987028 0.5000 439 4765 9.213012 0.7887 452 9.387331 0.1620 1097 22.78297 0.50700 421 3746 11.23865 0.4507 180 1392 12.931035 0.7500 50 4570 1.0940919 0.5634 1095 4815 22.74143 0.8803 2086 189 9.060403 0.7042 25 1.198466 0.7887 0 1828 0.000000 0.2535 53 1828 2.899344 0.5563 34 4815 0.7061267 0.7113 
# County
svi_2020_county <- rank_variables(svi_2020, rank_by = "county", location = county, state = state)
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
42017100102 42 017 100102 PA Pennsylvania Bucks County 1 Northeast Region 2 Middle Atlantic Division 2595 1375 1223 547 2595 21.078998 0.9366 162 1515 10.693069 0.9648 125 348 35.91954 0.9577 337 875 38.51429 0.3873 462 1223 37.77596 0.8803 179 2043 8.761625 0.8028 148 2595 5.703276 0.7465 545 21.001927 0.6690 311 11.98459 0.05634 342 2284 14.973730 0.7465 104 711 14.627285 0.7254 25 2493 1.002808 0.4648 480 2595 18.49711 0.6831 1375 422 30.69091 0.9366 25 1.818182 0.8451 58 1223 4.742437 0.9366 86 1223 7.031889 0.7324 0 2595 0.0000000 0.2042
42017100103 42 017 100103 PA Pennsylvania Bucks County 1 Northeast Region 2 Middle Atlantic Division 2375 1029 952 479 2375 20.168421 0.8803 50 1383 3.615329 0.4789 76 449 16.92650 0.1479 143 503 28.42942 0.2183 219 952 23.00420 0.2113 148 1688 8.767772 0.8099 143 2375 6.021053 0.7676 221 9.305263 0.0493 561 23.62105 0.79580 490 1814 27.012128 0.9930 197 612 32.189543 0.9789 71 2199 3.228740 0.8521 662 2375 27.87368 0.8592 1029 225 21.86589 0.8451 0 0.000000 0.3310 67 952 7.037815 0.9718 99 952 10.399160 0.8944 10 2375 0.4210526 0.6549
42017100104 42 017 100104 PA Pennsylvania Bucks County 1 Northeast Region 2 Middle Atlantic Division 5242 2034 1982 1733 5238 33.085147 0.9930 156 2950 5.288136 0.6972 130 611 21.27660 0.3239 721 1371 52.58935 0.7183 851 1982 42.93643 0.9648 610 3491 17.473503 1.0000 821 5238 15.673921 1.0000 609 11.617703 0.1479 1102 21.02251 0.60560 837 4138 20.227163 0.9296 236 1373 17.188638 0.7887 745 4776 15.598828 1.0000 3082 5242 58.79435 1.0000 2034 600 29.49853 0.9225 0 0.000000 0.3310 161 1982 8.123108 0.9930 444 1982 22.401615 1.0000 4 5242 0.0763068 0.4085
42017100105 42 017 100105 PA Pennsylvania Bucks County 1 Northeast Region 2 Middle Atlantic Division 3022 1259 1199 397 2942 13.494222 0.7746 137 1985 6.901763 0.8662 312 953 32.73872 0.9225 74 246 30.08130 0.2606 386 1199 32.19349 0.6972 95 2276 4.173990 0.4507 167 2957 5.647616 0.7324 420 13.898081 0.2817 468 15.48643 0.18310 241 2543 9.476996 0.2958 51 677 7.533235 0.4507 60 2882 2.081888 0.7465 362 3022 11.97882 0.4366 1259 163 12.94678 0.7042 0 0.000000 0.3310 0 1199 0.000000 0.2254 106 1199 8.840701 0.8451 176 3022 5.8239576 0.9366
42017100201 42 017 100201 PA Pennsylvania Bucks County 1 Northeast Region 2 Middle Atlantic Division 5061 1903 1836 444 4940 8.987854 0.5634 160 2803 5.708170 0.7676 513 1683 30.48128 0.8732 75 153 49.01961 0.6408 588 1836 32.02614 0.6761 440 3602 12.215436 0.9437 321 5061 6.342620 0.7958 645 12.744517 0.1901 935 18.47461 0.35920 503 4126 12.190984 0.5634 171 1277 13.390760 0.6690 280 4838 5.787515 0.9366 1638 5061 32.36515 0.9085 1903 0 0.00000 0.1232 211 11.087756 0.9718 29 1836 1.579521 0.7465 58 1836 3.159041 0.4507 5 5061 0.0987947 0.4296
42017100206 42 017 100206 PA Pennsylvania Bucks County 1 Northeast Region 2 Middle Atlantic Division 5333 2093 2011 449 5323 8.435093 0.5070 239 3326 7.185809 0.8873 304 1095 27.76256 0.7042 490 916 53.49345 0.7535 794 2011 39.48284 0.9085 499 3895 12.811296 0.9648 452 5302 8.525085 0.8944 646 12.113257 0.1620 942 17.66360 0.28170 682 4360 15.642202 0.7817 202 1549 13.040671 0.6620 276 5098 5.413888 0.9296 1970 5333 36.93981 0.9225 2093 555 26.51696 0.8873 0 0.000000 0.3310 91 2011 4.525112 0.9225 138 2011 6.862258 0.7254 0 5333 0.0000000 0.2042 
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 
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

Analysis: CDC SVI Index

As we previously discussed in the introduction, the CDC Social Vulnerability Index is a measure that allows us to identify areas of the United States that are particularly susceptible to difficulties during national disasters due to a lack of community resources and large amounts of disparities across social, physical, and economic factors:

  • Theme 1 is Socioeconomic Status
  • Theme 2 is Household Characteristics
  • Theme 3 is Racial & Ethnic Minority Status
  • Theme 4 is Housing Type & Transportation

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National Analysis

Nationally, we find that the most & least vulnerable tracts by THEME1, THEME2, THEME3, THEME4, OVERALL for 2020 and 2010 are the following:

EXAMPLE RESPONSE:

# Calculate national SVI variables and flags for 2010
svi_2010_national <- svi_theme_variables(svi_2010_national)
svi_2010_national <- svi_theme_flags(svi_2010_national, .90)

# Find most vulnerable tracts in 2010 for THEME 1 - SES
svi_2010_national %>% filter(!is.na(F_THEME1)) %>% filter(E_TOTPOP_10 > 100) %>% arrange(desc(RPL_THEME1)) %>% head(10) %>% 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
06065042505 06 065 042505 CA California Riverside County 4 West Region 9 Pacific Division 3860 956 817 2783 3845 72.37971 0.9905 1 291 1320 22.04545 0.9695 1 251 347 72.33429 0.9912 1 278 470 59.14894 0.8153 0 529 817 64.74908 0.9836 1 948 1634 58.01714 0.9922 1 1481 4073 36.36140 0.9668 1 99 2.564767 0.023850 0 1663 43.0829016 0.995100 1 280 2391 11.710581 0.3347 0 212 736 28.80435 0.833100 0 860 3317 25.927042 0.9676 1 3648 3860 94.50777 0.9391 1 956 55 5.753138 0.5628 0 33 3.451883 0.6480 0 302 817 36.964504 0.9965 1 52 817 6.364749 0.57210 0 0 3860 0.000000 0.3640 0 4.9026 0.9880 5 3.154350 0.81900 2 0.9391 0.9304 1 3.14340 0.7960 1 12.13945 0.9581 9
06079012800 06 079 012800 CA California San Luis Obispo County 4 West Region 9 Pacific Division 2407 51 51 252 319 78.99687 0.9956 1 58 98 59.18367 0.9997 1 0 0 NaN NA NA 51 51 100.00000 0.9973 1 51 51 100.00000 0.9997 1 1010 2255 44.78936 0.9675 1 34 105 32.38095 0.9436 1 68 2.825093 0.027780 0 16 0.6647279 0.006176 0 10 88 11.363636 0.3128 0 0 13 0.00000 0.007664 0 123 2391 5.144291 0.7574 0 1180 2407 49.02368 0.7095 0 51 13 25.490196 0.8515 0 0 0.000000 0.2198 0 0 51 0.000000 0.1238 0 0 51 0.000000 0.02586 0 2327 2407 96.676361 0.9969 1 4.9061 0.9880 5 1.111820 0.01755 0 0.7095 0.7029 0 2.21786 0.3426 1 8.94528 0.6405 6
12086001402 12 086 001402 FL Florida Miami-Dade County 3 South Region 5 South Atlantic Division 4698 1821 1558 3601 4655 77.35768 0.9946 1 424 1492 28.41823 0.9891 1 192 319 60.18809 0.9699 1 981 1239 79.17676 0.9788 1 1173 1558 75.28883 0.9972 1 1391 2527 55.04551 0.9887 1 1867 5070 36.82446 0.9688 1 660 14.048531 0.606600 0 1630 34.6956152 0.945600 1 653 3270 19.969419 0.7702 0 315 875 36.00000 0.907000 1 1312 4372 30.009149 0.9787 1 4486 4698 95.48744 0.9459 1 1821 520 28.555739 0.8714 0 0 0.000000 0.2198 0 190 1558 12.195122 0.9391 1 560 1558 35.943517 0.95170 1 0 4698 0.000000 0.3640 0 4.9384 0.9880 5 4.208100 0.98550 3 0.9459 0.9371 1 3.34600 0.8704 2 13.43840 0.9864 11
12086980700 12 086 980700 FL Florida Miami-Dade County 3 South Region 5 South Atlantic Division 748 30 30 682 748 91.17647 0.9989 1 114 203 56.15764 0.9996 1 0 0 NaN NA NA 30 30 100.00000 0.9973 1 30 30 100.00000 0.9997 1 272 480 56.66667 0.9907 1 560 917 61.06870 0.9992 1 0 0.000000 0.003233 0 130 17.3796791 0.150500 0 173 723 23.928078 0.8840 0 30 30 100.00000 0.999800 1 78 682 11.436950 0.8771 0 621 748 83.02139 0.8779 0 30 0 0.000000 0.1224 0 30 100.000000 1.0000 1 30 30 100.000000 1.0000 1 0 30 0.000000 0.02586 0 528 748 70.588235 0.9937 1 4.9881 0.9880 5 2.914633 0.71540 1 0.8779 0.8697 0 3.14196 0.7955 3 11.92259 0.9453 9
32003004301 32 003 004301 NV Nevada Clark County 4 West Region 8 Mountain Division 2029 631 507 1797 2029 88.56580 0.9983 1 166 721 23.02358 0.9740 1 14 22 63.63636 0.9790 1 332 485 68.45361 0.9280 1 346 507 68.24458 0.9909 1 711 893 79.61926 0.9998 1 1133 1908 59.38155 0.9990 1 63 3.104978 0.032440 0 925 45.5889601 0.997400 1 86 1096 7.846715 0.1199 0 181 436 41.51376 0.942300 1 606 1677 36.135957 0.9899 1 1834 2029 90.38935 0.9142 1 631 0 0.000000 0.1224 0 0 0.000000 0.2198 0 206 507 40.631164 0.9978 1 139 507 27.416174 0.92590 1 0 2029 0.000000 0.3640 0 4.9620 0.9880 5 3.081940 0.79010 3 0.9142 0.9057 1 2.62990 0.5570 2 11.58804 0.9202 11
32003004602 32 003 004602 NV Nevada Clark County 4 West Region 8 Mountain Division 3326 909 815 2068 3068 67.40548 0.9834 1 272 1370 19.85401 0.9555 1 113 240 47.08333 0.8806 0 449 575 78.08696 0.9761 1 562 815 68.95706 0.9920 1 1012 1577 64.17248 0.9972 1 1718 3259 52.71556 0.9978 1 247 7.426338 0.187900 0 1332 40.0481058 0.987800 1 241 1726 13.962920 0.4727 0 110 642 17.13396 0.584500 0 840 2903 28.935584 0.9763 1 2909 3326 87.46242 0.8990 0 909 78 8.580858 0.6358 0 69 7.590759 0.7359 0 222 815 27.239264 0.9895 1 91 815 11.165644 0.75250 0 161 3326 4.840649 0.8850 0 4.9259 0.9880 5 3.209200 0.83930 2 0.8990 0.8906 0 3.99870 0.9798 1 13.03280 0.9838 8
48113002701 48 113 002701 TX Texas Dallas County 3 South Region 7 West South Central Division 2205 1212 952 1848 2165 85.35797 0.9978 1 153 653 23.43032 0.9757 1 217 328 66.15854 0.9838 1 468 624 75.00000 0.9661 1 685 952 71.95378 0.9953 1 700 1532 45.69191 0.9703 1 1007 2578 39.06129 0.9773 1 339 15.374150 0.686200 0 541 24.5351474 0.542900 0 592 1839 32.191408 0.9785 1 161 448 35.93750 0.906500 1 172 2062 8.341416 0.8331 0 2158 2205 97.86848 0.9670 1 1212 195 16.089109 0.7619 0 0 0.000000 0.2198 0 23 952 2.415966 0.6206 0 402 952 42.226891 0.96400 1 0 2205 0.000000 0.3640 0 4.9164 0.9880 5 3.947200 0.97840 2 0.9670 0.9580 1 2.93030 0.7040 1 12.76090 0.9795 9
04013113900 04 013 113900 AZ Arizona Maricopa County 4 West Region 8 Mountain Division 1092 456 383 947 1092 86.72161 0.9980 1 47 218 21.55963 0.9667 1 53 73 72.60274 0.9915 1 208 310 67.09677 0.9164 1 261 383 68.14621 0.9907 1 290 413 70.21792 0.9990 1 371 1128 32.89007 0.9471 1 32 2.930403 0.029400 0 548 50.1831502 0.999100 1 49 596 8.221476 0.1367 0 154 183 84.15301 0.999200 1 167 888 18.806306 0.9361 1 1066 1092 97.61905 0.9643 1 456 131 28.728070 0.8722 0 0 0.000000 0.2198 0 67 383 17.493473 0.9678 1 203 383 53.002611 0.97910 1 0 1092 0.000000 0.3640 0 4.9015 0.9879 5 3.100500 0.79780 3 0.9643 0.9553 1 3.40290 0.8876 2 12.36920 0.9683 11
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 0.162400 0 537 21.8381456 0.358900 0 169 1739 9.718229 0.2138 0 140 397 35.26448 0.901400 1 1043 2291 45.525971 0.9973 1 2317 2459 94.22529 0.9371 1 682 312 45.747801 0.9365 1 0 0.000000 0.2198 0 330 634 52.050473 0.9995 1 259 634 40.851735 0.96150 1 191 2459 7.767385 0.9226 1 4.8985 0.9879 5 2.633800 0.56870 2 0.9371 0.9284 1 4.03990 0.9819 4 12.50930 0.9733 12
06037231220 06 037 231220 CA California Los Angeles County 4 West Region 9 Pacific Division 3750 1146 1084 2227 3725 59.78523 0.9637 1 360 1612 22.33251 0.9708 1 74 128 57.81250 0.9612 1 623 956 65.16736 0.8975 0 697 1084 64.29889 0.9823 1 962 1705 56.42229 0.9904 1 1529 3597 42.50765 0.9868 1 124 3.306667 0.036420 0 1165 31.0666667 0.870300 0 301 2514 11.972952 0.3503 0 392 818 47.92176 0.967700 1 977 3419 28.575607 0.9754 1 3677 3750 98.05333 0.9690 1 1146 378 32.984293 0.8941 0 32 2.792321 0.6272 0 329 1084 30.350554 0.9926 1 351 1084 32.380074 0.94240 1 0 3750 0.000000 0.3640 0 4.8940 0.9879 5 3.200120 0.83610 2 0.9690 0.9600 1 3.82030 0.9654 2 12.88342 0.9816 10

In 2010 the census tracts with a population greater than 100 that had the highest SVI vulnerabilities for THEME 1/SES were in California, Florida, Nevada, Texas, and Arizona.

# INSERT 2010 CODE THEME 2

DESCRIBE OUTPUT DATA 2010 CODE THEME 2

# INSERT 2010 CODE THEME 3

DESCRIBE OUTPUT DATA 2010 CODE THEME 3

# INSERT 2010 CODE THEME 4

DESCRIBE OUTPUT DATA 2010 CODE THEME 4

# INSERT 2010 CODE OVERALL

DESCRIBE OUTPUT DATA 2010 CODE OVERALL

EXAMPLE RESPONSE:

# Find most vulnerable national tracts in 2020 for THEME 1 - SES
svi_2020_national %>% filter(!is.na(F_THEME1)) %>% filter(E_TOTPOP_20 > 100) %>% arrange(desc(RPL_THEME1)) %>% head(10) %>% 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
12099008001 12 099 008001 FL Florida Palm Beach County 3 South Region 5 South Atlantic Division 4004 1149 998 2404 3625 66.31724 0.9883 1 520 1501 34.64357 0.9986 1 97 284 34.15493 0.862900 0 575 714 80.53221 0.9907 1 672 998 67.33467 0.9947 1 991 2296 43.16202 0.9832 1 776 3625 21.40690 0.9404 1 187 4.670330 0.02935 0 1116 27.87213 0.8363 0 716 2509 28.537266 0.94440 1 243 682 35.63050 0.9173 1 258 3780 6.825397 0.8189 0 3666 4004 91.55844 0.9188 1 1149 83 7.223673 0.5781 0 174 15.1436031 0.8566 0 72 998 7.214429 0.8624 0 275 998 27.55511 0.9321 1 445 4004 11.1138861 0.9517 1 4.9052 0.9887 5 3.54625 0.9392 2 0.9188 0.9110 1 4.1809 0.9856 2 13.55115 0.9879 10
12099008202 12 099 008202 FL Florida Palm Beach County 3 South Region 5 South Atlantic Division 4125 1392 1236 2893 4103 70.50938 0.9925 1 440 1592 27.63819 0.9958 1 27 200 13.50000 0.162300 0 774 1036 74.71042 0.9783 1 801 1236 64.80583 0.9918 1 1024 2406 42.56027 0.9821 1 936 4125 22.69091 0.9506 1 406 9.842424 0.17460 0 1286 31.17576 0.9265 1 628 2839 22.120465 0.81710 0 385 781 49.29577 0.9774 1 488 3703 13.178504 0.9127 1 4061 4125 98.44848 0.9792 1 1392 171 12.284483 0.6856 0 24 1.7241379 0.5976 0 228 1236 18.446602 0.9743 1 374 1236 30.25890 0.9414 1 0 4125 0.0000000 0.1831 0 4.9128 0.9887 5 3.80830 0.9729 3 0.9792 0.9709 1 3.3820 0.8716 2 13.08230 0.9859 11
48141001900 48 141 001900 TX Texas El Paso County 3 South Region 7 West South Central Division 1881 1026 825 1666 1881 88.56991 0.9991 1 107 526 20.34221 0.9852 1 0 23 0.00000 0.003312 0 506 802 63.09227 0.8967 0 506 825 61.33333 0.9849 1 711 1205 59.00415 0.9986 1 704 1881 37.42690 0.9948 1 484 25.730994 0.89730 0 454 24.13610 0.6499 0 603 1427 42.256482 0.99680 1 101 386 26.16580 0.8113 0 937 1788 52.404922 0.9995 1 1841 1881 97.87347 0.9724 1 1026 572 55.750487 0.9527 1 6 0.5847953 0.4944 0 77 825 9.333333 0.9045 1 406 825 49.21212 0.9769 1 0 1881 0.0000000 0.1831 0 4.9626 0.9887 5 4.35480 0.9881 2 0.9724 0.9642 1 3.5116 0.9058 3 13.80140 0.9882 11
48141002100 48 141 002100 TX Texas El Paso County 3 South Region 7 West South Central Division 2008 1272 831 1506 1997 75.41312 0.9959 1 118 739 15.96752 0.9653 1 11 88 12.50000 0.126800 0 456 743 61.37281 0.8754 0 467 831 56.19735 0.9668 1 795 1595 49.84326 0.9935 1 761 2001 38.03098 0.9954 1 365 18.177291 0.62790 0 311 15.48805 0.1536 0 702 1690 41.538461 0.99630 1 36 291 12.37113 0.4275 0 764 1974 38.703141 0.9966 1 1922 2008 95.71713 0.9509 1 1272 570 44.811321 0.9283 1 0 0.0000000 0.2186 0 18 831 2.166065 0.5543 0 353 831 42.47894 0.9677 1 338 2008 16.8326693 0.9654 1 4.9169 0.9887 5 3.20190 0.8496 2 0.9509 0.9429 1 3.6343 0.9323 3 12.70400 0.9811 11
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 22.80702 0.565000 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 11.169931 0.26660 0 207 571 36.25219 0.9217 1 870 2539 34.265459 0.9937 1 2523 2651 95.17163 0.9465 1 943 540 57.264051 0.9549 1 0 0.0000000 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
06037540600 06 037 540600 CA California Los Angeles County 4 West Region 9 Pacific Division 5102 1119 1119 2828 5030 56.22266 0.9650 1 507 2053 24.69557 0.9930 1 165 409 40.34230 0.932100 1 551 710 77.60563 0.9859 1 716 1119 63.98570 0.9906 1 1148 2537 45.25030 0.9876 1 1195 5102 23.42219 0.9557 1 350 6.860055 0.07166 0 2038 39.94512 0.9938 1 268 3064 8.746736 0.13740 0 399 882 45.23810 0.9664 1 960 4291 22.372407 0.9698 1 5072 5102 99.41200 0.9911 1 1119 124 11.081323 0.6642 0 32 2.8596962 0.6499 0 230 1119 20.554066 0.9803 1 137 1119 12.24307 0.7892 0 42 5102 0.8232066 0.6652 0 4.8919 0.9886 5 3.13906 0.8270 3 0.9911 0.9827 1 3.7488 0.9523 1 12.77086 0.9823 10
13059140500 13 059 140500 GA Georgia Clarke County 3 South Region 5 South Atlantic Division 1909 934 909 1053 1670 63.05389 0.9830 1 191 860 22.20930 0.9895 1 79 204 38.72549 0.918400 1 509 705 72.19858 0.9684 1 588 909 64.68647 0.9916 1 482 1378 34.97823 0.9593 1 436 1670 26.10778 0.9704 1 334 17.496071 0.59130 0 276 14.45783 0.1223 0 353 1394 25.322812 0.89540 0 115 361 31.85596 0.8843 0 90 1819 4.947774 0.7658 0 1313 1909 68.77947 0.7885 0 934 16 1.713062 0.3633 0 366 39.1862955 0.9789 1 29 909 3.190319 0.6643 0 150 909 16.50165 0.8570 0 239 1909 12.5196438 0.9560 1 4.8938 0.9886 5 3.25910 0.8687 0 0.7885 0.7818 0 3.8195 0.9616 2 12.76090 0.9821 7
22033001104 22 033 001104 LA Louisiana East Baton Rouge Parish 3 South Region 7 West South Central Division 4068 2022 1504 3051 4022 75.85778 0.9961 1 324 1640 19.75610 0.9830 1 0 1 0.00000 0.003312 0 958 1503 63.73919 0.9048 1 958 1504 63.69681 0.9903 1 743 2113 35.16327 0.9601 1 1043 4044 25.79130 0.9690 1 195 4.793510 0.03071 0 1474 36.23402 0.9817 1 1046 2570 40.700389 0.99550 1 482 788 61.16751 0.9940 1 152 3420 4.444444 0.7474 0 3761 4068 92.45329 0.9253 1 2022 1420 70.227497 0.9722 1 0 0.0000000 0.2186 0 105 1504 6.981383 0.8561 0 524 1504 34.84043 0.9536 1 26 4068 0.6391347 0.6312 0 4.8985 0.9886 5 3.74931 0.9673 3 0.9253 0.9175 1 3.6317 0.9318 2 13.20481 0.9868 11
34031175200 34 031 175200 NJ New Jersey Passaic County 1 Northeast Region 2 Middle Atlantic Division 5403 1557 1495 3743 5402 69.28915 0.9915 1 284 2361 12.02880 0.9188 1 29 29 100.00000 0.999200 1 880 1466 60.02729 0.8566 0 909 1495 60.80268 0.9837 1 1351 2762 48.91383 0.9925 1 1913 5403 35.40626 0.9927 1 183 3.387007 0.01697 0 2288 42.34684 0.9967 1 244 3115 7.833066 0.09813 0 602 1172 51.36519 0.9819 1 1872 4877 38.384253 0.9964 1 5381 5403 99.59282 0.9934 1 1557 493 31.663455 0.8781 0 0 0.0000000 0.2186 0 573 1495 38.327759 0.9983 1 795 1495 53.17726 0.9812 1 5 5403 0.0925412 0.3945 0 4.8792 0.9886 5 3.09010 0.8076 3 0.9934 0.9850 1 3.4707 0.8956 2 12.43340 0.9753 11
34031175802 34 031 175802 NJ New Jersey Passaic County 1 Northeast Region 2 Middle Atlantic Division 7136 1807 1712 4060 7081 57.33653 0.9685 1 578 3490 16.56160 0.9697 1 0 66 0.00000 0.003312 0 960 1646 58.32321 0.8304 0 960 1712 56.07477 0.9662 1 1992 3853 51.69997 0.9951 1 2600 7136 36.43498 0.9939 1 377 5.283072 0.03808 0 2262 31.69843 0.9363 1 293 4874 6.011489 0.04125 0 566 1286 44.01244 0.9623 1 2748 6597 41.655298 0.9976 1 7093 7136 99.39742 0.9908 1 1807 556 30.769231 0.8733 0 0 0.0000000 0.2186 0 573 1712 33.469626 0.9965 1 806 1712 47.07944 0.9744 1 0 7136 0.0000000 0.1831 0 4.8934 0.9886 5 2.97553 0.7555 3 0.9908 0.9824 1 3.2459 0.8257 2 12.10563 0.9638 11

In 2020 the census tracts with a population greater than 100 that had the highest SVI vulnerabilities for THEME 1/SES were in Florida, Texas, California, Georgia, Louisiana, and New Jersey.

# INSERT 2020 CODE THEME 2

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Middle Atlantic Division Analysis

In the Middle Atlantic Division, the most & least vulnerable tracts by THEME1, THEME2, THEME3, THEME4, OVERALL are below. They are particularly concentrated in [STATE]:

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# INSERT 2020 CODE THEME 1

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[Most Vulnerable State Analysis]

The most vulnerable state in the Middle Atlantic Division is [State]. The most and least vulnerable tracts by THEME1, THEME2, THEME3, THEME4, OVERALL are listed below and concentrated in [Counties]:

# INSERT 2010 CODE THEME 1

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# INSERT 2020 CODE THEME 1

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# INSERT 2020 CODE THEME 2

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# INSERT 2020 CODE OVERALL

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