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

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

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

# Preview 2010 data
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

Data Wrangling

# Add FIPS data
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 2010
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 2020
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 2010
svi_2010_regional <- rank_variables(svi_2010, rank_by = "regional", location = "West Region")
svi_2010_regional %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_10 E_HU_10 E_HH_10 E_POV150_10 ET_POVSTATUS_10 EP_POV150_10 EPL_POV150_10 E_UNEMP_10 ET_EMPSTATUS_10 EP_UNEMP_10 EPL_UNEMP_10 E_HBURD_OWN_10 ET_HOUSINGCOST_OWN_10 EP_HBURD_OWN_10 EPL_HBURD_OWN_10 E_HBURD_RENT_10 ET_HOUSINGCOST_RENT_10 EP_HBURD_RENT_10 EPL_HBURD_RENT_10 E_HBURD_10 ET_HOUSINGCOST_10 EP_HBURD_10 EPL_HBURD_10 E_NOHSDP_10 ET_EDSTATUS_10 EP_NOHSDP_10 EPL_NOHSDP_10 E_UNINSUR_12 ET_INSURSTATUS_12 EP_UNINSUR_12 EPL_UNINSUR_12 E_AGE65_10 EP_AGE65_10 EPL_AGE65_10 E_AGE17_10 EP_AGE17_10 EPL_AGE17_10 E_DISABL_12 ET_DISABLSTATUS_12 EP_DISABL_12 EPL_DISABL_12 E_SNGPNT_10 ET_FAMILIES_10 EP_SNGPNT_10 EPL_SNGPNT_10 E_LIMENG_10 ET_POPAGE5UP_10 EP_LIMENG_10 EPL_LIMENG_10 E_MINRTY_10 ET_POPETHRACE_10 EP_MINRTY_10 EPL_MINRTY_10 E_STRHU_10 E_MUNIT_10 EP_MUNIT_10 EPL_MUNIT_10 E_MOBILE_10 EP_MOBILE_10 EPL_MOBILE_10 E_CROWD_10 ET_OCCUPANTS_10 EP_CROWD_10 EPL_CROWD_10 E_NOVEH_10 ET_KNOWNVEH_10 EP_NOVEH_10 EPL_NOVEH_10 E_GROUPQ_10 ET_HHTYPE_10 EP_GROUPQ_10 EPL_GROUPQ_10
02013000100 02 013 000100 AK Alaska Aleutians East Borough 4 West Region 9 Pacific Division 3703 474 267 1212 3695 32.801082 0.75680 111 3163 3.509327 0.11740 25 158 15.82278 0.03240 17 109 15.59633 0.04224 42 267 15.73034 0.01531 1082 3017 35.863441 0.8798 2060 3112 66.19537 0.9997 127 3.429652 0.05340 315 8.506616 0.04000 182 2849 6.388206 0.08106 50 165 30.303030 0.88690 1070 3617 29.5825270 0.9536 3492 3703 94.30192 0.9353 474 8 1.687764 0.3384 42 8.8607595 0.7721 7 267 2.621723 0.4631 77 267 28.8389513 0.97440 2969 3703 80.17823 0.9943
02016000100 02 016 000100 AK Alaska Aleutians West Census Area 4 West Region 9 Pacific Division 1774 1056 166 328 1231 26.645004 0.65280 15 1370 1.094890 0.01825 25 95 26.31579 0.18340 16 71 22.53521 0.07759 41 166 24.69880 0.07625 207 1330 15.563910 0.6204 484 973 49.74306 0.9952 53 2.987599 0.04081 182 10.259301 0.05208 147 747 19.678715 0.84870 19 96 19.791667 0.66880 79 1718 4.5983702 0.5482 1154 1774 65.05073 0.7186 1056 22 2.083333 0.3616 0 0.0000000 0.2283 10 166 6.024096 0.6826 84 166 50.6024096 0.99490 1324 1774 74.63360 0.9936
02016000200 02 016 000200 AK Alaska Aleutians West Census Area 4 West Region 9 Pacific Division 4485 507 355 1315 4469 29.424927 0.70470 87 3859 2.254470 0.04855 20 94 21.27660 0.08625 35 261 13.40996 0.03444 55 355 15.49296 0.01475 1292 3728 34.656652 0.8710 981 4256 23.04981 0.7611 186 4.147157 0.08056 384 8.561873 0.04031 235 3656 6.427790 0.08275 38 204 18.627451 0.63220 1458 4397 33.1589720 0.9696 3616 4485 80.62430 0.8295 507 85 16.765286 0.7273 32 6.3116371 0.7311 41 355 11.549296 0.8277 30 355 8.4507042 0.72540 3507 4485 78.19398 0.9941
02020000101 02 020 000101 AK Alaska Anchorage Municipality 4 West Region 9 Pacific Division 5475 1957 1796 296 5463 5.418268 0.08155 229 2885 7.937608 0.53240 364 1522 23.91590 0.13070 39 274 14.23358 0.03708 403 1796 22.43875 0.05297 121 3476 3.481013 0.1379 863 5853 14.74458 0.4763 236 4.310502 0.08795 1614 29.479452 0.73720 524 4028 13.008937 0.52080 65 1496 4.344920 0.07846 13 5202 0.2499039 0.1070 759 5475 13.86301 0.1579 1957 0 0.000000 0.1131 167 8.5334696 0.7672 134 1796 7.461024 0.7327 11 1796 0.6124722 0.09953 0 5475 0.00000 0.3812
02020000102 02 020 000102 AK Alaska Anchorage Municipality 4 West Region 9 Pacific Division 4240 1923 1654 286 4240 6.745283 0.11910 198 2385 8.301887 0.56480 275 1235 22.26721 0.10140 248 419 59.18854 0.76560 523 1654 31.62031 0.20010 242 2799 8.645945 0.3896 838 4982 16.82055 0.5611 259 6.108491 0.18900 1038 24.481132 0.48710 809 3707 21.823577 0.90420 97 1071 9.056956 0.25170 0 4007 0.0000000 0.0421 955 4240 22.52358 0.2947 1923 169 8.788351 0.5803 147 7.6443058 0.7537 33 1654 1.995163 0.3949 103 1654 6.2273277 0.62090 0 4240 0.00000 0.3812
02020000201 02 020 000201 AK Alaska Anchorage Municipality 4 West Region 9 Pacific Division 4085 1543 1532 296 4085 7.246022 0.13510 46 2089 2.202011 0.04648 302 969 31.16615 0.30850 187 563 33.21492 0.18520 489 1532 31.91906 0.20740 164 2395 6.847599 0.3060 811 3466 23.39873 0.7701 133 3.255814 0.04808 1199 29.351285 0.73180 320 2468 12.965964 0.51760 171 1083 15.789474 0.53180 7 3810 0.1837270 0.0954 743 4085 18.18849 0.2314 1543 54 3.499676 0.4249 7 0.4536617 0.4768 32 1532 2.088773 0.4053 49 1532 3.1984334 0.39740 0 4085 0.00000 0.3812 
# Regional 2020
svi_2020_regional <- rank_variables(svi_2020, rank_by = "regional", location = "West Region")
svi_2020_regional %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_20 E_HU_20 E_HH_20 E_POV150_20 ET_POVSTATUS_20 EP_POV150_20 EPL_POV150_20 E_UNEMP_20 ET_EMPSTATUS_20 EP_UNEMP_20 EPL_UNEMP_20 E_HBURD_OWN_20 ET_HOUSINGCOST_OWN_20 EP_HBURD_OWN_20 EPL_HBURD_OWN_20 E_HBURD_RENT_20 ET_HOUSINGCOST_RENT_20 EP_HBURD_RENT_20 EPL_HBURD_RENT_20 E_HBURD_20 ET_HOUSINGCOST_20 EP_HBURD_20 EPL_HBURD_20 E_NOHSDP_20 ET_EDSTATUS_20 EP_NOHSDP_20 EPL_NOHSDP_20 E_UNINSUR_20 ET_INSURSTATUS_20 EP_UNINSUR_20 EPL_UNINSUR_20 E_AGE65_20 EP_AGE65_20 EPL_AGE65_20 E_AGE17_20 EP_AGE17_20 EPL_AGE17_20 E_DISABL_20 ET_DISABLSTATUS_20 EP_DISABL_20 EPL_DISABL_20 E_SNGPNT_20 ET_FAMILIES_20 EP_SNGPNT_20 EPL_SNGPNT_20 E_LIMENG_20 ET_POPAGE5UP_20 EP_LIMENG_20 EPL_LIMENG_20 E_MINRTY_20 ET_POPETHRACE_20 EP_MINRTY_20 EPL_MINRTY_20 E_STRHU_20 E_MUNIT_20 EP_MUNIT_20 EPL_MUNIT_20 E_MOBILE_20 EP_MOBILE_20 EPL_MOBILE_20 E_CROWD_20 ET_OCCUPANTS_20 EP_CROWD_20 EPL_CROWD_20 E_NOVEH_20 ET_KNOWNVEH_20 EP_NOVEH_20 EPL_NOVEH_20 E_GROUPQ_20 ET_HHTYPE_20 EP_GROUPQ_20 EPL_GROUPQ_20
02013000100 02 013 000100 AK Alaska Aleutians East Borough 4 West Region 9 Pacific Division 3389 1199 988 698 3379 20.656999 0.5776 86 2414 3.562552 0.3024 67 607 11.037891 0.03573 74 381 19.42257 0.06036 141 988 14.27126 0.02101 354 2646 13.378685 0.64780 1345 3384 39.745863 0.9988 381 11.242254 0.31650 443 13.07170 0.1024 339 2941.000 11.526692 0.3561 135 593.000 22.765599 0.7825 334 3276 10.1953602 0.78580 2939 3389.000 86.72175 0.8534 1199 38 3.169308 0.3895 69 5.7547957 0.7406 30 988 3.0364372 0.4421 220 988.000 22.267207 0.95820 1035 3389 30.5399823 0.9850
02016000100 02 016 000100 AK Alaska Aleutians West Census Area 4 West Region 9 Pacific Division 950 694 199 218 719 30.319889 0.7730 15 560 2.678571 0.1843 11 117 9.401709 0.02190 14 82 17.07317 0.04729 25 199 12.56281 0.01342 48 681 7.048458 0.40760 238 721 33.009709 0.9962 116 12.210526 0.37460 195 20.52632 0.4079 113 526.000 21.482890 0.8686 31 98.000 31.632653 0.9233 17 900 1.8888889 0.38640 713 950.000 75.05263 0.7532 694 17 2.449568 0.3573 0 0.0000000 0.2256 7 199 3.5175879 0.4846 68 199.000 34.170854 0.98650 274 950 28.8421053 0.9838
02016000200 02 016 000200 AK Alaska Aleutians West Census Area 4 West Region 9 Pacific Division 4758 1319 1107 398 4700 8.468085 0.1779 144 3404 4.230317 0.3891 111 245 45.306122 0.94670 93 862 10.78886 0.02255 204 1107 18.42818 0.06373 297 3527 8.420754 0.47660 699 4724 14.796782 0.8800 314 6.599412 0.08116 822 17.27617 0.2339 292 3902.000 7.483342 0.1022 99 662.000 14.954683 0.5536 433 4586 9.4417793 0.76800 3672 4758.000 77.17528 0.7705 1319 392 29.719485 0.8478 23 1.7437453 0.6232 146 1107 13.1887986 0.8497 96 1107.000 8.672087 0.75590 950 4758 19.9663724 0.9772
02020000101 02 020 000101 AK Alaska Anchorage Municipality 4 West Region 9 Pacific Division 5772 2127 1917 416 5772 7.207207 0.1332 223 2691 8.286882 0.7934 296 1679 17.629541 0.16820 30 238 12.60504 0.02848 326 1917 17.00574 0.04385 74 4011 1.844926 0.08361 546 5733 9.523810 0.6946 692 11.988912 0.36100 1481 25.65835 0.6992 771 4252.330 18.131237 0.7612 94 1608.796 5.842877 0.1542 4 5425 0.0737327 0.08891 989 5772.331 17.13346 0.1416 2127 28 1.316408 0.2983 5 0.2350729 0.4599 9 1917 0.4694836 0.1302 24 1916.584 1.252228 0.17850 114 5772 1.9750520 0.8279
02020000102 02 020 000102 AK Alaska Anchorage Municipality 4 West Region 9 Pacific Division 4743 1975 1681 633 4738 13.360067 0.3558 75 2465 3.042596 0.2298 383 1350 28.370370 0.59250 122 331 36.85801 0.25890 505 1681 30.04164 0.35500 205 3383 6.059710 0.35300 330 4638 7.115136 0.5427 653 13.767658 0.46540 1186 25.00527 0.6666 472 3447.726 13.690182 0.5134 182 1469.325 12.386640 0.4535 0 4485 0.0000000 0.04046 756 4743.330 15.93817 0.1243 1975 153 7.746835 0.5320 156 7.8987342 0.7792 17 1681 1.0113028 0.2071 0 1681.103 0.000000 0.02755 15 4743 0.3162555 0.5093
02020000201 02 020 000201 AK Alaska Anchorage Municipality 4 West Region 9 Pacific Division 4707 1946 1835 706 4707 14.998938 0.4109 88 2269 3.878360 0.3427 219 793 27.616646 0.56120 527 1042 50.57582 0.58770 746 1835 40.65395 0.69090 194 2805 6.916221 0.39940 464 4274 10.856341 0.7531 257 5.459953 0.04952 1279 27.17230 0.7729 390 2999.274 13.003148 0.4650 72 1222.675 5.888728 0.1562 26 4201 0.6189003 0.20280 1282 4706.670 27.23794 0.2849 1946 76 3.905447 0.4167 2 0.1027749 0.4547 96 1835 5.2316076 0.6097 39 1834.897 2.125459 0.28940 0 4707 0.0000000 0.1626 
# Divisional 2010
svi_2010_divisional <- rank_variables(svi_2010, rank_by = "divisional", location = "Pacific 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
02013000100 02 013 000100 AK Alaska Aleutians East Borough 4 West Region 9 Pacific Division 3703 474 267 1212 3695 32.801082 0.75700 111 3163 3.509327 0.08691 25 158 15.82278 0.01337 17 109 15.59633 0.02605 42 267 15.73034 0.004754 1082 3017 35.863441 0.8542 2060 3112 66.19537 0.9999 127 3.429652 0.04240 315 8.506616 0.03961 182 2849 6.388206 0.07775 50 165 30.303030 0.88350 1070 3617 29.5825270 0.93700 3492 3703 94.30192 0.9141 474 8 1.687764 0.29250 42 8.8607595 0.8128 7 267 2.621723 0.4003 77 267 28.8389513 0.96850 2969 3703 80.17823 0.9940
02016000100 02 016 000100 AK Alaska Aleutians West Census Area 4 West Region 9 Pacific Division 1774 1056 166 328 1231 26.645004 0.65530 15 1370 1.094890 0.01369 25 95 26.31579 0.09653 16 71 22.53521 0.05099 41 166 24.69880 0.029080 207 1330 15.563910 0.5839 484 973 49.74306 0.9952 53 2.987599 0.03180 182 10.259301 0.05188 147 747 19.678715 0.86420 19 96 19.791667 0.66060 79 1718 4.5983702 0.46890 1154 1774 65.05073 0.6522 1056 22 2.083333 0.31610 0 0.0000000 0.2497 10 166 6.024096 0.6154 84 166 50.6024096 0.99320 1324 1774 74.63360 0.9935
02016000200 02 016 000200 AK Alaska Aleutians West Census Area 4 West Region 9 Pacific Division 4485 507 355 1315 4469 29.424927 0.70570 87 3859 2.254470 0.03381 20 94 21.27660 0.03822 35 261 13.40996 0.02120 55 355 15.49296 0.004567 1292 3728 34.656652 0.8445 981 4256 23.04981 0.7621 186 4.147157 0.06676 384 8.561873 0.03989 235 3656 6.427790 0.07933 38 204 18.627451 0.62370 1458 4397 33.1589720 0.95840 3616 4485 80.62430 0.7822 507 85 16.765286 0.69850 32 6.3116371 0.7700 41 355 11.549296 0.7760 30 355 8.4507042 0.69980 3507 4485 78.19398 0.9938
02020000101 02 020 000101 AK Alaska Anchorage Municipality 4 West Region 9 Pacific Division 5475 1957 1796 296 5463 5.418268 0.08172 229 2885 7.937608 0.48540 364 1522 23.91590 0.06363 39 274 14.23358 0.02232 403 1796 22.43875 0.018830 121 3476 3.481013 0.1279 863 5853 14.74458 0.4836 236 4.310502 0.07411 1614 29.479452 0.75790 524 4028 13.008937 0.54240 65 1496 4.344920 0.06955 13 5202 0.2499039 0.07262 759 5475 13.86301 0.1072 1957 0 0.000000 0.09395 167 8.5334696 0.8076 134 1796 7.461024 0.6695 11 1796 0.6124722 0.08007 0 5475 0.00000 0.3743
02020000102 02 020 000102 AK Alaska Anchorage Municipality 4 West Region 9 Pacific Division 4240 1923 1654 286 4240 6.745283 0.12010 198 2385 8.301887 0.51840 275 1235 22.26721 0.04612 248 419 59.18854 0.73210 523 1654 31.62031 0.108600 242 2799 8.645945 0.3645 838 4982 16.82055 0.5669 259 6.108491 0.17290 1038 24.481132 0.50340 809 3707 21.823577 0.91630 97 1071 9.056956 0.24130 0 4007 0.0000000 0.02799 955 4240 22.52358 0.2295 1923 169 8.788351 0.54130 147 7.6443058 0.7936 33 1654 1.995163 0.3402 103 1654 6.2273277 0.58930 0 4240 0.00000 0.3743
02020000201 02 020 000201 AK Alaska Anchorage Municipality 4 West Region 9 Pacific Division 4085 1543 1532 296 4085 7.246022 0.13670 46 2089 2.202011 0.03307 302 969 31.16615 0.19620 187 563 33.21492 0.13830 489 1532 31.91906 0.113500 164 2395 6.847599 0.2875 811 3466 23.39873 0.7707 133 3.255814 0.03812 1199 29.351285 0.75230 320 2468 12.965964 0.53850 171 1083 15.789474 0.52510 7 3810 0.1837270 0.06378 743 4085 18.18849 0.1723 1543 54 3.499676 0.37950 7 0.4536617 0.5183 32 1532 2.088773 0.3498 49 1532 3.1984334 0.36020 0 4085 0.00000 0.3743 
# Divisional 2020
svi_2020_divisional <- rank_variables(svi_2020, rank_by = "divisional", location = "Pacific 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
02013000100 02 013 000100 AK Alaska Aleutians East Borough 4 West Region 9 Pacific Division 3389 1199 988 698 3379 20.656999 0.5925 86 2414 3.562552 0.2665 67 607 11.037891 0.01803 74 381 19.42257 0.04067 141 988 14.27126 0.006988 354 2646 13.378685 0.61070 1345 3384 39.745863 0.9997 381 11.242254 0.31390 443 13.07170 0.0988 339 2941.000 11.526692 0.3860 135 593.000 22.765599 0.7920 334 3276 10.1953602 0.72620 2939 3389.000 86.72175 0.81100 1199 38 3.169308 0.3474 69 5.7547957 0.7806 30 988 3.0364372 0.36010 220 988.000 22.267207 0.95270 1035 3389 30.5399823 0.9843
02016000100 02 016 000100 AK Alaska Aleutians West Census Area 4 West Region 9 Pacific Division 950 694 199 218 719 30.319889 0.7848 15 560 2.678571 0.1560 11 117 9.401709 0.01305 14 82 17.07317 0.03088 25 199 12.56281 0.003541 48 681 7.048458 0.37250 238 721 33.009709 0.9989 116 12.210526 0.37310 195 20.52632 0.4153 113 526.000 21.482890 0.8931 31 98.000 31.632653 0.9318 17 900 1.8888889 0.29830 713 950.000 75.05263 0.69000 694 17 2.449568 0.3163 0 0.0000000 0.2466 7 199 3.5175879 0.39980 68 199.000 34.170854 0.98260 274 950 28.8421053 0.9832
02016000200 02 016 000200 AK Alaska Aleutians West Census Area 4 West Region 9 Pacific Division 4758 1319 1107 398 4700 8.468085 0.1862 144 3404 4.230317 0.3539 111 245 45.306122 0.92700 93 862 10.78886 0.01250 204 1107 18.42818 0.024790 297 3527 8.420754 0.43840 699 4724 14.796782 0.9132 314 6.599412 0.07503 822 17.27617 0.2319 292 3902.000 7.483342 0.1088 99 662.000 14.954683 0.5563 433 4586 9.4417793 0.70570 3672 4758.000 77.17528 0.71070 1319 392 29.719485 0.8272 23 1.7437453 0.6618 146 1107 13.1887986 0.80180 96 1107.000 8.672087 0.73650 950 4758 19.9663724 0.9765
02020000101 02 020 000101 AK Alaska Anchorage Municipality 4 West Region 9 Pacific Division 5772 2127 1917 416 5772 7.207207 0.1396 223 2691 8.286882 0.7821 296 1679 17.629541 0.08891 30 238 12.60504 0.01632 326 1917 17.00574 0.015840 74 4011 1.844926 0.07404 546 5733 9.523810 0.7456 692 11.988912 0.36010 1481 25.65835 0.7225 771 4252.330 18.131237 0.7949 94 1608.796 5.842877 0.1503 4 5425 0.0737327 0.05497 989 5772.331 17.13346 0.08922 2127 28 1.316408 0.2585 5 0.2350729 0.5017 9 1917 0.4694836 0.09085 24 1916.584 1.252228 0.15320 114 5772 1.9750520 0.8251
02020000102 02 020 000102 AK Alaska Anchorage Municipality 4 West Region 9 Pacific Division 4743 1975 1681 633 4738 13.360067 0.3701 75 2465 3.042596 0.1971 383 1350 28.370370 0.47830 122 331 36.85801 0.20770 505 1681 30.04164 0.245400 205 3383 6.059710 0.32020 330 4638 7.115136 0.6017 653 13.767658 0.46830 1186 25.00527 0.6899 472 3447.726 13.690182 0.5484 182 1469.325 12.386640 0.4525 0 4485 0.0000000 0.02391 756 4743.330 15.93817 0.07455 1975 153 7.746835 0.4947 156 7.8987342 0.8173 17 1681 1.0113028 0.15640 0 1681.103 0.000000 0.02249 15 4743 0.3162555 0.4726
02020000201 02 020 000201 AK Alaska Anchorage Municipality 4 West Region 9 Pacific Division 4707 1946 1835 706 4707 14.998938 0.4258 88 2269 3.878360 0.3073 219 793 27.616646 0.44320 527 1042 50.57582 0.53120 746 1835 40.65395 0.607400 194 2805 6.916221 0.36480 464 4274 10.856341 0.8018 257 5.459953 0.04652 1279 27.17230 0.7970 390 2999.274 13.003148 0.4994 72 1222.675 5.888728 0.1525 26 4201 0.6189003 0.13850 1282 4706.670 27.23794 0.21200 1946 76 3.905447 0.3758 2 0.1027749 0.4966 96 1835 5.2316076 0.52940 39 1834.897 2.125459 0.25860 0 4707 0.0000000 0.1370 
# State 2010 - WA
svi_2010_state <- rank_variables(svi_2010, rank_by = "state", location = "WA")
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
53001950100 53 001 950100 WA Washington Adams County 4 West Region 9 Pacific Division 2625 1099 942 701 2408 29.11130 0.7827 89 1103 8.068903 0.611100 177 676 26.18343 0.21350 92 266 34.58647 0.23490 269 942 28.55626 0.1550 224 1900 11.789474 0.6671 406 2613 15.537696 0.6614 583 22.209524 0.9405 566 21.56190 0.3543 353 1933 18.26177 0.7271 96 673 14.26449 0.5239 11 2419 0.4547334 0.2111 228 2625 8.685714 0.12660 1099 67 6.096451 0.5107 97 8.826206 0.6803 22 942 2.3354565 0.6394 40 942 4.246284 0.5398 248 2625 9.447619 0.9384
53001950200 53 001 950200 WA Washington Adams County 4 West Region 9 Pacific Division 1785 812 680 574 1762 32.57662 0.8360 0 756 0.000000 0.003114 99 478 20.71130 0.07441 31 202 15.34653 0.03534 130 680 19.11765 0.0173 85 1114 7.630162 0.4318 139 1604 8.665835 0.2576 237 13.277311 0.6284 564 31.59664 0.9128 273 1145 23.84279 0.9093 74 483 15.32091 0.5787 23 1700 1.3529412 0.4173 226 1785 12.661064 0.25810 812 16 1.970443 0.3574 136 16.748769 0.8318 28 680 4.1176471 0.8090 7 680 1.029412 0.1626 0 1785 0.000000 0.3820
53001950300 53 001 950300 WA Washington Adams County 4 West Region 9 Pacific Division 6148 1779 1635 2676 6048 44.24603 0.9419 325 2508 12.958533 0.889300 297 1075 27.62791 0.26080 164 560 29.28571 0.14280 461 1635 28.19572 0.1446 1254 3209 39.077594 0.9779 2195 6832 32.128220 0.9827 484 7.872479 0.2394 2287 37.19909 0.9799 670 4392 15.25501 0.5540 161 1482 10.86370 0.3708 1271 5293 24.0128472 0.9882 4365 6148 70.998699 0.96820 1779 53 2.979202 0.4055 962 54.075323 0.9972 243 1635 14.8623853 0.9882 30 1635 1.834862 0.2782 0 6148 0.000000 0.3820
53001950400 53 001 950400 WA Washington Adams County 4 West Region 9 Pacific Division 2793 974 946 1155 2793 41.35338 0.9204 187 1379 13.560551 0.905900 104 430 24.18605 0.15160 227 516 43.99225 0.49000 331 946 34.98943 0.3882 584 1491 39.168343 0.9792 601 2616 22.974006 0.9017 287 10.275689 0.4235 901 32.25922 0.9287 274 1666 16.44658 0.6343 204 722 28.25485 0.8863 659 2548 25.8634223 0.9910 2038 2793 72.968135 0.97160 974 105 10.780288 0.6097 52 5.338809 0.5820 175 946 18.4989429 0.9958 39 946 4.122622 0.5308 0 2793 0.000000 0.3820
53001950500 53 001 950500 WA Washington Adams County 4 West Region 9 Pacific Division 4533 1496 1396 1857 4526 41.02961 0.9197 259 1954 13.254862 0.899000 385 921 41.80239 0.82820 246 475 51.78947 0.70060 631 1396 45.20057 0.8118 1099 2289 48.012232 0.9889 1006 4708 21.367884 0.8760 286 6.309287 0.1308 1783 39.33377 0.9889 374 2803 13.34285 0.4211 217 1238 17.52827 0.6535 761 3992 19.0631263 0.9702 3611 4533 79.660269 0.98820 1496 128 8.556150 0.5619 50 3.342246 0.5149 167 1396 11.9627507 0.9792 60 1396 4.297994 0.5446 0 4533 0.000000 0.3820
53003960100 53 003 960100 WA Washington Asotin County 4 West Region 9 Pacific Division 3933 1810 1554 525 3907 13.43742 0.3640 38 1705 2.228739 0.035290 369 1383 26.68113 0.22980 53 171 30.99415 0.17330 422 1554 27.15573 0.1142 171 2782 6.146657 0.3356 356 4044 8.803165 0.2701 690 17.543860 0.8415 993 25.24790 0.6069 393 3040 12.92763 0.3975 127 1190 10.67227 0.3597 17 3747 0.4536963 0.2104 123 3933 3.127384 0.01107 1810 0 0.000000 0.1097 170 9.392265 0.6920 12 1554 0.7722008 0.3017 0 1554 0.000000 0.0346 0 3933 0.000000 0.3820 
# State 2020 - WA
svi_2020_state <- rank_variables(svi_2020, rank_by = "state", location = "WA")
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
53001950100 53 001 950100 WA Washington Adams County 4 West Region 9 Pacific Division 2606 1240 1099 605 2509 24.11319 0.7661 33 1101 2.997275 0.2692 190 762 24.93438 0.58340 110 337 32.640950 0.237700 300 1099 27.297543 0.37790 165 1789 9.22303 0.6694 146 2514 5.807478 0.5516 505 19.378358 0.73310 603 23.13891 0.6072 298 1911.019 15.59377 0.5038 91 620.0101 14.677180 0.6118 27 2495 1.082164 0.4053 463 2606.020 17.766554 0.26760 1240 91 7.3387097 0.5176 151 12.177419 0.8007 12 1099 1.091902 0.2699 101 1099.0137 9.1900586 0.7792 94 2606 3.6070606 0.9122
53001950200 53 001 950200 WA Washington Adams County 4 West Region 9 Pacific Division 1762 854 611 428 1762 24.29058 0.7737 31 802 3.865337 0.4042 41 347 11.81556 0.04172 10 263 3.802281 0.006237 51 610 8.360656 0.00346 189 1112 16.99640 0.9018 220 1763 12.478729 0.9190 228 12.939841 0.35820 454 25.76617 0.7732 247 1308.939 18.87025 0.7066 50 426.0483 11.735759 0.4830 19 1655 1.148036 0.4198 570 1761.795 32.353364 0.61130 854 0 0.0000000 0.1000 160 18.735363 0.8920 63 611 10.310966 0.9426 5 610.7908 0.8186109 0.1253 0 1762 0.0000000 0.1082
53001950300 53 001 950300 WA Washington Adams County 4 West Region 9 Pacific Division 6527 1853 1753 2094 6479 32.31980 0.8976 170 2669 6.369427 0.7391 314 1265 24.82213 0.57510 70 489 14.314928 0.039500 384 1754 21.892816 0.16120 1452 3577 40.59268 0.9903 1152 6480 17.777778 0.9716 788 12.072928 0.30360 2381 36.47924 0.9848 620 4098.527 15.12739 0.4803 366 1499.5286 24.407670 0.8561 1210 5966 20.281596 0.9882 5219 6527.382 79.955491 0.98340 1853 10 0.5396654 0.2429 1169 63.086886 0.9993 248 1753 14.147176 0.9779 58 1753.4163 3.3078282 0.4478 57 6527 0.8732955 0.6805
53001950400 53 001 950400 WA Washington Adams County 4 West Region 9 Pacific Division 3144 949 876 1319 3073 42.92223 0.9723 59 1228 4.804560 0.5412 99 405 24.44444 0.54940 171 471 36.305732 0.315300 270 876 30.821918 0.53150 498 1645 30.27356 0.9710 580 3073 18.874064 0.9813 308 9.796438 0.17430 1263 40.17176 0.9952 317 1810.000 17.51381 0.6346 232 690.0000 33.623188 0.9647 563 2809 20.042720 0.9876 2513 3144.000 79.930025 0.98270 949 111 11.6965227 0.6194 0 0.000000 0.1422 73 876 8.333333 0.9121 137 876.0000 15.6392694 0.9253 93 3144 2.9580153 0.8921
53001950500 53 001 950500 WA Washington Adams County 4 West Region 9 Pacific Division 5660 1786 1694 2276 5641 40.34746 0.9619 229 2502 9.152678 0.9038 169 899 18.79867 0.23090 247 795 31.069182 0.212100 416 1694 24.557261 0.25670 1047 2654 39.44989 0.9869 1007 5660 17.791519 0.9723 365 6.448763 0.04288 2241 39.59364 0.9938 611 3419.000 17.87072 0.6609 367 1364.0000 26.906158 0.8934 940 4913 19.132913 0.9834 4356 5660.000 76.961131 0.97720 1786 145 8.1187010 0.5370 85 4.759239 0.5972 223 1694 13.164109 0.9730 42 1694.0000 2.4793388 0.3509 14 5660 0.2473498 0.3928
53003960100 53 003 960100 WA Washington Asotin County 4 West Region 9 Pacific Division 4320 2079 1782 605 4320 14.00463 0.4567 109 1727 6.311523 0.7315 240 1645 14.58967 0.08693 53 137 38.686131 0.379100 293 1782 16.442200 0.03668 241 3157 7.63383 0.5733 244 4320 5.648148 0.5329 1337 30.949074 0.96130 968 22.40741 0.5422 662 3351.998 19.74941 0.7488 125 1283.9997 9.735205 0.3779 0 4156 0.000000 0.0491 346 4319.997 8.009265 0.03596 2079 11 0.5291005 0.2401 180 8.658009 0.7301 11 1782 0.617284 0.1761 43 1781.9995 2.4130197 0.3426 0 4320 0.0000000 0.1082 
# County 2010 - King County
svi_2010_county <- rank_variables(svi_2010, rank_by = "county", location = "King County", state_abbr = "WA")
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
53033000100 53 033 000100 WA Washington King County 4 West Region 9 Pacific Division 5784 3344 3110 1277 5701 22.399579 0.7531 511 3984 12.826305 0.9547 316 892 35.42601 0.48360 986 2218 44.45446 0.5505 1302 3110 41.86495 0.66750 351 4454 7.880557 0.6020 1203 5493 21.900601 0.9093 467 8.073997 0.3426 730 12.62102 0.1209 790 4808 16.43095 0.8715 181 1274 14.207221 0.6247 645 5636 11.444287 0.8892 2454 5784 42.42739 0.7078 3344 1627 48.654306 0.88920 34 1.016746 0.6599 127 3110 4.083601 0.7960 412 3110 13.2475884 0.8287 0 5784 0.000000 0.3854
53033000200 53 033 000200 WA Washington King County 4 West Region 9 Pacific Division 7682 3812 3633 1406 7682 18.302525 0.6751 143 4263 3.354445 0.1209 1000 2018 49.55401 0.96220 651 1615 40.30960 0.4066 1651 3633 45.44454 0.78840 361 5782 6.243514 0.5063 1089 7715 14.115360 0.6801 1066 13.876595 0.7582 1257 16.36293 0.2141 1023 6415 15.94700 0.8463 249 1899 13.112164 0.5768 614 7235 8.486524 0.8111 2299 7682 29.92710 0.4987 3812 1147 30.089192 0.74310 0 0.000000 0.2456 0 3633 0.000000 0.1033 301 3633 8.2851638 0.6801 0 7682 0.000000 0.3854
53033000300 53 033 000300 WA Washington King County 4 West Region 9 Pacific Division 2548 1092 1054 312 2548 12.244898 0.4660 106 1544 6.865285 0.6650 362 797 45.42033 0.89170 174 257 67.70428 0.9545 536 1054 50.85389 0.92190 100 1919 5.211047 0.4484 425 2495 17.034068 0.7834 311 12.205652 0.6700 417 16.36578 0.2166 263 1994 13.18957 0.6927 89 667 13.343328 0.5945 110 2435 4.517454 0.6096 692 2548 27.15856 0.4484 1092 29 2.655678 0.20910 0 0.000000 0.2456 24 1054 2.277040 0.6348 53 1054 5.0284630 0.5164 0 2548 0.000000 0.3854
53033000401 53 033 000401 WA Washington King County 4 West Region 9 Pacific Division 5805 3326 2913 2021 5650 35.769911 0.9194 539 3048 17.683727 0.9950 397 883 44.96036 0.88160 1023 2030 50.39409 0.6944 1420 2913 48.74700 0.88920 538 4491 11.979515 0.7531 874 5892 14.833673 0.7078 1081 18.621878 0.9270 807 13.90181 0.1436 1041 5065 20.55281 0.9572 167 1088 15.349265 0.6952 217 5532 3.922632 0.5668 2198 5805 37.86391 0.6398 3326 2217 66.656645 0.94710 0 0.000000 0.2456 65 2913 2.231377 0.6272 627 2913 21.5242019 0.9219 155 5805 2.670112 0.8690
53033000402 53 033 000402 WA Washington King County 4 West Region 9 Pacific Division 4662 2338 2275 557 4419 12.604662 0.4761 80 2315 3.455723 0.1385 301 984 30.58943 0.27710 737 1291 57.08753 0.8232 1038 2275 45.62637 0.79600 391 3542 11.038961 0.7229 477 4262 11.191929 0.5164 1217 26.104676 0.9849 814 17.46032 0.2544 610 3684 16.55809 0.8766 139 1129 12.311780 0.5290 178 4392 4.052823 0.5819 1167 4662 25.03217 0.3929 2338 908 38.836613 0.84130 0 0.000000 0.2456 0 2275 0.000000 0.1033 422 2275 18.5494505 0.9018 227 4662 4.869155 0.9169
53033000500 53 033 000500 WA Washington King County 4 West Region 9 Pacific Division 3474 1416 1347 226 3474 6.505469 0.1990 119 1708 6.967213 0.6725 327 1324 24.69789 0.06801 11 23 47.82609 0.6212 338 1347 25.09280 0.01259 87 2542 3.422502 0.3098 143 3151 4.538242 0.1461 580 16.695452 0.8816 674 19.40127 0.3401 283 2580 10.96899 0.5416 63 1058 5.954631 0.1562 132 3453 3.822763 0.5592 686 3474 19.74669 0.2695 1416 0 0.000000 0.05668 0 0.000000 0.2456 0 1347 0.000000 0.1033 11 1347 0.8166295 0.1083 0 3474 0.000000 0.3854 
# County 2020 - King County
svi_2020_county <- rank_variables(svi_2020, rank_by = "county", location = "King County", state_abbr = "WA")
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
53033000100 53 033 000100 WA Washington King County 4 West Region 9 Pacific Division 8198 4326 3958 1584 8191 19.338298 0.79350 140 4994 2.8033640 0.31230 234 1105 21.17647 0.2702 1431 2853 50.15773 0.7128 1665 3958 42.06670 0.8589 514 6296 8.1639136 0.67760 956 8191 11.671347 0.9320 1506 18.37033 0.8413 1222 14.90607 0.1662 1180 6969.000 16.932128 0.8539 166 1808.0000 9.181416 0.4761 357 7870 4.536213 0.61960 3665 8198.000 44.70603 0.55920 4326 2738 63.291725 0.92190 0 0.0000000 0.2544 123 3958 3.107630 0.52390 587 3958.000 14.830723 0.8514 37 8198 0.4513296 0.4736
53033000200 53 033 000200 WA Washington King County 4 West Region 9 Pacific Division 8874 4101 3902 1180 8865 13.310773 0.62720 299 5514 5.4225608 0.74060 436 2226 19.58670 0.1919 917 1676 54.71360 0.8060 1353 3902 34.67453 0.6297 503 6810 7.3861968 0.64230 583 8865 6.576424 0.7028 1262 14.22132 0.5919 1535 17.29772 0.2418 1105 7330.000 15.075034 0.7657 272 2035.0000 13.366093 0.6599 351 8148 4.307806 0.61210 3501 8874.000 39.45233 0.48110 4101 1464 35.698610 0.77080 0 0.0000000 0.2544 136 3902 3.485392 0.56930 275 3902.000 7.047668 0.5970 85 8874 0.9578544 0.6801
53033000300 53 033 000300 WA Washington King County 4 West Region 9 Pacific Division 2943 1249 1153 283 2934 9.645535 0.44330 37 1865 1.9839142 0.13850 180 822 21.89781 0.3131 140 331 42.29607 0.4685 320 1153 27.75369 0.2972 154 1933 7.9668908 0.66750 174 2934 5.930470 0.6297 299 10.15970 0.2720 533 18.11077 0.2872 248 2401.000 10.329030 0.4458 109 725.0000 15.034483 0.7103 42 2792 1.504298 0.30230 987 2943.000 33.53721 0.37530 1249 71 5.684548 0.27460 0 0.0000000 0.2544 40 1153 3.469211 0.56680 52 1153.000 4.509974 0.4408 15 2943 0.5096840 0.5038
53033000401 53 033 000401 WA Washington King County 4 West Region 9 Pacific Division 7086 4200 4137 1725 7071 24.395418 0.89420 101 3864 2.6138716 0.27960 367 989 37.10819 0.9444 1941 3148 61.65820 0.9144 2308 4137 55.78922 0.9874 402 5661 7.1012189 0.62720 230 7054 3.260561 0.3829 1445 20.39232 0.9093 943 13.30793 0.1310 1545 6111.000 25.282278 0.9849 274 1384.0000 19.797688 0.8413 161 6791 2.370785 0.41310 3292 7086.000 46.45780 0.59950 4200 2974 70.809524 0.93950 0 0.0000000 0.2544 115 4137 2.779792 0.47360 1004 4137.000 24.268794 0.9295 91 7086 1.2842224 0.7431
53033000402 53 033 000402 WA Washington King County 4 West Region 9 Pacific Division 5374 2970 2804 459 5149 8.914352 0.38790 179 3079 5.8135758 0.78090 314 1059 29.65061 0.7626 765 1745 43.83954 0.5013 1079 2804 38.48074 0.7708 225 4364 5.1558203 0.52900 267 5109 5.226072 0.5793 1410 26.23744 0.9824 752 13.99330 0.1486 1215 4357.000 27.886160 0.9924 69 955.0000 7.225131 0.3375 177 5232 3.383027 0.52390 959 5374.000 17.84518 0.07809 2970 1503 50.606061 0.87910 0 0.0000000 0.2544 32 2804 1.141227 0.23680 446 2804.000 15.905849 0.8690 237 5374 4.4101228 0.9446
53033000500 53 033 000500 WA Washington King County 4 West Region 9 Pacific Division 3143 1343 1274 119 3126 3.806782 0.07305 12 1523 0.7879186 0.01763 283 1179 24.00339 0.4621 45 95 47.36842 0.6045 328 1274 25.74568 0.2091 21 2385 0.8805031 0.07809 68 3143 2.163538 0.2267 764 24.30799 0.9647 709 22.55807 0.6247 221 2433.654 9.080996 0.3577 48 906.7787 5.293463 0.1713 0 2981 0.000000 0.01511 616 3142.505 19.60219 0.11080 1343 0 0.000000 0.05038 7 0.5212211 0.6121 0 1274 0.000000 0.04534 24 1273.598 1.884425 0.1990 19 3143 0.6045180 0.5390 
# Add theme variables
svi_2020_national <- svi_theme_variables(svi_2020_national)
svi_2020_national %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_20 E_HU_20 E_HH_20 E_POV150_20 ET_POVSTATUS_20 EP_POV150_20 EPL_POV150_20 E_UNEMP_20 ET_EMPSTATUS_20 EP_UNEMP_20 EPL_UNEMP_20 E_HBURD_OWN_20 ET_HOUSINGCOST_OWN_20 EP_HBURD_OWN_20 EPL_HBURD_OWN_20 E_HBURD_RENT_20 ET_HOUSINGCOST_RENT_20 EP_HBURD_RENT_20 EPL_HBURD_RENT_20 E_HBURD_20 ET_HOUSINGCOST_20 EP_HBURD_20 EPL_HBURD_20 E_NOHSDP_20 ET_EDSTATUS_20 EP_NOHSDP_20 EPL_NOHSDP_20 E_UNINSUR_20 ET_INSURSTATUS_20 EP_UNINSUR_20 EPL_UNINSUR_20 E_AGE65_20 EP_AGE65_20 EPL_AGE65_20 E_AGE17_20 EP_AGE17_20 EPL_AGE17_20 E_DISABL_20 ET_DISABLSTATUS_20 EP_DISABL_20 EPL_DISABL_20 E_SNGPNT_20 ET_FAMILIES_20 EP_SNGPNT_20 EPL_SNGPNT_20 E_LIMENG_20 ET_POPAGE5UP_20 EP_LIMENG_20 EPL_LIMENG_20 E_MINRTY_20 ET_POPETHRACE_20 EP_MINRTY_20 EPL_MINRTY_20 E_STRHU_20 E_MUNIT_20 EP_MUNIT_20 EPL_MUNIT_20 E_MOBILE_20 EP_MOBILE_20 EPL_MOBILE_20 E_CROWD_20 ET_OCCUPANTS_20 EP_CROWD_20 EPL_CROWD_20 E_NOVEH_20 ET_KNOWNVEH_20 EP_NOVEH_20 EPL_NOVEH_20 E_GROUPQ_20 ET_HHTYPE_20 EP_GROUPQ_20 EPL_GROUPQ_20 SPL_THEME1 RPL_THEME1 SPL_THEME2 RPL_THEME2 SPL_THEME3 RPL_THEME3 SPL_THEME4 RPL_THEME4 SPL_THEMES RPL_THEMES
01001020100 01 001 020100 AL Alabama Autauga County 3 South Region 6 East South Central Division 1941 710 693 352 1941 18.13498 0.4630 18 852 2.112676 0.15070 81 507 15.976331 0.26320 63 186 33.87097 0.2913 144 693 20.77922 0.2230 187 1309 14.285714 0.6928 187 1941 9.634209 0.6617 295 15.19835 0.4601 415 21.38073 0.4681 391 1526 25.62254 0.9011 58 555 10.45045 0.3451 0 1843 0.0000000 0.09479 437 1941 22.51417 0.3902 710 0 0.0000000 0.1079 88 12.3943662 0.8263 0 693 0.0000000 0.09796 10 693 1.443001 0.1643 0 1941 0.000000 0.1831 2.19120 0.4084 2.26919 0.3503 0.3902 0.3869 1.37956 0.07216 6.23015 0.2314
01001020200 01 001 020200 AL Alabama Autauga County 3 South Region 6 East South Central Division 1757 720 573 384 1511 25.41363 0.6427 29 717 4.044630 0.41320 33 392 8.418367 0.03542 116 181 64.08840 0.9086 149 573 26.00349 0.4041 139 1313 10.586443 0.5601 91 1533 5.936073 0.4343 284 16.16392 0.5169 325 18.49744 0.2851 164 1208 13.57616 0.4127 42 359 11.69916 0.3998 0 1651 0.0000000 0.09479 1116 1757 63.51736 0.7591 720 3 0.4166667 0.2470 5 0.6944444 0.5106 9 573 1.5706806 0.46880 57 573 9.947644 0.7317 212 1757 12.066022 0.9549 2.45440 0.4888 1.70929 0.1025 0.7591 0.7527 2.91300 0.68620 7.83579 0.4802
01001020300 01 001 020300 AL Alabama Autauga County 3 South Region 6 East South Central Division 3694 1464 1351 842 3694 22.79372 0.5833 53 1994 2.657974 0.22050 117 967 12.099276 0.11370 147 384 38.28125 0.3856 264 1351 19.54108 0.1827 317 2477 12.797739 0.6460 127 3673 3.457664 0.2308 464 12.56091 0.3088 929 25.14889 0.7080 473 2744 17.23761 0.6211 263 975 26.97436 0.8234 128 3586 3.5694367 0.70770 1331 3694 36.03140 0.5515 1464 26 1.7759563 0.3675 14 0.9562842 0.5389 35 1351 2.5906736 0.60550 42 1351 3.108808 0.3415 0 3694 0.000000 0.1831 1.86330 0.3063 3.16900 0.8380 0.5515 0.5468 2.03650 0.26830 7.62030 0.4460
01001020400 01 001 020400 AL Alabama Autauga County 3 South Region 6 East South Central Division 3539 1741 1636 503 3539 14.21305 0.3472 39 1658 2.352232 0.17990 219 1290 16.976744 0.30880 74 346 21.38728 0.1037 293 1636 17.90954 0.1333 173 2775 6.234234 0.3351 169 3529 4.788892 0.3448 969 27.38062 0.9225 510 14.41085 0.1208 670 3019 22.19278 0.8194 148 1137 13.01671 0.4541 89 3409 2.6107363 0.64690 454 3539 12.82848 0.2364 1741 143 8.2136703 0.6028 0 0.0000000 0.2186 10 1636 0.6112469 0.28340 72 1636 4.400978 0.4538 0 3539 0.000000 0.1831 1.34030 0.1575 2.96370 0.7496 0.2364 0.2344 1.74170 0.16270 6.28210 0.2389
01001020500 01 001 020500 AL Alabama Autauga County 3 South Region 6 East South Central Division 10674 4504 4424 1626 10509 15.47245 0.3851 81 5048 1.604596 0.09431 321 2299 13.962592 0.17970 711 2125 33.45882 0.2836 1032 4424 23.32731 0.3109 531 6816 7.790493 0.4251 301 10046 2.996217 0.1894 1613 15.11149 0.4553 2765 25.90407 0.7494 1124 7281 15.43744 0.5253 342 2912 11.74451 0.4019 52 9920 0.5241935 0.35230 2603 10674 24.38636 0.4160 4504 703 15.6083481 0.7378 29 0.6438721 0.5037 37 4424 0.8363472 0.33420 207 4424 4.679023 0.4754 176 10674 1.648866 0.7598 1.40481 0.1743 2.48420 0.4802 0.4160 0.4125 2.81090 0.63730 7.11591 0.3654
01001020600 01 001 020600 AL Alabama Autauga County 3 South Region 6 East South Central Division 3536 1464 1330 1279 3523 36.30429 0.8215 34 1223 2.780049 0.23780 321 1111 28.892889 0.75870 67 219 30.59361 0.2305 388 1330 29.17293 0.5075 306 2380 12.857143 0.6480 415 3496 11.870709 0.7535 547 15.46946 0.4760 982 27.77149 0.8327 729 2514 28.99761 0.9488 95 880 10.79545 0.3601 0 3394 0.0000000 0.09479 985 3536 27.85633 0.4608 1464 0 0.0000000 0.1079 364 24.8633880 0.9300 0 1330 0.0000000 0.09796 17 1330 1.278196 0.1463 0 3536 0.000000 0.1831 2.96830 0.6434 2.71239 0.6156 0.4608 0.4569 1.46526 0.08976 7.60675 0.4440 
# Add theme flags
svi_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 
#Add theme variables 2010
svi_2010_national <- svi_theme_variables(svi_2010_national)
svi_2010_national %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_10 E_HU_10 E_HH_10 E_POV150_10 ET_POVSTATUS_10 EP_POV150_10 EPL_POV150_10 E_UNEMP_10 ET_EMPSTATUS_10 EP_UNEMP_10 EPL_UNEMP_10 E_HBURD_OWN_10 ET_HOUSINGCOST_OWN_10 EP_HBURD_OWN_10 EPL_HBURD_OWN_10 E_HBURD_RENT_10 ET_HOUSINGCOST_RENT_10 EP_HBURD_RENT_10 EPL_HBURD_RENT_10 E_HBURD_10 ET_HOUSINGCOST_10 EP_HBURD_10 EPL_HBURD_10 E_NOHSDP_10 ET_EDSTATUS_10 EP_NOHSDP_10 EPL_NOHSDP_10 E_UNINSUR_12 ET_INSURSTATUS_12 EP_UNINSUR_12 EPL_UNINSUR_12 E_AGE65_10 EP_AGE65_10 EPL_AGE65_10 E_AGE17_10 EP_AGE17_10 EPL_AGE17_10 E_DISABL_12 ET_DISABLSTATUS_12 EP_DISABL_12 EPL_DISABL_12 E_SNGPNT_10 ET_FAMILIES_10 EP_SNGPNT_10 EPL_SNGPNT_10 E_LIMENG_10 ET_POPAGE5UP_10 EP_LIMENG_10 EPL_LIMENG_10 E_MINRTY_10 ET_POPETHRACE_10 EP_MINRTY_10 EPL_MINRTY_10 E_STRHU_10 E_MUNIT_10 EP_MUNIT_10 EPL_MUNIT_10 E_MOBILE_10 EP_MOBILE_10 EPL_MOBILE_10 E_CROWD_10 ET_OCCUPANTS_10 EP_CROWD_10 EPL_CROWD_10 E_NOVEH_10 ET_KNOWNVEH_10 EP_NOVEH_10 EPL_NOVEH_10 E_GROUPQ_10 ET_HHTYPE_10 EP_GROUPQ_10 EPL_GROUPQ_10 SPL_THEME1 RPL_THEME1 SPL_THEME2 RPL_THEME2 SPL_THEME3 RPL_THEME3 SPL_THEME4 RPL_THEME4 SPL_THEMES RPL_THEMES
01001020100 01 001 020100 AL Alabama Autauga County 3 South Region 6 East South Central Division 1809 771 696 297 1809 16.41791 0.3871 36 889 4.049494 0.1790 127 598 21.23746 0.20770 47 98 47.95918 0.5767 174 696 25.00000 0.18790 196 1242 15.780998 0.6093 186 1759 10.574190 0.3790 222 12.271973 0.4876 445 24.59923 0.5473 298 1335 22.32210 0.8454 27 545 4.954128 0.09275 36 1705 2.1114370 0.59040 385 1809 21.282477 0.4524 771 0 0.0000000 0.1224 92 11.9325551 0.8005 0 696 0.0000000 0.1238 50 696 7.183908 0.6134 0 1809 0 0.364 1.74230 0.28200 2.56345 0.5296 0.4524 0.4482 2.0241 0.2519 6.78225 0.3278
01001020200 01 001 020200 AL Alabama Autauga County 3 South Region 6 East South Central Division 2020 816 730 495 1992 24.84940 0.5954 68 834 8.153477 0.5754 49 439 11.16173 0.02067 105 291 36.08247 0.3019 154 730 21.09589 0.09312 339 1265 26.798419 0.8392 313 2012 15.556660 0.6000 204 10.099010 0.3419 597 29.55446 0.8192 359 1515 23.69637 0.8791 132 456 28.947368 0.83510 15 1890 0.7936508 0.40130 1243 2020 61.534653 0.7781 816 0 0.0000000 0.1224 34 4.1666667 0.6664 13 730 1.7808219 0.5406 115 730 15.753425 0.8382 0 2020 0 0.364 2.70312 0.56650 3.27660 0.8614 0.7781 0.7709 2.5316 0.5047 9.28942 0.6832
01001020300 01 001 020300 AL Alabama Autauga County 3 South Region 6 East South Central Division 3543 1403 1287 656 3533 18.56779 0.4443 93 1552 5.992268 0.3724 273 957 28.52665 0.45780 178 330 53.93939 0.7152 451 1287 35.04274 0.49930 346 2260 15.309734 0.5950 252 3102 8.123791 0.2596 487 13.745413 0.5868 998 28.16822 0.7606 371 2224 16.68165 0.6266 126 913 13.800657 0.46350 0 3365 0.0000000 0.09298 637 3543 17.979114 0.4049 1403 10 0.7127584 0.3015 2 0.1425517 0.4407 0 1287 0.0000000 0.1238 101 1287 7.847708 0.6443 0 3543 0 0.364 2.17060 0.41010 2.53048 0.5116 0.4049 0.4011 1.8743 0.1942 6.98028 0.3576
01001020400 01 001 020400 AL Alabama Autauga County 3 South Region 6 East South Central Division 4840 1957 1839 501 4840 10.35124 0.2177 101 2129 4.744011 0.2447 310 1549 20.01291 0.17080 89 290 30.68966 0.2044 399 1839 21.69657 0.10540 274 3280 8.353658 0.3205 399 4293 9.294200 0.3171 955 19.731405 0.8643 1195 24.69008 0.5530 625 3328 18.78005 0.7233 152 1374 11.062591 0.34710 10 4537 0.2204100 0.22560 297 4840 6.136364 0.1647 1957 33 1.6862545 0.3843 25 1.2774655 0.5516 14 1839 0.7612833 0.3564 19 1839 1.033170 0.1127 0 4840 0 0.364 1.20540 0.13470 2.71330 0.6129 0.1647 0.1632 1.7690 0.1591 5.85240 0.1954
01001020500 01 001 020500 AL Alabama Autauga County 3 South Region 6 East South Central Division 9938 3969 3741 1096 9938 11.02838 0.2364 188 4937 3.807981 0.1577 426 2406 17.70574 0.11050 528 1335 39.55056 0.3753 954 3741 25.50120 0.20140 293 5983 4.897209 0.1655 740 10110 7.319486 0.2211 837 8.422218 0.2408 3012 30.30791 0.8455 759 7155 10.60797 0.2668 476 2529 18.821669 0.63540 78 9297 0.8389803 0.41110 1970 9938 19.822902 0.4330 3969 306 7.7097506 0.6153 0 0.0000000 0.2198 7 3741 0.1871157 0.2535 223 3741 5.960973 0.5483 0 9938 0 0.364 0.98210 0.08468 2.39960 0.4381 0.4330 0.4290 2.0009 0.2430 5.81560 0.1905
01001020600 01 001 020600 AL Alabama Autauga County 3 South Region 6 East South Central Division 3402 1456 1308 735 3402 21.60494 0.5199 134 1720 7.790698 0.5436 242 1032 23.44961 0.28010 62 276 22.46377 0.1035 304 1308 23.24159 0.14070 301 2151 13.993491 0.5510 355 3445 10.304790 0.3656 386 11.346267 0.4232 931 27.36626 0.7200 440 2439 18.04018 0.6912 143 924 15.476190 0.52900 4 3254 0.1229256 0.19840 723 3402 21.252205 0.4519 1456 18 1.2362637 0.3507 433 29.7390110 0.9468 16 1308 1.2232416 0.4493 28 1308 2.140673 0.2298 0 3402 0 0.364 2.12080 0.39510 2.56180 0.5288 0.4519 0.4477 2.3406 0.4048 7.47510 0.4314 
# Add theme flags
svi_2010_national <- svi_theme_flags(svi_2010_national, .90)
svi_2010_national %>% arrange(desc(F_TOTAL)) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_10 E_HU_10 E_HH_10 E_POV150_10 ET_POVSTATUS_10 EP_POV150_10 EPL_POV150_10 F_POV150_10 E_UNEMP_10 ET_EMPSTATUS_10 EP_UNEMP_10 EPL_UNEMP_10 F_UNEMP_10 E_HBURD_OWN_10 ET_HOUSINGCOST_OWN_10 EP_HBURD_OWN_10 EPL_HBURD_OWN_10 F_HBURD_OWN_10 E_HBURD_RENT_10 ET_HOUSINGCOST_RENT_10 EP_HBURD_RENT_10 EPL_HBURD_RENT_10 F_HBURD_RENT_10 E_HBURD_10 ET_HOUSINGCOST_10 EP_HBURD_10 EPL_HBURD_10 F_HBURD_10 E_NOHSDP_10 ET_EDSTATUS_10 EP_NOHSDP_10 EPL_NOHSDP_10 F_NOHSDP_10 E_UNINSUR_12 ET_INSURSTATUS_12 EP_UNINSUR_12 EPL_UNINSUR_12 F_UNINSUR_12 E_AGE65_10 EP_AGE65_10 EPL_AGE65_10 F_AGE65_10 E_AGE17_10 EP_AGE17_10 EPL_AGE17_10 F_AGE17_10 E_DISABL_12 ET_DISABLSTATUS_12 EP_DISABL_12 EPL_DISABL_12 F_DISABL_12 E_SNGPNT_10 ET_FAMILIES_10 EP_SNGPNT_10 EPL_SNGPNT_10 F_SNGPNT_10 E_LIMENG_10 ET_POPAGE5UP_10 EP_LIMENG_10 EPL_LIMENG_10 F_LIMENG_10 E_MINRTY_10 ET_POPETHRACE_10 EP_MINRTY_10 EPL_MINRTY_10 F_MINRTY_10 E_STRHU_10 E_MUNIT_10 EP_MUNIT_10 EPL_MUNIT_10 F_MUNIT_10 E_MOBILE_10 EP_MOBILE_10 EPL_MOBILE_10 F_MOBILE_10 E_CROWD_10 ET_OCCUPANTS_10 EP_CROWD_10 EPL_CROWD_10 F_CROWD_10 E_NOVEH_10 ET_KNOWNVEH_10 EP_NOVEH_10 EPL_NOVEH_10 F_NOVEH_10 E_GROUPQ_10 ET_HHTYPE_10 EP_GROUPQ_10 EPL_GROUPQ_10 F_GROUPQ_10 SPL_THEME1 RPL_THEME1 F_THEME1 SPL_THEME2 RPL_THEME2 F_THEME2 SPL_THEME3 RPL_THEME3 F_THEME3 SPL_THEME4 RPL_THEME4 F_THEME4 SPL_THEMES RPL_THEMES F_TOTAL
06019000600 06 019 000600 CA California Fresno County 4 West Region 9 Pacific Division 6565 2219 1825 4213 6250 67.40800 0.9834 1 575 2311 24.88100 0.9808 1 133 267 49.81273 0.9085 1 959 1558 61.55327 0.8522 0 1092 1825 59.83562 0.9618 1 1699 3356 50.62574 0.9817 1 1527 5434 28.10085 0.9056 1 739 11.256664 0.41690 0 2290 34.88195 0.94790 1 1108 3841 28.846654 0.9566 1 521 1058 49.24386 0.9713 1 1386 5836 23.74914 0.9594 1 5817 6565 88.60625 0.9046 1 2219 327 14.73637 0.7445 0 0 0.0000000 0.2198 0 430 1825 23.56164 0.9838 1 669 1825 36.65753 0.9532 1 508 6565 7.738005 0.9223 1 4.8133 0.9868 5 4.25210 0.9859 4 0.9046 0.8962 1 3.8236 0.9658 3 13.79360 0.9870 13
06029002000 06 029 002000 CA California Kern County 4 West Region 9 Pacific Division 7536 2467 2205 4874 7280 66.95055 0.9822 1 365 2299 15.87647 0.9087 1 346 538 64.31227 0.9802 1 1044 1667 62.62747 0.8671 0 1390 2205 63.03855 0.9777 1 1832 3798 48.23591 0.9764 1 2063 7209 28.61701 0.9116 1 753 9.992038 0.33530 0 2922 38.77389 0.98250 1 1743 5062 34.433030 0.9870 1 517 1419 36.43411 0.9102 1 1202 6722 17.88158 0.9302 1 6711 7536 89.05255 0.9072 1 2467 474 19.21362 0.7987 0 13 0.5269558 0.4721 0 390 2205 17.68707 0.9685 1 549 2205 24.89796 0.9143 1 249 7536 3.304140 0.8497 0 4.7566 0.9850 5 4.14520 0.9848 4 0.9072 0.8988 1 4.0033 0.9800 2 13.81230 0.9871 12
06037221401 06 037 221401 CA California Los Angeles County 4 West Region 9 Pacific Division 3379 1415 1384 1512 3006 50.29940 0.9188 1 368 1412 26.06232 0.9841 1 187 239 78.24268 0.9945 1 632 1145 55.19651 0.7411 0 819 1384 59.17630 0.9577 1 977 2515 38.84692 0.9446 1 956 2950 32.40678 0.9438 1 901 26.664694 0.96130 1 505 14.94525 0.09376 0 491 2346 20.929241 0.8037 0 170 641 26.52106 0.8001 0 751 3212 23.38107 0.9579 1 3039 3379 89.93785 0.9116 1 1415 782 55.26502 0.9550 1 0 0.0000000 0.2198 0 170 1384 12.28324 0.9397 1 476 1384 34.39306 0.9481 1 373 3379 11.038769 0.9432 1 4.7490 0.9846 5 3.61676 0.9435 2 0.9116 0.9031 1 4.0058 0.9801 4 13.28316 0.9857 12
06037224310 06 037 224310 CA California Los Angeles County 4 West Region 9 Pacific Division 2459 682 634 1433 2459 58.27572 0.9585 1 328 1466 22.37381 0.9710 1 43 43 100.00000 0.9987 1 365 591 61.75973 0.8554 0 408 634 64.35331 0.9825 1 827 1456 56.79945 0.9908 1 1121 2282 49.12358 0.9957 1 170 6.913379 0.16240 0 537 21.83815 0.35890 0 169 1739 9.718229 0.2138 0 140 397 35.26448 0.9014 1 1043 2291 45.52597 0.9973 1 2317 2459 94.22529 0.9371 1 682 312 45.74780 0.9365 1 0 0.0000000 0.2198 0 330 634 52.05047 0.9995 1 259 634 40.85173 0.9615 1 191 2459 7.767385 0.9226 1 4.8985 0.9879 5 2.63380 0.5687 2 0.9371 0.9284 1 4.0399 0.9819 4 12.50930 0.9733 12
06037242100 06 037 242100 CA California Los Angeles County 4 West Region 9 Pacific Division 2683 741 729 2147 2683 80.02236 0.9961 1 159 481 33.05613 0.9944 1 0 0 NaN NA NA 418 729 57.33882 0.7831 0 418 729 57.33882 0.9439 1 636 989 64.30738 0.9973 1 802 2843 28.20964 0.9069 1 123 4.584420 0.06748 0 1325 49.38502 0.99880 1 291 1456 19.986264 0.7710 0 326 547 59.59781 0.9907 1 509 2423 21.00702 0.9476 1 2674 2683 99.66455 0.9889 1 741 386 52.09177 0.9500 1 0 0.0000000 0.2198 0 284 729 38.95748 0.9973 1 283 729 38.82030 0.9575 1 0 2683 0.000000 0.3640 0 4.8386 0.9872 5 3.77558 0.9656 3 0.9889 0.9797 1 3.4886 0.9117 3 13.09168 0.9844 12
12086001903 12 086 001903 FL Florida Miami-Dade County 3 South Region 5 South Atlantic Division 3308 1410 1070 1949 3308 58.91778 0.9606 1 213 1283 16.60171 0.9204 1 177 269 65.79926 0.9833 1 541 801 67.54057 0.9205 1 718 1070 67.10280 0.9890 1 764 1744 43.80734 0.9644 1 1319 3025 43.60331 0.9890 1 385 11.638452 0.44270 0 1123 33.94800 0.93420 1 588 2368 24.831081 0.9025 1 279 656 42.53049 0.9470 1 444 2879 15.42202 0.9133 1 3169 3308 95.79807 0.9485 1 1410 478 33.90071 0.8980 0 0 0.0000000 0.2198 0 132 1070 12.33645 0.9401 1 278 1070 25.98131 0.9195 1 0 3308 0.000000 0.3640 0 4.8234 0.9870 5 4.13970 0.9847 4 0.9485 0.9397 1 3.3414 0.8689 2 13.25300 0.9855 12

Lab Questions

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

Functions are most useful when working with large data sets in which repeated data wrangling steps are needed to analyze subsets of that data. In this case, functions are useful for creating multiple iterations of a data set based on defined inputs, lessening the steps needed to clean and filter data.

There are some cases when functions are not the most useful strategy when working with smaller projects where a function might over-complicate the work needed. If a script does not need to be repeated, it is not necessary to create a function for it, such as loading data steps.

2. Describe the CDC SVI index. What is it and how do we intend to use it for our project? (Type your response)

The CDC SVI index identifies the social vulnerability of a region based on four categories: socioeconomic status, household characteristics, racial & ethnic minority status, and housing type & transportation. We are using this measurement to compare social vulnerability in 2010 and 2020 for the same census tracts to estimate the impact of different tax credit programs. If the social vulnerability decreases over time, the tax credit program is effective.

3. Nationally, what are the most & least vulnerable tracts by THEME1, THEME2, THEME3, THEME4, OVERALL for 2020 and 2010. (Show code/data output to display your findings)

Most Vulnerable

# Most Vulnerable Tracts - Nationally
# THEME1 - 2010
svi_2010_national %>% arrange(desc(F_THEME1)) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_10 E_HU_10 E_HH_10 E_POV150_10 ET_POVSTATUS_10 EP_POV150_10 EPL_POV150_10 F_POV150_10 E_UNEMP_10 ET_EMPSTATUS_10 EP_UNEMP_10 EPL_UNEMP_10 F_UNEMP_10 E_HBURD_OWN_10 ET_HOUSINGCOST_OWN_10 EP_HBURD_OWN_10 EPL_HBURD_OWN_10 F_HBURD_OWN_10 E_HBURD_RENT_10 ET_HOUSINGCOST_RENT_10 EP_HBURD_RENT_10 EPL_HBURD_RENT_10 F_HBURD_RENT_10 E_HBURD_10 ET_HOUSINGCOST_10 EP_HBURD_10 EPL_HBURD_10 F_HBURD_10 E_NOHSDP_10 ET_EDSTATUS_10 EP_NOHSDP_10 EPL_NOHSDP_10 F_NOHSDP_10 E_UNINSUR_12 ET_INSURSTATUS_12 EP_UNINSUR_12 EPL_UNINSUR_12 F_UNINSUR_12 E_AGE65_10 EP_AGE65_10 EPL_AGE65_10 F_AGE65_10 E_AGE17_10 EP_AGE17_10 EPL_AGE17_10 F_AGE17_10 E_DISABL_12 ET_DISABLSTATUS_12 EP_DISABL_12 EPL_DISABL_12 F_DISABL_12 E_SNGPNT_10 ET_FAMILIES_10 EP_SNGPNT_10 EPL_SNGPNT_10 F_SNGPNT_10 E_LIMENG_10 ET_POPAGE5UP_10 EP_LIMENG_10 EPL_LIMENG_10 F_LIMENG_10 E_MINRTY_10 ET_POPETHRACE_10 EP_MINRTY_10 EPL_MINRTY_10 F_MINRTY_10 E_STRHU_10 E_MUNIT_10 EP_MUNIT_10 EPL_MUNIT_10 F_MUNIT_10 E_MOBILE_10 EP_MOBILE_10 EPL_MOBILE_10 F_MOBILE_10 E_CROWD_10 ET_OCCUPANTS_10 EP_CROWD_10 EPL_CROWD_10 F_CROWD_10 E_NOVEH_10 ET_KNOWNVEH_10 EP_NOVEH_10 EPL_NOVEH_10 F_NOVEH_10 E_GROUPQ_10 ET_HHTYPE_10 EP_GROUPQ_10 EPL_GROUPQ_10 F_GROUPQ_10 SPL_THEME1 RPL_THEME1 F_THEME1 SPL_THEME2 RPL_THEME2 F_THEME2 SPL_THEME3 RPL_THEME3 F_THEME3 SPL_THEME4 RPL_THEME4 F_THEME4 SPL_THEMES RPL_THEMES F_TOTAL
01101000200 01 101 000200 AL Alabama Montgomery County 3 South Region 6 East South Central Division 1584 674 460 619 1076 57.52788 0.9555 1 86 333 25.82583 0.9835 1 22 136 16.17647 0.07809 0 227 324 70.06173 0.9400 1 249 460 54.13043 0.9128 1 687 1241 55.35858 0.9891 1 359 916 39.19214 0.9777 1 255 16.098485 0.72560 0 29 1.830808 0.009298 0 361 891 40.516274 0.9962 1 11 193 5.699482 0.1159 0 0 1567 0.00000 0.09298 0 1328 1584 83.83838 0.8812 0 674 262 38.87240 0.9173 1 0 0.000000 0.2198 0 0 460 0.00000 0.1238 0 138 460 30.00000 0.9354 1 656 1584 41.414141 0.9870 1 4.8186 0.9868 5 1.939978 0.1973 1 0.8812 0.8730 0 3.1833 0.8118 3 10.82308 0.8508 9
04013092802 04 013 092802 AZ Arizona Maricopa County 4 West Region 8 Mountain Division 4814 1830 1449 2532 4814 52.59659 0.9321 1 433 1902 22.76551 0.9729 1 454 673 67.45914 0.98590 1 401 776 51.67526 0.6657 0 855 1449 59.00621 0.9567 1 1002 2259 44.35591 0.9661 1 1614 4977 32.42917 0.9440 1 249 5.172414 0.08705 0 1813 37.660989 0.976100 1 405 3189 12.699906 0.3951 0 300 1028 29.182879 0.8384 0 806 4329 18.61862 0.93480 1 3848 4814 79.93353 0.8637 0 1830 537 29.34426 0.8759 0 55 3.005464 0.6344 0 261 1449 18.01242 0.9696 1 276 1449 19.04762 0.8751 0 0 4814 0.000000 0.3640 0 4.7718 0.9857 5 3.231450 0.8465 2 0.8637 0.8557 0 3.7190 0.9539 1 12.58595 0.9758 8
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 0.99150 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 0.02940 0 548 50.183150 0.999100 1 49 596 8.221476 0.1367 0 154 183 84.153006 0.9992 1 167 888 18.80631 0.93610 1 1066 1092 97.61905 0.9643 1 456 131 28.72807 0.8722 0 0 0.000000 0.2198 0 67 383 17.49347 0.9678 1 203 383 53.00261 0.9791 1 0 1092 0.000000 0.3640 0 4.9015 0.9879 5 3.100500 0.7978 3 0.9643 0.9553 1 3.4029 0.8876 2 12.36920 0.9683 11
06013376000 06 013 376000 CA California Contra Costa County 4 West Region 9 Pacific Division 5461 2211 1798 2896 5461 53.03058 0.9346 1 449 2243 20.01783 0.9567 1 406 697 58.24964 0.96290 1 614 1101 55.76748 0.7525 0 1020 1798 56.72970 0.9389 1 1102 2857 38.57193 0.9431 1 1864 6120 30.45752 0.9294 1 419 7.672587 0.20050 0 1817 33.272295 0.923000 1 903 4257 21.212121 0.8126 0 583 1177 49.532710 0.9721 1 1110 5046 21.99762 0.95210 1 5247 5461 96.08130 0.9510 1 2211 229 10.35730 0.6733 0 29 1.311624 0.5543 0 188 1798 10.45606 0.9236 1 474 1798 26.36263 0.9214 1 0 5461 0.000000 0.3640 0 4.7027 0.9822 5 3.860300 0.9731 3 0.9510 0.9422 1 3.4366 0.8974 2 12.95060 0.9827 11
06019000600 06 019 000600 CA California Fresno County 4 West Region 9 Pacific Division 6565 2219 1825 4213 6250 67.40800 0.9834 1 575 2311 24.88100 0.9808 1 133 267 49.81273 0.90850 1 959 1558 61.55327 0.8522 0 1092 1825 59.83562 0.9618 1 1699 3356 50.62574 0.9817 1 1527 5434 28.10085 0.9056 1 739 11.256664 0.41690 0 2290 34.881950 0.947900 1 1108 3841 28.846654 0.9566 1 521 1058 49.243856 0.9713 1 1386 5836 23.74914 0.95940 1 5817 6565 88.60625 0.9046 1 2219 327 14.73637 0.7445 0 0 0.000000 0.2198 0 430 1825 23.56164 0.9838 1 669 1825 36.65753 0.9532 1 508 6565 7.738005 0.9223 1 4.8133 0.9868 5 4.252100 0.9859 4 0.9046 0.8962 1 3.8236 0.9658 3 13.79360 0.9870 13
06019001100 06 019 001100 CA California Fresno County 4 West Region 9 Pacific Division 3350 798 761 1975 3326 59.38064 0.9624 1 369 1192 30.95638 0.9923 1 114 280 40.71429 0.78290 0 310 481 64.44906 0.8900 0 424 761 55.71616 0.9295 1 954 1790 53.29609 0.9861 1 816 2889 28.24507 0.9073 1 262 7.820895 0.20820 0 1283 38.298507 0.979800 1 428 1837 23.298857 0.8702 0 267 624 42.788461 0.9480 1 494 3080 16.03896 0.91780 1 3112 3350 92.89552 0.9287 1 798 0 0.00000 0.1224 0 46 5.764411 0.7019 0 164 761 21.55059 0.9798 1 110 761 14.45466 0.8192 0 353 3350 10.537313 0.9409 1 4.7776 0.9859 5 3.924000 0.9773 3 0.9287 0.9201 1 3.5642 0.9292 2 13.19450 0.9851 11 
#THEME1 - 2020
svi_2020_national %>% arrange(desc(F_THEME1)) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_20 E_HU_20 E_HH_20 E_POV150_20 ET_POVSTATUS_20 EP_POV150_20 EPL_POV150_20 F_POV150_20 E_UNEMP_20 ET_EMPSTATUS_20 EP_UNEMP_20 EPL_UNEMP_20 F_UNEMP_20 E_HBURD_OWN_20 ET_HOUSINGCOST_OWN_20 EP_HBURD_OWN_20 EPL_HBURD_OWN_20 F_HBURD_OWN_20 E_HBURD_RENT_20 ET_HOUSINGCOST_RENT_20 EP_HBURD_RENT_20 EPL_HBURD_RENT_20 F_HBURD_RENT_20 E_HBURD_20 ET_HOUSINGCOST_20 EP_HBURD_20 EPL_HBURD_20 F_HBURD_20 E_NOHSDP_20 ET_EDSTATUS_20 EP_NOHSDP_20 EPL_NOHSDP_20 F_NOHSDP_20 E_UNINSUR_20 ET_INSURSTATUS_20 EP_UNINSUR_20 EPL_UNINSUR_20 F_UNINSUR_20 E_AGE65_20 EP_AGE65_20 EPL_AGE65_20 F_AGE65_20 E_AGE17_20 EP_AGE17_20 EPL_AGE17_20 F_AGE17_20 E_DISABL_20 ET_DISABLSTATUS_20 EP_DISABL_20 EPL_DISABL_20 F_DISABL_20 E_SNGPNT_20 ET_FAMILIES_20 EP_SNGPNT_20 EPL_SNGPNT_20 F_SNGPNT_20 E_LIMENG_20 ET_POPAGE5UP_20 EP_LIMENG_20 EPL_LIMENG_20 F_LIMENG_20 E_MINRTY_20 ET_POPETHRACE_20 EP_MINRTY_20 EPL_MINRTY_20 F_MINRTY_20 E_STRHU_20 E_MUNIT_20 EP_MUNIT_20 EPL_MUNIT_20 F_MUNIT_20 E_MOBILE_20 EP_MOBILE_20 EPL_MOBILE_20 F_MOBILE_20 E_CROWD_20 ET_OCCUPANTS_20 EP_CROWD_20 EPL_CROWD_20 F_CROWD_20 E_NOVEH_20 ET_KNOWNVEH_20 EP_NOVEH_20 EPL_NOVEH_20 F_NOVEH_20 E_GROUPQ_20 ET_HHTYPE_20 EP_GROUPQ_20 EPL_GROUPQ_20 F_GROUPQ_20 SPL_THEME1 RPL_THEME1 F_THEME1 SPL_THEME2 RPL_THEME2 F_THEME2 SPL_THEME3 RPL_THEME3 F_THEME3 SPL_THEME4 RPL_THEME4 F_THEME4 SPL_THEMES RPL_THEMES F_TOTAL
04013112202 04 013 112202 AZ Arizona Maricopa County 4 West Region 8 Mountain Division 4334 1695 1662 2169 4249 51.04731 0.9435 1 225 1859 12.10328 0.9201 1 212 595 35.63025 0.88300 0 696 1067 65.22962 0.9203 1 908 1662 54.63297 0.9587 1 1050 2911 36.07008 0.9633 1 815 4249 19.18098 0.9173 1 915 21.112137 0.76510 0 960 22.15044 0.5195 0 836 3289 25.418060 0.8972 0 150 869 17.26122 0.6051 0 769 4160 18.485577 0.9517 1 3527 4334 81.37979 0.8565 0 1695 555 32.74336 0.8838 0 0 0.0000000 0.2186 0 163 1662 9.807461 0.9115 1 287 1662 17.26835 0.8658 0 85 4334 1.9612367 0.7845 0 4.7029 0.9855 5 3.73860 0.9663 1 0.8565 0.8493 0 3.6642 0.9381 1 12.96220 0.9849 7
04013115300 04 013 115300 AZ Arizona Maricopa County 4 West Region 8 Mountain Division 3298 1117 1036 1728 3290 52.52280 0.9509 1 210 1352 15.53254 0.9620 1 34 314 10.82803 0.07916 0 468 722 64.81994 0.9164 1 502 1036 48.45560 0.9089 1 782 1934 40.43433 0.9773 1 729 3298 22.10431 0.9462 1 390 11.825349 0.26980 0 933 28.28987 0.8510 0 482 2365 20.380550 0.7591 0 300 510 58.82353 0.9921 1 371 2999 12.370790 0.9049 1 2906 3298 88.11401 0.8961 0 1117 278 24.88809 0.8354 0 75 6.7144136 0.7415 0 139 1036 13.416988 0.9486 1 241 1036 23.26255 0.9128 1 80 3298 2.4257126 0.8157 0 4.7453 0.9867 5 3.77690 0.9701 2 0.8961 0.8885 0 4.2540 0.9870 2 13.67230 0.9881 9
04013421501 04 013 421501 AZ Arizona Maricopa County 4 West Region 8 Mountain Division 4254 1426 1304 1977 4245 46.57244 0.9166 1 242 2146 11.27679 0.9035 1 200 455 43.95604 0.95510 1 459 849 54.06360 0.7518 0 659 1304 50.53681 0.9283 1 642 2347 27.35407 0.9152 1 1018 4245 23.98115 0.9590 1 165 3.878702 0.02112 0 1311 30.81805 0.9192 1 269 2943 9.140333 0.1551 0 162 889 18.22272 0.6346 0 451 3839 11.747851 0.8989 0 2504 4254 58.86225 0.7307 0 1426 278 19.49509 0.7859 0 10 0.7012623 0.5113 0 128 1304 9.815951 0.9116 1 194 1304 14.87730 0.8355 0 26 4254 0.6111895 0.6253 0 4.6226 0.9815 5 2.62892 0.5664 1 0.7307 0.7245 0 3.6696 0.9389 1 11.65182 0.9405 7
04019002603 04 019 002603 AZ Arizona Pima County 4 West Region 8 Mountain Division 3714 1386 1202 2336 3707 63.01592 0.9830 1 340 1799 18.89939 0.9806 1 65 177 36.72316 0.89670 0 544 1025 53.07317 0.7302 0 609 1202 50.66556 0.9293 1 518 1789 28.95472 0.9272 1 1030 3714 27.73290 0.9764 1 172 4.631125 0.02888 0 1228 33.06408 0.9555 1 445 2486 17.900241 0.6536 0 250 600 41.66667 0.9530 1 213 3274 6.505803 0.8113 0 2779 3714 74.82499 0.8209 0 1386 472 34.05483 0.8899 0 82 5.9163059 0.7262 0 256 1202 21.297837 0.9820 1 377 1202 31.36439 0.9448 1 25 3714 0.6731287 0.6385 0 4.7965 0.9879 5 3.40228 0.9098 2 0.8209 0.8140 0 4.1814 0.9857 2 13.20108 0.9867 9
06037209810 06 037 209810 CA California Los Angeles County 4 West Region 9 Pacific Division 2640 793 737 1289 2257 57.11121 0.9679 1 152 1234 12.31767 0.9238 1 7 15 46.66667 0.96690 1 421 722 58.31025 0.8301 0 428 737 58.07327 0.9749 1 1019 1955 52.12276 0.9953 1 702 2257 31.10323 0.9855 1 520 19.696970 0.70350 0 419 15.87121 0.1664 0 274 1838 14.907508 0.4945 0 120 504 23.80952 0.7690 0 1079 2513 42.936729 0.9980 1 2382 2640 90.22727 0.9097 1 793 590 74.40101 0.9763 1 0 0.0000000 0.2186 0 422 737 57.259159 0.9998 1 216 737 29.30801 0.9385 1 532 2640 20.1515152 0.9706 1 4.8474 0.9883 5 3.13140 0.8241 1 0.9097 0.9020 1 4.1038 0.9834 4 12.99230 0.9851 11
06037221110 06 037 221110 CA California Los Angeles County 4 West Region 9 Pacific Division 3668 1226 1071 1806 3668 49.23664 0.9338 1 225 1828 12.30853 0.9237 1 121 138 87.68116 0.99810 1 492 933 52.73312 0.7231 0 613 1071 57.23623 0.9715 1 1179 2482 47.50201 0.9907 1 751 3668 20.47437 0.9313 1 419 11.423119 0.24860 0 964 26.28135 0.7690 0 473 2704 17.492604 0.6338 0 329 806 40.81886 0.9489 1 1440 3511 41.013956 0.9973 1 3573 3668 97.41003 0.9675 1 1226 576 46.98206 0.9342 1 23 1.8760196 0.6067 0 614 1071 57.329599 0.9998 1 283 1071 26.42390 0.9275 1 129 3668 3.5169029 0.8660 0 4.7510 0.9869 5 3.59760 0.9480 2 0.9675 0.9593 1 4.3342 0.9879 3 13.65030 0.9881 11 
# Most Vulnerable Tracts - Nationally
# THEME2 - 2010
svi_2010_national %>% arrange(desc(F_THEME2)) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_10 E_HU_10 E_HH_10 E_POV150_10 ET_POVSTATUS_10 EP_POV150_10 EPL_POV150_10 F_POV150_10 E_UNEMP_10 ET_EMPSTATUS_10 EP_UNEMP_10 EPL_UNEMP_10 F_UNEMP_10 E_HBURD_OWN_10 ET_HOUSINGCOST_OWN_10 EP_HBURD_OWN_10 EPL_HBURD_OWN_10 F_HBURD_OWN_10 E_HBURD_RENT_10 ET_HOUSINGCOST_RENT_10 EP_HBURD_RENT_10 EPL_HBURD_RENT_10 F_HBURD_RENT_10 E_HBURD_10 ET_HOUSINGCOST_10 EP_HBURD_10 EPL_HBURD_10 F_HBURD_10 E_NOHSDP_10 ET_EDSTATUS_10 EP_NOHSDP_10 EPL_NOHSDP_10 F_NOHSDP_10 E_UNINSUR_12 ET_INSURSTATUS_12 EP_UNINSUR_12 EPL_UNINSUR_12 F_UNINSUR_12 E_AGE65_10 EP_AGE65_10 EPL_AGE65_10 F_AGE65_10 E_AGE17_10 EP_AGE17_10 EPL_AGE17_10 F_AGE17_10 E_DISABL_12 ET_DISABLSTATUS_12 EP_DISABL_12 EPL_DISABL_12 F_DISABL_12 E_SNGPNT_10 ET_FAMILIES_10 EP_SNGPNT_10 EPL_SNGPNT_10 F_SNGPNT_10 E_LIMENG_10 ET_POPAGE5UP_10 EP_LIMENG_10 EPL_LIMENG_10 F_LIMENG_10 E_MINRTY_10 ET_POPETHRACE_10 EP_MINRTY_10 EPL_MINRTY_10 F_MINRTY_10 E_STRHU_10 E_MUNIT_10 EP_MUNIT_10 EPL_MUNIT_10 F_MUNIT_10 E_MOBILE_10 EP_MOBILE_10 EPL_MOBILE_10 F_MOBILE_10 E_CROWD_10 ET_OCCUPANTS_10 EP_CROWD_10 EPL_CROWD_10 F_CROWD_10 E_NOVEH_10 ET_KNOWNVEH_10 EP_NOVEH_10 EPL_NOVEH_10 F_NOVEH_10 E_GROUPQ_10 ET_HHTYPE_10 EP_GROUPQ_10 EPL_GROUPQ_10 F_GROUPQ_10 SPL_THEME1 RPL_THEME1 F_THEME1 SPL_THEME2 RPL_THEME2 F_THEME2 SPL_THEME3 RPL_THEME3 F_THEME3 SPL_THEME4 RPL_THEME4 F_THEME4 SPL_THEMES RPL_THEMES F_TOTAL
04013092801 04 013 092801 AZ Arizona Maricopa County 4 West Region 8 Mountain Division 4990 1766 1359 3434 4990 68.81764 0.9856 1 316 1698 18.610130 0.9445 1 132 336 39.28571 0.75400 0 459 1023 44.86804 0.5020 0 591 1359 43.48786 0.7302 0 1338 2151 62.20363 0.9960 1 1149 4468 25.71620 0.8733 0 171 3.426854 0.03838 0 2216 44.40882 0.9966 1 741 2933 25.26423 0.9101 1 520 1054 49.33586 0.9716 1 884 4181 21.14327 0.9482 1 4497 4990 90.12024 0.9127 1 1766 151 8.550396 0.6352 0 100 5.662514 0.6998 0 365 1359 26.85798 0.9890 1 351 1359 25.82781 0.9189 1 0 4990 0.000000 0.3640 0 4.5296 0.9661 3 3.86488 0.9735 4 0.9127 0.9042 1 3.6069 0.9370 2 12.91408 0.9821 10
04013114900 04 013 114900 AZ Arizona Maricopa County 4 West Region 8 Mountain Division 2527 965 948 1670 2519 66.29615 0.9809 1 89 680 13.088235 0.8429 0 25 183 13.66120 0.04129 0 385 765 50.32680 0.6343 0 410 948 43.24895 0.7248 0 799 1326 60.25641 0.9944 1 656 2744 23.90671 0.8433 0 298 11.792639 0.45360 0 915 36.20894 0.9633 1 550 1804 30.48780 0.9697 1 275 524 52.48092 0.9792 1 608 2368 25.67568 0.9666 1 2331 2527 92.24377 0.9248 1 965 222 23.005181 0.8335 0 0 0.000000 0.2198 0 120 948 12.65823 0.9426 1 533 948 56.22363 0.9823 1 0 2527 0.000000 0.3640 0 4.3863 0.9468 2 4.33240 0.9864 4 0.9248 0.9162 1 3.3422 0.8690 2 12.98570 0.9833 9
05131000100 05 131 000100 AR Arkansas Sebastian County 3 South Region 7 West South Central Division 6395 2175 1985 3582 6342 56.48061 0.9511 1 106 2320 4.568966 0.2280 0 340 1113 30.54807 0.52260 0 464 872 53.21101 0.6999 0 804 1985 40.50378 0.6556 0 1983 3710 53.45013 0.9863 1 1881 6059 31.04473 0.9341 1 478 7.474590 0.19030 0 2138 33.43237 0.9258 1 996 3965 25.11980 0.9077 1 539 1374 39.22853 0.9289 1 1097 5757 19.05506 0.9376 1 4443 6395 69.47615 0.8158 0 2175 242 11.126437 0.6874 0 118 5.425287 0.6951 0 205 1985 10.32746 0.9222 1 260 1985 13.09824 0.7956 0 0 6395 0.000000 0.3640 0 3.7551 0.8292 3 3.89030 0.9752 4 0.8158 0.8082 0 3.4643 0.9055 1 11.92550 0.9455 8
06019000300 06 019 000300 CA California Fresno County 4 West Region 9 Pacific Division 3516 1117 1008 2398 3479 68.92785 0.9858 1 116 1119 10.366399 0.7259 0 182 321 56.69782 0.95570 1 452 687 65.79330 0.9039 1 634 1008 62.89683 0.9770 1 858 1740 49.31034 0.9792 1 691 3721 18.57028 0.7089 0 398 11.319681 0.42140 0 1360 38.68032 0.9820 1 555 2168 25.59963 0.9157 1 309 755 40.92715 0.9393 1 707 3128 22.60230 0.9546 1 3404 3516 96.81456 0.9569 1 1117 99 8.863026 0.6424 0 13 1.163832 0.5427 0 167 1008 16.56746 0.9642 1 246 1008 24.40476 0.9120 1 0 3516 0.000000 0.3640 0 4.3768 0.9454 3 4.21300 0.9856 4 0.9569 0.9480 1 3.4253 0.8942 2 12.97200 0.9831 10
06019000600 06 019 000600 CA California Fresno County 4 West Region 9 Pacific Division 6565 2219 1825 4213 6250 67.40800 0.9834 1 575 2311 24.881004 0.9808 1 133 267 49.81273 0.90850 1 959 1558 61.55327 0.8522 0 1092 1825 59.83562 0.9618 1 1699 3356 50.62574 0.9817 1 1527 5434 28.10085 0.9056 1 739 11.256664 0.41690 0 2290 34.88195 0.9479 1 1108 3841 28.84665 0.9566 1 521 1058 49.24386 0.9713 1 1386 5836 23.74914 0.9594 1 5817 6565 88.60625 0.9046 1 2219 327 14.736368 0.7445 0 0 0.000000 0.2198 0 430 1825 23.56164 0.9838 1 669 1825 36.65753 0.9532 1 508 6565 7.738005 0.9223 1 4.8133 0.9868 5 4.25210 0.9859 4 0.9046 0.8962 1 3.8236 0.9658 3 13.79360 0.9870 13
06019002400 06 019 002400 CA California Fresno County 4 West Region 9 Pacific Division 3924 1450 1259 2626 3899 67.35060 0.9833 1 257 1449 17.736370 0.9349 1 197 353 55.80737 0.95120 1 540 906 59.60265 0.8228 0 737 1259 58.53852 0.9534 1 1289 2112 61.03220 0.9951 1 1216 4145 29.33655 0.9192 1 230 5.861366 0.11440 0 1335 34.02141 0.9355 1 738 2728 27.05279 0.9368 1 287 806 35.60794 0.9040 1 942 3474 27.11572 0.9711 1 3659 3924 93.24669 0.9308 1 1450 35 2.413793 0.4289 0 25 1.724138 0.5798 0 184 1259 14.61477 0.9552 1 250 1259 19.85703 0.8822 0 0 3924 0.000000 0.3640 0 4.7859 0.9862 5 3.86180 0.9732 4 0.9308 0.9221 1 3.2101 0.8223 1 12.78860 0.9800 11 
#THEME2 - 2020
svi_2020_national %>% arrange(desc(F_THEME2)) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_20 E_HU_20 E_HH_20 E_POV150_20 ET_POVSTATUS_20 EP_POV150_20 EPL_POV150_20 F_POV150_20 E_UNEMP_20 ET_EMPSTATUS_20 EP_UNEMP_20 EPL_UNEMP_20 F_UNEMP_20 E_HBURD_OWN_20 ET_HOUSINGCOST_OWN_20 EP_HBURD_OWN_20 EPL_HBURD_OWN_20 F_HBURD_OWN_20 E_HBURD_RENT_20 ET_HOUSINGCOST_RENT_20 EP_HBURD_RENT_20 EPL_HBURD_RENT_20 F_HBURD_RENT_20 E_HBURD_20 ET_HOUSINGCOST_20 EP_HBURD_20 EPL_HBURD_20 F_HBURD_20 E_NOHSDP_20 ET_EDSTATUS_20 EP_NOHSDP_20 EPL_NOHSDP_20 F_NOHSDP_20 E_UNINSUR_20 ET_INSURSTATUS_20 EP_UNINSUR_20 EPL_UNINSUR_20 F_UNINSUR_20 E_AGE65_20 EP_AGE65_20 EPL_AGE65_20 F_AGE65_20 E_AGE17_20 EP_AGE17_20 EPL_AGE17_20 F_AGE17_20 E_DISABL_20 ET_DISABLSTATUS_20 EP_DISABL_20 EPL_DISABL_20 F_DISABL_20 E_SNGPNT_20 ET_FAMILIES_20 EP_SNGPNT_20 EPL_SNGPNT_20 F_SNGPNT_20 E_LIMENG_20 ET_POPAGE5UP_20 EP_LIMENG_20 EPL_LIMENG_20 F_LIMENG_20 E_MINRTY_20 ET_POPETHRACE_20 EP_MINRTY_20 EPL_MINRTY_20 F_MINRTY_20 E_STRHU_20 E_MUNIT_20 EP_MUNIT_20 EPL_MUNIT_20 F_MUNIT_20 E_MOBILE_20 EP_MOBILE_20 EPL_MOBILE_20 F_MOBILE_20 E_CROWD_20 ET_OCCUPANTS_20 EP_CROWD_20 EPL_CROWD_20 F_CROWD_20 E_NOVEH_20 ET_KNOWNVEH_20 EP_NOVEH_20 EPL_NOVEH_20 F_NOVEH_20 E_GROUPQ_20 ET_HHTYPE_20 EP_GROUPQ_20 EPL_GROUPQ_20 F_GROUPQ_20 SPL_THEME1 RPL_THEME1 F_THEME1 SPL_THEME2 RPL_THEME2 F_THEME2 SPL_THEME3 RPL_THEME3 F_THEME3 SPL_THEME4 RPL_THEME4 F_THEME4 SPL_THEMES RPL_THEMES F_TOTAL
01087232000 01 087 232000 AL Alabama Macon County 3 South Region 6 East South Central Division 937 706 423 571 899 63.51502 0.9840 1 10 270 3.703704 0.3676 0 23 163 14.110429 0.18500 0 156 260 60.00000 0.8561 0 179 423 42.31678 0.82550 0 90 606 14.85149 0.7099 0 125 899 13.904338 0.8169 0 247 26.360726 0.90810 1 296 31.59018 0.9343 1 190 603 31.50912 0.9697 1 82 212 38.67925 0.9376 1 0 785 0.00000 0.09479 0 889 937 94.87727 0.9438 1 706 18 2.549575 0.4129 0 30 4.249292 0.6896 0 0 423 0.000000 0.09796 0 71 423 16.78487 0.8604 0 38 937 4.0554963 0.8820 0 3.70390 0.8333 1 3.84449 0.9756 4 0.9438 0.9358 1 2.94286 0.6997 0 11.43505 0.9248 6
04013093105 04 013 093105 AZ Arizona Maricopa County 4 West Region 8 Mountain Division 5040 1998 1756 2607 5040 51.72619 0.9471 1 110 1869 5.885500 0.6258 0 177 476 37.184874 0.90240 1 794 1280 62.03125 0.8840 0 971 1756 55.29613 0.96260 1 1390 2904 47.86501 0.9912 1 1007 5040 19.980159 0.9263 1 422 8.373016 0.11830 0 1704 33.80952 0.9642 1 964 3336 28.89688 0.9480 1 391 863 45.30707 0.9666 1 729 4326 16.85159 0.94250 1 4080 5040 80.95238 0.8540 0 1998 731 36.586587 0.9009 1 125 6.256256 0.7332 0 191 1756 10.876993 0.92520 1 433 1756 24.65831 0.9191 1 0 5040 0.0000000 0.1831 0 4.45300 0.9670 4 3.93960 0.9809 4 0.8540 0.8468 0 3.66150 0.9375 3 12.90810 0.9843 11
04013117300 04 013 117300 AZ Arizona Maricopa County 4 West Region 8 Mountain Division 1498 483 395 950 1486 63.93001 0.9847 1 58 408 14.215686 0.9503 1 12 139 8.633093 0.03824 0 118 256 46.09375 0.5705 0 130 395 32.91139 0.61740 0 495 886 55.86907 0.9973 1 277 1486 18.640646 0.9101 1 70 4.672897 0.02938 0 513 34.24566 0.9688 1 330 973 33.91572 0.9814 1 183 288 63.54167 0.9953 1 252 1360 18.52941 0.95210 1 1406 1498 93.85848 0.9355 1 483 6 1.242236 0.3298 0 85 17.598344 0.8799 0 25 395 6.329114 0.83760 0 112 395 28.35443 0.9350 1 20 1498 1.3351135 0.7299 0 4.45980 0.9677 4 3.92698 0.9804 4 0.9355 0.9276 1 3.71220 0.9462 1 13.03448 0.9854 10
04017940010 04 017 940010 AZ Arizona Navajo County 4 West Region 8 Mountain Division 2621 1088 711 1773 2621 67.64594 0.9899 1 229 720 31.805556 0.9980 1 91 592 15.371622 0.23710 0 13 119 10.92437 0.0339 0 104 711 14.62729 0.05773 0 536 1469 36.48741 0.9649 1 204 2621 7.783289 0.5606 0 291 11.102633 0.23250 0 860 32.81190 0.9525 1 600 1761 34.07155 0.9820 1 199 547 36.38026 0.9227 1 286 2372 12.05734 0.90200 1 2557 2621 97.55818 0.9690 1 1088 0 0.000000 0.1079 0 120 11.029412 0.8091 0 171 711 24.050633 0.98750 1 183 711 25.73840 0.9242 1 0 2621 0.0000000 0.1831 0 3.57113 0.8019 3 3.99170 0.9831 4 0.9690 0.9608 1 3.01180 0.7298 2 11.54363 0.9333 10
05131000200 05 131 000200 AR Arkansas Sebastian County 3 South Region 7 West South Central Division 5261 1974 1862 2591 5261 49.24919 0.9339 1 218 2228 9.784560 0.8617 0 217 1171 18.531170 0.38150 0 258 691 37.33719 0.3634 0 475 1862 25.51020 0.38680 0 1156 3053 37.86440 0.9695 1 770 5261 14.636001 0.8364 0 662 12.583159 0.30990 0 1594 30.29842 0.9077 1 1186 3667 32.34251 0.9742 1 533 1412 37.74788 0.9316 1 697 4716 14.77947 0.92690 1 3597 5261 68.37103 0.7859 0 1974 71 3.596758 0.4603 0 23 1.165147 0.5575 0 154 1862 8.270677 0.88580 0 130 1862 6.98174 0.6163 0 0 5261 0.0000000 0.1831 0 3.98830 0.8944 2 4.05030 0.9848 4 0.7859 0.7793 0 2.70300 0.5842 0 11.52750 0.9321 6
06019000902 06 019 000902 CA California Fresno County 4 West Region 9 Pacific Division 4937 1636 1578 3761 4911 76.58318 0.9965 1 293 1386 21.139971 0.9872 1 145 330 43.939394 0.95500 1 881 1248 70.59295 0.9608 1 1026 1578 65.01901 0.99220 1 824 2141 38.48669 0.9715 1 418 4937 8.466680 0.6007 0 557 11.282155 0.24170 0 1932 39.13308 0.9922 1 896 3005 29.81697 0.9569 1 486 849 57.24382 0.9908 1 871 4380 19.88584 0.95920 1 4871 4937 98.66316 0.9814 1 1636 316 19.315403 0.7838 0 22 1.344743 0.5715 0 321 1578 20.342205 0.97970 1 261 1578 16.53992 0.8575 0 19 4937 0.3848491 0.5608 0 4.54810 0.9756 4 4.14080 0.9863 4 0.9814 0.9731 1 3.75330 0.9530 1 13.42360 0.9876 10 
# Most Vulnerable Tracts - Nationally
# THEME3 - 2010
svi_2010_national %>% arrange(desc(F_THEME3)) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_10 E_HU_10 E_HH_10 E_POV150_10 ET_POVSTATUS_10 EP_POV150_10 EPL_POV150_10 F_POV150_10 E_UNEMP_10 ET_EMPSTATUS_10 EP_UNEMP_10 EPL_UNEMP_10 F_UNEMP_10 E_HBURD_OWN_10 ET_HOUSINGCOST_OWN_10 EP_HBURD_OWN_10 EPL_HBURD_OWN_10 F_HBURD_OWN_10 E_HBURD_RENT_10 ET_HOUSINGCOST_RENT_10 EP_HBURD_RENT_10 EPL_HBURD_RENT_10 F_HBURD_RENT_10 E_HBURD_10 ET_HOUSINGCOST_10 EP_HBURD_10 EPL_HBURD_10 F_HBURD_10 E_NOHSDP_10 ET_EDSTATUS_10 EP_NOHSDP_10 EPL_NOHSDP_10 F_NOHSDP_10 E_UNINSUR_12 ET_INSURSTATUS_12 EP_UNINSUR_12 EPL_UNINSUR_12 F_UNINSUR_12 E_AGE65_10 EP_AGE65_10 EPL_AGE65_10 F_AGE65_10 E_AGE17_10 EP_AGE17_10 EPL_AGE17_10 F_AGE17_10 E_DISABL_12 ET_DISABLSTATUS_12 EP_DISABL_12 EPL_DISABL_12 F_DISABL_12 E_SNGPNT_10 ET_FAMILIES_10 EP_SNGPNT_10 EPL_SNGPNT_10 F_SNGPNT_10 E_LIMENG_10 ET_POPAGE5UP_10 EP_LIMENG_10 EPL_LIMENG_10 F_LIMENG_10 E_MINRTY_10 ET_POPETHRACE_10 EP_MINRTY_10 EPL_MINRTY_10 F_MINRTY_10 E_STRHU_10 E_MUNIT_10 EP_MUNIT_10 EPL_MUNIT_10 F_MUNIT_10 E_MOBILE_10 EP_MOBILE_10 EPL_MOBILE_10 F_MOBILE_10 E_CROWD_10 ET_OCCUPANTS_10 EP_CROWD_10 EPL_CROWD_10 F_CROWD_10 E_NOVEH_10 ET_KNOWNVEH_10 EP_NOVEH_10 EPL_NOVEH_10 F_NOVEH_10 E_GROUPQ_10 ET_HHTYPE_10 EP_GROUPQ_10 EPL_GROUPQ_10 F_GROUPQ_10 SPL_THEME1 RPL_THEME1 F_THEME1 SPL_THEME2 RPL_THEME2 F_THEME2 SPL_THEME3 RPL_THEME3 F_THEME3 SPL_THEME4 RPL_THEME4 F_THEME4 SPL_THEMES RPL_THEMES F_TOTAL
01015000500 01 015 000500 AL Alabama Calhoun County 3 South Region 6 East South Central Division 1731 1175 743 1042 1619 64.36072 0.9767 1 124 472 26.27119 0.9846 1 136 461 29.50108 0.4897 0 163 282 57.80142 0.79190 0 299 743 40.24226 0.6491 0 340 1270 26.77165 0.8389 0 460 1794 25.64103 0.8722 0 271 15.655690 0.7019 0 368 21.25939 0.3219 0 507 1449 34.98965 0.9885 1 150 386 38.86010 0.9269 1 0 1677 0.0000000 0.09298 0 1559 1731 90.06355 0.9123 1 1175 50 4.2553191 0.5128 0 4 0.3404255 0.4480 0 0 743 0.000000 0.1238 0 122 743 16.419919 0.8473 0 0 1731 0.000000 0.3640 0 4.3215 0.9362 2 3.03218 0.7679 2 0.9123 0.9038 1 2.2959 0.3818 0 10.56188 0.8244 5
01047956400 01 047 956400 AL Alabama Dallas County 3 South Region 6 East South Central Division 3188 1505 1244 1923 2882 66.72450 0.9818 1 152 837 18.16010 0.9398 1 211 478 44.14226 0.8412 0 390 766 50.91384 0.64840 0 601 1244 48.31190 0.8288 0 634 1777 35.67811 0.9271 1 839 3507 23.92358 0.8435 0 513 16.091593 0.7252 0 1027 32.21455 0.9002 1 727 2252 32.28242 0.9790 1 295 630 46.82540 0.9642 1 0 2828 0.0000000 0.09298 0 3101 3188 97.27102 0.9609 1 1505 126 8.3720930 0.6312 0 22 1.4617940 0.5643 0 77 1244 6.189711 0.8461 0 345 1244 27.733119 0.9273 1 223 3188 6.994981 0.9153 1 4.5210 0.9650 3 3.66158 0.9509 3 0.9609 0.9520 1 3.8842 0.9715 2 13.02768 0.9837 9
01047956500 01 047 956500 AL Alabama Dallas County 3 South Region 6 East South Central Division 4489 1870 1518 3411 4489 75.98574 0.9937 1 483 1374 35.15284 0.9959 1 157 481 32.64033 0.5868 0 749 1037 72.22758 0.95370 1 906 1518 59.68379 0.9610 1 806 2489 32.38248 0.9031 1 972 4308 22.56267 0.8167 0 393 8.754734 0.2601 0 1665 37.09067 0.9717 1 931 2931 31.76390 0.9765 1 553 1021 54.16259 0.9824 1 0 4128 0.0000000 0.09298 0 4468 4489 99.53219 0.9870 1 1870 11 0.5882353 0.2871 0 46 2.4598930 0.6148 0 122 1518 8.036891 0.8886 0 602 1518 39.657444 0.9593 1 0 4489 0.000000 0.3640 0 4.6704 0.9800 4 3.28368 0.8635 3 0.9870 0.9778 1 3.1138 0.7840 1 12.05488 0.9532 9
01047957200 01 047 957200 AL Alabama Dallas County 3 South Region 6 East South Central Division 2191 871 729 1163 2191 53.08078 0.9349 1 222 844 26.30332 0.9848 1 267 533 50.09381 0.9115 1 53 196 27.04082 0.15260 0 320 729 43.89575 0.7396 0 306 1251 24.46043 0.8042 0 436 2275 19.16484 0.7279 0 332 15.152898 0.6736 0 560 25.55911 0.6116 0 434 1706 25.43962 0.9128 1 180 487 36.96099 0.9139 1 16 2024 0.7905138 0.40060 0 2161 2191 98.63076 0.9754 1 871 0 0.0000000 0.1224 0 333 38.2319173 0.9748 1 57 729 7.818930 0.8846 0 107 729 14.677641 0.8224 0 0 2191 0.000000 0.3640 0 4.1914 0.9131 2 3.51250 0.9240 2 0.9754 0.9663 1 3.1682 0.8055 1 11.84750 0.9404 6
01055000300 01 055 000300 AL Alabama Etowah County 3 South Region 6 East South Central Division 2106 1403 1042 1543 2097 73.58131 0.9918 1 214 724 29.55801 0.9905 1 188 421 44.65558 0.8490 0 389 621 62.64090 0.86730 0 577 1042 55.37428 0.9258 1 439 1553 28.26787 0.8588 0 710 2571 27.61571 0.8999 0 421 19.990503 0.8712 0 364 17.28395 0.1480 0 491 1902 25.81493 0.9194 1 200 485 41.23711 0.9411 1 0 1972 0.0000000 0.09298 0 1989 2106 94.44444 0.9387 1 1403 39 2.7797577 0.4487 0 110 7.8403421 0.7404 0 23 1042 2.207294 0.5964 0 252 1042 24.184261 0.9109 1 0 2106 0.000000 0.3640 0 4.6668 0.9798 3 2.97268 0.7424 2 0.9387 0.9300 1 3.0604 0.7620 1 11.63858 0.9244 7
01063060000 01 063 060000 AL Alabama Greene County 3 South Region 6 East South Central Division 1780 1100 637 924 1780 51.91011 0.9283 1 160 634 25.23659 0.9820 1 247 523 47.22753 0.8823 0 18 114 15.78947 0.05613 0 265 637 41.60126 0.6843 0 277 1266 21.87994 0.7576 0 241 1771 13.60813 0.5184 0 299 16.797753 0.7598 0 333 18.70787 0.1947 0 409 1437 28.46207 0.9528 1 67 419 15.99045 0.5464 0 0 1727 0.0000000 0.09298 0 1617 1780 90.84270 0.9168 1 1100 0 0.0000000 0.1224 0 399 36.2727273 0.9704 1 8 637 1.255887 0.4554 0 51 637 8.006279 0.6509 0 0 1780 0.000000 0.3640 0 3.8706 0.8527 2 2.54668 0.5206 1 0.9168 0.9083 1 2.5631 0.5215 1 9.89718 0.7540 5 
#THEME3 - 2020
svi_2020_national %>% arrange(desc(F_THEME3)) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_20 E_HU_20 E_HH_20 E_POV150_20 ET_POVSTATUS_20 EP_POV150_20 EPL_POV150_20 F_POV150_20 E_UNEMP_20 ET_EMPSTATUS_20 EP_UNEMP_20 EPL_UNEMP_20 F_UNEMP_20 E_HBURD_OWN_20 ET_HOUSINGCOST_OWN_20 EP_HBURD_OWN_20 EPL_HBURD_OWN_20 F_HBURD_OWN_20 E_HBURD_RENT_20 ET_HOUSINGCOST_RENT_20 EP_HBURD_RENT_20 EPL_HBURD_RENT_20 F_HBURD_RENT_20 E_HBURD_20 ET_HOUSINGCOST_20 EP_HBURD_20 EPL_HBURD_20 F_HBURD_20 E_NOHSDP_20 ET_EDSTATUS_20 EP_NOHSDP_20 EPL_NOHSDP_20 F_NOHSDP_20 E_UNINSUR_20 ET_INSURSTATUS_20 EP_UNINSUR_20 EPL_UNINSUR_20 F_UNINSUR_20 E_AGE65_20 EP_AGE65_20 EPL_AGE65_20 F_AGE65_20 E_AGE17_20 EP_AGE17_20 EPL_AGE17_20 F_AGE17_20 E_DISABL_20 ET_DISABLSTATUS_20 EP_DISABL_20 EPL_DISABL_20 F_DISABL_20 E_SNGPNT_20 ET_FAMILIES_20 EP_SNGPNT_20 EPL_SNGPNT_20 F_SNGPNT_20 E_LIMENG_20 ET_POPAGE5UP_20 EP_LIMENG_20 EPL_LIMENG_20 F_LIMENG_20 E_MINRTY_20 ET_POPETHRACE_20 EP_MINRTY_20 EPL_MINRTY_20 F_MINRTY_20 E_STRHU_20 E_MUNIT_20 EP_MUNIT_20 EPL_MUNIT_20 F_MUNIT_20 E_MOBILE_20 EP_MOBILE_20 EPL_MOBILE_20 F_MOBILE_20 E_CROWD_20 ET_OCCUPANTS_20 EP_CROWD_20 EPL_CROWD_20 F_CROWD_20 E_NOVEH_20 ET_KNOWNVEH_20 EP_NOVEH_20 EPL_NOVEH_20 F_NOVEH_20 E_GROUPQ_20 ET_HHTYPE_20 EP_GROUPQ_20 EPL_GROUPQ_20 F_GROUPQ_20 SPL_THEME1 RPL_THEME1 F_THEME1 SPL_THEME2 RPL_THEME2 F_THEME2 SPL_THEME3 RPL_THEME3 F_THEME3 SPL_THEME4 RPL_THEME4 F_THEME4 SPL_THEMES RPL_THEMES F_TOTAL
01011952100 01 011 952100 AL Alabama Bullock County 3 South Region 6 East South Central Division 1382 748 549 742 1382 53.69030 0.9560 1 40 511 7.827789 0.7730 0 110 402 27.36318 0.7178 0 45 147 30.61224 0.2307 0 155 549 28.23315 0.4773 0 181 905 20.00000 0.8253 0 232 1382 16.78726 0.8813 0 164 11.86686 0.2717 0 250 18.08973 0.26290 0 258 1132.0000 22.79152 0.8368 0 99 279.0000 35.48387 0.9162 1 33 1275 2.588235 0.64520 0 1347 1382.0000 97.46744 0.9681 1 748 0 0.000000 0.1079 0 375 50.1336898 0.9922 1 0 549 0.0000000 0.09796 0 37 549.0000 6.739526 0.6039 0 0 1382 0.0000000 0.1831 0 3.9129 0.8785 1 2.93280 0.7342 1 0.9681 0.9599 1 1.98506 0.2471 1 9.79886 0.7570 4
01015000500 01 015 000500 AL Alabama Calhoun County 3 South Region 6 East South Central Division 940 907 488 586 940 62.34043 0.9815 1 59 297 19.865320 0.9833 1 100 330 30.30303 0.7922 0 58 158 36.70886 0.3497 0 158 488 32.37705 0.6020 0 199 795 25.03145 0.8930 0 118 940 12.55319 0.7770 0 246 26.17021 0.9053 1 118 12.55319 0.08233 0 383 822.5089 46.56484 0.9984 1 30 197.8892 15.16000 0.5363 0 0 889 0.000000 0.09479 0 898 940.3866 95.49264 0.9489 1 907 0 0.000000 0.1079 0 2 0.2205072 0.4456 0 2 488 0.4098361 0.23670 0 146 487.6463 29.939736 0.9404 1 0 940 0.0000000 0.1831 0 4.2368 0.9379 2 2.61712 0.5593 2 0.9489 0.9409 1 1.91370 0.2196 1 9.71652 0.7468 6
01047956300 01 047 956300 AL Alabama Dallas County 3 South Region 6 East South Central Division 3860 1617 1477 1781 3807 46.78224 0.9179 1 355 1626 21.832718 0.9889 1 118 644 18.32298 0.3722 0 269 833 32.29292 0.2610 0 387 1477 26.20176 0.4105 0 282 2298 12.27154 0.6276 0 480 3860 12.43523 0.7730 0 547 14.17098 0.4003 0 1119 28.98964 0.87380 0 548 2741.0000 19.99270 0.7447 0 303 912.0000 33.22368 0.8978 0 0 3397 0.000000 0.09479 0 3614 3860.0000 93.62694 0.9337 1 1617 37 2.288188 0.3987 0 29 1.7934447 0.6019 0 0 1477 0.0000000 0.09796 0 195 1477.0000 13.202437 0.8081 0 0 3860 0.0000000 0.1831 0 3.7179 0.8363 2 3.01139 0.7728 0 0.9337 0.9258 1 2.08976 0.2894 0 9.75275 0.7512 3
01047956400 01 047 956400 AL Alabama Dallas County 3 South Region 6 East South Central Division 2791 1509 1153 1749 2512 69.62580 0.9918 1 128 719 17.802504 0.9763 1 49 362 13.53591 0.1638 0 402 792 50.75758 0.6787 0 451 1154 39.08146 0.7664 0 470 1629 28.85206 0.9263 1 331 2686 12.32316 0.7693 0 506 18.12970 0.6251 0 678 24.29237 0.65890 0 600 1866.0204 32.15399 0.9733 1 201 492.7642 40.79030 0.9488 1 62 2609 2.376389 0.62800 0 2613 2790.8197 93.62841 0.9337 1 1509 157 10.404241 0.6508 0 0 0.0000000 0.2186 0 31 1153 2.6886383 0.61630 0 372 1153.4292 32.251653 0.9471 1 284 2791 10.1755643 0.9487 1 4.4301 0.9646 3 3.83410 0.9750 2 0.9337 0.9258 1 3.38150 0.8714 2 12.57940 0.9786 8
01047956500 01 047 956500 AL Alabama Dallas County 3 South Region 6 East South Central Division 2939 1800 1461 1781 2939 60.59884 0.9777 1 181 1015 17.832512 0.9764 1 76 425 17.88235 0.3506 0 526 1035 50.82126 0.6803 0 602 1460 41.23288 0.8072 0 406 2097 19.36099 0.8141 0 599 2937 20.39496 0.9306 1 416 14.15447 0.3994 0 585 19.90473 0.36900 0 598 2351.9796 25.42539 0.8973 0 267 545.2358 48.96963 0.9766 1 0 2698 0.000000 0.09479 0 2879 2939.1803 97.95248 0.9734 1 1800 24 1.333333 0.3371 0 23 1.2777778 0.5666 0 19 1461 1.3004791 0.42370 0 426 1460.5708 29.166680 0.9379 1 15 2939 0.5103777 0.6006 0 4.5060 0.9720 3 2.73709 0.6301 1 0.9734 0.9652 1 2.86590 0.6642 1 11.08239 0.8954 6
01047957200 01 047 957200 AL Alabama Dallas County 3 South Region 6 East South Central Division 1398 788 542 473 1398 33.83405 0.7888 0 71 687 10.334789 0.8783 0 82 398 20.60302 0.4756 0 64 144 44.44444 0.5317 0 146 542 26.93727 0.4357 0 166 1060 15.66038 0.7326 0 250 1398 17.88269 0.8987 0 284 20.31474 0.7315 0 210 15.02146 0.13900 0 204 1188.0000 17.17172 0.6177 0 36 331.0000 10.87613 0.3638 0 0 1333 0.000000 0.09479 0 1394 1398.0000 99.71388 0.9947 1 788 0 0.000000 0.1079 0 352 44.6700508 0.9870 1 0 542 0.0000000 0.09796 0 37 542.0000 6.826568 0.6084 0 0 1398 0.0000000 0.1831 0 3.7341 0.8401 0 1.94679 0.1870 0 0.9947 0.9863 1 1.98436 0.2468 1 8.65995 0.6049 2 
# Most Vulnerable Tracts - Nationally
# THEME4 - 2010
svi_2010_national %>% arrange(desc(F_THEME4)) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_10 E_HU_10 E_HH_10 E_POV150_10 ET_POVSTATUS_10 EP_POV150_10 EPL_POV150_10 F_POV150_10 E_UNEMP_10 ET_EMPSTATUS_10 EP_UNEMP_10 EPL_UNEMP_10 F_UNEMP_10 E_HBURD_OWN_10 ET_HOUSINGCOST_OWN_10 EP_HBURD_OWN_10 EPL_HBURD_OWN_10 F_HBURD_OWN_10 E_HBURD_RENT_10 ET_HOUSINGCOST_RENT_10 EP_HBURD_RENT_10 EPL_HBURD_RENT_10 F_HBURD_RENT_10 E_HBURD_10 ET_HOUSINGCOST_10 EP_HBURD_10 EPL_HBURD_10 F_HBURD_10 E_NOHSDP_10 ET_EDSTATUS_10 EP_NOHSDP_10 EPL_NOHSDP_10 F_NOHSDP_10 E_UNINSUR_12 ET_INSURSTATUS_12 EP_UNINSUR_12 EPL_UNINSUR_12 F_UNINSUR_12 E_AGE65_10 EP_AGE65_10 EPL_AGE65_10 F_AGE65_10 E_AGE17_10 EP_AGE17_10 EPL_AGE17_10 F_AGE17_10 E_DISABL_12 ET_DISABLSTATUS_12 EP_DISABL_12 EPL_DISABL_12 F_DISABL_12 E_SNGPNT_10 ET_FAMILIES_10 EP_SNGPNT_10 EPL_SNGPNT_10 F_SNGPNT_10 E_LIMENG_10 ET_POPAGE5UP_10 EP_LIMENG_10 EPL_LIMENG_10 F_LIMENG_10 E_MINRTY_10 ET_POPETHRACE_10 EP_MINRTY_10 EPL_MINRTY_10 F_MINRTY_10 E_STRHU_10 E_MUNIT_10 EP_MUNIT_10 EPL_MUNIT_10 F_MUNIT_10 E_MOBILE_10 EP_MOBILE_10 EPL_MOBILE_10 F_MOBILE_10 E_CROWD_10 ET_OCCUPANTS_10 EP_CROWD_10 EPL_CROWD_10 F_CROWD_10 E_NOVEH_10 ET_KNOWNVEH_10 EP_NOVEH_10 EPL_NOVEH_10 F_NOVEH_10 E_GROUPQ_10 ET_HHTYPE_10 EP_GROUPQ_10 EPL_GROUPQ_10 F_GROUPQ_10 SPL_THEME1 RPL_THEME1 F_THEME1 SPL_THEME2 RPL_THEME2 F_THEME2 SPL_THEME3 RPL_THEME3 F_THEME3 SPL_THEME4 RPL_THEME4 F_THEME4 SPL_THEMES RPL_THEMES F_TOTAL
02150000400 02 150 000400 AK Alaska Kodiak Island Borough 4 West Region 9 Pacific Division 1006 523 448 325 1006 32.30616 0.7339 0 0 599 0.000000 0.00496 0 55 143 38.46154 0.7362 0 219 305 71.80328 0.95140 1 274 448 61.16071 0.9691 1 74 757 9.775429 0.3838 0 209 1029 20.31098 0.7615 0 136 13.518887 0.57220 0 131 13.02187 0.0669 0 177 778 22.75064 0.8562 0 112 258 43.41085 0.9507 1 79 964 8.1950207 0.8307 0 611 1006 60.73559 0.7741 0 523 196 37.47610 0.9122 1 0 0.0000000 0.2198 0 46 448 10.267857 0.9216 1 104 448 23.21429 0.9055 1 202 1006 20.079523 0.9675 1 2.85326 0.6087 1 3.27670 0.8614 1 0.7741 0.7669 0 3.9266 0.9750 4 10.83066 0.8516 6
04013093104 04 013 093104 AZ Arizona Maricopa County 4 West Region 8 Mountain Division 4549 1878 1500 2717 4058 66.95416 0.9822 1 240 1720 13.953488 0.86770 0 285 489 58.28221 0.9630 1 672 1011 66.46884 0.91050 1 957 1500 63.80000 0.9807 1 573 2371 24.167018 0.7996 0 1157 4135 27.98065 0.9043 1 436 9.584524 0.31020 0 1491 32.77643 0.9127 1 413 2551 16.18973 0.6011 0 440 921 47.77416 0.9673 1 616 3918 15.7223073 0.9154 1 3321 4549 73.00506 0.8325 0 1878 819 43.61022 0.9308 1 616 32.8008520 0.9593 1 197 1500 13.133333 0.9459 1 313 1500 20.86667 0.8896 0 479 4549 10.529787 0.9409 1 4.53450 0.9666 3 3.70670 0.9570 3 0.8325 0.8248 0 4.6665 0.9886 4 13.74020 0.9870 10
04013107201 04 013 107201 AZ Arizona Maricopa County 4 West Region 8 Mountain Division 4358 1539 1306 3057 4043 75.61217 0.9934 1 169 1564 10.805627 0.74940 0 123 215 57.20930 0.9583 1 628 1091 57.56187 0.78740 0 751 1306 57.50383 0.9455 1 831 2102 39.533777 0.9478 1 1445 4220 34.24171 0.9558 1 59 1.353832 0.01263 0 1659 38.06792 0.9784 1 417 2217 18.80920 0.7248 0 336 836 40.19139 0.9352 1 1219 3656 33.3424508 0.9858 1 3614 4358 82.92795 0.8775 0 1539 625 40.61079 0.9226 1 37 2.4041585 0.6125 0 426 1306 32.618683 0.9942 1 363 1306 27.79479 0.9276 1 315 4358 7.228086 0.9174 1 4.59190 0.9733 4 3.63683 0.9466 3 0.8775 0.8693 0 4.3743 0.9882 4 13.48053 0.9865 11
04013108601 04 013 108601 AZ Arizona Maricopa County 4 West Region 8 Mountain Division 2885 1423 948 1444 2876 50.20862 0.9185 1 108 1353 7.982262 0.56060 0 134 286 46.85315 0.8779 0 289 662 43.65559 0.47290 0 423 948 44.62025 0.7557 0 557 1676 33.233890 0.9102 1 1009 2732 36.93265 0.9693 1 68 2.357019 0.02121 0 858 29.74003 0.8260 0 320 1974 16.21074 0.6020 0 272 551 49.36479 0.9717 1 677 2488 27.2106109 0.9715 1 2063 2885 71.50780 0.8258 0 1423 517 36.33169 0.9079 1 162 11.3843992 0.7934 0 165 948 17.405063 0.9675 1 258 948 27.21519 0.9249 1 186 2885 6.447140 0.9090 1 4.11430 0.8994 3 3.39241 0.8954 2 0.8258 0.8181 0 4.5027 0.9885 4 12.83521 0.9810 9
04021941200 04 021 941200 AZ Arizona Pinal County 4 West Region 8 Mountain Division 6029 1965 1721 3036 5641 53.82024 0.9386 1 507 2078 24.398460 0.97930 1 256 994 25.75453 0.3608 0 151 727 20.77029 0.08969 0 407 1721 23.64904 0.1514 0 1080 3034 35.596572 0.9267 1 2549 6616 38.52781 0.9753 1 313 5.191574 0.08778 0 2212 36.68933 0.9683 1 703 4569 15.38630 0.5574 0 846 1392 60.77586 0.9918 1 17 5264 0.3229483 0.2643 0 5990 6029 99.35313 0.9848 1 1965 0 0.00000 0.1224 0 474 24.1221374 0.9156 1 363 1721 21.092388 0.9786 1 450 1721 26.14759 0.9203 1 376 6029 6.236523 0.9066 1 3.97130 0.8728 4 2.86958 0.6938 2 0.9848 0.9756 1 3.8435 0.9678 4 11.66918 0.9267 11
06001401300 06 001 401300 CA California Alameda County 4 West Region 9 Pacific Division 3564 1857 1544 1817 3315 54.81146 0.9436 1 151 1535 9.837134 0.69480 0 119 217 54.83871 0.9462 1 715 1327 53.88093 0.71390 0 834 1544 54.01554 0.9116 1 523 2651 19.728404 0.7128 0 747 3206 23.30006 0.8318 0 426 11.952862 0.46510 0 546 15.31987 0.1002 0 431 2872 15.00696 0.5355 0 183 511 35.81213 0.9056 1 565 3338 16.9263032 0.9237 1 2761 3564 77.46914 0.8526 0 1857 1462 78.72913 0.9818 1 18 0.9693053 0.5272 0 148 1544 9.585492 0.9131 1 598 1544 38.73057 0.9573 1 524 3564 14.702581 0.9561 1 4.09460 0.8953 2 2.93010 0.7224 2 0.8526 0.8447 0 4.3355 0.9881 4 12.21280 0.9613 8 
#THEME4 - 2020
svi_2020_national %>% arrange(desc(F_THEME4)) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_20 E_HU_20 E_HH_20 E_POV150_20 ET_POVSTATUS_20 EP_POV150_20 EPL_POV150_20 F_POV150_20 E_UNEMP_20 ET_EMPSTATUS_20 EP_UNEMP_20 EPL_UNEMP_20 F_UNEMP_20 E_HBURD_OWN_20 ET_HOUSINGCOST_OWN_20 EP_HBURD_OWN_20 EPL_HBURD_OWN_20 F_HBURD_OWN_20 E_HBURD_RENT_20 ET_HOUSINGCOST_RENT_20 EP_HBURD_RENT_20 EPL_HBURD_RENT_20 F_HBURD_RENT_20 E_HBURD_20 ET_HOUSINGCOST_20 EP_HBURD_20 EPL_HBURD_20 F_HBURD_20 E_NOHSDP_20 ET_EDSTATUS_20 EP_NOHSDP_20 EPL_NOHSDP_20 F_NOHSDP_20 E_UNINSUR_20 ET_INSURSTATUS_20 EP_UNINSUR_20 EPL_UNINSUR_20 F_UNINSUR_20 E_AGE65_20 EP_AGE65_20 EPL_AGE65_20 F_AGE65_20 E_AGE17_20 EP_AGE17_20 EPL_AGE17_20 F_AGE17_20 E_DISABL_20 ET_DISABLSTATUS_20 EP_DISABL_20 EPL_DISABL_20 F_DISABL_20 E_SNGPNT_20 ET_FAMILIES_20 EP_SNGPNT_20 EPL_SNGPNT_20 F_SNGPNT_20 E_LIMENG_20 ET_POPAGE5UP_20 EP_LIMENG_20 EPL_LIMENG_20 F_LIMENG_20 E_MINRTY_20 ET_POPETHRACE_20 EP_MINRTY_20 EPL_MINRTY_20 F_MINRTY_20 E_STRHU_20 E_MUNIT_20 EP_MUNIT_20 EPL_MUNIT_20 F_MUNIT_20 E_MOBILE_20 EP_MOBILE_20 EPL_MOBILE_20 F_MOBILE_20 E_CROWD_20 ET_OCCUPANTS_20 EP_CROWD_20 EPL_CROWD_20 F_CROWD_20 E_NOVEH_20 ET_KNOWNVEH_20 EP_NOVEH_20 EPL_NOVEH_20 F_NOVEH_20 E_GROUPQ_20 ET_HHTYPE_20 EP_GROUPQ_20 EPL_GROUPQ_20 F_GROUPQ_20 SPL_THEME1 RPL_THEME1 F_THEME1 SPL_THEME2 RPL_THEME2 F_THEME2 SPL_THEME3 RPL_THEME3 F_THEME3 SPL_THEME4 RPL_THEME4 F_THEME4 SPL_THEMES RPL_THEMES F_TOTAL
04013093104 04 013 093104 AZ Arizona Maricopa County 4 West Region 8 Mountain Division 4716 1711 1486 3056 4568 66.90018 0.9891 1 170 1732 9.815243 0.8627 0 117 347 33.71758 0.856700 0 614 1139 53.90694 0.7483 0 731 1486 49.19246 0.9167 1 985 2269 43.411194 0.9837 1 1112 4567 24.348588 0.9613 1 258 5.470738 0.04124 0 1985 42.0907549 0.99640 1 404 2582.428 15.64419 0.5367 0 578 1029.0000 56.17104 0.989600 1 600 4104 14.6198830 0.92560 1 3965 4716.434 84.06775 0.8711 0 1711 768 44.88603 0.9286 1 515 30.099357 0.9542 1 325 1486 21.87079 0.9831 1 370 1486.000 24.89906 0.9203 1 148 4716 3.138253 0.8512 0 4.7135 0.9859 4 3.489540 0.928800 3 0.8711 0.8637 0 4.6374 0.9889 4 13.711540 0.9881 11
05091020600 05 091 020600 AR Arkansas Miller County 3 South Region 7 West South Central Division 2403 1208 987 1535 2279 67.35410 0.9896 1 77 756 10.185185 0.8740 0 19 159 11.94969 0.109100 0 483 828 58.33333 0.8307 0 502 987 50.86120 0.9311 1 205 1307 15.684774 0.7332 0 115 2279 5.046073 0.3656 0 428 17.811069 0.60850 0 834 34.7066167 0.97230 1 450 1445.000 31.14187 0.9675 1 326 513.0000 63.54776 0.995300 1 0 2136 0.0000000 0.09479 0 2104 2403.000 87.55722 0.8925 0 1208 499 41.30795 0.9178 1 0 0.000000 0.2186 0 173 987 17.52786 0.9709 1 247 987.000 25.02533 0.9210 1 124 2403 5.160216 0.9068 1 3.8935 0.8751 2 3.638390 0.953700 3 0.8925 0.8850 0 3.9351 0.9735 4 12.359490 0.9730 9
06001422700 06 001 422700 CA California Alameda County 4 West Region 9 Pacific Division 4975 1147 1004 1269 2524 50.27734 0.9395 1 180 2113 8.518694 0.8099 0 20 173 11.56069 0.097490 0 553 831 66.54633 0.9324 1 573 1004 57.07171 0.9709 1 54 1121 4.817128 0.2462 0 71 4974 1.427423 0.0642 0 144 2.894472 0.01414 0 46 0.9246231 0.00631 0 270 2488.616 10.84940 0.2483 0 0 147.0254 0.00000 0.005918 0 25 4975 0.5025126 0.34650 0 3018 4974.942 60.66402 0.7425 0 1147 788 68.70096 0.9706 1 26 2.266783 0.6265 0 174 1004 17.33068 0.9699 1 360 1004.052 35.85470 0.9559 1 2470 4975 49.648241 0.9898 1 3.0307 0.6606 2 0.621168 0.004476 0 0.7425 0.7362 0 4.5127 0.9887 4 8.907068 0.6401 6
06019000100 06 019 000100 CA California Fresno County 4 West Region 9 Pacific Division 3852 854 804 592 1049 56.43470 0.9658 1 50 470 10.638298 0.8869 0 0 18 0.00000 0.003312 0 383 786 48.72774 0.6320 0 383 804 47.63682 0.8997 0 1183 3247 36.433631 0.9647 1 73 1032 7.073643 0.5158 0 257 6.671859 0.06674 0 50 1.2980270 0.00758 0 472 982.000 48.06517 0.9988 1 44 143.0000 30.76923 0.872300 0 269 3840 7.0052083 0.82320 0 2921 3852.000 75.83074 0.8263 0 854 686 80.32787 0.9818 1 0 0.000000 0.2186 0 92 804 11.44279 0.9314 1 431 804.000 53.60697 0.9815 1 2803 3852 72.767394 0.9937 1 4.2329 0.9375 2 2.768620 0.647800 1 0.8263 0.8193 0 4.1070 0.9835 4 11.934820 0.9557 7
06019000800 06 019 000800 CA California Fresno County 4 West Region 9 Pacific Division 1403 479 451 828 1333 62.11553 0.9811 1 68 362 18.784530 0.9802 1 23 75 30.66667 0.799800 0 244 376 64.89362 0.9171 1 267 451 59.20177 0.9791 1 308 768 40.104167 0.9763 1 62 1333 4.651163 0.3331 0 294 20.955096 0.75840 0 568 40.4846757 0.99460 1 279 765.000 36.47059 0.9893 1 77 232.0000 33.18966 0.897500 0 294 1225 24.0000000 0.97510 1 1062 1403.000 75.69494 0.8254 0 479 223 46.55532 0.9332 1 43 8.977035 0.7800 0 84 451 18.62528 0.9748 1 171 451.000 37.91574 0.9599 1 70 1403 4.989309 0.9039 1 4.2498 0.9398 4 4.614900 0.988600 3 0.8254 0.8184 0 4.5518 0.9888 4 14.241900 0.9883 11
06029001600 06 029 001600 CA California Kern County 4 West Region 9 Pacific Division 2236 958 869 1374 2122 64.75024 0.9859 1 107 805 13.291925 0.9393 1 23 97 23.71134 0.599200 0 470 772 60.88083 0.8688 0 493 869 56.73188 0.9691 1 455 1337 34.031414 0.9554 1 206 2152 9.572491 0.6586 0 220 9.838998 0.17440 0 685 30.6350626 0.91520 1 348 1467.000 23.72188 0.8607 0 235 370.0000 63.51351 0.995200 1 62 2063 3.0053320 0.67490 0 1459 2236.000 65.25045 0.7694 0 958 409 42.69311 0.9220 1 0 0.000000 0.2186 0 91 869 10.47181 0.9202 1 254 869.000 29.22900 0.9381 1 195 2236 8.720930 0.9418 1 4.5083 0.9723 4 3.620400 0.951300 2 0.7694 0.7629 0 3.9407 0.9739 4 12.838800 0.9833 10 
# Most Vulnerable Tracts - Nationally
# TOTAL - 2010
svi_2010_national %>% arrange(desc(F_THEME1)) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_10 E_HU_10 E_HH_10 E_POV150_10 ET_POVSTATUS_10 EP_POV150_10 EPL_POV150_10 F_POV150_10 E_UNEMP_10 ET_EMPSTATUS_10 EP_UNEMP_10 EPL_UNEMP_10 F_UNEMP_10 E_HBURD_OWN_10 ET_HOUSINGCOST_OWN_10 EP_HBURD_OWN_10 EPL_HBURD_OWN_10 F_HBURD_OWN_10 E_HBURD_RENT_10 ET_HOUSINGCOST_RENT_10 EP_HBURD_RENT_10 EPL_HBURD_RENT_10 F_HBURD_RENT_10 E_HBURD_10 ET_HOUSINGCOST_10 EP_HBURD_10 EPL_HBURD_10 F_HBURD_10 E_NOHSDP_10 ET_EDSTATUS_10 EP_NOHSDP_10 EPL_NOHSDP_10 F_NOHSDP_10 E_UNINSUR_12 ET_INSURSTATUS_12 EP_UNINSUR_12 EPL_UNINSUR_12 F_UNINSUR_12 E_AGE65_10 EP_AGE65_10 EPL_AGE65_10 F_AGE65_10 E_AGE17_10 EP_AGE17_10 EPL_AGE17_10 F_AGE17_10 E_DISABL_12 ET_DISABLSTATUS_12 EP_DISABL_12 EPL_DISABL_12 F_DISABL_12 E_SNGPNT_10 ET_FAMILIES_10 EP_SNGPNT_10 EPL_SNGPNT_10 F_SNGPNT_10 E_LIMENG_10 ET_POPAGE5UP_10 EP_LIMENG_10 EPL_LIMENG_10 F_LIMENG_10 E_MINRTY_10 ET_POPETHRACE_10 EP_MINRTY_10 EPL_MINRTY_10 F_MINRTY_10 E_STRHU_10 E_MUNIT_10 EP_MUNIT_10 EPL_MUNIT_10 F_MUNIT_10 E_MOBILE_10 EP_MOBILE_10 EPL_MOBILE_10 F_MOBILE_10 E_CROWD_10 ET_OCCUPANTS_10 EP_CROWD_10 EPL_CROWD_10 F_CROWD_10 E_NOVEH_10 ET_KNOWNVEH_10 EP_NOVEH_10 EPL_NOVEH_10 F_NOVEH_10 E_GROUPQ_10 ET_HHTYPE_10 EP_GROUPQ_10 EPL_GROUPQ_10 F_GROUPQ_10 SPL_THEME1 RPL_THEME1 F_THEME1 SPL_THEME2 RPL_THEME2 F_THEME2 SPL_THEME3 RPL_THEME3 F_THEME3 SPL_THEME4 RPL_THEME4 F_THEME4 SPL_THEMES RPL_THEMES F_TOTAL
01101000200 01 101 000200 AL Alabama Montgomery County 3 South Region 6 East South Central Division 1584 674 460 619 1076 57.52788 0.9555 1 86 333 25.82583 0.9835 1 22 136 16.17647 0.07809 0 227 324 70.06173 0.9400 1 249 460 54.13043 0.9128 1 687 1241 55.35858 0.9891 1 359 916 39.19214 0.9777 1 255 16.098485 0.72560 0 29 1.830808 0.009298 0 361 891 40.516274 0.9962 1 11 193 5.699482 0.1159 0 0 1567 0.00000 0.09298 0 1328 1584 83.83838 0.8812 0 674 262 38.87240 0.9173 1 0 0.000000 0.2198 0 0 460 0.00000 0.1238 0 138 460 30.00000 0.9354 1 656 1584 41.414141 0.9870 1 4.8186 0.9868 5 1.939978 0.1973 1 0.8812 0.8730 0 3.1833 0.8118 3 10.82308 0.8508 9
04013092802 04 013 092802 AZ Arizona Maricopa County 4 West Region 8 Mountain Division 4814 1830 1449 2532 4814 52.59659 0.9321 1 433 1902 22.76551 0.9729 1 454 673 67.45914 0.98590 1 401 776 51.67526 0.6657 0 855 1449 59.00621 0.9567 1 1002 2259 44.35591 0.9661 1 1614 4977 32.42917 0.9440 1 249 5.172414 0.08705 0 1813 37.660989 0.976100 1 405 3189 12.699906 0.3951 0 300 1028 29.182879 0.8384 0 806 4329 18.61862 0.93480 1 3848 4814 79.93353 0.8637 0 1830 537 29.34426 0.8759 0 55 3.005464 0.6344 0 261 1449 18.01242 0.9696 1 276 1449 19.04762 0.8751 0 0 4814 0.000000 0.3640 0 4.7718 0.9857 5 3.231450 0.8465 2 0.8637 0.8557 0 3.7190 0.9539 1 12.58595 0.9758 8
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 0.99150 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 0.02940 0 548 50.183150 0.999100 1 49 596 8.221476 0.1367 0 154 183 84.153006 0.9992 1 167 888 18.80631 0.93610 1 1066 1092 97.61905 0.9643 1 456 131 28.72807 0.8722 0 0 0.000000 0.2198 0 67 383 17.49347 0.9678 1 203 383 53.00261 0.9791 1 0 1092 0.000000 0.3640 0 4.9015 0.9879 5 3.100500 0.7978 3 0.9643 0.9553 1 3.4029 0.8876 2 12.36920 0.9683 11
06013376000 06 013 376000 CA California Contra Costa County 4 West Region 9 Pacific Division 5461 2211 1798 2896 5461 53.03058 0.9346 1 449 2243 20.01783 0.9567 1 406 697 58.24964 0.96290 1 614 1101 55.76748 0.7525 0 1020 1798 56.72970 0.9389 1 1102 2857 38.57193 0.9431 1 1864 6120 30.45752 0.9294 1 419 7.672587 0.20050 0 1817 33.272295 0.923000 1 903 4257 21.212121 0.8126 0 583 1177 49.532710 0.9721 1 1110 5046 21.99762 0.95210 1 5247 5461 96.08130 0.9510 1 2211 229 10.35730 0.6733 0 29 1.311624 0.5543 0 188 1798 10.45606 0.9236 1 474 1798 26.36263 0.9214 1 0 5461 0.000000 0.3640 0 4.7027 0.9822 5 3.860300 0.9731 3 0.9510 0.9422 1 3.4366 0.8974 2 12.95060 0.9827 11
06019000600 06 019 000600 CA California Fresno County 4 West Region 9 Pacific Division 6565 2219 1825 4213 6250 67.40800 0.9834 1 575 2311 24.88100 0.9808 1 133 267 49.81273 0.90850 1 959 1558 61.55327 0.8522 0 1092 1825 59.83562 0.9618 1 1699 3356 50.62574 0.9817 1 1527 5434 28.10085 0.9056 1 739 11.256664 0.41690 0 2290 34.881950 0.947900 1 1108 3841 28.846654 0.9566 1 521 1058 49.243856 0.9713 1 1386 5836 23.74914 0.95940 1 5817 6565 88.60625 0.9046 1 2219 327 14.73637 0.7445 0 0 0.000000 0.2198 0 430 1825 23.56164 0.9838 1 669 1825 36.65753 0.9532 1 508 6565 7.738005 0.9223 1 4.8133 0.9868 5 4.252100 0.9859 4 0.9046 0.8962 1 3.8236 0.9658 3 13.79360 0.9870 13
06019001100 06 019 001100 CA California Fresno County 4 West Region 9 Pacific Division 3350 798 761 1975 3326 59.38064 0.9624 1 369 1192 30.95638 0.9923 1 114 280 40.71429 0.78290 0 310 481 64.44906 0.8900 0 424 761 55.71616 0.9295 1 954 1790 53.29609 0.9861 1 816 2889 28.24507 0.9073 1 262 7.820895 0.20820 0 1283 38.298507 0.979800 1 428 1837 23.298857 0.8702 0 267 624 42.788461 0.9480 1 494 3080 16.03896 0.91780 1 3112 3350 92.89552 0.9287 1 798 0 0.00000 0.1224 0 46 5.764411 0.7019 0 164 761 21.55059 0.9798 1 110 761 14.45466 0.8192 0 353 3350 10.537313 0.9409 1 4.7776 0.9859 5 3.924000 0.9773 3 0.9287 0.9201 1 3.5642 0.9292 2 13.19450 0.9851 11 
# TOTAL - 2020
svi_2020_national %>% arrange(desc(F_THEME1)) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_20 E_HU_20 E_HH_20 E_POV150_20 ET_POVSTATUS_20 EP_POV150_20 EPL_POV150_20 F_POV150_20 E_UNEMP_20 ET_EMPSTATUS_20 EP_UNEMP_20 EPL_UNEMP_20 F_UNEMP_20 E_HBURD_OWN_20 ET_HOUSINGCOST_OWN_20 EP_HBURD_OWN_20 EPL_HBURD_OWN_20 F_HBURD_OWN_20 E_HBURD_RENT_20 ET_HOUSINGCOST_RENT_20 EP_HBURD_RENT_20 EPL_HBURD_RENT_20 F_HBURD_RENT_20 E_HBURD_20 ET_HOUSINGCOST_20 EP_HBURD_20 EPL_HBURD_20 F_HBURD_20 E_NOHSDP_20 ET_EDSTATUS_20 EP_NOHSDP_20 EPL_NOHSDP_20 F_NOHSDP_20 E_UNINSUR_20 ET_INSURSTATUS_20 EP_UNINSUR_20 EPL_UNINSUR_20 F_UNINSUR_20 E_AGE65_20 EP_AGE65_20 EPL_AGE65_20 F_AGE65_20 E_AGE17_20 EP_AGE17_20 EPL_AGE17_20 F_AGE17_20 E_DISABL_20 ET_DISABLSTATUS_20 EP_DISABL_20 EPL_DISABL_20 F_DISABL_20 E_SNGPNT_20 ET_FAMILIES_20 EP_SNGPNT_20 EPL_SNGPNT_20 F_SNGPNT_20 E_LIMENG_20 ET_POPAGE5UP_20 EP_LIMENG_20 EPL_LIMENG_20 F_LIMENG_20 E_MINRTY_20 ET_POPETHRACE_20 EP_MINRTY_20 EPL_MINRTY_20 F_MINRTY_20 E_STRHU_20 E_MUNIT_20 EP_MUNIT_20 EPL_MUNIT_20 F_MUNIT_20 E_MOBILE_20 EP_MOBILE_20 EPL_MOBILE_20 F_MOBILE_20 E_CROWD_20 ET_OCCUPANTS_20 EP_CROWD_20 EPL_CROWD_20 F_CROWD_20 E_NOVEH_20 ET_KNOWNVEH_20 EP_NOVEH_20 EPL_NOVEH_20 F_NOVEH_20 E_GROUPQ_20 ET_HHTYPE_20 EP_GROUPQ_20 EPL_GROUPQ_20 F_GROUPQ_20 SPL_THEME1 RPL_THEME1 F_THEME1 SPL_THEME2 RPL_THEME2 F_THEME2 SPL_THEME3 RPL_THEME3 F_THEME3 SPL_THEME4 RPL_THEME4 F_THEME4 SPL_THEMES RPL_THEMES F_TOTAL
04013112202 04 013 112202 AZ Arizona Maricopa County 4 West Region 8 Mountain Division 4334 1695 1662 2169 4249 51.04731 0.9435 1 225 1859 12.10328 0.9201 1 212 595 35.63025 0.88300 0 696 1067 65.22962 0.9203 1 908 1662 54.63297 0.9587 1 1050 2911 36.07008 0.9633 1 815 4249 19.18098 0.9173 1 915 21.112137 0.76510 0 960 22.15044 0.5195 0 836 3289 25.418060 0.8972 0 150 869 17.26122 0.6051 0 769 4160 18.485577 0.9517 1 3527 4334 81.37979 0.8565 0 1695 555 32.74336 0.8838 0 0 0.0000000 0.2186 0 163 1662 9.807461 0.9115 1 287 1662 17.26835 0.8658 0 85 4334 1.9612367 0.7845 0 4.7029 0.9855 5 3.73860 0.9663 1 0.8565 0.8493 0 3.6642 0.9381 1 12.96220 0.9849 7
04013115300 04 013 115300 AZ Arizona Maricopa County 4 West Region 8 Mountain Division 3298 1117 1036 1728 3290 52.52280 0.9509 1 210 1352 15.53254 0.9620 1 34 314 10.82803 0.07916 0 468 722 64.81994 0.9164 1 502 1036 48.45560 0.9089 1 782 1934 40.43433 0.9773 1 729 3298 22.10431 0.9462 1 390 11.825349 0.26980 0 933 28.28987 0.8510 0 482 2365 20.380550 0.7591 0 300 510 58.82353 0.9921 1 371 2999 12.370790 0.9049 1 2906 3298 88.11401 0.8961 0 1117 278 24.88809 0.8354 0 75 6.7144136 0.7415 0 139 1036 13.416988 0.9486 1 241 1036 23.26255 0.9128 1 80 3298 2.4257126 0.8157 0 4.7453 0.9867 5 3.77690 0.9701 2 0.8961 0.8885 0 4.2540 0.9870 2 13.67230 0.9881 9
04013421501 04 013 421501 AZ Arizona Maricopa County 4 West Region 8 Mountain Division 4254 1426 1304 1977 4245 46.57244 0.9166 1 242 2146 11.27679 0.9035 1 200 455 43.95604 0.95510 1 459 849 54.06360 0.7518 0 659 1304 50.53681 0.9283 1 642 2347 27.35407 0.9152 1 1018 4245 23.98115 0.9590 1 165 3.878702 0.02112 0 1311 30.81805 0.9192 1 269 2943 9.140333 0.1551 0 162 889 18.22272 0.6346 0 451 3839 11.747851 0.8989 0 2504 4254 58.86225 0.7307 0 1426 278 19.49509 0.7859 0 10 0.7012623 0.5113 0 128 1304 9.815951 0.9116 1 194 1304 14.87730 0.8355 0 26 4254 0.6111895 0.6253 0 4.6226 0.9815 5 2.62892 0.5664 1 0.7307 0.7245 0 3.6696 0.9389 1 11.65182 0.9405 7
04019002603 04 019 002603 AZ Arizona Pima County 4 West Region 8 Mountain Division 3714 1386 1202 2336 3707 63.01592 0.9830 1 340 1799 18.89939 0.9806 1 65 177 36.72316 0.89670 0 544 1025 53.07317 0.7302 0 609 1202 50.66556 0.9293 1 518 1789 28.95472 0.9272 1 1030 3714 27.73290 0.9764 1 172 4.631125 0.02888 0 1228 33.06408 0.9555 1 445 2486 17.900241 0.6536 0 250 600 41.66667 0.9530 1 213 3274 6.505803 0.8113 0 2779 3714 74.82499 0.8209 0 1386 472 34.05483 0.8899 0 82 5.9163059 0.7262 0 256 1202 21.297837 0.9820 1 377 1202 31.36439 0.9448 1 25 3714 0.6731287 0.6385 0 4.7965 0.9879 5 3.40228 0.9098 2 0.8209 0.8140 0 4.1814 0.9857 2 13.20108 0.9867 9
06037209810 06 037 209810 CA California Los Angeles County 4 West Region 9 Pacific Division 2640 793 737 1289 2257 57.11121 0.9679 1 152 1234 12.31767 0.9238 1 7 15 46.66667 0.96690 1 421 722 58.31025 0.8301 0 428 737 58.07327 0.9749 1 1019 1955 52.12276 0.9953 1 702 2257 31.10323 0.9855 1 520 19.696970 0.70350 0 419 15.87121 0.1664 0 274 1838 14.907508 0.4945 0 120 504 23.80952 0.7690 0 1079 2513 42.936729 0.9980 1 2382 2640 90.22727 0.9097 1 793 590 74.40101 0.9763 1 0 0.0000000 0.2186 0 422 737 57.259159 0.9998 1 216 737 29.30801 0.9385 1 532 2640 20.1515152 0.9706 1 4.8474 0.9883 5 3.13140 0.8241 1 0.9097 0.9020 1 4.1038 0.9834 4 12.99230 0.9851 11
06037221110 06 037 221110 CA California Los Angeles County 4 West Region 9 Pacific Division 3668 1226 1071 1806 3668 49.23664 0.9338 1 225 1828 12.30853 0.9237 1 121 138 87.68116 0.99810 1 492 933 52.73312 0.7231 0 613 1071 57.23623 0.9715 1 1179 2482 47.50201 0.9907 1 751 3668 20.47437 0.9313 1 419 11.423119 0.24860 0 964 26.28135 0.7690 0 473 2704 17.492604 0.6338 0 329 806 40.81886 0.9489 1 1440 3511 41.013956 0.9973 1 3573 3668 97.41003 0.9675 1 1226 576 46.98206 0.9342 1 23 1.8760196 0.6067 0 614 1071 57.329599 0.9998 1 283 1071 26.42390 0.9275 1 129 3668 3.5169029 0.8660 0 4.7510 0.9869 5 3.59760 0.9480 2 0.9675 0.9593 1 4.3342 0.9879 3 13.65030 0.9881 11

Least Vulnerable

# Least Vulnerable Tracts - Nationally
# THEME1 - 2010
svi_2010_national %>% arrange((F_THEME1)) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_10 E_HU_10 E_HH_10 E_POV150_10 ET_POVSTATUS_10 EP_POV150_10 EPL_POV150_10 F_POV150_10 E_UNEMP_10 ET_EMPSTATUS_10 EP_UNEMP_10 EPL_UNEMP_10 F_UNEMP_10 E_HBURD_OWN_10 ET_HOUSINGCOST_OWN_10 EP_HBURD_OWN_10 EPL_HBURD_OWN_10 F_HBURD_OWN_10 E_HBURD_RENT_10 ET_HOUSINGCOST_RENT_10 EP_HBURD_RENT_10 EPL_HBURD_RENT_10 F_HBURD_RENT_10 E_HBURD_10 ET_HOUSINGCOST_10 EP_HBURD_10 EPL_HBURD_10 F_HBURD_10 E_NOHSDP_10 ET_EDSTATUS_10 EP_NOHSDP_10 EPL_NOHSDP_10 F_NOHSDP_10 E_UNINSUR_12 ET_INSURSTATUS_12 EP_UNINSUR_12 EPL_UNINSUR_12 F_UNINSUR_12 E_AGE65_10 EP_AGE65_10 EPL_AGE65_10 F_AGE65_10 E_AGE17_10 EP_AGE17_10 EPL_AGE17_10 F_AGE17_10 E_DISABL_12 ET_DISABLSTATUS_12 EP_DISABL_12 EPL_DISABL_12 F_DISABL_12 E_SNGPNT_10 ET_FAMILIES_10 EP_SNGPNT_10 EPL_SNGPNT_10 F_SNGPNT_10 E_LIMENG_10 ET_POPAGE5UP_10 EP_LIMENG_10 EPL_LIMENG_10 F_LIMENG_10 E_MINRTY_10 ET_POPETHRACE_10 EP_MINRTY_10 EPL_MINRTY_10 F_MINRTY_10 E_STRHU_10 E_MUNIT_10 EP_MUNIT_10 EPL_MUNIT_10 F_MUNIT_10 E_MOBILE_10 EP_MOBILE_10 EPL_MOBILE_10 F_MOBILE_10 E_CROWD_10 ET_OCCUPANTS_10 EP_CROWD_10 EPL_CROWD_10 F_CROWD_10 E_NOVEH_10 ET_KNOWNVEH_10 EP_NOVEH_10 EPL_NOVEH_10 F_NOVEH_10 E_GROUPQ_10 ET_HHTYPE_10 EP_GROUPQ_10 EPL_GROUPQ_10 F_GROUPQ_10 SPL_THEME1 RPL_THEME1 F_THEME1 SPL_THEME2 RPL_THEME2 F_THEME2 SPL_THEME3 RPL_THEME3 F_THEME3 SPL_THEME4 RPL_THEME4 F_THEME4 SPL_THEMES RPL_THEMES F_TOTAL
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 0 36 889 4.049494 0.1790 0 127 598 21.23746 0.20770 0 47 98 47.95918 0.5767 0 174 696 25.00000 0.18790 0 196 1242 15.780998 0.6093 0 186 1759 10.574190 0.3790 0 222 12.271973 0.4876 0 445 24.59923 0.5473 0 298 1335 22.32210 0.8454 0 27 545 4.954128 0.09275 0 36 1705 2.1114370 0.59040 0 385 1809 21.282477 0.4524 0 771 0 0.0000000 0.1224 0 92 11.9325551 0.8005 0 0 696 0.0000000 0.1238 0 50 696 7.183908 0.6134 0 0 1809 0 0.364 0 1.74230 0.28200 0 2.56345 0.5296 0 0.4524 0.4482 0 2.0241 0.2519 0 6.78225 0.3278 0
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 0 68 834 8.153477 0.5754 0 49 439 11.16173 0.02067 0 105 291 36.08247 0.3019 0 154 730 21.09589 0.09312 0 339 1265 26.798419 0.8392 0 313 2012 15.556660 0.6000 0 204 10.099010 0.3419 0 597 29.55446 0.8192 0 359 1515 23.69637 0.8791 0 132 456 28.947368 0.83510 0 15 1890 0.7936508 0.40130 0 1243 2020 61.534653 0.7781 0 816 0 0.0000000 0.1224 0 34 4.1666667 0.6664 0 13 730 1.7808219 0.5406 0 115 730 15.753425 0.8382 0 0 2020 0 0.364 0 2.70312 0.56650 0 3.27660 0.8614 0 0.7781 0.7709 0 2.5316 0.5047 0 9.28942 0.6832 0
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 0 93 1552 5.992268 0.3724 0 273 957 28.52665 0.45780 0 178 330 53.93939 0.7152 0 451 1287 35.04274 0.49930 0 346 2260 15.309734 0.5950 0 252 3102 8.123791 0.2596 0 487 13.745413 0.5868 0 998 28.16822 0.7606 0 371 2224 16.68165 0.6266 0 126 913 13.800657 0.46350 0 0 3365 0.0000000 0.09298 0 637 3543 17.979114 0.4049 0 1403 10 0.7127584 0.3015 0 2 0.1425517 0.4407 0 0 1287 0.0000000 0.1238 0 101 1287 7.847708 0.6443 0 0 3543 0 0.364 0 2.17060 0.41010 0 2.53048 0.5116 0 0.4049 0.4011 0 1.8743 0.1942 0 6.98028 0.3576 0
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 0 101 2129 4.744011 0.2447 0 310 1549 20.01291 0.17080 0 89 290 30.68966 0.2044 0 399 1839 21.69657 0.10540 0 274 3280 8.353658 0.3205 0 399 4293 9.294200 0.3171 0 955 19.731405 0.8643 0 1195 24.69008 0.5530 0 625 3328 18.78005 0.7233 0 152 1374 11.062591 0.34710 0 10 4537 0.2204100 0.22560 0 297 4840 6.136364 0.1647 0 1957 33 1.6862545 0.3843 0 25 1.2774655 0.5516 0 14 1839 0.7612833 0.3564 0 19 1839 1.033170 0.1127 0 0 4840 0 0.364 0 1.20540 0.13470 0 2.71330 0.6129 0 0.1647 0.1632 0 1.7690 0.1591 0 5.85240 0.1954 0
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 0 188 4937 3.807981 0.1577 0 426 2406 17.70574 0.11050 0 528 1335 39.55056 0.3753 0 954 3741 25.50120 0.20140 0 293 5983 4.897209 0.1655 0 740 10110 7.319486 0.2211 0 837 8.422218 0.2408 0 3012 30.30791 0.8455 0 759 7155 10.60797 0.2668 0 476 2529 18.821669 0.63540 0 78 9297 0.8389803 0.41110 0 1970 9938 19.822902 0.4330 0 3969 306 7.7097506 0.6153 0 0 0.0000000 0.2198 0 7 3741 0.1871157 0.2535 0 223 3741 5.960973 0.5483 0 0 9938 0 0.364 0 0.98210 0.08468 0 2.39960 0.4381 0 0.4330 0.4290 0 2.0009 0.2430 0 5.81560 0.1905 0
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 0 134 1720 7.790698 0.5436 0 242 1032 23.44961 0.28010 0 62 276 22.46377 0.1035 0 304 1308 23.24159 0.14070 0 301 2151 13.993491 0.5510 0 355 3445 10.304790 0.3656 0 386 11.346267 0.4232 0 931 27.36626 0.7200 0 440 2439 18.04018 0.6912 0 143 924 15.476190 0.52900 0 4 3254 0.1229256 0.19840 0 723 3402 21.252205 0.4519 0 1456 18 1.2362637 0.3507 0 433 29.7390110 0.9468 1 16 1308 1.2232416 0.4493 0 28 1308 2.140673 0.2298 0 0 3402 0 0.364 0 2.12080 0.39510 0 2.56180 0.5288 0 0.4519 0.4477 0 2.3406 0.4048 1 7.47510 0.4314 1 
# THEME1 - 2020
svi_2020_national %>% arrange((F_THEME1)) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_20 E_HU_20 E_HH_20 E_POV150_20 ET_POVSTATUS_20 EP_POV150_20 EPL_POV150_20 F_POV150_20 E_UNEMP_20 ET_EMPSTATUS_20 EP_UNEMP_20 EPL_UNEMP_20 F_UNEMP_20 E_HBURD_OWN_20 ET_HOUSINGCOST_OWN_20 EP_HBURD_OWN_20 EPL_HBURD_OWN_20 F_HBURD_OWN_20 E_HBURD_RENT_20 ET_HOUSINGCOST_RENT_20 EP_HBURD_RENT_20 EPL_HBURD_RENT_20 F_HBURD_RENT_20 E_HBURD_20 ET_HOUSINGCOST_20 EP_HBURD_20 EPL_HBURD_20 F_HBURD_20 E_NOHSDP_20 ET_EDSTATUS_20 EP_NOHSDP_20 EPL_NOHSDP_20 F_NOHSDP_20 E_UNINSUR_20 ET_INSURSTATUS_20 EP_UNINSUR_20 EPL_UNINSUR_20 F_UNINSUR_20 E_AGE65_20 EP_AGE65_20 EPL_AGE65_20 F_AGE65_20 E_AGE17_20 EP_AGE17_20 EPL_AGE17_20 F_AGE17_20 E_DISABL_20 ET_DISABLSTATUS_20 EP_DISABL_20 EPL_DISABL_20 F_DISABL_20 E_SNGPNT_20 ET_FAMILIES_20 EP_SNGPNT_20 EPL_SNGPNT_20 F_SNGPNT_20 E_LIMENG_20 ET_POPAGE5UP_20 EP_LIMENG_20 EPL_LIMENG_20 F_LIMENG_20 E_MINRTY_20 ET_POPETHRACE_20 EP_MINRTY_20 EPL_MINRTY_20 F_MINRTY_20 E_STRHU_20 E_MUNIT_20 EP_MUNIT_20 EPL_MUNIT_20 F_MUNIT_20 E_MOBILE_20 EP_MOBILE_20 EPL_MOBILE_20 F_MOBILE_20 E_CROWD_20 ET_OCCUPANTS_20 EP_CROWD_20 EPL_CROWD_20 F_CROWD_20 E_NOVEH_20 ET_KNOWNVEH_20 EP_NOVEH_20 EPL_NOVEH_20 F_NOVEH_20 E_GROUPQ_20 ET_HHTYPE_20 EP_GROUPQ_20 EPL_GROUPQ_20 F_GROUPQ_20 SPL_THEME1 RPL_THEME1 F_THEME1 SPL_THEME2 RPL_THEME2 F_THEME2 SPL_THEME3 RPL_THEME3 F_THEME3 SPL_THEME4 RPL_THEME4 F_THEME4 SPL_THEMES RPL_THEMES F_TOTAL
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 0 18 852 2.112676 0.15070 0 81 507 15.976331 0.26320 0 63 186 33.87097 0.2913 0 144 693 20.77922 0.2230 0 187 1309 14.285714 0.6928 0 187 1941 9.634209 0.6617 0 295 15.19835 0.4601 0 415 21.38073 0.4681 0 391 1526 25.62254 0.9011 1 58 555 10.45045 0.3451 0 0 1843 0.0000000 0.09479 0 437 1941 22.51417 0.3902 0 710 0 0.0000000 0.1079 0 88 12.3943662 0.8263 0 0 693 0.0000000 0.09796 0 10 693 1.443001 0.1643 0 0 1941 0.000000 0.1831 0 2.19120 0.4084 0 2.26919 0.3503 1 0.3902 0.3869 0 1.37956 0.07216 0 6.23015 0.2314 1
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 0 29 717 4.044630 0.41320 0 33 392 8.418367 0.03542 0 116 181 64.08840 0.9086 1 149 573 26.00349 0.4041 0 139 1313 10.586443 0.5601 0 91 1533 5.936073 0.4343 0 284 16.16392 0.5169 0 325 18.49744 0.2851 0 164 1208 13.57616 0.4127 0 42 359 11.69916 0.3998 0 0 1651 0.0000000 0.09479 0 1116 1757 63.51736 0.7591 0 720 3 0.4166667 0.2470 0 5 0.6944444 0.5106 0 9 573 1.5706806 0.46880 0 57 573 9.947644 0.7317 0 212 1757 12.066022 0.9549 1 2.45440 0.4888 0 1.70929 0.1025 0 0.7591 0.7527 0 2.91300 0.68620 1 7.83579 0.4802 1
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 0 53 1994 2.657974 0.22050 0 117 967 12.099276 0.11370 0 147 384 38.28125 0.3856 0 264 1351 19.54108 0.1827 0 317 2477 12.797739 0.6460 0 127 3673 3.457664 0.2308 0 464 12.56091 0.3088 0 929 25.14889 0.7080 0 473 2744 17.23761 0.6211 0 263 975 26.97436 0.8234 0 128 3586 3.5694367 0.70770 0 1331 3694 36.03140 0.5515 0 1464 26 1.7759563 0.3675 0 14 0.9562842 0.5389 0 35 1351 2.5906736 0.60550 0 42 1351 3.108808 0.3415 0 0 3694 0.000000 0.1831 0 1.86330 0.3063 0 3.16900 0.8380 0 0.5515 0.5468 0 2.03650 0.26830 0 7.62030 0.4460 0
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 0 39 1658 2.352232 0.17990 0 219 1290 16.976744 0.30880 0 74 346 21.38728 0.1037 0 293 1636 17.90954 0.1333 0 173 2775 6.234234 0.3351 0 169 3529 4.788892 0.3448 0 969 27.38062 0.9225 1 510 14.41085 0.1208 0 670 3019 22.19278 0.8194 0 148 1137 13.01671 0.4541 0 89 3409 2.6107363 0.64690 0 454 3539 12.82848 0.2364 0 1741 143 8.2136703 0.6028 0 0 0.0000000 0.2186 0 10 1636 0.6112469 0.28340 0 72 1636 4.400978 0.4538 0 0 3539 0.000000 0.1831 0 1.34030 0.1575 0 2.96370 0.7496 1 0.2364 0.2344 0 1.74170 0.16270 0 6.28210 0.2389 1
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 0 81 5048 1.604596 0.09431 0 321 2299 13.962592 0.17970 0 711 2125 33.45882 0.2836 0 1032 4424 23.32731 0.3109 0 531 6816 7.790493 0.4251 0 301 10046 2.996217 0.1894 0 1613 15.11149 0.4553 0 2765 25.90407 0.7494 0 1124 7281 15.43744 0.5253 0 342 2912 11.74451 0.4019 0 52 9920 0.5241935 0.35230 0 2603 10674 24.38636 0.4160 0 4504 703 15.6083481 0.7378 0 29 0.6438721 0.5037 0 37 4424 0.8363472 0.33420 0 207 4424 4.679023 0.4754 0 176 10674 1.648866 0.7598 0 1.40481 0.1743 0 2.48420 0.4802 0 0.4160 0.4125 0 2.81090 0.63730 0 7.11591 0.3654 0
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 0 34 1223 2.780049 0.23780 0 321 1111 28.892889 0.75870 0 67 219 30.59361 0.2305 0 388 1330 29.17293 0.5075 0 306 2380 12.857143 0.6480 0 415 3496 11.870709 0.7535 0 547 15.46946 0.4760 0 982 27.77149 0.8327 0 729 2514 28.99761 0.9488 1 95 880 10.79545 0.3601 0 0 3394 0.0000000 0.09479 0 985 3536 27.85633 0.4608 0 1464 0 0.0000000 0.1079 0 364 24.8633880 0.9300 1 0 1330 0.0000000 0.09796 0 17 1330 1.278196 0.1463 0 0 3536 0.000000 0.1831 0 2.96830 0.6434 0 2.71239 0.6156 1 0.4608 0.4569 0 1.46526 0.08976 1 7.60675 0.4440 2 
# Least Vulnerable Tracts - Nationally
# THEME2 - 2010
svi_2010_national %>% arrange((F_THEME2)) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_10 E_HU_10 E_HH_10 E_POV150_10 ET_POVSTATUS_10 EP_POV150_10 EPL_POV150_10 F_POV150_10 E_UNEMP_10 ET_EMPSTATUS_10 EP_UNEMP_10 EPL_UNEMP_10 F_UNEMP_10 E_HBURD_OWN_10 ET_HOUSINGCOST_OWN_10 EP_HBURD_OWN_10 EPL_HBURD_OWN_10 F_HBURD_OWN_10 E_HBURD_RENT_10 ET_HOUSINGCOST_RENT_10 EP_HBURD_RENT_10 EPL_HBURD_RENT_10 F_HBURD_RENT_10 E_HBURD_10 ET_HOUSINGCOST_10 EP_HBURD_10 EPL_HBURD_10 F_HBURD_10 E_NOHSDP_10 ET_EDSTATUS_10 EP_NOHSDP_10 EPL_NOHSDP_10 F_NOHSDP_10 E_UNINSUR_12 ET_INSURSTATUS_12 EP_UNINSUR_12 EPL_UNINSUR_12 F_UNINSUR_12 E_AGE65_10 EP_AGE65_10 EPL_AGE65_10 F_AGE65_10 E_AGE17_10 EP_AGE17_10 EPL_AGE17_10 F_AGE17_10 E_DISABL_12 ET_DISABLSTATUS_12 EP_DISABL_12 EPL_DISABL_12 F_DISABL_12 E_SNGPNT_10 ET_FAMILIES_10 EP_SNGPNT_10 EPL_SNGPNT_10 F_SNGPNT_10 E_LIMENG_10 ET_POPAGE5UP_10 EP_LIMENG_10 EPL_LIMENG_10 F_LIMENG_10 E_MINRTY_10 ET_POPETHRACE_10 EP_MINRTY_10 EPL_MINRTY_10 F_MINRTY_10 E_STRHU_10 E_MUNIT_10 EP_MUNIT_10 EPL_MUNIT_10 F_MUNIT_10 E_MOBILE_10 EP_MOBILE_10 EPL_MOBILE_10 F_MOBILE_10 E_CROWD_10 ET_OCCUPANTS_10 EP_CROWD_10 EPL_CROWD_10 F_CROWD_10 E_NOVEH_10 ET_KNOWNVEH_10 EP_NOVEH_10 EPL_NOVEH_10 F_NOVEH_10 E_GROUPQ_10 ET_HHTYPE_10 EP_GROUPQ_10 EPL_GROUPQ_10 F_GROUPQ_10 SPL_THEME1 RPL_THEME1 F_THEME1 SPL_THEME2 RPL_THEME2 F_THEME2 SPL_THEME3 RPL_THEME3 F_THEME3 SPL_THEME4 RPL_THEME4 F_THEME4 SPL_THEMES RPL_THEMES F_TOTAL
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 0 36 889 4.049494 0.1790 0 127 598 21.23746 0.20770 0 47 98 47.95918 0.5767 0 174 696 25.00000 0.18790 0 196 1242 15.780998 0.6093 0 186 1759 10.574190 0.3790 0 222 12.271973 0.4876 0 445 24.59923 0.5473 0 298 1335 22.32210 0.8454 0 27 545 4.954128 0.09275 0 36 1705 2.1114370 0.59040 0 385 1809 21.282477 0.4524 0 771 0 0.0000000 0.1224 0 92 11.9325551 0.8005 0 0 696 0.0000000 0.1238 0 50 696 7.183908 0.6134 0 0 1809 0 0.364 0 1.74230 0.28200 0 2.56345 0.5296 0 0.4524 0.4482 0 2.0241 0.2519 0 6.78225 0.3278 0
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 0 68 834 8.153477 0.5754 0 49 439 11.16173 0.02067 0 105 291 36.08247 0.3019 0 154 730 21.09589 0.09312 0 339 1265 26.798419 0.8392 0 313 2012 15.556660 0.6000 0 204 10.099010 0.3419 0 597 29.55446 0.8192 0 359 1515 23.69637 0.8791 0 132 456 28.947368 0.83510 0 15 1890 0.7936508 0.40130 0 1243 2020 61.534653 0.7781 0 816 0 0.0000000 0.1224 0 34 4.1666667 0.6664 0 13 730 1.7808219 0.5406 0 115 730 15.753425 0.8382 0 0 2020 0 0.364 0 2.70312 0.56650 0 3.27660 0.8614 0 0.7781 0.7709 0 2.5316 0.5047 0 9.28942 0.6832 0
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 0 93 1552 5.992268 0.3724 0 273 957 28.52665 0.45780 0 178 330 53.93939 0.7152 0 451 1287 35.04274 0.49930 0 346 2260 15.309734 0.5950 0 252 3102 8.123791 0.2596 0 487 13.745413 0.5868 0 998 28.16822 0.7606 0 371 2224 16.68165 0.6266 0 126 913 13.800657 0.46350 0 0 3365 0.0000000 0.09298 0 637 3543 17.979114 0.4049 0 1403 10 0.7127584 0.3015 0 2 0.1425517 0.4407 0 0 1287 0.0000000 0.1238 0 101 1287 7.847708 0.6443 0 0 3543 0 0.364 0 2.17060 0.41010 0 2.53048 0.5116 0 0.4049 0.4011 0 1.8743 0.1942 0 6.98028 0.3576 0
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 0 101 2129 4.744011 0.2447 0 310 1549 20.01291 0.17080 0 89 290 30.68966 0.2044 0 399 1839 21.69657 0.10540 0 274 3280 8.353658 0.3205 0 399 4293 9.294200 0.3171 0 955 19.731405 0.8643 0 1195 24.69008 0.5530 0 625 3328 18.78005 0.7233 0 152 1374 11.062591 0.34710 0 10 4537 0.2204100 0.22560 0 297 4840 6.136364 0.1647 0 1957 33 1.6862545 0.3843 0 25 1.2774655 0.5516 0 14 1839 0.7612833 0.3564 0 19 1839 1.033170 0.1127 0 0 4840 0 0.364 0 1.20540 0.13470 0 2.71330 0.6129 0 0.1647 0.1632 0 1.7690 0.1591 0 5.85240 0.1954 0
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 0 188 4937 3.807981 0.1577 0 426 2406 17.70574 0.11050 0 528 1335 39.55056 0.3753 0 954 3741 25.50120 0.20140 0 293 5983 4.897209 0.1655 0 740 10110 7.319486 0.2211 0 837 8.422218 0.2408 0 3012 30.30791 0.8455 0 759 7155 10.60797 0.2668 0 476 2529 18.821669 0.63540 0 78 9297 0.8389803 0.41110 0 1970 9938 19.822902 0.4330 0 3969 306 7.7097506 0.6153 0 0 0.0000000 0.2198 0 7 3741 0.1871157 0.2535 0 223 3741 5.960973 0.5483 0 0 9938 0 0.364 0 0.98210 0.08468 0 2.39960 0.4381 0 0.4330 0.4290 0 2.0009 0.2430 0 5.81560 0.1905 0
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 0 134 1720 7.790698 0.5436 0 242 1032 23.44961 0.28010 0 62 276 22.46377 0.1035 0 304 1308 23.24159 0.14070 0 301 2151 13.993491 0.5510 0 355 3445 10.304790 0.3656 0 386 11.346267 0.4232 0 931 27.36626 0.7200 0 440 2439 18.04018 0.6912 0 143 924 15.476190 0.52900 0 4 3254 0.1229256 0.19840 0 723 3402 21.252205 0.4519 0 1456 18 1.2362637 0.3507 0 433 29.7390110 0.9468 1 16 1308 1.2232416 0.4493 0 28 1308 2.140673 0.2298 0 0 3402 0 0.364 0 2.12080 0.39510 0 2.56180 0.5288 0 0.4519 0.4477 0 2.3406 0.4048 1 7.47510 0.4314 1 
# THEME2 - 2020
svi_2020_national %>% arrange((F_THEME2)) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_20 E_HU_20 E_HH_20 E_POV150_20 ET_POVSTATUS_20 EP_POV150_20 EPL_POV150_20 F_POV150_20 E_UNEMP_20 ET_EMPSTATUS_20 EP_UNEMP_20 EPL_UNEMP_20 F_UNEMP_20 E_HBURD_OWN_20 ET_HOUSINGCOST_OWN_20 EP_HBURD_OWN_20 EPL_HBURD_OWN_20 F_HBURD_OWN_20 E_HBURD_RENT_20 ET_HOUSINGCOST_RENT_20 EP_HBURD_RENT_20 EPL_HBURD_RENT_20 F_HBURD_RENT_20 E_HBURD_20 ET_HOUSINGCOST_20 EP_HBURD_20 EPL_HBURD_20 F_HBURD_20 E_NOHSDP_20 ET_EDSTATUS_20 EP_NOHSDP_20 EPL_NOHSDP_20 F_NOHSDP_20 E_UNINSUR_20 ET_INSURSTATUS_20 EP_UNINSUR_20 EPL_UNINSUR_20 F_UNINSUR_20 E_AGE65_20 EP_AGE65_20 EPL_AGE65_20 F_AGE65_20 E_AGE17_20 EP_AGE17_20 EPL_AGE17_20 F_AGE17_20 E_DISABL_20 ET_DISABLSTATUS_20 EP_DISABL_20 EPL_DISABL_20 F_DISABL_20 E_SNGPNT_20 ET_FAMILIES_20 EP_SNGPNT_20 EPL_SNGPNT_20 F_SNGPNT_20 E_LIMENG_20 ET_POPAGE5UP_20 EP_LIMENG_20 EPL_LIMENG_20 F_LIMENG_20 E_MINRTY_20 ET_POPETHRACE_20 EP_MINRTY_20 EPL_MINRTY_20 F_MINRTY_20 E_STRHU_20 E_MUNIT_20 EP_MUNIT_20 EPL_MUNIT_20 F_MUNIT_20 E_MOBILE_20 EP_MOBILE_20 EPL_MOBILE_20 F_MOBILE_20 E_CROWD_20 ET_OCCUPANTS_20 EP_CROWD_20 EPL_CROWD_20 F_CROWD_20 E_NOVEH_20 ET_KNOWNVEH_20 EP_NOVEH_20 EPL_NOVEH_20 F_NOVEH_20 E_GROUPQ_20 ET_HHTYPE_20 EP_GROUPQ_20 EPL_GROUPQ_20 F_GROUPQ_20 SPL_THEME1 RPL_THEME1 F_THEME1 SPL_THEME2 RPL_THEME2 F_THEME2 SPL_THEME3 RPL_THEME3 F_THEME3 SPL_THEME4 RPL_THEME4 F_THEME4 SPL_THEMES RPL_THEMES F_TOTAL
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 0 29 717 4.0446304 0.41320 0 33 392 8.418367 0.03542 0 116 181 64.08840 0.9086 1 149 573 26.00349 0.4041 0 139 1313 10.586443 0.5601 0 91 1533 5.936073 0.4343 0 284 16.163916 0.5169 0 325 18.49744 0.2851 0 164 1208 13.57616 0.4127 0 42 359 11.69916 0.3998 0 0 1651 0.0000000 0.09479 0 1116 1757 63.51736 0.7591 0 720 3 0.4166667 0.2470 0 5 0.6944444 0.5106 0 9 573 1.5706806 0.4688 0 57 573 9.947644 0.7317 0 212 1757 12.0660216 0.9549 1 2.45440 0.4888 0 1.70929 0.1025 0 0.7591 0.7527 0 2.9130 0.6862 1 7.83579 0.4802 1
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 0 53 1994 2.6579739 0.22050 0 117 967 12.099276 0.11370 0 147 384 38.28125 0.3856 0 264 1351 19.54108 0.1827 0 317 2477 12.797739 0.6460 0 127 3673 3.457664 0.2308 0 464 12.560910 0.3088 0 929 25.14889 0.7080 0 473 2744 17.23761 0.6211 0 263 975 26.97436 0.8234 0 128 3586 3.5694367 0.70770 0 1331 3694 36.03140 0.5515 0 1464 26 1.7759563 0.3675 0 14 0.9562842 0.5389 0 35 1351 2.5906736 0.6055 0 42 1351 3.108808 0.3415 0 0 3694 0.0000000 0.1831 0 1.86330 0.3063 0 3.16900 0.8380 0 0.5515 0.5468 0 2.0365 0.2683 0 7.62030 0.4460 0
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 0 81 5048 1.6045959 0.09431 0 321 2299 13.962592 0.17970 0 711 2125 33.45882 0.2836 0 1032 4424 23.32731 0.3109 0 531 6816 7.790493 0.4251 0 301 10046 2.996217 0.1894 0 1613 15.111486 0.4553 0 2765 25.90407 0.7494 0 1124 7281 15.43744 0.5253 0 342 2912 11.74451 0.4019 0 52 9920 0.5241935 0.35230 0 2603 10674 24.38636 0.4160 0 4504 703 15.6083481 0.7378 0 29 0.6438721 0.5037 0 37 4424 0.8363472 0.3342 0 207 4424 4.679023 0.4754 0 176 10674 1.6488664 0.7598 0 1.40481 0.1743 0 2.48420 0.4802 0 0.4160 0.4125 0 2.8109 0.6373 0 7.11591 0.3654 0
01001020700 01 001 020700 AL Alabama Autauga County 3 South Region 6 East South Central Division 3562 1313 1248 1370 3528 38.83220 0.8512 0 128 1562 8.1946223 0.79350 0 168 844 19.905213 0.44510 0 237 404 58.66337 0.8359 0 405 1248 32.45192 0.6042 0 396 2211 17.910448 0.7857 0 444 3547 12.517620 0.7758 0 355 9.966311 0.1800 0 954 26.78271 0.7923 0 629 2593 24.25762 0.8730 0 171 797 21.45546 0.7186 0 0 3211 0.0000000 0.09479 0 1009 3562 28.32678 0.4668 0 1313 14 1.0662605 0.3165 0 443 33.7395278 0.9663 1 73 1248 5.8493590 0.8211 0 17 1248 1.362180 0.1554 0 112 3562 3.1443010 0.8514 0 3.81040 0.8569 0 2.65869 0.5847 0 0.4668 0.4629 0 3.1107 0.7714 1 10.04659 0.7851 1
01001020801 01 001 020801 AL Alabama Autauga County 3 South Region 6 East South Central Division 3073 1217 1038 369 3073 12.00781 0.2797 0 14 1418 0.9873061 0.04316 0 165 914 18.052516 0.35940 0 68 124 54.83871 0.7683 0 233 1038 22.44701 0.2801 0 176 2105 8.361045 0.4548 0 198 3061 6.468474 0.4742 0 561 18.255776 0.6322 0 699 22.74650 0.5586 0 428 2362 18.12024 0.6644 0 104 924 11.25541 0.3803 0 0 2933 0.0000000 0.09479 0 351 3073 11.42206 0.2115 0 1217 0 0.0000000 0.1079 0 183 15.0369762 0.8555 0 22 1038 2.1194605 0.5484 0 31 1038 2.986512 0.3293 0 0 3073 0.0000000 0.1831 0 1.53196 0.2097 0 2.33029 0.3861 0 0.2115 0.2097 0 2.0242 0.2630 0 6.09795 0.2129 0
01001020802 01 001 020802 AL Alabama Autauga County 3 South Region 6 East South Central Division 11215 4599 4328 2163 11215 19.28667 0.4941 0 150 5272 2.8452200 0.24650 0 911 3495 26.065808 0.67890 0 228 833 27.37095 0.1786 0 1139 4328 26.31701 0.4145 0 913 7549 12.094317 0.6211 0 1017 11079 9.179529 0.6387 0 1384 12.340615 0.2970 0 2868 25.57289 0.7318 0 1444 8211 17.58616 0.6386 0 535 3166 16.89829 0.5945 0 72 10660 0.6754221 0.38970 0 2337 11215 20.83816 0.3661 0 4599 0 0.0000000 0.1079 0 1185 25.7664710 0.9349 1 14 4328 0.3234750 0.2221 0 453 4328 10.466728 0.7462 0 11 11215 0.0980829 0.3984 0 2.41490 0.4765 0 2.65160 0.5804 0 0.3661 0.3630 0 2.4095 0.4391 1 7.84210 0.4811 1 
# Least Vulnerable Tracts - Nationally
# THEME3 - 2010
svi_2010_national %>% arrange((F_THEME3)) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_10 E_HU_10 E_HH_10 E_POV150_10 ET_POVSTATUS_10 EP_POV150_10 EPL_POV150_10 F_POV150_10 E_UNEMP_10 ET_EMPSTATUS_10 EP_UNEMP_10 EPL_UNEMP_10 F_UNEMP_10 E_HBURD_OWN_10 ET_HOUSINGCOST_OWN_10 EP_HBURD_OWN_10 EPL_HBURD_OWN_10 F_HBURD_OWN_10 E_HBURD_RENT_10 ET_HOUSINGCOST_RENT_10 EP_HBURD_RENT_10 EPL_HBURD_RENT_10 F_HBURD_RENT_10 E_HBURD_10 ET_HOUSINGCOST_10 EP_HBURD_10 EPL_HBURD_10 F_HBURD_10 E_NOHSDP_10 ET_EDSTATUS_10 EP_NOHSDP_10 EPL_NOHSDP_10 F_NOHSDP_10 E_UNINSUR_12 ET_INSURSTATUS_12 EP_UNINSUR_12 EPL_UNINSUR_12 F_UNINSUR_12 E_AGE65_10 EP_AGE65_10 EPL_AGE65_10 F_AGE65_10 E_AGE17_10 EP_AGE17_10 EPL_AGE17_10 F_AGE17_10 E_DISABL_12 ET_DISABLSTATUS_12 EP_DISABL_12 EPL_DISABL_12 F_DISABL_12 E_SNGPNT_10 ET_FAMILIES_10 EP_SNGPNT_10 EPL_SNGPNT_10 F_SNGPNT_10 E_LIMENG_10 ET_POPAGE5UP_10 EP_LIMENG_10 EPL_LIMENG_10 F_LIMENG_10 E_MINRTY_10 ET_POPETHRACE_10 EP_MINRTY_10 EPL_MINRTY_10 F_MINRTY_10 E_STRHU_10 E_MUNIT_10 EP_MUNIT_10 EPL_MUNIT_10 F_MUNIT_10 E_MOBILE_10 EP_MOBILE_10 EPL_MOBILE_10 F_MOBILE_10 E_CROWD_10 ET_OCCUPANTS_10 EP_CROWD_10 EPL_CROWD_10 F_CROWD_10 E_NOVEH_10 ET_KNOWNVEH_10 EP_NOVEH_10 EPL_NOVEH_10 F_NOVEH_10 E_GROUPQ_10 ET_HHTYPE_10 EP_GROUPQ_10 EPL_GROUPQ_10 F_GROUPQ_10 SPL_THEME1 RPL_THEME1 F_THEME1 SPL_THEME2 RPL_THEME2 F_THEME2 SPL_THEME3 RPL_THEME3 F_THEME3 SPL_THEME4 RPL_THEME4 F_THEME4 SPL_THEMES RPL_THEMES F_TOTAL
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 0 36 889 4.049494 0.1790 0 127 598 21.23746 0.20770 0 47 98 47.95918 0.5767 0 174 696 25.00000 0.18790 0 196 1242 15.780998 0.6093 0 186 1759 10.574190 0.3790 0 222 12.271973 0.4876 0 445 24.59923 0.5473 0 298 1335 22.32210 0.8454 0 27 545 4.954128 0.09275 0 36 1705 2.1114370 0.59040 0 385 1809 21.282477 0.4524 0 771 0 0.0000000 0.1224 0 92 11.9325551 0.8005 0 0 696 0.0000000 0.1238 0 50 696 7.183908 0.6134 0 0 1809 0 0.364 0 1.74230 0.28200 0 2.56345 0.5296 0 0.4524 0.4482 0 2.0241 0.2519 0 6.78225 0.3278 0
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 0 68 834 8.153477 0.5754 0 49 439 11.16173 0.02067 0 105 291 36.08247 0.3019 0 154 730 21.09589 0.09312 0 339 1265 26.798419 0.8392 0 313 2012 15.556660 0.6000 0 204 10.099010 0.3419 0 597 29.55446 0.8192 0 359 1515 23.69637 0.8791 0 132 456 28.947368 0.83510 0 15 1890 0.7936508 0.40130 0 1243 2020 61.534653 0.7781 0 816 0 0.0000000 0.1224 0 34 4.1666667 0.6664 0 13 730 1.7808219 0.5406 0 115 730 15.753425 0.8382 0 0 2020 0 0.364 0 2.70312 0.56650 0 3.27660 0.8614 0 0.7781 0.7709 0 2.5316 0.5047 0 9.28942 0.6832 0
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 0 93 1552 5.992268 0.3724 0 273 957 28.52665 0.45780 0 178 330 53.93939 0.7152 0 451 1287 35.04274 0.49930 0 346 2260 15.309734 0.5950 0 252 3102 8.123791 0.2596 0 487 13.745413 0.5868 0 998 28.16822 0.7606 0 371 2224 16.68165 0.6266 0 126 913 13.800657 0.46350 0 0 3365 0.0000000 0.09298 0 637 3543 17.979114 0.4049 0 1403 10 0.7127584 0.3015 0 2 0.1425517 0.4407 0 0 1287 0.0000000 0.1238 0 101 1287 7.847708 0.6443 0 0 3543 0 0.364 0 2.17060 0.41010 0 2.53048 0.5116 0 0.4049 0.4011 0 1.8743 0.1942 0 6.98028 0.3576 0
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 0 101 2129 4.744011 0.2447 0 310 1549 20.01291 0.17080 0 89 290 30.68966 0.2044 0 399 1839 21.69657 0.10540 0 274 3280 8.353658 0.3205 0 399 4293 9.294200 0.3171 0 955 19.731405 0.8643 0 1195 24.69008 0.5530 0 625 3328 18.78005 0.7233 0 152 1374 11.062591 0.34710 0 10 4537 0.2204100 0.22560 0 297 4840 6.136364 0.1647 0 1957 33 1.6862545 0.3843 0 25 1.2774655 0.5516 0 14 1839 0.7612833 0.3564 0 19 1839 1.033170 0.1127 0 0 4840 0 0.364 0 1.20540 0.13470 0 2.71330 0.6129 0 0.1647 0.1632 0 1.7690 0.1591 0 5.85240 0.1954 0
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 0 188 4937 3.807981 0.1577 0 426 2406 17.70574 0.11050 0 528 1335 39.55056 0.3753 0 954 3741 25.50120 0.20140 0 293 5983 4.897209 0.1655 0 740 10110 7.319486 0.2211 0 837 8.422218 0.2408 0 3012 30.30791 0.8455 0 759 7155 10.60797 0.2668 0 476 2529 18.821669 0.63540 0 78 9297 0.8389803 0.41110 0 1970 9938 19.822902 0.4330 0 3969 306 7.7097506 0.6153 0 0 0.0000000 0.2198 0 7 3741 0.1871157 0.2535 0 223 3741 5.960973 0.5483 0 0 9938 0 0.364 0 0.98210 0.08468 0 2.39960 0.4381 0 0.4330 0.4290 0 2.0009 0.2430 0 5.81560 0.1905 0
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 0 134 1720 7.790698 0.5436 0 242 1032 23.44961 0.28010 0 62 276 22.46377 0.1035 0 304 1308 23.24159 0.14070 0 301 2151 13.993491 0.5510 0 355 3445 10.304790 0.3656 0 386 11.346267 0.4232 0 931 27.36626 0.7200 0 440 2439 18.04018 0.6912 0 143 924 15.476190 0.52900 0 4 3254 0.1229256 0.19840 0 723 3402 21.252205 0.4519 0 1456 18 1.2362637 0.3507 0 433 29.7390110 0.9468 1 16 1308 1.2232416 0.4493 0 28 1308 2.140673 0.2298 0 0 3402 0 0.364 0 2.12080 0.39510 0 2.56180 0.5288 0 0.4519 0.4477 0 2.3406 0.4048 1 7.47510 0.4314 1 
# THEME3 - 2020
svi_2020_national %>% arrange((F_THEME3)) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_20 E_HU_20 E_HH_20 E_POV150_20 ET_POVSTATUS_20 EP_POV150_20 EPL_POV150_20 F_POV150_20 E_UNEMP_20 ET_EMPSTATUS_20 EP_UNEMP_20 EPL_UNEMP_20 F_UNEMP_20 E_HBURD_OWN_20 ET_HOUSINGCOST_OWN_20 EP_HBURD_OWN_20 EPL_HBURD_OWN_20 F_HBURD_OWN_20 E_HBURD_RENT_20 ET_HOUSINGCOST_RENT_20 EP_HBURD_RENT_20 EPL_HBURD_RENT_20 F_HBURD_RENT_20 E_HBURD_20 ET_HOUSINGCOST_20 EP_HBURD_20 EPL_HBURD_20 F_HBURD_20 E_NOHSDP_20 ET_EDSTATUS_20 EP_NOHSDP_20 EPL_NOHSDP_20 F_NOHSDP_20 E_UNINSUR_20 ET_INSURSTATUS_20 EP_UNINSUR_20 EPL_UNINSUR_20 F_UNINSUR_20 E_AGE65_20 EP_AGE65_20 EPL_AGE65_20 F_AGE65_20 E_AGE17_20 EP_AGE17_20 EPL_AGE17_20 F_AGE17_20 E_DISABL_20 ET_DISABLSTATUS_20 EP_DISABL_20 EPL_DISABL_20 F_DISABL_20 E_SNGPNT_20 ET_FAMILIES_20 EP_SNGPNT_20 EPL_SNGPNT_20 F_SNGPNT_20 E_LIMENG_20 ET_POPAGE5UP_20 EP_LIMENG_20 EPL_LIMENG_20 F_LIMENG_20 E_MINRTY_20 ET_POPETHRACE_20 EP_MINRTY_20 EPL_MINRTY_20 F_MINRTY_20 E_STRHU_20 E_MUNIT_20 EP_MUNIT_20 EPL_MUNIT_20 F_MUNIT_20 E_MOBILE_20 EP_MOBILE_20 EPL_MOBILE_20 F_MOBILE_20 E_CROWD_20 ET_OCCUPANTS_20 EP_CROWD_20 EPL_CROWD_20 F_CROWD_20 E_NOVEH_20 ET_KNOWNVEH_20 EP_NOVEH_20 EPL_NOVEH_20 F_NOVEH_20 E_GROUPQ_20 ET_HHTYPE_20 EP_GROUPQ_20 EPL_GROUPQ_20 F_GROUPQ_20 SPL_THEME1 RPL_THEME1 F_THEME1 SPL_THEME2 RPL_THEME2 F_THEME2 SPL_THEME3 RPL_THEME3 F_THEME3 SPL_THEME4 RPL_THEME4 F_THEME4 SPL_THEMES RPL_THEMES F_TOTAL
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 0 18 852 2.112676 0.15070 0 81 507 15.976331 0.26320 0 63 186 33.87097 0.2913 0 144 693 20.77922 0.2230 0 187 1309 14.285714 0.6928 0 187 1941 9.634209 0.6617 0 295 15.19835 0.4601 0 415 21.38073 0.4681 0 391 1526 25.62254 0.9011 1 58 555 10.45045 0.3451 0 0 1843 0.0000000 0.09479 0 437 1941 22.51417 0.3902 0 710 0 0.0000000 0.1079 0 88 12.3943662 0.8263 0 0 693 0.0000000 0.09796 0 10 693 1.443001 0.1643 0 0 1941 0.000000 0.1831 0 2.19120 0.4084 0 2.26919 0.3503 1 0.3902 0.3869 0 1.37956 0.07216 0 6.23015 0.2314 1
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 0 29 717 4.044630 0.41320 0 33 392 8.418367 0.03542 0 116 181 64.08840 0.9086 1 149 573 26.00349 0.4041 0 139 1313 10.586443 0.5601 0 91 1533 5.936073 0.4343 0 284 16.16392 0.5169 0 325 18.49744 0.2851 0 164 1208 13.57616 0.4127 0 42 359 11.69916 0.3998 0 0 1651 0.0000000 0.09479 0 1116 1757 63.51736 0.7591 0 720 3 0.4166667 0.2470 0 5 0.6944444 0.5106 0 9 573 1.5706806 0.46880 0 57 573 9.947644 0.7317 0 212 1757 12.066022 0.9549 1 2.45440 0.4888 0 1.70929 0.1025 0 0.7591 0.7527 0 2.91300 0.68620 1 7.83579 0.4802 1
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 0 53 1994 2.657974 0.22050 0 117 967 12.099276 0.11370 0 147 384 38.28125 0.3856 0 264 1351 19.54108 0.1827 0 317 2477 12.797739 0.6460 0 127 3673 3.457664 0.2308 0 464 12.56091 0.3088 0 929 25.14889 0.7080 0 473 2744 17.23761 0.6211 0 263 975 26.97436 0.8234 0 128 3586 3.5694367 0.70770 0 1331 3694 36.03140 0.5515 0 1464 26 1.7759563 0.3675 0 14 0.9562842 0.5389 0 35 1351 2.5906736 0.60550 0 42 1351 3.108808 0.3415 0 0 3694 0.000000 0.1831 0 1.86330 0.3063 0 3.16900 0.8380 0 0.5515 0.5468 0 2.03650 0.26830 0 7.62030 0.4460 0
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 0 39 1658 2.352232 0.17990 0 219 1290 16.976744 0.30880 0 74 346 21.38728 0.1037 0 293 1636 17.90954 0.1333 0 173 2775 6.234234 0.3351 0 169 3529 4.788892 0.3448 0 969 27.38062 0.9225 1 510 14.41085 0.1208 0 670 3019 22.19278 0.8194 0 148 1137 13.01671 0.4541 0 89 3409 2.6107363 0.64690 0 454 3539 12.82848 0.2364 0 1741 143 8.2136703 0.6028 0 0 0.0000000 0.2186 0 10 1636 0.6112469 0.28340 0 72 1636 4.400978 0.4538 0 0 3539 0.000000 0.1831 0 1.34030 0.1575 0 2.96370 0.7496 1 0.2364 0.2344 0 1.74170 0.16270 0 6.28210 0.2389 1
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 0 81 5048 1.604596 0.09431 0 321 2299 13.962592 0.17970 0 711 2125 33.45882 0.2836 0 1032 4424 23.32731 0.3109 0 531 6816 7.790493 0.4251 0 301 10046 2.996217 0.1894 0 1613 15.11149 0.4553 0 2765 25.90407 0.7494 0 1124 7281 15.43744 0.5253 0 342 2912 11.74451 0.4019 0 52 9920 0.5241935 0.35230 0 2603 10674 24.38636 0.4160 0 4504 703 15.6083481 0.7378 0 29 0.6438721 0.5037 0 37 4424 0.8363472 0.33420 0 207 4424 4.679023 0.4754 0 176 10674 1.648866 0.7598 0 1.40481 0.1743 0 2.48420 0.4802 0 0.4160 0.4125 0 2.81090 0.63730 0 7.11591 0.3654 0
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 0 34 1223 2.780049 0.23780 0 321 1111 28.892889 0.75870 0 67 219 30.59361 0.2305 0 388 1330 29.17293 0.5075 0 306 2380 12.857143 0.6480 0 415 3496 11.870709 0.7535 0 547 15.46946 0.4760 0 982 27.77149 0.8327 0 729 2514 28.99761 0.9488 1 95 880 10.79545 0.3601 0 0 3394 0.0000000 0.09479 0 985 3536 27.85633 0.4608 0 1464 0 0.0000000 0.1079 0 364 24.8633880 0.9300 1 0 1330 0.0000000 0.09796 0 17 1330 1.278196 0.1463 0 0 3536 0.000000 0.1831 0 2.96830 0.6434 0 2.71239 0.6156 1 0.4608 0.4569 0 1.46526 0.08976 1 7.60675 0.4440 2 
# Least Vulnerable Tracts - Nationally
# THEME4 - 2010
svi_2010_national %>% arrange((F_THEME4)) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_10 E_HU_10 E_HH_10 E_POV150_10 ET_POVSTATUS_10 EP_POV150_10 EPL_POV150_10 F_POV150_10 E_UNEMP_10 ET_EMPSTATUS_10 EP_UNEMP_10 EPL_UNEMP_10 F_UNEMP_10 E_HBURD_OWN_10 ET_HOUSINGCOST_OWN_10 EP_HBURD_OWN_10 EPL_HBURD_OWN_10 F_HBURD_OWN_10 E_HBURD_RENT_10 ET_HOUSINGCOST_RENT_10 EP_HBURD_RENT_10 EPL_HBURD_RENT_10 F_HBURD_RENT_10 E_HBURD_10 ET_HOUSINGCOST_10 EP_HBURD_10 EPL_HBURD_10 F_HBURD_10 E_NOHSDP_10 ET_EDSTATUS_10 EP_NOHSDP_10 EPL_NOHSDP_10 F_NOHSDP_10 E_UNINSUR_12 ET_INSURSTATUS_12 EP_UNINSUR_12 EPL_UNINSUR_12 F_UNINSUR_12 E_AGE65_10 EP_AGE65_10 EPL_AGE65_10 F_AGE65_10 E_AGE17_10 EP_AGE17_10 EPL_AGE17_10 F_AGE17_10 E_DISABL_12 ET_DISABLSTATUS_12 EP_DISABL_12 EPL_DISABL_12 F_DISABL_12 E_SNGPNT_10 ET_FAMILIES_10 EP_SNGPNT_10 EPL_SNGPNT_10 F_SNGPNT_10 E_LIMENG_10 ET_POPAGE5UP_10 EP_LIMENG_10 EPL_LIMENG_10 F_LIMENG_10 E_MINRTY_10 ET_POPETHRACE_10 EP_MINRTY_10 EPL_MINRTY_10 F_MINRTY_10 E_STRHU_10 E_MUNIT_10 EP_MUNIT_10 EPL_MUNIT_10 F_MUNIT_10 E_MOBILE_10 EP_MOBILE_10 EPL_MOBILE_10 F_MOBILE_10 E_CROWD_10 ET_OCCUPANTS_10 EP_CROWD_10 EPL_CROWD_10 F_CROWD_10 E_NOVEH_10 ET_KNOWNVEH_10 EP_NOVEH_10 EPL_NOVEH_10 F_NOVEH_10 E_GROUPQ_10 ET_HHTYPE_10 EP_GROUPQ_10 EPL_GROUPQ_10 F_GROUPQ_10 SPL_THEME1 RPL_THEME1 F_THEME1 SPL_THEME2 RPL_THEME2 F_THEME2 SPL_THEME3 RPL_THEME3 F_THEME3 SPL_THEME4 RPL_THEME4 F_THEME4 SPL_THEMES RPL_THEMES F_TOTAL
01001020100 01 001 020100 AL Alabama Autauga County 3 South Region 6 East South Central Division 1809 771 696 297 1809 16.417910 0.38710 0 36 889 4.049494 0.1790 0 127 598 21.23746 0.20770 0 47 98 47.95918 0.5767 0 174 696 25.00000 0.18790 0 196 1242 15.780998 0.6093 0 186 1759 10.574190 0.3790 0 222 12.271973 0.4876 0 445 24.59923 0.5473 0 298 1335 22.32210 0.8454 0 27 545 4.954128 0.09275 0 36 1705 2.1114370 0.59040 0 385 1809 21.282477 0.4524 0 771 0 0.0000000 0.1224 0 92 11.9325551 0.8005 0 0 696 0.0000000 0.1238 0 50 696 7.183908 0.6134 0 0 1809 0 0.364 0 1.74230 0.28200 0 2.56345 0.5296 0 0.4524 0.4482 0 2.0241 0.2519 0 6.78225 0.3278 0
01001020200 01 001 020200 AL Alabama Autauga County 3 South Region 6 East South Central Division 2020 816 730 495 1992 24.849398 0.59540 0 68 834 8.153477 0.5754 0 49 439 11.16173 0.02067 0 105 291 36.08247 0.3019 0 154 730 21.09589 0.09312 0 339 1265 26.798419 0.8392 0 313 2012 15.556660 0.6000 0 204 10.099010 0.3419 0 597 29.55446 0.8192 0 359 1515 23.69637 0.8791 0 132 456 28.947368 0.83510 0 15 1890 0.7936508 0.40130 0 1243 2020 61.534653 0.7781 0 816 0 0.0000000 0.1224 0 34 4.1666667 0.6664 0 13 730 1.7808219 0.5406 0 115 730 15.753425 0.8382 0 0 2020 0 0.364 0 2.70312 0.56650 0 3.27660 0.8614 0 0.7781 0.7709 0 2.5316 0.5047 0 9.28942 0.6832 0
01001020300 01 001 020300 AL Alabama Autauga County 3 South Region 6 East South Central Division 3543 1403 1287 656 3533 18.567789 0.44430 0 93 1552 5.992268 0.3724 0 273 957 28.52665 0.45780 0 178 330 53.93939 0.7152 0 451 1287 35.04274 0.49930 0 346 2260 15.309734 0.5950 0 252 3102 8.123791 0.2596 0 487 13.745413 0.5868 0 998 28.16822 0.7606 0 371 2224 16.68165 0.6266 0 126 913 13.800657 0.46350 0 0 3365 0.0000000 0.09298 0 637 3543 17.979114 0.4049 0 1403 10 0.7127584 0.3015 0 2 0.1425517 0.4407 0 0 1287 0.0000000 0.1238 0 101 1287 7.847708 0.6443 0 0 3543 0 0.364 0 2.17060 0.41010 0 2.53048 0.5116 0 0.4049 0.4011 0 1.8743 0.1942 0 6.98028 0.3576 0
01001020400 01 001 020400 AL Alabama Autauga County 3 South Region 6 East South Central Division 4840 1957 1839 501 4840 10.351240 0.21770 0 101 2129 4.744011 0.2447 0 310 1549 20.01291 0.17080 0 89 290 30.68966 0.2044 0 399 1839 21.69657 0.10540 0 274 3280 8.353658 0.3205 0 399 4293 9.294200 0.3171 0 955 19.731405 0.8643 0 1195 24.69008 0.5530 0 625 3328 18.78005 0.7233 0 152 1374 11.062591 0.34710 0 10 4537 0.2204100 0.22560 0 297 4840 6.136364 0.1647 0 1957 33 1.6862545 0.3843 0 25 1.2774655 0.5516 0 14 1839 0.7612833 0.3564 0 19 1839 1.033170 0.1127 0 0 4840 0 0.364 0 1.20540 0.13470 0 2.71330 0.6129 0 0.1647 0.1632 0 1.7690 0.1591 0 5.85240 0.1954 0
01001020500 01 001 020500 AL Alabama Autauga County 3 South Region 6 East South Central Division 9938 3969 3741 1096 9938 11.028376 0.23640 0 188 4937 3.807981 0.1577 0 426 2406 17.70574 0.11050 0 528 1335 39.55056 0.3753 0 954 3741 25.50120 0.20140 0 293 5983 4.897209 0.1655 0 740 10110 7.319486 0.2211 0 837 8.422218 0.2408 0 3012 30.30791 0.8455 0 759 7155 10.60797 0.2668 0 476 2529 18.821669 0.63540 0 78 9297 0.8389803 0.41110 0 1970 9938 19.822902 0.4330 0 3969 306 7.7097506 0.6153 0 0 0.0000000 0.2198 0 7 3741 0.1871157 0.2535 0 223 3741 5.960973 0.5483 0 0 9938 0 0.364 0 0.98210 0.08468 0 2.39960 0.4381 0 0.4330 0.4290 0 2.0009 0.2430 0 5.81560 0.1905 0
01003010701 01 003 010701 AL Alabama Baldwin County 3 South Region 6 East South Central Division 8949 4074 3544 487 8949 5.441949 0.08227 0 190 4306 4.412448 0.2129 0 644 3100 20.77419 0.19340 0 316 444 71.17117 0.9473 1 960 3544 27.08804 0.24810 0 354 6418 5.515737 0.1927 0 872 7962 10.952022 0.3974 0 1510 16.873394 0.7631 0 2023 22.60588 0.4092 0 825 6103 13.51794 0.4460 0 98 2646 3.703704 0.05902 0 0 8609 0.0000000 0.09298 0 592 8949 6.615264 0.1780 0 4074 265 6.5046637 0.5843 0 114 2.7982327 0.6275 0 0 3544 0.0000000 0.1238 0 91 3544 2.567720 0.2747 0 0 8949 0 0.364 0 1.13337 0.11770 0 1.77030 0.1297 0 0.1780 0.1763 0 1.9743 0.2329 0 5.05597 0.1041 0 
# THEME4 - 2020
svi_2020_national %>% arrange((F_THEME4)) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_20 E_HU_20 E_HH_20 E_POV150_20 ET_POVSTATUS_20 EP_POV150_20 EPL_POV150_20 F_POV150_20 E_UNEMP_20 ET_EMPSTATUS_20 EP_UNEMP_20 EPL_UNEMP_20 F_UNEMP_20 E_HBURD_OWN_20 ET_HOUSINGCOST_OWN_20 EP_HBURD_OWN_20 EPL_HBURD_OWN_20 F_HBURD_OWN_20 E_HBURD_RENT_20 ET_HOUSINGCOST_RENT_20 EP_HBURD_RENT_20 EPL_HBURD_RENT_20 F_HBURD_RENT_20 E_HBURD_20 ET_HOUSINGCOST_20 EP_HBURD_20 EPL_HBURD_20 F_HBURD_20 E_NOHSDP_20 ET_EDSTATUS_20 EP_NOHSDP_20 EPL_NOHSDP_20 F_NOHSDP_20 E_UNINSUR_20 ET_INSURSTATUS_20 EP_UNINSUR_20 EPL_UNINSUR_20 F_UNINSUR_20 E_AGE65_20 EP_AGE65_20 EPL_AGE65_20 F_AGE65_20 E_AGE17_20 EP_AGE17_20 EPL_AGE17_20 F_AGE17_20 E_DISABL_20 ET_DISABLSTATUS_20 EP_DISABL_20 EPL_DISABL_20 F_DISABL_20 E_SNGPNT_20 ET_FAMILIES_20 EP_SNGPNT_20 EPL_SNGPNT_20 F_SNGPNT_20 E_LIMENG_20 ET_POPAGE5UP_20 EP_LIMENG_20 EPL_LIMENG_20 F_LIMENG_20 E_MINRTY_20 ET_POPETHRACE_20 EP_MINRTY_20 EPL_MINRTY_20 F_MINRTY_20 E_STRHU_20 E_MUNIT_20 EP_MUNIT_20 EPL_MUNIT_20 F_MUNIT_20 E_MOBILE_20 EP_MOBILE_20 EPL_MOBILE_20 F_MOBILE_20 E_CROWD_20 ET_OCCUPANTS_20 EP_CROWD_20 EPL_CROWD_20 F_CROWD_20 E_NOVEH_20 ET_KNOWNVEH_20 EP_NOVEH_20 EPL_NOVEH_20 F_NOVEH_20 E_GROUPQ_20 ET_HHTYPE_20 EP_GROUPQ_20 EPL_GROUPQ_20 F_GROUPQ_20 SPL_THEME1 RPL_THEME1 F_THEME1 SPL_THEME2 RPL_THEME2 F_THEME2 SPL_THEME3 RPL_THEME3 F_THEME3 SPL_THEME4 RPL_THEME4 F_THEME4 SPL_THEMES RPL_THEMES F_TOTAL
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 0 18 852 2.1126761 0.15070 0 81 507 15.976331 0.26320 0 63 186 33.87097 0.2913 0 144 693 20.77922 0.22300 0 187 1309 14.285714 0.6928 0 187 1941 9.634209 0.6617 0 295 15.19835 0.4601 0 415 21.38073 0.4681 0 391 1526 25.62254 0.9011 1 58 555 10.450451 0.3451 0 0 1843 0.0000000 0.09479 0 437 1941 22.51417 0.3902 0 710 0 0.000000 0.1079 0 88 12.3943662 0.8263 0 0 693 0.0000000 0.09796 0 10 693 1.443001 0.1643 0 0 1941 0.0000000 0.1831 0 2.19120 0.40840 0 2.26919 0.3503 1 0.3902 0.3869 0 1.37956 0.07216 0 6.23015 0.2314 1
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 0 53 1994 2.6579739 0.22050 0 117 967 12.099276 0.11370 0 147 384 38.28125 0.3856 0 264 1351 19.54108 0.18270 0 317 2477 12.797739 0.6460 0 127 3673 3.457664 0.2308 0 464 12.56091 0.3088 0 929 25.14889 0.7080 0 473 2744 17.23761 0.6211 0 263 975 26.974359 0.8234 0 128 3586 3.5694367 0.70770 0 1331 3694 36.03140 0.5515 0 1464 26 1.775956 0.3675 0 14 0.9562842 0.5389 0 35 1351 2.5906736 0.60550 0 42 1351 3.108808 0.3415 0 0 3694 0.0000000 0.1831 0 1.86330 0.30630 0 3.16900 0.8380 0 0.5515 0.5468 0 2.03650 0.26830 0 7.62030 0.4460 0
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 0 39 1658 2.3522316 0.17990 0 219 1290 16.976744 0.30880 0 74 346 21.38728 0.1037 0 293 1636 17.90954 0.13330 0 173 2775 6.234234 0.3351 0 169 3529 4.788892 0.3448 0 969 27.38062 0.9225 1 510 14.41085 0.1208 0 670 3019 22.19278 0.8194 0 148 1137 13.016711 0.4541 0 89 3409 2.6107363 0.64690 0 454 3539 12.82848 0.2364 0 1741 143 8.213670 0.6028 0 0 0.0000000 0.2186 0 10 1636 0.6112469 0.28340 0 72 1636 4.400978 0.4538 0 0 3539 0.0000000 0.1831 0 1.34030 0.15750 0 2.96370 0.7496 1 0.2364 0.2344 0 1.74170 0.16270 0 6.28210 0.2389 1
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 0 81 5048 1.6045959 0.09431 0 321 2299 13.962592 0.17970 0 711 2125 33.45882 0.2836 0 1032 4424 23.32731 0.31090 0 531 6816 7.790493 0.4251 0 301 10046 2.996217 0.1894 0 1613 15.11149 0.4553 0 2765 25.90407 0.7494 0 1124 7281 15.43744 0.5253 0 342 2912 11.744506 0.4019 0 52 9920 0.5241935 0.35230 0 2603 10674 24.38636 0.4160 0 4504 703 15.608348 0.7378 0 29 0.6438721 0.5037 0 37 4424 0.8363472 0.33420 0 207 4424 4.679023 0.4754 0 176 10674 1.6488664 0.7598 0 1.40481 0.17430 0 2.48420 0.4802 0 0.4160 0.4125 0 2.81090 0.63730 0 7.11591 0.3654 0
01001020801 01 001 020801 AL Alabama Autauga County 3 South Region 6 East South Central Division 3073 1217 1038 369 3073 12.00781 0.2797 0 14 1418 0.9873061 0.04316 0 165 914 18.052516 0.35940 0 68 124 54.83871 0.7683 0 233 1038 22.44701 0.28010 0 176 2105 8.361045 0.4548 0 198 3061 6.468474 0.4742 0 561 18.25578 0.6322 0 699 22.74650 0.5586 0 428 2362 18.12024 0.6644 0 104 924 11.255411 0.3803 0 0 2933 0.0000000 0.09479 0 351 3073 11.42206 0.2115 0 1217 0 0.000000 0.1079 0 183 15.0369762 0.8555 0 22 1038 2.1194605 0.54840 0 31 1038 2.986512 0.3293 0 0 3073 0.0000000 0.1831 0 1.53196 0.20970 0 2.33029 0.3861 0 0.2115 0.2097 0 2.02420 0.26300 0 6.09795 0.2129 0
01003010701 01 003 010701 AL Alabama Baldwin County 3 South Region 6 East South Central Division 8936 3573 3302 594 8905 6.67041 0.1117 0 107 4046 2.6445872 0.21880 0 184 2592 7.098765 0.02201 0 271 710 38.16901 0.3829 0 455 3302 13.77953 0.04411 0 229 6074 3.770168 0.1796 0 562 8870 6.335964 0.4647 0 1619 18.11773 0.6245 0 2015 22.54924 0.5459 0 998 6855 14.55872 0.4730 0 218 2307 9.449502 0.2987 0 25 8465 0.2953337 0.28130 0 2010 8936 22.49329 0.3898 0 3573 475 13.294151 0.7026 0 78 2.1830395 0.6226 0 0 3302 0.0000000 0.09796 0 245 3302 7.419746 0.6374 0 18 8936 0.2014324 0.4748 0 1.01891 0.08313 0 2.22340 0.3252 0 0.3898 0.3865 0 2.53536 0.50140 0 6.16747 0.2223 0 
# Least Vulnerable Tracts - Nationally
# TOTAL - 2010
svi_2010_national %>% arrange((F_TOTAL)) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_10 E_HU_10 E_HH_10 E_POV150_10 ET_POVSTATUS_10 EP_POV150_10 EPL_POV150_10 F_POV150_10 E_UNEMP_10 ET_EMPSTATUS_10 EP_UNEMP_10 EPL_UNEMP_10 F_UNEMP_10 E_HBURD_OWN_10 ET_HOUSINGCOST_OWN_10 EP_HBURD_OWN_10 EPL_HBURD_OWN_10 F_HBURD_OWN_10 E_HBURD_RENT_10 ET_HOUSINGCOST_RENT_10 EP_HBURD_RENT_10 EPL_HBURD_RENT_10 F_HBURD_RENT_10 E_HBURD_10 ET_HOUSINGCOST_10 EP_HBURD_10 EPL_HBURD_10 F_HBURD_10 E_NOHSDP_10 ET_EDSTATUS_10 EP_NOHSDP_10 EPL_NOHSDP_10 F_NOHSDP_10 E_UNINSUR_12 ET_INSURSTATUS_12 EP_UNINSUR_12 EPL_UNINSUR_12 F_UNINSUR_12 E_AGE65_10 EP_AGE65_10 EPL_AGE65_10 F_AGE65_10 E_AGE17_10 EP_AGE17_10 EPL_AGE17_10 F_AGE17_10 E_DISABL_12 ET_DISABLSTATUS_12 EP_DISABL_12 EPL_DISABL_12 F_DISABL_12 E_SNGPNT_10 ET_FAMILIES_10 EP_SNGPNT_10 EPL_SNGPNT_10 F_SNGPNT_10 E_LIMENG_10 ET_POPAGE5UP_10 EP_LIMENG_10 EPL_LIMENG_10 F_LIMENG_10 E_MINRTY_10 ET_POPETHRACE_10 EP_MINRTY_10 EPL_MINRTY_10 F_MINRTY_10 E_STRHU_10 E_MUNIT_10 EP_MUNIT_10 EPL_MUNIT_10 F_MUNIT_10 E_MOBILE_10 EP_MOBILE_10 EPL_MOBILE_10 F_MOBILE_10 E_CROWD_10 ET_OCCUPANTS_10 EP_CROWD_10 EPL_CROWD_10 F_CROWD_10 E_NOVEH_10 ET_KNOWNVEH_10 EP_NOVEH_10 EPL_NOVEH_10 F_NOVEH_10 E_GROUPQ_10 ET_HHTYPE_10 EP_GROUPQ_10 EPL_GROUPQ_10 F_GROUPQ_10 SPL_THEME1 RPL_THEME1 F_THEME1 SPL_THEME2 RPL_THEME2 F_THEME2 SPL_THEME3 RPL_THEME3 F_THEME3 SPL_THEME4 RPL_THEME4 F_THEME4 SPL_THEMES RPL_THEMES F_TOTAL
01001020100 01 001 020100 AL Alabama Autauga County 3 South Region 6 East South Central Division 1809 771 696 297 1809 16.417910 0.38710 0 36 889 4.049494 0.1790 0 127 598 21.23746 0.20770 0 47 98 47.95918 0.5767 0 174 696 25.00000 0.18790 0 196 1242 15.780998 0.6093 0 186 1759 10.574190 0.3790 0 222 12.271973 0.4876 0 445 24.59923 0.5473 0 298 1335 22.32210 0.8454 0 27 545 4.954128 0.09275 0 36 1705 2.1114370 0.59040 0 385 1809 21.282477 0.4524 0 771 0 0.0000000 0.1224 0 92 11.9325551 0.8005 0 0 696 0.0000000 0.1238 0 50 696 7.183908 0.6134 0 0 1809 0 0.364 0 1.74230 0.28200 0 2.56345 0.5296 0 0.4524 0.4482 0 2.0241 0.2519 0 6.78225 0.3278 0
01001020200 01 001 020200 AL Alabama Autauga County 3 South Region 6 East South Central Division 2020 816 730 495 1992 24.849398 0.59540 0 68 834 8.153477 0.5754 0 49 439 11.16173 0.02067 0 105 291 36.08247 0.3019 0 154 730 21.09589 0.09312 0 339 1265 26.798419 0.8392 0 313 2012 15.556660 0.6000 0 204 10.099010 0.3419 0 597 29.55446 0.8192 0 359 1515 23.69637 0.8791 0 132 456 28.947368 0.83510 0 15 1890 0.7936508 0.40130 0 1243 2020 61.534653 0.7781 0 816 0 0.0000000 0.1224 0 34 4.1666667 0.6664 0 13 730 1.7808219 0.5406 0 115 730 15.753425 0.8382 0 0 2020 0 0.364 0 2.70312 0.56650 0 3.27660 0.8614 0 0.7781 0.7709 0 2.5316 0.5047 0 9.28942 0.6832 0
01001020300 01 001 020300 AL Alabama Autauga County 3 South Region 6 East South Central Division 3543 1403 1287 656 3533 18.567789 0.44430 0 93 1552 5.992268 0.3724 0 273 957 28.52665 0.45780 0 178 330 53.93939 0.7152 0 451 1287 35.04274 0.49930 0 346 2260 15.309734 0.5950 0 252 3102 8.123791 0.2596 0 487 13.745413 0.5868 0 998 28.16822 0.7606 0 371 2224 16.68165 0.6266 0 126 913 13.800657 0.46350 0 0 3365 0.0000000 0.09298 0 637 3543 17.979114 0.4049 0 1403 10 0.7127584 0.3015 0 2 0.1425517 0.4407 0 0 1287 0.0000000 0.1238 0 101 1287 7.847708 0.6443 0 0 3543 0 0.364 0 2.17060 0.41010 0 2.53048 0.5116 0 0.4049 0.4011 0 1.8743 0.1942 0 6.98028 0.3576 0
01001020400 01 001 020400 AL Alabama Autauga County 3 South Region 6 East South Central Division 4840 1957 1839 501 4840 10.351240 0.21770 0 101 2129 4.744011 0.2447 0 310 1549 20.01291 0.17080 0 89 290 30.68966 0.2044 0 399 1839 21.69657 0.10540 0 274 3280 8.353658 0.3205 0 399 4293 9.294200 0.3171 0 955 19.731405 0.8643 0 1195 24.69008 0.5530 0 625 3328 18.78005 0.7233 0 152 1374 11.062591 0.34710 0 10 4537 0.2204100 0.22560 0 297 4840 6.136364 0.1647 0 1957 33 1.6862545 0.3843 0 25 1.2774655 0.5516 0 14 1839 0.7612833 0.3564 0 19 1839 1.033170 0.1127 0 0 4840 0 0.364 0 1.20540 0.13470 0 2.71330 0.6129 0 0.1647 0.1632 0 1.7690 0.1591 0 5.85240 0.1954 0
01001020500 01 001 020500 AL Alabama Autauga County 3 South Region 6 East South Central Division 9938 3969 3741 1096 9938 11.028376 0.23640 0 188 4937 3.807981 0.1577 0 426 2406 17.70574 0.11050 0 528 1335 39.55056 0.3753 0 954 3741 25.50120 0.20140 0 293 5983 4.897209 0.1655 0 740 10110 7.319486 0.2211 0 837 8.422218 0.2408 0 3012 30.30791 0.8455 0 759 7155 10.60797 0.2668 0 476 2529 18.821669 0.63540 0 78 9297 0.8389803 0.41110 0 1970 9938 19.822902 0.4330 0 3969 306 7.7097506 0.6153 0 0 0.0000000 0.2198 0 7 3741 0.1871157 0.2535 0 223 3741 5.960973 0.5483 0 0 9938 0 0.364 0 0.98210 0.08468 0 2.39960 0.4381 0 0.4330 0.4290 0 2.0009 0.2430 0 5.81560 0.1905 0
01003010701 01 003 010701 AL Alabama Baldwin County 3 South Region 6 East South Central Division 8949 4074 3544 487 8949 5.441949 0.08227 0 190 4306 4.412448 0.2129 0 644 3100 20.77419 0.19340 0 316 444 71.17117 0.9473 1 960 3544 27.08804 0.24810 0 354 6418 5.515737 0.1927 0 872 7962 10.952022 0.3974 0 1510 16.873394 0.7631 0 2023 22.60588 0.4092 0 825 6103 13.51794 0.4460 0 98 2646 3.703704 0.05902 0 0 8609 0.0000000 0.09298 0 592 8949 6.615264 0.1780 0 4074 265 6.5046637 0.5843 0 114 2.7982327 0.6275 0 0 3544 0.0000000 0.1238 0 91 3544 2.567720 0.2747 0 0 8949 0 0.364 0 1.13337 0.11770 0 1.77030 0.1297 0 0.1780 0.1763 0 1.9743 0.2329 0 5.05597 0.1041 0 
# TOTAL - 2020
svi_2020_national %>% arrange((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
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 0 53 1994 2.6579739 0.22050 0 117 967 12.099276 0.11370 0 147 384 38.28125 0.3856 0 264 1351 19.54108 0.18270 0 317 2477 12.797739 0.6460 0 127 3673 3.457664 0.2308 0 464 12.56091 0.3088 0 929 25.14889 0.7080 0 473 2744.000 17.23761 0.6211 0 263 975.000 26.974359 0.8234 0 128 3586 3.5694367 0.70770 0 1331 3694.000 36.03140 0.5515 0 1464 26 1.7759563 0.3675 0 14 0.9562842 0.5389 0 35 1351 2.5906736 0.60550 0 42 1351.000 3.108808 0.3415 0 0 3694 0.0000000 0.1831 0 1.86330 0.30630 0 3.16900 0.8380 0 0.5515 0.5468 0 2.03650 0.26830 0 7.62030 0.4460 0
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 0 81 5048 1.6045959 0.09431 0 321 2299 13.962592 0.17970 0 711 2125 33.45882 0.2836 0 1032 4424 23.32731 0.31090 0 531 6816 7.790493 0.4251 0 301 10046 2.996217 0.1894 0 1613 15.11149 0.4553 0 2765 25.90407 0.7494 0 1124 7281.000 15.43744 0.5253 0 342 2912.000 11.744506 0.4019 0 52 9920 0.5241935 0.35230 0 2603 10674.000 24.38636 0.4160 0 4504 703 15.6083481 0.7378 0 29 0.6438721 0.5037 0 37 4424 0.8363472 0.33420 0 207 4424.000 4.679023 0.4754 0 176 10674 1.6488664 0.7598 0 1.40481 0.17430 0 2.48420 0.4802 0 0.4160 0.4125 0 2.81090 0.63730 0 7.11591 0.3654 0
01001020801 01 001 020801 AL Alabama Autauga County 3 South Region 6 East South Central Division 3073 1217 1038 369 3073 12.00781 0.2797 0 14 1418 0.9873061 0.04316 0 165 914 18.052516 0.35940 0 68 124 54.83871 0.7683 0 233 1038 22.44701 0.28010 0 176 2105 8.361045 0.4548 0 198 3061 6.468474 0.4742 0 561 18.25578 0.6322 0 699 22.74650 0.5586 0 428 2362.000 18.12024 0.6644 0 104 924.000 11.255411 0.3803 0 0 2933 0.0000000 0.09479 0 351 3073.000 11.42206 0.2115 0 1217 0 0.0000000 0.1079 0 183 15.0369762 0.8555 0 22 1038 2.1194605 0.54840 0 31 1038.000 2.986512 0.3293 0 0 3073 0.0000000 0.1831 0 1.53196 0.20970 0 2.33029 0.3861 0 0.2115 0.2097 0 2.02420 0.26300 0 6.09795 0.2129 0
01003010701 01 003 010701 AL Alabama Baldwin County 3 South Region 6 East South Central Division 8936 3573 3302 594 8905 6.67041 0.1117 0 107 4046 2.6445872 0.21880 0 184 2592 7.098765 0.02201 0 271 710 38.16901 0.3829 0 455 3302 13.77953 0.04411 0 229 6074 3.770168 0.1796 0 562 8870 6.335964 0.4647 0 1619 18.11773 0.6245 0 2015 22.54924 0.5459 0 998 6855.000 14.55872 0.4730 0 218 2307.000 9.449502 0.2987 0 25 8465 0.2953337 0.28130 0 2010 8936.000 22.49329 0.3898 0 3573 475 13.2941506 0.7026 0 78 2.1830395 0.6226 0 0 3302 0.0000000 0.09796 0 245 3302.000 7.419746 0.6374 0 18 8936 0.2014324 0.4748 0 1.01891 0.08313 0 2.22340 0.3252 0 0.3898 0.3865 0 2.53536 0.50140 0 6.16747 0.2223 0
01003010704 01 003 010704 AL Alabama Baldwin County 3 South Region 6 East South Central Division 6106 2187 2013 1093 6106 17.90043 0.4564 0 33 2896 1.1395028 0.05336 0 259 1685 15.370920 0.23710 0 98 328 29.87805 0.2182 0 357 2013 17.73472 0.12860 0 165 4073 4.051068 0.1971 0 335 6106 5.486407 0.4001 0 1023 16.75401 0.5504 0 1545 25.30298 0.7168 0 652 4561.000 14.29511 0.4573 0 298 1566.000 19.029374 0.6583 0 0 5511 0.0000000 0.09479 0 981 6106.000 16.06616 0.2926 0 2187 12 0.5486968 0.2652 0 0 0.0000000 0.2186 0 53 2013 2.6328862 0.61030 0 23 2013.000 1.142573 0.1318 0 0 6106 0.0000000 0.1831 0 1.23556 0.13100 0 2.47759 0.4761 0 0.2926 0.2901 0 1.40900 0.07736 0 5.41475 0.1304 0
01003010705 01 003 010705 AL Alabama Baldwin County 3 South Region 6 East South Central Division 9546 4678 4234 1194 9452 12.63225 0.2989 0 190 5174 3.6722072 0.36340 0 480 2504 19.169329 0.41120 0 560 1730 32.36994 0.2624 0 1040 4234 24.56306 0.35350 0 303 6789 4.463102 0.2237 0 331 9506 3.482011 0.2326 0 1850 19.37984 0.6893 0 2211 23.16153 0.5875 0 1235 7293.277 16.93340 0.6059 0 279 2211.521 12.615750 0.4382 0 0 8634 0.0000000 0.09479 0 2358 9545.969 24.70153 0.4202 0 4678 392 8.3796494 0.6066 0 31 0.6626764 0.5063 0 35 4234 0.8266415 0.33210 0 77 4233.716 1.818733 0.2063 0 62 9546 0.6494867 0.6336 0 1.47210 0.19210 0 2.41569 0.4377 0 0.4202 0.4166 0 2.28490 0.37880 0 6.59289 0.2845 0

4. For your division, what are the most & least vulnerable tracts by THEME1, THEME2, THEME3, THEME4, OVERALL. Do they belong to certain divisions/states? (Show code/data output to display your findings)

# Add theme variables
svi_2010_divisional <- svi_theme_variables(svi_2010_divisional)
svi_2020_divisional <- svi_theme_variables(svi_2020_divisional)

# Add theme flags
svi_2010_divisional <- svi_theme_flags(svi_2010_divisional, .90)
svi_2020_divisional <- svi_theme_flags(svi_2020_divisional, .90)

Most Vulnerable

# Most Vulnerable Tracts - Divisional
# THEME1 - 2010
svi_2010_divisional %>% filter(division == "Pacific Division") %>%arrange(desc(F_THEME1)) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_10 E_HU_10 E_HH_10 E_POV150_10 ET_POVSTATUS_10 EP_POV150_10 EPL_POV150_10 F_POV150_10 E_UNEMP_10 ET_EMPSTATUS_10 EP_UNEMP_10 EPL_UNEMP_10 F_UNEMP_10 E_HBURD_OWN_10 ET_HOUSINGCOST_OWN_10 EP_HBURD_OWN_10 EPL_HBURD_OWN_10 F_HBURD_OWN_10 E_HBURD_RENT_10 ET_HOUSINGCOST_RENT_10 EP_HBURD_RENT_10 EPL_HBURD_RENT_10 F_HBURD_RENT_10 E_HBURD_10 ET_HOUSINGCOST_10 EP_HBURD_10 EPL_HBURD_10 F_HBURD_10 E_NOHSDP_10 ET_EDSTATUS_10 EP_NOHSDP_10 EPL_NOHSDP_10 F_NOHSDP_10 E_UNINSUR_12 ET_INSURSTATUS_12 EP_UNINSUR_12 EPL_UNINSUR_12 F_UNINSUR_12 E_AGE65_10 EP_AGE65_10 EPL_AGE65_10 F_AGE65_10 E_AGE17_10 EP_AGE17_10 EPL_AGE17_10 F_AGE17_10 E_DISABL_12 ET_DISABLSTATUS_12 EP_DISABL_12 EPL_DISABL_12 F_DISABL_12 E_SNGPNT_10 ET_FAMILIES_10 EP_SNGPNT_10 EPL_SNGPNT_10 F_SNGPNT_10 E_LIMENG_10 ET_POPAGE5UP_10 EP_LIMENG_10 EPL_LIMENG_10 F_LIMENG_10 E_MINRTY_10 ET_POPETHRACE_10 EP_MINRTY_10 EPL_MINRTY_10 F_MINRTY_10 E_STRHU_10 E_MUNIT_10 EP_MUNIT_10 EPL_MUNIT_10 F_MUNIT_10 E_MOBILE_10 EP_MOBILE_10 EPL_MOBILE_10 F_MOBILE_10 E_CROWD_10 ET_OCCUPANTS_10 EP_CROWD_10 EPL_CROWD_10 F_CROWD_10 E_NOVEH_10 ET_KNOWNVEH_10 EP_NOVEH_10 EPL_NOVEH_10 F_NOVEH_10 E_GROUPQ_10 ET_HHTYPE_10 EP_GROUPQ_10 EPL_GROUPQ_10 F_GROUPQ_10 SPL_THEME1 RPL_THEME1 F_THEME1 SPL_THEME2 RPL_THEME2 F_THEME2 SPL_THEME3 RPL_THEME3 F_THEME3 SPL_THEME4 RPL_THEME4 F_THEME4 SPL_THEMES RPL_THEMES F_TOTAL
06001407400 06 001 407400 CA California Alameda County 4 West Region 9 Pacific Division 4026 1231 1125 1832 3968 46.16935 0.9044 1 463 2035 22.75184 0.9863 1 140 304 46.05263 0.6832 0 532 821 64.79903 0.8501 0 672 1125 59.73333 0.9128 1 962 2239 42.96561 0.9036 1 1529 3874 39.46825 0.9714 1 192 4.769001 0.09503 0 1062 26.37854 0.6086 0 306 2738 11.17604 0.3992 0 251 751 33.42210 0.9223 1 1367 3635 37.60660 0.9780 1 3888 4026 96.57228 0.9427 1 1231 73 5.9301381 0.4604 0 6 0.4874086 0.5236 0 211 1125 18.75556 0.8777 0 262 1125 23.288889 0.9460 1 220 4026 5.464481 0.9167 1 4.6785 0.9790 5 3.00313 0.7249 2 0.9427 0.9330 1 3.7244 0.9422 2 12.34873 0.9599 10
06029001500 06 029 001500 CA California Kern County 4 West Region 9 Pacific Division 2640 746 666 1819 2626 69.26885 0.9925 1 193 968 19.93802 0.9702 1 101 228 44.29825 0.6304 0 305 438 69.63470 0.9187 1 406 666 60.96096 0.9281 1 777 1568 49.55357 0.9398 1 967 2609 37.06401 0.9596 1 171 6.477273 0.19690 0 834 31.59091 0.8369 0 442 1659 26.64256 0.9700 1 142 466 30.47210 0.8863 0 578 2406 24.02328 0.8928 0 2314 2640 87.65152 0.8463 0 746 7 0.9383378 0.2435 0 10 1.3404826 0.6233 0 118 666 17.71772 0.8666 0 92 666 13.813814 0.8508 0 414 2640 15.681818 0.9661 1 4.7902 0.9847 5 3.78290 0.9605 1 0.8463 0.8376 0 3.5503 0.9123 1 12.96970 0.9814 7
06029002200 06 029 002200 CA California Kern County 4 West Region 9 Pacific Division 5773 1814 1648 4329 5773 74.98701 0.9967 1 405 2108 19.21252 0.9655 1 253 628 40.28662 0.4934 0 762 1020 74.70588 0.9600 1 1015 1648 61.58981 0.9353 1 1638 2904 56.40496 0.9671 1 1893 5918 31.98716 0.9175 1 250 4.330504 0.07541 0 2352 40.74138 0.9882 1 766 3597 21.29552 0.9048 1 635 1264 50.23734 0.9948 1 1455 5133 28.34600 0.9297 1 5671 5773 98.23315 0.9658 1 1814 21 1.1576626 0.2597 0 61 3.3627343 0.7094 0 333 1648 20.20631 0.8923 0 415 1648 25.182039 0.9551 1 0 5773 0.000000 0.3743 0 4.7821 0.9844 5 3.89291 0.9737 4 0.9658 0.9558 1 3.1908 0.7966 1 12.83161 0.9792 11
06037104610 06 037 104610 CA California Los Angeles County 4 West Region 9 Pacific Division 3044 715 669 1410 3044 46.32063 0.9059 1 216 1278 16.90141 0.9355 1 216 376 57.44681 0.9046 1 190 293 64.84642 0.8511 0 406 669 60.68759 0.9248 1 872 1650 52.84848 0.9535 1 1111 3316 33.50422 0.9318 1 266 8.738502 0.35990 0 1019 33.47569 0.8937 0 229 2173 10.53843 0.3507 0 143 598 23.91304 0.7658 0 576 2733 21.07574 0.8603 0 2868 3044 94.21813 0.9132 1 715 10 1.3986014 0.2762 0 0 0.0000000 0.2497 0 90 669 13.45291 0.8091 0 31 669 4.633782 0.4831 0 0 3044 0.000000 0.3743 0 4.6515 0.9769 5 3.23040 0.8227 0 0.9132 0.9038 1 2.1924 0.3474 0 10.98750 0.8414 6
06037104701 06 037 104701 CA California Los Angeles County 4 West Region 9 Pacific Division 4159 951 917 2560 4110 62.28710 0.9798 1 251 1600 15.68750 0.9113 1 167 236 70.76271 0.9786 1 432 681 63.43612 0.8235 0 599 917 65.32170 0.9677 1 1548 1938 79.87616 0.9999 1 1269 3938 32.22448 0.9194 1 320 7.694157 0.28390 0 1568 37.70137 0.9674 1 486 2439 19.92620 0.8715 0 197 849 23.20377 0.7504 0 1581 3836 41.21481 0.9863 1 4159 4159 100.00000 0.9960 1 951 401 42.1661409 0.9042 1 0 0.0000000 0.2497 0 265 917 28.89858 0.9529 1 138 917 15.049073 0.8728 0 0 4159 0.000000 0.3743 0 4.7781 0.9843 5 3.85950 0.9698 2 0.9960 0.9858 1 3.3539 0.8551 2 12.98750 0.9819 10
06037204300 06 037 204300 CA California Los Angeles County 4 West Region 9 Pacific Division 4845 1347 1288 3044 4744 64.16526 0.9841 1 352 1959 17.96835 0.9518 1 203 333 60.96096 0.9389 1 570 955 59.68586 0.7438 0 773 1288 60.01553 0.9162 1 1606 2552 62.93103 0.9861 1 2135 5003 42.67440 0.9834 1 494 10.196078 0.46530 0 1662 34.30341 0.9138 1 455 3626 12.54826 0.5068 0 379 938 40.40512 0.9706 1 1559 4518 34.50642 0.9659 1 4739 4845 97.81218 0.9610 1 1347 172 12.7691166 0.6314 0 36 2.6726058 0.6886 0 330 1288 25.62112 0.9345 1 430 1288 33.385093 0.9782 1 76 4845 1.568628 0.8095 0 4.8216 0.9855 5 3.82240 0.9651 3 0.9610 0.9511 1 4.0422 0.9763 2 13.64720 0.9856 11 
# THEME1 - 2020
svi_2020_divisional %>% filter(division == "Pacific Division")%>% arrange(desc(F_THEME1)) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_20 E_HU_20 E_HH_20 E_POV150_20 ET_POVSTATUS_20 EP_POV150_20 EPL_POV150_20 F_POV150_20 E_UNEMP_20 ET_EMPSTATUS_20 EP_UNEMP_20 EPL_UNEMP_20 F_UNEMP_20 E_HBURD_OWN_20 ET_HOUSINGCOST_OWN_20 EP_HBURD_OWN_20 EPL_HBURD_OWN_20 F_HBURD_OWN_20 E_HBURD_RENT_20 ET_HOUSINGCOST_RENT_20 EP_HBURD_RENT_20 EPL_HBURD_RENT_20 F_HBURD_RENT_20 E_HBURD_20 ET_HOUSINGCOST_20 EP_HBURD_20 EPL_HBURD_20 F_HBURD_20 E_NOHSDP_20 ET_EDSTATUS_20 EP_NOHSDP_20 EPL_NOHSDP_20 F_NOHSDP_20 E_UNINSUR_20 ET_INSURSTATUS_20 EP_UNINSUR_20 EPL_UNINSUR_20 F_UNINSUR_20 E_AGE65_20 EP_AGE65_20 EPL_AGE65_20 F_AGE65_20 E_AGE17_20 EP_AGE17_20 EPL_AGE17_20 F_AGE17_20 E_DISABL_20 ET_DISABLSTATUS_20 EP_DISABL_20 EPL_DISABL_20 F_DISABL_20 E_SNGPNT_20 ET_FAMILIES_20 EP_SNGPNT_20 EPL_SNGPNT_20 F_SNGPNT_20 E_LIMENG_20 ET_POPAGE5UP_20 EP_LIMENG_20 EPL_LIMENG_20 F_LIMENG_20 E_MINRTY_20 ET_POPETHRACE_20 EP_MINRTY_20 EPL_MINRTY_20 F_MINRTY_20 E_STRHU_20 E_MUNIT_20 EP_MUNIT_20 EPL_MUNIT_20 F_MUNIT_20 E_MOBILE_20 EP_MOBILE_20 EPL_MOBILE_20 F_MOBILE_20 E_CROWD_20 ET_OCCUPANTS_20 EP_CROWD_20 EPL_CROWD_20 F_CROWD_20 E_NOVEH_20 ET_KNOWNVEH_20 EP_NOVEH_20 EPL_NOVEH_20 F_NOVEH_20 E_GROUPQ_20 ET_HHTYPE_20 EP_GROUPQ_20 EPL_GROUPQ_20 F_GROUPQ_20 SPL_THEME1 RPL_THEME1 F_THEME1 SPL_THEME2 RPL_THEME2 F_THEME2 SPL_THEME3 RPL_THEME3 F_THEME3 SPL_THEME4 RPL_THEME4 F_THEME4 SPL_THEMES RPL_THEMES F_TOTAL
06019002702 06 019 002702 CA California Fresno County 4 West Region 9 Pacific Division 4410 1417 1272 3006 4379 68.64581 0.9956 1 205 1740 11.78161 0.9247 1 74 291 25.429553 0.346400 0 683 981 69.62283 0.9407 1 757 1272 59.51258 0.9591 1 1239 2182 56.78277 0.9932 1 697 4380 15.91324 0.9314 1 249 5.646259 0.04987 0 1530 34.69388 0.9706 1 594 2850.000 20.842105 0.8789 0 396 973 40.69887 0.9815 1 1027 4081 25.16540 0.9475 1 4121 4410.000 93.44671 0.9020 1 1417 248 17.50176 0.6926 0 0 0.000000 0.2466 0 350 1272 27.51572 0.9593 1 168 1272 13.207547 0.8644 0 35 4410 0.7936508 0.6588 0 4.8040 0.9864 5 3.82837 0.9711 3 0.9020 0.8940 1 3.4217 0.8675 1 12.95607 0.9825 10
06029004800 06 029 004800 CA California Kern County 4 West Region 9 Pacific Division 9619 2925 2799 5495 9576 57.38304 0.9863 1 659 4394 14.99772 0.9696 1 642 1027 62.512171 0.988800 1 930 1772 52.48307 0.5854 0 1572 2799 56.16292 0.9310 1 2575 4994 51.56187 0.9836 1 1390 9619 14.45057 0.9065 1 844 8.774301 0.17280 0 3040 31.60412 0.9301 1 516 6579.000 7.843137 0.1270 0 407 2135 19.06323 0.6968 0 2444 8372 29.19255 0.9716 1 9469 9619.000 98.44059 0.9709 1 2925 306 10.46154 0.5604 0 50 1.709402 0.6600 0 376 2799 13.43337 0.8075 0 180 2799 6.430868 0.6308 0 33 9619 0.3430710 0.4871 0 4.7770 0.9855 5 2.89830 0.6963 2 0.9709 0.9624 1 3.1458 0.7721 0 11.79200 0.9395 8
06037120020 06 037 120020 CA California Los Angeles County 4 West Region 9 Pacific Division 3880 1239 1224 1891 3838 49.27045 0.9608 1 268 2148 12.47672 0.9386 1 95 148 64.189189 0.990200 1 688 1076 63.94052 0.8603 0 783 1224 63.97059 0.9821 1 1136 2513 45.20493 0.9617 1 678 3883 17.46073 0.9516 1 358 9.226804 0.19600 0 912 23.50515 0.6059 0 554 2969.922 18.653691 0.8126 0 204 963 21.18380 0.7546 0 963 3604 26.72031 0.9592 1 3715 3879.719 95.75436 0.9323 1 1239 811 65.45601 0.9589 1 0 0.000000 0.2466 0 288 1224 23.52941 0.9340 1 151 1224 12.336601 0.8470 0 0 3880 0.0000000 0.1370 0 4.7948 0.9861 5 3.32830 0.8757 1 0.9323 0.9241 1 3.1235 0.7631 2 12.17890 0.9590 9
06037120103 06 037 120103 CA California Los Angeles County 4 West Region 9 Pacific Division 3376 872 862 1895 3320 57.07831 0.9858 1 199 1620 12.28395 0.9340 1 5 66 7.575758 0.009483 0 596 796 74.87437 0.9745 1 601 862 69.72158 0.9937 1 967 1975 48.96203 0.9762 1 572 3376 16.94313 0.9452 1 177 5.242891 0.04216 0 1225 36.28554 0.9825 1 338 2151.000 15.713622 0.6784 0 240 742 32.34501 0.9379 1 1178 3089 38.13532 0.9941 1 3309 3376.000 98.01540 0.9647 1 872 785 90.02294 0.9875 1 0 0.000000 0.2466 0 343 862 39.79118 0.9928 1 249 862 28.886311 0.9724 1 0 3376 0.0000000 0.1370 0 4.8349 0.9867 5 3.63506 0.9478 3 0.9647 0.9562 1 3.3363 0.8417 3 12.77096 0.9792 12
06037120107 06 037 120107 CA California Los Angeles County 4 West Region 9 Pacific Division 4060 1136 1126 2050 4009 51.13495 0.9682 1 208 1907 10.90718 0.9010 1 16 56 28.571429 0.486100 0 724 1070 67.66355 0.9170 1 740 1126 65.71936 0.9862 1 1122 2187 51.30315 0.9829 1 643 4060 15.83744 0.9306 1 247 6.083744 0.05989 0 1416 34.87685 0.9726 1 341 2644.000 12.897126 0.4917 0 306 893 34.26652 0.9534 1 1434 3565 40.22440 0.9954 1 3932 4060.000 96.84729 0.9488 1 1136 970 85.38732 0.9837 1 0 0.000000 0.2466 0 475 1126 42.18472 0.9948 1 137 1126 12.166963 0.8429 0 0 4060 0.0000000 0.1370 0 4.7689 0.9853 5 3.47299 0.9168 3 0.9488 0.9404 1 3.2050 0.7941 2 12.39569 0.9687 11
06037123205 06 037 123205 CA California Los Angeles County 4 West Region 9 Pacific Division 2716 800 755 1123 2697 41.63886 0.9157 1 164 1445 11.34948 0.9136 1 75 171 43.859649 0.912600 1 371 584 63.52740 0.8521 0 446 755 59.07285 0.9559 1 659 1766 37.31597 0.9148 1 426 2716 15.68483 0.9284 1 183 6.737850 0.08014 0 685 25.22091 0.6999 0 248 2031.000 12.210734 0.4388 0 135 570 23.68421 0.8105 0 484 2500 19.36000 0.8932 0 2093 2716.000 77.06186 0.7092 0 800 58 7.25000 0.4803 0 0 0.000000 0.2466 0 179 755 23.70861 0.9353 1 40 755 5.298013 0.5604 0 0 2716 0.0000000 0.1370 0 4.6284 0.9764 5 2.92254 0.7099 0 0.7092 0.7030 0 2.3596 0.4175 1 10.61974 0.8309 6

The most vulnerable tracts for THEME1 are Alameda, Kern, and Los Angeles County for 2010 and solely Los Angeles County in 2020.

# Most Vulnerable Tracts - Divisional
# THEME2 - 2010
svi_2010_divisional %>% arrange(desc(F_THEME2)) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_10 E_HU_10 E_HH_10 E_POV150_10 ET_POVSTATUS_10 EP_POV150_10 EPL_POV150_10 F_POV150_10 E_UNEMP_10 ET_EMPSTATUS_10 EP_UNEMP_10 EPL_UNEMP_10 F_UNEMP_10 E_HBURD_OWN_10 ET_HOUSINGCOST_OWN_10 EP_HBURD_OWN_10 EPL_HBURD_OWN_10 F_HBURD_OWN_10 E_HBURD_RENT_10 ET_HOUSINGCOST_RENT_10 EP_HBURD_RENT_10 EPL_HBURD_RENT_10 F_HBURD_RENT_10 E_HBURD_10 ET_HOUSINGCOST_10 EP_HBURD_10 EPL_HBURD_10 F_HBURD_10 E_NOHSDP_10 ET_EDSTATUS_10 EP_NOHSDP_10 EPL_NOHSDP_10 F_NOHSDP_10 E_UNINSUR_12 ET_INSURSTATUS_12 EP_UNINSUR_12 EPL_UNINSUR_12 F_UNINSUR_12 E_AGE65_10 EP_AGE65_10 EPL_AGE65_10 F_AGE65_10 E_AGE17_10 EP_AGE17_10 EPL_AGE17_10 F_AGE17_10 E_DISABL_12 ET_DISABLSTATUS_12 EP_DISABL_12 EPL_DISABL_12 F_DISABL_12 E_SNGPNT_10 ET_FAMILIES_10 EP_SNGPNT_10 EPL_SNGPNT_10 F_SNGPNT_10 E_LIMENG_10 ET_POPAGE5UP_10 EP_LIMENG_10 EPL_LIMENG_10 F_LIMENG_10 E_MINRTY_10 ET_POPETHRACE_10 EP_MINRTY_10 EPL_MINRTY_10 F_MINRTY_10 E_STRHU_10 E_MUNIT_10 EP_MUNIT_10 EPL_MUNIT_10 F_MUNIT_10 E_MOBILE_10 EP_MOBILE_10 EPL_MOBILE_10 F_MOBILE_10 E_CROWD_10 ET_OCCUPANTS_10 EP_CROWD_10 EPL_CROWD_10 F_CROWD_10 E_NOVEH_10 ET_KNOWNVEH_10 EP_NOVEH_10 EPL_NOVEH_10 F_NOVEH_10 E_GROUPQ_10 ET_HHTYPE_10 EP_GROUPQ_10 EPL_GROUPQ_10 F_GROUPQ_10 SPL_THEME1 RPL_THEME1 F_THEME1 SPL_THEME2 RPL_THEME2 F_THEME2 SPL_THEME3 RPL_THEME3 F_THEME3 SPL_THEME4 RPL_THEME4 F_THEME4 SPL_THEMES RPL_THEMES F_TOTAL
06019002400 06 019 002400 CA California Fresno County 4 West Region 9 Pacific Division 3924 1450 1259 2626 3899 67.35060 0.9901 1 257 1449 17.73637 0.948100 1 197 353 55.80737 0.8830 0 540 906 59.60265 0.7420 0 737 1259 58.53852 0.8948 0 1289 2112 61.03220 0.9813 1 1216 4145 29.33655 0.8847 0 230 5.861366 0.15580 0 1335 34.02141 0.9067 1 738 2728 27.05279 0.9729 1 287 806 35.60794 0.9415 1 942 3474 27.11572 0.9203 1 3659 3924 93.24669 0.9024 1 1450 35 2.413793 0.3326 0 25 1.7241379 0.6467 0 184 1259 14.61477 0.8285 0 250 1259 19.85703 0.9272 1 0 3924 0.00000 0.3743 0 4.699000 0.9803 3 3.89720 0.9742 4 0.9024 0.8931 1 3.1093 0.7637 1 12.60790 0.9724 9
06029001202 06 029 001202 CA California Kern County 4 West Region 9 Pacific Division 5184 1840 1427 2282 5114 44.62260 0.8921 0 480 2264 21.20141 0.979000 1 191 399 47.86967 0.7316 0 628 1028 61.08949 0.7751 0 819 1427 57.39313 0.8743 0 1588 2614 60.74981 0.9808 1 1637 5715 28.64392 0.8737 0 170 3.279321 0.03896 0 1882 36.30401 0.9491 1 933 3532 26.41563 0.9690 1 535 1152 46.44097 0.9896 1 1615 4406 36.65456 0.9743 1 4893 5184 94.38657 0.9155 1 1840 135 7.336957 0.5039 0 8 0.4347826 0.5158 0 395 1427 27.68045 0.9468 1 539 1427 37.77155 0.9831 1 0 5184 0.00000 0.3743 0 4.599900 0.9714 2 3.92096 0.9759 4 0.9155 0.9060 1 3.3239 0.8456 2 12.76026 0.9775 9
06029002200 06 029 002200 CA California Kern County 4 West Region 9 Pacific Division 5773 1814 1648 4329 5773 74.98701 0.9967 1 405 2108 19.21252 0.965500 1 253 628 40.28662 0.4934 0 762 1020 74.70588 0.9600 1 1015 1648 61.58981 0.9353 1 1638 2904 56.40496 0.9671 1 1893 5918 31.98716 0.9175 1 250 4.330504 0.07541 0 2352 40.74138 0.9882 1 766 3597 21.29552 0.9048 1 635 1264 50.23734 0.9948 1 1455 5133 28.34600 0.9297 1 5671 5773 98.23315 0.9658 1 1814 21 1.157663 0.2597 0 61 3.3627343 0.7094 0 333 1648 20.20631 0.8923 0 415 1648 25.18204 0.9551 1 0 5773 0.00000 0.3743 0 4.782100 0.9844 5 3.89291 0.9737 4 0.9658 0.9558 1 3.1908 0.7966 1 12.83161 0.9792 11
06037206050 06 037 206050 CA California Los Angeles County 4 West Region 9 Pacific Division 2842 746 737 1511 2424 62.33498 0.9800 1 117 895 13.07263 0.833500 0 0 9 0.00000 0.0024 0 414 728 56.86813 0.6697 0 414 737 56.17368 0.8506 0 704 1598 44.05507 0.9094 1 702 2162 32.46994 0.9228 1 589 20.724842 0.91150 1 902 31.73821 0.8414 0 428 1565 27.34824 0.9745 1 212 548 38.68613 0.9636 1 720 2684 26.82563 0.9185 1 2461 2842 86.59395 0.8349 0 746 360 48.257373 0.9256 1 0 0.0000000 0.2497 0 181 737 24.55902 0.9275 1 195 737 26.45862 0.9606 1 418 2842 14.70795 0.9644 1 4.496300 0.9585 3 4.60950 0.9862 4 0.8349 0.8263 0 4.0278 0.9758 4 13.96850 0.9861 11
06067004203 06 067 004203 CA California Sacramento County 4 West Region 9 Pacific Division 4848 1567 1421 2272 4747 47.86181 0.9168 1 420 2030 20.68966 0.976000 1 257 613 41.92496 0.5524 0 440 808 54.45545 0.6072 0 697 1421 49.04996 0.6584 0 1105 2536 43.57256 0.9066 1 1020 5249 19.43227 0.6593 0 305 6.291254 0.18410 0 1712 35.31353 0.9338 1 842 3355 25.09687 0.9577 1 347 1065 32.58216 0.9117 1 1091 4338 25.14984 0.9028 1 4387 4848 90.49092 0.8739 0 1567 169 10.784939 0.5900 0 10 0.6381621 0.5502 0 208 1421 14.63758 0.8290 0 211 1421 14.84870 0.8694 0 0 4848 0.00000 0.3743 0 4.117100 0.8904 3 3.89010 0.9733 4 0.8739 0.8649 0 3.2129 0.8053 0 12.09400 0.9447 7
06075980501 06 075 980501 CA California San Francisco County 4 West Region 9 Pacific Division 743 275 275 541 743 72.81292 0.9957 1 0 192 0.00000 0.004518 0 68 81 83.95062 0.9933 1 110 194 56.70103 0.6648 0 178 275 64.72727 0.9644 1 155 500 31.00000 0.8098 0 65 646 10.06192 0.2838 0 197 26.514132 0.96820 1 211 28.39838 0.7144 0 124 551 22.50454 0.9271 1 56 159 35.22013 0.9386 1 241 721 33.42580 0.9607 1 679 743 91.38627 0.8829 0 275 110 40.000000 0.8952 0 0 0.0000000 0.2497 0 45 275 16.36364 0.8511 0 154 275 56.00000 0.9952 1 0 743 0.00000 0.3743 0 3.058218 0.6514 2 4.50900 0.9860 4 0.8829 0.8738 0 3.3655 0.8581 1 11.81562 0.9228 7 
# THEME2 - 2020
svi_2020_divisional %>% arrange(desc(F_THEME2)) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_20 E_HU_20 E_HH_20 E_POV150_20 ET_POVSTATUS_20 EP_POV150_20 EPL_POV150_20 F_POV150_20 E_UNEMP_20 ET_EMPSTATUS_20 EP_UNEMP_20 EPL_UNEMP_20 F_UNEMP_20 E_HBURD_OWN_20 ET_HOUSINGCOST_OWN_20 EP_HBURD_OWN_20 EPL_HBURD_OWN_20 F_HBURD_OWN_20 E_HBURD_RENT_20 ET_HOUSINGCOST_RENT_20 EP_HBURD_RENT_20 EPL_HBURD_RENT_20 F_HBURD_RENT_20 E_HBURD_20 ET_HOUSINGCOST_20 EP_HBURD_20 EPL_HBURD_20 F_HBURD_20 E_NOHSDP_20 ET_EDSTATUS_20 EP_NOHSDP_20 EPL_NOHSDP_20 F_NOHSDP_20 E_UNINSUR_20 ET_INSURSTATUS_20 EP_UNINSUR_20 EPL_UNINSUR_20 F_UNINSUR_20 E_AGE65_20 EP_AGE65_20 EPL_AGE65_20 F_AGE65_20 E_AGE17_20 EP_AGE17_20 EPL_AGE17_20 F_AGE17_20 E_DISABL_20 ET_DISABLSTATUS_20 EP_DISABL_20 EPL_DISABL_20 F_DISABL_20 E_SNGPNT_20 ET_FAMILIES_20 EP_SNGPNT_20 EPL_SNGPNT_20 F_SNGPNT_20 E_LIMENG_20 ET_POPAGE5UP_20 EP_LIMENG_20 EPL_LIMENG_20 F_LIMENG_20 E_MINRTY_20 ET_POPETHRACE_20 EP_MINRTY_20 EPL_MINRTY_20 F_MINRTY_20 E_STRHU_20 E_MUNIT_20 EP_MUNIT_20 EPL_MUNIT_20 F_MUNIT_20 E_MOBILE_20 EP_MOBILE_20 EPL_MOBILE_20 F_MOBILE_20 E_CROWD_20 ET_OCCUPANTS_20 EP_CROWD_20 EPL_CROWD_20 F_CROWD_20 E_NOVEH_20 ET_KNOWNVEH_20 EP_NOVEH_20 EPL_NOVEH_20 F_NOVEH_20 E_GROUPQ_20 ET_HHTYPE_20 EP_GROUPQ_20 EPL_GROUPQ_20 F_GROUPQ_20 SPL_THEME1 RPL_THEME1 F_THEME1 SPL_THEME2 RPL_THEME2 F_THEME2 SPL_THEME3 RPL_THEME3 F_THEME3 SPL_THEME4 RPL_THEME4 F_THEME4 SPL_THEMES RPL_THEMES F_TOTAL
06019000800 06 019 000800 CA California Fresno County 4 West Region 9 Pacific Division 1403 479 451 828 1333 62.11553 0.9920 1 68 362 18.784530 0.9900 1 23 75 30.66667 0.5701 0 244 376 64.89362 0.8764 0 267 451 59.20177 0.9570 1 308 768 40.10417 0.9328 1 62 1333 4.651163 0.3867 0 294 20.955096 0.7991 0 568 40.48468 0.9958 1 279 765 36.47059 0.9965 1 77 232 33.18966 0.9445 1 294 1225 24.00000 0.9389 1 1062 1403 75.69494 0.6963 0 479 223 46.555324 0.91340 1 43 8.977035 0.8338 0 84 451 18.62528 0.8882 0 171 451 37.915743 0.9865 1 70 1403 4.9893086 0.9301 1 4.2585 0.9309 4 4.6748 0.9873 4 0.6963 0.6902 0 4.55200 0.9876 3 14.18160 0.9869 11
06019001100 06 019 001100 CA California Fresno County 4 West Region 9 Pacific Division 3180 821 754 1799 3144 57.22010 0.9860 1 111 995 11.155779 0.9082 1 64 232 27.58621 0.4415 0 273 522 52.29885 0.5806 0 337 754 44.69496 0.7266 0 836 1745 47.90831 0.9723 1 398 3144 12.659033 0.8621 0 301 9.465409 0.2087 0 1115 35.06289 0.9746 1 500 2029 24.64268 0.9451 1 233 548 42.51825 0.9863 1 612 2973 20.58527 0.9067 1 3131 3180 98.45912 0.9711 1 821 0 0.000000 0.08271 0 0 0.000000 0.2466 0 188 754 24.93369 0.9437 1 144 754 19.098143 0.9348 1 45 3180 1.4150943 0.7702 0 4.4552 0.9586 3 4.0214 0.9832 4 0.9711 0.9625 1 2.97801 0.7012 2 12.42571 0.9698 10
06019001202 06 019 001202 CA California Fresno County 4 West Region 9 Pacific Division 4331 1221 1147 2405 4331 55.52990 0.9820 1 174 1676 10.381862 0.8835 0 95 489 19.42740 0.1320 0 385 658 58.51064 0.7437 0 480 1147 41.84830 0.6449 0 1124 2261 49.71252 0.9787 1 621 4331 14.338490 0.9036 1 379 8.750866 0.1720 0 1615 37.28931 0.9877 1 628 2716 23.12224 0.9257 1 418 951 43.95373 0.9895 1 872 3992 21.84369 0.9201 1 4242 4331 97.94505 0.9640 1 1221 48 3.931204 0.37650 0 0 0.000000 0.2466 0 120 1147 10.46208 0.7383 0 15 1147 1.307759 0.1598 0 18 4331 0.4156084 0.5245 0 4.3927 0.9502 3 3.9950 0.9821 4 0.9640 0.9555 1 2.04570 0.2872 0 11.39740 0.9082 8
06025011202 06 025 011202 CA California Imperial County 4 West Region 9 Pacific Division 5996 1906 1709 3566 5996 59.47298 0.9892 1 297 1939 15.317174 0.9724 1 198 473 41.86047 0.8876 0 721 1236 58.33333 0.7401 0 919 1709 53.77414 0.9025 1 1205 3323 36.26241 0.9068 1 150 5996 2.501668 0.1694 0 943 15.727151 0.5790 0 2048 34.15610 0.9660 1 963 3948 24.39210 0.9425 1 525 1322 39.71256 0.9793 1 1761 5318 33.11395 0.9855 1 5742 5996 95.76384 0.9325 1 1906 599 31.427072 0.83680 0 555 29.118573 0.9755 1 286 1709 16.73493 0.8640 0 76 1709 4.447045 0.4938 0 0 5996 0.0000000 0.1370 0 3.9403 0.8692 4 4.4523 0.9871 4 0.9325 0.9243 1 3.30710 0.8306 1 12.63220 0.9765 10
06037228900 06 037 228900 CA California Los Angeles County 4 West Region 9 Pacific Division 2947 799 754 1650 2947 55.98914 0.9831 1 250 1111 22.502250 0.9954 1 38 147 25.85034 0.3645 0 304 607 50.08237 0.5198 0 342 754 45.35809 0.7439 0 912 1502 60.71904 0.9969 1 301 2947 10.213777 0.7769 0 270 9.161860 0.1924 0 1017 34.50967 0.9692 1 502 1930 26.01036 0.9609 1 304 618 49.19094 0.9951 1 882 2755 32.01452 0.9814 1 2942 2947 99.83034 0.9960 1 799 132 16.520651 0.67680 0 0 0.000000 0.2466 0 115 754 15.25199 0.8389 0 159 754 21.087533 0.9475 1 0 2947 0.0000000 0.1370 0 4.4962 0.9641 3 4.0990 0.9847 4 0.9960 0.9872 1 2.84680 0.6439 1 12.43800 0.9703 9
06037576401 06 037 576401 CA California Los Angeles County 4 West Region 9 Pacific Division 5172 1334 1307 2163 5172 41.82135 0.9170 1 176 2270 7.753304 0.7432 0 94 164 57.31707 0.9825 1 602 1143 52.66842 0.5911 0 696 1307 53.25172 0.8968 0 1468 3183 46.12001 0.9654 1 735 5154 14.260768 0.9021 1 392 7.579273 0.1155 0 1603 30.99381 0.9178 1 790 3551 22.24725 0.9087 1 303 939 32.26837 0.9374 1 1207 4768 25.31460 0.9486 1 4877 5172 94.29621 0.9125 1 1334 458 34.332834 0.85820 0 0 0.000000 0.2466 0 379 1307 28.99770 0.9659 1 207 1307 15.837796 0.9034 1 0 5172 0.0000000 0.1370 0 4.4245 0.9544 3 3.8280 0.9710 4 0.9125 0.9044 1 3.11110 0.7577 2 12.27610 0.9635 10

In 2010, Fresno, Kern, Los Angeles, Sacramento, and San Bernardino Counties are the most vulnerable for THEME2. In 2020 it is Fresno, Imperial, and Los Angeles County.

# Most Vulnerable Tracts - Divisional
# THEME3 - 2010
svi_2010_divisional %>% arrange(desc(F_THEME3)) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_10 E_HU_10 E_HH_10 E_POV150_10 ET_POVSTATUS_10 EP_POV150_10 EPL_POV150_10 F_POV150_10 E_UNEMP_10 ET_EMPSTATUS_10 EP_UNEMP_10 EPL_UNEMP_10 F_UNEMP_10 E_HBURD_OWN_10 ET_HOUSINGCOST_OWN_10 EP_HBURD_OWN_10 EPL_HBURD_OWN_10 F_HBURD_OWN_10 E_HBURD_RENT_10 ET_HOUSINGCOST_RENT_10 EP_HBURD_RENT_10 EPL_HBURD_RENT_10 F_HBURD_RENT_10 E_HBURD_10 ET_HOUSINGCOST_10 EP_HBURD_10 EPL_HBURD_10 F_HBURD_10 E_NOHSDP_10 ET_EDSTATUS_10 EP_NOHSDP_10 EPL_NOHSDP_10 F_NOHSDP_10 E_UNINSUR_12 ET_INSURSTATUS_12 EP_UNINSUR_12 EPL_UNINSUR_12 F_UNINSUR_12 E_AGE65_10 EP_AGE65_10 EPL_AGE65_10 F_AGE65_10 E_AGE17_10 EP_AGE17_10 EPL_AGE17_10 F_AGE17_10 E_DISABL_12 ET_DISABLSTATUS_12 EP_DISABL_12 EPL_DISABL_12 F_DISABL_12 E_SNGPNT_10 ET_FAMILIES_10 EP_SNGPNT_10 EPL_SNGPNT_10 F_SNGPNT_10 E_LIMENG_10 ET_POPAGE5UP_10 EP_LIMENG_10 EPL_LIMENG_10 F_LIMENG_10 E_MINRTY_10 ET_POPETHRACE_10 EP_MINRTY_10 EPL_MINRTY_10 F_MINRTY_10 E_STRHU_10 E_MUNIT_10 EP_MUNIT_10 EPL_MUNIT_10 F_MUNIT_10 E_MOBILE_10 EP_MOBILE_10 EPL_MOBILE_10 F_MOBILE_10 E_CROWD_10 ET_OCCUPANTS_10 EP_CROWD_10 EPL_CROWD_10 F_CROWD_10 E_NOVEH_10 ET_KNOWNVEH_10 EP_NOVEH_10 EPL_NOVEH_10 F_NOVEH_10 E_GROUPQ_10 ET_HHTYPE_10 EP_GROUPQ_10 EPL_GROUPQ_10 F_GROUPQ_10 SPL_THEME1 RPL_THEME1 F_THEME1 SPL_THEME2 RPL_THEME2 F_THEME2 SPL_THEME3 RPL_THEME3 F_THEME3 SPL_THEME4 RPL_THEME4 F_THEME4 SPL_THEMES RPL_THEMES F_TOTAL
02013000100 02 013 000100 AK Alaska Aleutians East Borough 4 West Region 9 Pacific Division 3703 474 267 1212 3695 32.80108 0.7570 0 111 3163 3.509327 0.08691 0 25 158 15.82278 0.013370 0 17 109 15.596330 0.02605 0 42 267 15.73034 0.004754 0 1082 3017 35.86344 0.8542 0 2060 3112 66.19537 0.9999 1 127 3.429652 0.0424 0 315 8.506616 0.03961 0 182 2849 6.388206 0.07775 0 50 165 30.30303 0.8835 0 1070 3617 29.582527 0.9370 1 3492 3703 94.30192 0.9141 1 474 8 1.6877637 0.29250 0 42 8.8607595 0.8128 0 7 267 2.621723 0.4003 0 77 267 28.83895 0.9685 1 2969 3703 80.178234 0.9940 1 2.702764 0.5611 1 1.98026 0.2380 1 0.9141 0.9047 1 3.46810 0.8902 2 9.065224 0.6397 5
02050000100 02 050 000100 AK Alaska Bethel Census Area 4 West Region 9 Pacific Division 9481 2776 2127 4499 9422 47.74995 0.9162 1 923 3537 26.095561 0.99360 1 224 1570 14.26752 0.010260 0 35 557 6.283663 0.01298 0 259 2127 12.17677 0.003169 0 1431 4685 30.54429 0.8055 0 2901 9557 30.35471 0.8979 0 688 7.256619 0.2494 0 3678 38.793376 0.97710 1 1085 5745 18.885988 0.84460 0 418 1677 24.92546 0.7894 0 771 8382 9.198282 0.6493 0 9146 9481 96.46662 0.9412 1 2776 3 0.1080692 0.18850 0 14 0.5043228 0.5274 0 992 2127 46.638458 0.9944 1 1814 2127 85.28444 0.9993 1 0 9481 0.000000 0.3743 0 3.616369 0.7794 2 3.50980 0.9107 1 0.9412 0.9315 1 3.08390 0.7535 2 11.151269 0.8587 6
02070000100 02 070 000100 AK Alaska Dillingham Census Area 4 West Region 9 Pacific Division 2569 1354 584 1037 2565 40.42885 0.8513 0 236 853 27.667057 0.99540 1 68 398 17.08543 0.016280 0 34 186 18.279570 0.03455 0 102 584 17.46575 0.006339 0 384 1303 29.47045 0.7955 0 1140 2710 42.06642 0.9814 1 217 8.446867 0.3390 0 940 36.590113 0.95310 1 311 1728 17.997685 0.81260 0 94 442 21.26697 0.7005 0 203 2363 8.590774 0.6301 0 2410 2569 93.81082 0.9081 1 1354 0 0.0000000 0.09395 0 14 1.0339734 0.5974 0 186 584 31.849315 0.9650 1 367 584 62.84247 0.9966 1 0 2569 0.000000 0.3743 0 3.629939 0.7830 2 3.43530 0.8919 1 0.9081 0.8988 1 3.02725 0.7274 2 11.000589 0.8430 6
02180000100 02 180 000100 AK Alaska Nome Census Area 4 West Region 9 Pacific Division 5766 2016 1373 3052 5552 54.97118 0.9552 1 519 2134 24.320525 0.98990 1 224 852 26.29108 0.095960 0 94 521 18.042227 0.03362 0 318 1373 23.16096 0.021070 0 580 2709 21.41011 0.6970 0 1988 5811 34.21098 0.9380 1 299 5.185571 0.1163 0 2214 38.397503 0.97400 1 580 3550 16.338028 0.74600 0 439 1083 40.53555 0.9715 1 95 5090 1.866405 0.2695 0 5430 5766 94.17274 0.9125 1 2016 15 0.7440476 0.22730 0 27 1.3392857 0.6231 0 495 1373 36.052440 0.9787 1 1167 1373 84.99636 0.9991 1 187 5766 3.243149 0.8747 0 3.601170 0.7768 3 3.07730 0.7608 2 0.9125 0.9031 1 3.70290 0.9385 2 11.293870 0.8751 8
02185000200 02 185 000200 AK Alaska North Slope Borough 4 West Region 9 Pacific Division 4713 1165 962 877 4691 18.69537 0.4773 0 615 2213 27.790330 0.99580 1 74 563 13.14387 0.008942 0 28 399 7.017544 0.01363 0 102 962 10.60291 0.002610 0 769 2391 32.16228 0.8226 0 1114 3267 34.09856 0.9369 1 349 7.405050 0.2605 0 1226 26.013155 0.58820 0 365 2273 16.058073 0.73300 0 271 739 36.67118 0.9499 1 126 4273 2.948748 0.3623 0 4522 4713 95.94738 0.9339 1 1165 0 0.0000000 0.09395 0 14 1.2017167 0.6112 0 352 962 36.590437 0.9795 1 643 962 66.83992 0.9972 1 0 4713 0.000000 0.3743 0 3.235210 0.6934 2 2.89390 0.6764 1 0.9339 0.9243 1 3.05615 0.7406 2 10.119160 0.7537 6
02270000100 02 270 000100 AK Alaska Wade Hampton Census Area 4 West Region 9 Pacific Division 7398 2166 1728 3830 7356 52.06634 0.9409 1 735 2748 26.746725 0.99430 1 164 1119 14.65594 0.010820 0 62 609 10.180624 0.01653 0 226 1728 13.07870 0.003635 0 858 3256 26.35135 0.7613 0 2260 7507 30.10524 0.8945 0 373 5.041903 0.1088 0 3120 42.173560 0.99390 1 762 4360 17.477064 0.79270 0 559 1387 40.30281 0.9699 1 157 6540 2.400612 0.3170 0 7152 7398 96.67478 0.9437 1 2166 22 1.0156971 0.24920 0 48 2.2160665 0.6712 0 858 1728 49.652778 0.9966 1 1433 1728 82.92824 0.9987 1 0 7398 0.000000 0.3743 0 3.594635 0.7751 2 3.18230 0.8047 2 0.9437 0.9340 1 3.29000 0.8339 2 11.010635 0.8442 7 
# THEME3 - 2020
svi_2020_divisional %>% arrange(desc(F_THEME3)) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_20 E_HU_20 E_HH_20 E_POV150_20 ET_POVSTATUS_20 EP_POV150_20 EPL_POV150_20 F_POV150_20 E_UNEMP_20 ET_EMPSTATUS_20 EP_UNEMP_20 EPL_UNEMP_20 F_UNEMP_20 E_HBURD_OWN_20 ET_HOUSINGCOST_OWN_20 EP_HBURD_OWN_20 EPL_HBURD_OWN_20 F_HBURD_OWN_20 E_HBURD_RENT_20 ET_HOUSINGCOST_RENT_20 EP_HBURD_RENT_20 EPL_HBURD_RENT_20 F_HBURD_RENT_20 E_HBURD_20 ET_HOUSINGCOST_20 EP_HBURD_20 EPL_HBURD_20 F_HBURD_20 E_NOHSDP_20 ET_EDSTATUS_20 EP_NOHSDP_20 EPL_NOHSDP_20 F_NOHSDP_20 E_UNINSUR_20 ET_INSURSTATUS_20 EP_UNINSUR_20 EPL_UNINSUR_20 F_UNINSUR_20 E_AGE65_20 EP_AGE65_20 EPL_AGE65_20 F_AGE65_20 E_AGE17_20 EP_AGE17_20 EPL_AGE17_20 F_AGE17_20 E_DISABL_20 ET_DISABLSTATUS_20 EP_DISABL_20 EPL_DISABL_20 F_DISABL_20 E_SNGPNT_20 ET_FAMILIES_20 EP_SNGPNT_20 EPL_SNGPNT_20 F_SNGPNT_20 E_LIMENG_20 ET_POPAGE5UP_20 EP_LIMENG_20 EPL_LIMENG_20 F_LIMENG_20 E_MINRTY_20 ET_POPETHRACE_20 EP_MINRTY_20 EPL_MINRTY_20 F_MINRTY_20 E_STRHU_20 E_MUNIT_20 EP_MUNIT_20 EPL_MUNIT_20 F_MUNIT_20 E_MOBILE_20 EP_MOBILE_20 EPL_MOBILE_20 F_MOBILE_20 E_CROWD_20 ET_OCCUPANTS_20 EP_CROWD_20 EPL_CROWD_20 F_CROWD_20 E_NOVEH_20 ET_KNOWNVEH_20 EP_NOVEH_20 EPL_NOVEH_20 F_NOVEH_20 E_GROUPQ_20 ET_HHTYPE_20 EP_GROUPQ_20 EPL_GROUPQ_20 F_GROUPQ_20 SPL_THEME1 RPL_THEME1 F_THEME1 SPL_THEME2 RPL_THEME2 F_THEME2 SPL_THEME3 RPL_THEME3 F_THEME3 SPL_THEME4 RPL_THEME4 F_THEME4 SPL_THEMES RPL_THEMES F_TOTAL
02050000100 02 050 000100 AK Alaska Bethel Census Area 4 West Region 9 Pacific Division 10311 2692 2104 5779 10267 56.28713 0.9839 1 870 3667 23.725116 0.9967 1 232 1494 15.52878 0.05333 0 95 610 15.57377 0.02547 0 327 2104 15.54183 0.009597 0 1228 5181 23.70199 0.7892 0 1639 10294 15.921896 0.9319 1 812 7.875085 0.12960 0 4008 38.87111 0.9926 1 1259 6286.000 20.02864 0.8560 0 483 1769 27.30356 0.8759 0 188 9020 2.0842572 0.3169 0 10181 10311.000 98.73921 0.9760 1 2692 1 0.0371471 0.1659 0 31 1.151560 0.6200 0 1024 2104 48.66920 0.9978 1 1793 2104 85.21863 0.9993 1 477 10311 4.6261274 0.9233 1 3.711297 0.8199 3 3.17100 0.8206 1 0.9760 0.9674 1 3.7063 0.9326 3 11.56460 0.9233 8
02180000100 02 180 000100 AK Alaska Nome Census Area 4 West Region 9 Pacific Division 5901 2111 1441 2939 5789 50.76870 0.9667 1 554 2224 24.910072 0.9980 1 237 1047 22.63610 0.23610 0 56 394 14.21320 0.02099 0 293 1441 20.33310 0.040350 0 586 2969 19.73729 0.7347 0 1202 5852 20.539986 0.9780 1 469 7.947806 0.13320 0 2245 38.04440 0.9906 1 590 3607.000 16.35708 0.7143 0 532 1175 45.27660 0.9916 1 161 5296 3.0400302 0.3989 0 5578 5901.000 94.52635 0.9154 1 2111 6 0.2842255 0.1760 0 23 1.089531 0.6155 0 602 1441 41.77654 0.9943 1 1240 1441 86.05135 0.9993 1 351 5901 5.9481444 0.9413 1 3.717750 0.8217 3 3.22860 0.8410 2 0.9154 0.9073 1 3.7264 0.9367 3 11.58815 0.9255 9
02188000100 02 188 000100 AK Alaska Northwest Arctic Borough 4 West Region 9 Pacific Division 4426 1512 873 2019 4412 45.76156 0.9413 1 417 1561 26.713645 0.9982 1 142 651 21.81260 0.20710 0 30 222 13.51351 0.01889 0 172 873 19.70218 0.034380 0 495 2297 21.54985 0.7593 0 972 4424 21.971067 0.9837 1 365 8.246724 0.14740 0 1731 39.10981 0.9934 1 444 2693.247 16.48568 0.7211 0 280 723 38.72752 0.9766 1 25 3882 0.6439979 0.1420 0 4183 4426.271 94.50392 0.9151 1 1512 14 0.9259259 0.2344 0 16 1.058201 0.6127 0 444 873 50.85911 0.9983 1 756 873 86.59794 0.9994 1 202 4426 4.5639404 0.9221 1 3.716880 0.8214 3 2.98050 0.7390 2 0.9151 0.9071 1 3.7669 0.9432 3 11.37938 0.9069 9
02270000100 02 270 000100 AK Alaska Wade Hampton Census Area 4 West Region 9 Pacific Division 8298 2219 1750 4712 8223 57.30269 0.9862 1 649 2878 22.550382 0.9955 1 228 1255 18.16733 0.10010 0 69 495 13.93939 0.01987 0 297 1750 16.97143 0.015650 0 867 4046 21.42857 0.7581 0 1494 8281 18.041299 0.9578 1 483 5.820680 0.05321 0 3362 40.51579 0.9959 1 907 4919.000 18.43871 0.8052 0 665 1448 45.92541 0.9925 1 67 7228 0.9269507 0.1830 0 8028 8298.000 96.74620 0.9472 1 2219 9 0.4055881 0.1843 0 33 1.487156 0.6462 0 738 1750 42.17143 0.9946 1 1562 1750 89.25714 0.9998 1 331 8298 3.9889130 0.9099 1 3.713250 0.8206 3 3.02981 0.7605 2 0.9472 0.9389 1 3.7348 0.9377 3 11.42506 0.9108 9
06001405901 06 001 405901 CA California Alameda County 4 West Region 9 Pacific Division 4230 1166 1074 1493 4230 35.29551 0.8536 0 215 2207 9.741731 0.8612 0 94 272 34.55882 0.71130 0 416 802 51.87032 0.56830 0 510 1074 47.48603 0.798800 0 1107 2879 38.45085 0.9207 1 301 4211 7.147946 0.6046 0 364 8.605201 0.16450 0 1055 24.94090 0.6864 0 475 3156.000 15.05070 0.6413 0 272 927 29.34196 0.9036 1 1043 3984 26.1797189 0.9546 1 4167 4230.000 98.51064 0.9717 1 1166 120 10.2915952 0.5564 0 43 3.687822 0.7316 0 293 1074 27.28119 0.9578 1 192 1074 17.87710 0.9246 1 23 4230 0.5437352 0.5780 0 4.038900 0.8899 1 3.35040 0.8822 2 0.9717 0.9631 1 3.7484 0.9399 2 12.10940 0.9557 6
06001406201 06 001 406201 CA California Alameda County 4 West Region 9 Pacific Division 4954 1538 1443 1684 4876 34.53651 0.8450 0 132 2521 5.236017 0.4835 0 99 298 33.22148 0.66400 0 636 1145 55.54585 0.66900 0 735 1443 50.93555 0.862300 0 1142 3054 37.39358 0.9153 1 552 4913 11.235498 0.8168 0 338 6.822769 0.08311 0 1380 27.85628 0.8239 0 400 3533.000 11.32182 0.3709 0 348 946 36.78647 0.9680 1 870 4588 18.9625109 0.8886 0 4767 4954.000 96.22527 0.9396 1 1538 610 39.6618986 0.8857 0 0 0.000000 0.2466 0 312 1443 21.62162 0.9168 1 274 1443 18.98822 0.9339 1 41 4954 0.8276140 0.6674 0 3.922900 0.8656 1 3.13451 0.8045 1 0.9396 0.9313 1 3.6504 0.9227 2 11.64741 0.9302 5

The most vulnerable tracts for THEME3 are all located in Alaska for both 2010 and 2020.

# Most Vulnerable Tracts - Divisional
# THEME4 - 2010
svi_2010_divisional %>% arrange(desc(F_THEME4)) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_10 E_HU_10 E_HH_10 E_POV150_10 ET_POVSTATUS_10 EP_POV150_10 EPL_POV150_10 F_POV150_10 E_UNEMP_10 ET_EMPSTATUS_10 EP_UNEMP_10 EPL_UNEMP_10 F_UNEMP_10 E_HBURD_OWN_10 ET_HOUSINGCOST_OWN_10 EP_HBURD_OWN_10 EPL_HBURD_OWN_10 F_HBURD_OWN_10 E_HBURD_RENT_10 ET_HOUSINGCOST_RENT_10 EP_HBURD_RENT_10 EPL_HBURD_RENT_10 F_HBURD_RENT_10 E_HBURD_10 ET_HOUSINGCOST_10 EP_HBURD_10 EPL_HBURD_10 F_HBURD_10 E_NOHSDP_10 ET_EDSTATUS_10 EP_NOHSDP_10 EPL_NOHSDP_10 F_NOHSDP_10 E_UNINSUR_12 ET_INSURSTATUS_12 EP_UNINSUR_12 EPL_UNINSUR_12 F_UNINSUR_12 E_AGE65_10 EP_AGE65_10 EPL_AGE65_10 F_AGE65_10 E_AGE17_10 EP_AGE17_10 EPL_AGE17_10 F_AGE17_10 E_DISABL_12 ET_DISABLSTATUS_12 EP_DISABL_12 EPL_DISABL_12 F_DISABL_12 E_SNGPNT_10 ET_FAMILIES_10 EP_SNGPNT_10 EPL_SNGPNT_10 F_SNGPNT_10 E_LIMENG_10 ET_POPAGE5UP_10 EP_LIMENG_10 EPL_LIMENG_10 F_LIMENG_10 E_MINRTY_10 ET_POPETHRACE_10 EP_MINRTY_10 EPL_MINRTY_10 F_MINRTY_10 E_STRHU_10 E_MUNIT_10 EP_MUNIT_10 EPL_MUNIT_10 F_MUNIT_10 E_MOBILE_10 EP_MOBILE_10 EPL_MOBILE_10 F_MOBILE_10 E_CROWD_10 ET_OCCUPANTS_10 EP_CROWD_10 EPL_CROWD_10 F_CROWD_10 E_NOVEH_10 ET_KNOWNVEH_10 EP_NOVEH_10 EPL_NOVEH_10 F_NOVEH_10 E_GROUPQ_10 ET_HHTYPE_10 EP_GROUPQ_10 EPL_GROUPQ_10 F_GROUPQ_10 SPL_THEME1 RPL_THEME1 F_THEME1 SPL_THEME2 RPL_THEME2 F_THEME2 SPL_THEME3 RPL_THEME3 F_THEME3 SPL_THEME4 RPL_THEME4 F_THEME4 SPL_THEMES RPL_THEMES F_TOTAL
06001406202 06 001 406202 CA California Alameda County 4 West Region 9 Pacific Division 4277 1410 1219 2489 4043 61.56320 0.9776 1 149 1963 7.590423 0.4537 0 126 181 69.61326 0.9765 1 639 1038 61.56069 0.7845 0 765 1219 62.75636 0.9469 1 1221 2660 45.90226 0.9193 1 1512 4151 36.42496 0.9557 1 237 5.541267 0.1358 0 1323 30.93290 0.81310 0 138 2818 4.897090 0.03194 0 249 802 31.04738 0.8938 0 1554 3658 42.48223 0.9887 1 3956 4277 92.49474 0.8945 0 1410 699 49.574468 0.9294 1 0 0.00000 0.2497 0 360 1219 29.53240 0.9567 1 333 1219 27.31747 0.9634 1 234 4277 5.471125 0.9169 1 4.2532 0.9191 4 2.86334 0.6632 1 0.8945 0.8852 0 4.0161 0.9751 4 12.02714 0.9404 9
06029005003 06 029 005003 CA California Kern County 4 West Region 9 Pacific Division 4434 962 916 1823 3771 48.34261 0.9206 1 84 1228 6.840391 0.3763 0 191 387 49.35401 0.7662 0 264 529 49.90548 0.4845 0 455 916 49.67249 0.6776 0 1529 2741 55.78256 0.9645 1 1002 3641 27.51991 0.8544 0 760 17.140280 0.8321 0 1360 30.67208 0.80330 0 342 2242 15.254237 0.68830 0 299 798 37.46867 0.9551 1 1150 3972 28.95267 0.9336 1 3903 4434 88.02436 0.8500 0 962 53 5.509355 0.4464 0 160 16.63202 0.9031 1 215 916 23.47162 0.9197 1 163 916 17.79476 0.9073 1 837 4434 18.876861 0.9704 1 3.7934 0.8176 2 4.21240 0.9846 2 0.8500 0.8413 0 4.1469 0.9829 4 13.00270 0.9823 8
06037122410 06 037 122410 CA California Los Angeles County 4 West Region 9 Pacific Division 4035 1169 1085 1887 3833 49.23037 0.9263 1 172 1998 8.608609 0.5442 0 8 49 16.32653 0.0145 0 570 1036 55.01931 0.6218 0 578 1085 53.27189 0.7840 0 1416 2524 56.10143 0.9656 1 1703 3680 46.27717 0.9916 1 343 8.500620 0.3437 0 1098 27.21190 0.65140 0 209 2681 7.795599 0.14800 0 150 729 20.57613 0.6832 0 1434 3806 37.67735 0.9782 1 3706 4035 91.84634 0.8878 0 1169 887 75.876818 0.9760 1 0 0.00000 0.2497 0 504 1085 46.45161 0.9939 1 257 1085 23.68664 0.9475 1 310 4035 7.682776 0.9377 1 4.2117 0.9108 3 2.80450 0.6363 1 0.8878 0.8786 0 4.1048 0.9806 4 12.00880 0.9388 8
06037191110 06 037 191110 CA California Los Angeles County 4 West Region 9 Pacific Division 4225 1164 1091 1635 3884 42.09578 0.8687 0 218 2450 8.897959 0.5710 0 27 27 100.00000 0.9978 1 696 1064 65.41353 0.8593 0 723 1091 66.26948 0.9733 1 876 3313 26.44129 0.7625 0 1500 3316 45.23522 0.9897 1 739 17.491124 0.8412 0 499 11.81065 0.06536 0 550 2953 18.625127 0.83560 0 143 563 25.39964 0.7999 0 963 4045 23.80717 0.8903 0 2100 4225 49.70414 0.5240 0 1164 696 59.793814 0.9540 1 0 0.00000 0.2497 0 250 1091 22.91476 0.9159 1 334 1091 30.61412 0.9722 1 1441 4225 34.106509 0.9847 1 4.1652 0.9003 2 3.43236 0.8910 0 0.5240 0.5186 0 4.0765 0.9787 4 12.19806 0.9513 6
06037191410 06 037 191410 CA California Los Angeles County 4 West Region 9 Pacific Division 5354 1806 1764 2823 5311 53.15383 0.9480 1 466 2755 16.914700 0.9360 1 38 76 50.00000 0.7803 0 987 1688 58.47156 0.7124 0 1025 1764 58.10658 0.8878 0 1633 3620 45.11050 0.9151 1 2003 4966 40.33427 0.9751 1 425 7.937990 0.3025 0 1273 23.77662 0.46370 0 393 3698 10.627366 0.35780 0 267 938 28.46482 0.8556 0 1630 4988 32.67843 0.9556 1 4912 5354 91.74449 0.8867 0 1806 1145 63.399778 0.9603 1 0 0.00000 0.2497 0 511 1764 28.96825 0.9536 1 569 1764 32.25624 0.9761 1 456 5354 8.516997 0.9427 1 4.6620 0.9778 4 2.93520 0.6932 1 0.8867 0.8775 0 4.0824 0.9789 4 12.56630 0.9708 9
06037195710 06 037 195710 CA California Los Angeles County 4 West Region 9 Pacific Division 4975 1431 1376 2575 4828 53.33471 0.9488 1 211 2384 8.850671 0.5665 0 159 210 75.71429 0.9865 1 682 1166 58.49057 0.7127 0 841 1376 61.11919 0.9305 1 1174 2990 39.26421 0.8776 0 2201 4632 47.51727 0.9934 1 397 7.979900 0.3050 0 1243 24.98492 0.53090 0 457 3663 12.476112 0.50070 0 261 923 28.27736 0.8521 0 1380 4741 29.10778 0.9346 1 4441 4975 89.26633 0.8629 0 1431 644 45.003494 0.9151 1 0 0.00000 0.2497 0 366 1376 26.59884 0.9409 1 360 1376 26.16279 0.9590 1 636 4975 12.783920 0.9600 1 4.3168 0.9299 3 3.12330 0.7819 1 0.8629 0.8540 0 4.0247 0.9756 4 12.32770 0.9587 8 
# THEME4 - 2020
svi_2020_divisional %>% arrange(desc(F_THEME4)) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_20 E_HU_20 E_HH_20 E_POV150_20 ET_POVSTATUS_20 EP_POV150_20 EPL_POV150_20 F_POV150_20 E_UNEMP_20 ET_EMPSTATUS_20 EP_UNEMP_20 EPL_UNEMP_20 F_UNEMP_20 E_HBURD_OWN_20 ET_HOUSINGCOST_OWN_20 EP_HBURD_OWN_20 EPL_HBURD_OWN_20 F_HBURD_OWN_20 E_HBURD_RENT_20 ET_HOUSINGCOST_RENT_20 EP_HBURD_RENT_20 EPL_HBURD_RENT_20 F_HBURD_RENT_20 E_HBURD_20 ET_HOUSINGCOST_20 EP_HBURD_20 EPL_HBURD_20 F_HBURD_20 E_NOHSDP_20 ET_EDSTATUS_20 EP_NOHSDP_20 EPL_NOHSDP_20 F_NOHSDP_20 E_UNINSUR_20 ET_INSURSTATUS_20 EP_UNINSUR_20 EPL_UNINSUR_20 F_UNINSUR_20 E_AGE65_20 EP_AGE65_20 EPL_AGE65_20 F_AGE65_20 E_AGE17_20 EP_AGE17_20 EPL_AGE17_20 F_AGE17_20 E_DISABL_20 ET_DISABLSTATUS_20 EP_DISABL_20 EPL_DISABL_20 F_DISABL_20 E_SNGPNT_20 ET_FAMILIES_20 EP_SNGPNT_20 EPL_SNGPNT_20 F_SNGPNT_20 E_LIMENG_20 ET_POPAGE5UP_20 EP_LIMENG_20 EPL_LIMENG_20 F_LIMENG_20 E_MINRTY_20 ET_POPETHRACE_20 EP_MINRTY_20 EPL_MINRTY_20 F_MINRTY_20 E_STRHU_20 E_MUNIT_20 EP_MUNIT_20 EPL_MUNIT_20 F_MUNIT_20 E_MOBILE_20 EP_MOBILE_20 EPL_MOBILE_20 F_MOBILE_20 E_CROWD_20 ET_OCCUPANTS_20 EP_CROWD_20 EPL_CROWD_20 F_CROWD_20 E_NOVEH_20 ET_KNOWNVEH_20 EP_NOVEH_20 EPL_NOVEH_20 F_NOVEH_20 E_GROUPQ_20 ET_HHTYPE_20 EP_GROUPQ_20 EPL_GROUPQ_20 F_GROUPQ_20 SPL_THEME1 RPL_THEME1 F_THEME1 SPL_THEME2 RPL_THEME2 F_THEME2 SPL_THEME3 RPL_THEME3 F_THEME3 SPL_THEME4 RPL_THEME4 F_THEME4 SPL_THEMES RPL_THEMES F_TOTAL
06001406202 06 001 406202 CA California Alameda County 4 West Region 9 Pacific Division 4712 1359 1236 1983 4550 43.58242 0.9287 1 52 2125 2.447059 0.1294 0 38 135 28.148148 0.47000 0 539 1101 48.95549 0.4892 0 577 1236 46.68285 0.7791 0 1285 3228 39.80793 0.9315 1 919 4550 20.19780 0.9760 1 677 14.367572 0.50400 0 1192 25.29711 0.7037 0 548 3358 16.319238 0.7121 0 208 834 24.94005 0.8367 0 1091 4277 25.50853 0.9500 1 4274 4712 90.70458 0.8641 0 1359 626 46.06328 0.9124 1 9 0.6622517 0.5698 0 398 1236 32.20065 0.9775 1 201 1236 16.26214 0.9090 1 205 4712 4.350594 0.9179 1 3.7447 0.8294 3 3.70650 0.9578 1 0.8641 0.8564 0 4.2866 0.9855 4 12.60190 0.9759 8
06037190901 06 037 190901 CA California Los Angeles County 4 West Region 9 Pacific Division 4361 1572 1336 1841 4361 42.21509 0.9197 1 163 2638 6.178923 0.5984 0 46 107 42.990654 0.90190 1 658 1229 53.53946 0.6151 0 704 1336 52.69461 0.8896 0 1125 3211 35.03581 0.8988 0 1031 4361 23.64137 0.9893 1 294 6.741573 0.08051 0 723 16.57877 0.2010 0 306 3638 8.411215 0.1589 0 168 777 21.62162 0.7655 0 1672 4167 40.12479 0.9954 1 3775 4361 86.56271 0.8092 0 1572 814 51.78117 0.9305 1 21 1.3358779 0.6356 0 574 1336 42.96407 0.9952 1 303 1336 22.67964 0.9542 1 323 4361 7.406558 0.9525 1 4.2958 0.9366 2 2.20131 0.3201 1 0.8092 0.8021 0 4.4680 0.9873 4 11.77431 0.9383 7
06037191410 06 037 191410 CA California Los Angeles County 4 West Region 9 Pacific Division 3841 1617 1460 1414 3729 37.91901 0.8823 0 198 2355 8.407643 0.7905 0 6 65 9.230769 0.01244 0 712 1395 51.03943 0.5424 0 718 1460 49.17808 0.8318 0 710 2941 24.14145 0.7940 0 401 3729 10.75355 0.7988 0 358 9.320490 0.20090 0 599 15.59490 0.1643 0 410 3130 13.099042 0.5062 0 169 747 22.62383 0.7891 0 795 3701 21.48068 0.9163 1 3205 3841 83.44181 0.7733 0 1617 1013 62.64688 0.9543 1 0 0.0000000 0.2466 0 407 1460 27.87671 0.9611 1 367 1460 25.13699 0.9633 1 231 3841 6.014059 0.9420 1 4.0974 0.9016 0 2.57680 0.5256 1 0.7733 0.7664 0 4.0673 0.9772 4 11.51480 0.9196 5
06037209401 06 037 209401 CA California Los Angeles County 4 West Region 9 Pacific Division 4018 1664 1555 1944 3767 51.60605 0.9705 1 130 1912 6.799163 0.6633 0 9 9 100.000000 0.99870 1 708 1546 45.79560 0.4046 0 717 1555 46.10932 0.7646 0 1486 2740 54.23358 0.9891 1 1028 3767 27.28962 0.9966 1 756 18.815331 0.72220 0 864 21.50324 0.4810 0 579 2910 19.896907 0.8514 0 185 817 22.64382 0.7897 0 1603 3910 40.99744 0.9959 1 3738 4018 93.03136 0.8959 0 1664 1391 83.59375 0.9816 1 0 0.0000000 0.2466 0 482 1555 30.99678 0.9747 1 735 1555 47.26688 0.9921 1 251 4018 6.246889 0.9442 1 4.3841 0.9494 3 3.84020 0.9723 1 0.8959 0.8880 0 4.1392 0.9811 4 13.25940 0.9854 8
06037209402 06 037 209402 CA California Los Angeles County 4 West Region 9 Pacific Division 4132 1296 1191 1884 3972 47.43202 0.9516 1 269 2451 10.975112 0.9032 1 9 26 34.615385 0.71350 0 617 1165 52.96137 0.5996 0 626 1191 52.56087 0.8876 0 1697 2440 69.54918 0.9994 1 1988 3972 50.05035 1.0000 1 326 7.889642 0.13060 0 1080 26.13746 0.7472 0 369 2892 12.759336 0.4803 0 335 775 43.22581 0.9878 1 2437 3861 63.11836 0.9999 1 3914 4132 94.72410 0.9176 1 1296 1244 95.98765 0.9960 1 0 0.0000000 0.2466 0 776 1191 65.15533 0.9998 1 733 1191 61.54492 0.9964 1 205 4132 4.961278 0.9296 1 4.7418 0.9841 4 3.34580 0.8812 2 0.9176 0.9095 1 4.1684 0.9820 4 13.17360 0.9851 11
06037209810 06 037 209810 CA California Los Angeles County 4 West Region 9 Pacific Division 2640 793 737 1289 2257 57.11121 0.9859 1 152 1234 12.317666 0.9346 1 7 15 46.666667 0.94060 1 421 722 58.31025 0.7389 0 428 737 58.07327 0.9475 1 1019 1955 52.12276 0.9846 1 702 2257 31.10323 0.9982 1 520 19.696970 0.75590 0 419 15.87121 0.1727 0 274 1838 14.907508 0.6324 0 120 504 23.80952 0.8128 0 1079 2513 42.93673 0.9971 1 2382 2640 90.22727 0.8574 0 793 590 74.40101 0.9727 1 0 0.0000000 0.2466 0 422 737 57.25916 0.9993 1 216 737 29.30801 0.9738 1 532 2640 20.151515 0.9767 1 4.8508 0.9869 5 3.37090 0.8877 1 0.8574 0.8498 0 4.1691 0.9821 4 13.24820 0.9853 10

The most vulnerable tracts for THEME4 are Kern and Los Angeles County for 2010 and 2020.

# Most Vulnerable Tracts - Divisional
# TOTAL - 2010
svi_2010_divisional %>% arrange(desc(F_TOTAL)) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_10 E_HU_10 E_HH_10 E_POV150_10 ET_POVSTATUS_10 EP_POV150_10 EPL_POV150_10 F_POV150_10 E_UNEMP_10 ET_EMPSTATUS_10 EP_UNEMP_10 EPL_UNEMP_10 F_UNEMP_10 E_HBURD_OWN_10 ET_HOUSINGCOST_OWN_10 EP_HBURD_OWN_10 EPL_HBURD_OWN_10 F_HBURD_OWN_10 E_HBURD_RENT_10 ET_HOUSINGCOST_RENT_10 EP_HBURD_RENT_10 EPL_HBURD_RENT_10 F_HBURD_RENT_10 E_HBURD_10 ET_HOUSINGCOST_10 EP_HBURD_10 EPL_HBURD_10 F_HBURD_10 E_NOHSDP_10 ET_EDSTATUS_10 EP_NOHSDP_10 EPL_NOHSDP_10 F_NOHSDP_10 E_UNINSUR_12 ET_INSURSTATUS_12 EP_UNINSUR_12 EPL_UNINSUR_12 F_UNINSUR_12 E_AGE65_10 EP_AGE65_10 EPL_AGE65_10 F_AGE65_10 E_AGE17_10 EP_AGE17_10 EPL_AGE17_10 F_AGE17_10 E_DISABL_12 ET_DISABLSTATUS_12 EP_DISABL_12 EPL_DISABL_12 F_DISABL_12 E_SNGPNT_10 ET_FAMILIES_10 EP_SNGPNT_10 EPL_SNGPNT_10 F_SNGPNT_10 E_LIMENG_10 ET_POPAGE5UP_10 EP_LIMENG_10 EPL_LIMENG_10 F_LIMENG_10 E_MINRTY_10 ET_POPETHRACE_10 EP_MINRTY_10 EPL_MINRTY_10 F_MINRTY_10 E_STRHU_10 E_MUNIT_10 EP_MUNIT_10 EPL_MUNIT_10 F_MUNIT_10 E_MOBILE_10 EP_MOBILE_10 EPL_MOBILE_10 F_MOBILE_10 E_CROWD_10 ET_OCCUPANTS_10 EP_CROWD_10 EPL_CROWD_10 F_CROWD_10 E_NOVEH_10 ET_KNOWNVEH_10 EP_NOVEH_10 EPL_NOVEH_10 F_NOVEH_10 E_GROUPQ_10 ET_HHTYPE_10 EP_GROUPQ_10 EPL_GROUPQ_10 F_GROUPQ_10 SPL_THEME1 RPL_THEME1 F_THEME1 SPL_THEME2 RPL_THEME2 F_THEME2 SPL_THEME3 RPL_THEME3 F_THEME3 SPL_THEME4 RPL_THEME4 F_THEME4 SPL_THEMES RPL_THEMES F_TOTAL
06037224310 06 037 224310 CA California Los Angeles County 4 West Region 9 Pacific Division 2459 682 634 1433 2459 58.27572 0.9693 1 328 1466 22.373806 0.9847 1 43 43 100.00000 0.9978 1 365 591 61.75973 0.7894 0 408 634 64.35331 0.9622 1 827 1456 56.79945 0.9688 1 1121 2282 49.12358 0.9945 1 170 6.913379 0.22720 0 537 21.83815 0.3538 0 169 1739 9.718229 0.281800 0 140 397 35.26448 0.9391 1 1043 2291 45.52597 0.9936 1 2317 2459 94.22529 0.9132 1 682 312 45.747801 0.9175 1 0 0.0000000 0.2497 0 330 634 52.05047 0.9975 1 259 634 40.85173 0.9860 1 191 2459 7.767385 0.9388 1 4.8795 0.9867 5 2.795500 0.6316 2 0.9132 0.9038 1 4.0895 0.9795 4 12.67770 0.9748 12
06037575401 06 037 575401 CA California Los Angeles County 4 West Region 9 Pacific Division 5257 1255 1139 2898 5149 56.28277 0.9607 1 379 2399 15.798249 0.9142 1 31 31 100.00000 0.9978 1 564 1108 50.90253 0.5099 0 595 1139 52.23881 0.7576 0 1236 2660 46.46617 0.9231 1 1712 5019 34.11038 0.9371 1 79 1.502758 0.01413 0 1808 34.39224 0.9161 1 576 3558 16.188870 0.738600 0 367 897 40.91416 0.9728 1 1306 4571 28.57143 0.9308 1 5041 5257 95.89119 0.9330 1 1255 644 51.314741 0.9346 1 0 0.0000000 0.2497 0 517 1139 45.39069 0.9930 1 228 1139 20.01756 0.9280 1 661 5257 12.573711 0.9593 1 4.4927 0.9582 4 3.572430 0.9239 3 0.9330 0.9233 1 4.0646 0.9774 4 13.06273 0.9829 12
06029002200 06 029 002200 CA California Kern County 4 West Region 9 Pacific Division 5773 1814 1648 4329 5773 74.98701 0.9967 1 405 2108 19.212524 0.9655 1 253 628 40.28662 0.4934 0 762 1020 74.70588 0.9600 1 1015 1648 61.58981 0.9353 1 1638 2904 56.40496 0.9671 1 1893 5918 31.98716 0.9175 1 250 4.330504 0.07541 0 2352 40.74138 0.9882 1 766 3597 21.295524 0.904800 1 635 1264 50.23734 0.9948 1 1455 5133 28.34600 0.9297 1 5671 5773 98.23315 0.9658 1 1814 21 1.157663 0.2597 0 61 3.3627343 0.7094 0 333 1648 20.20631 0.8923 0 415 1648 25.18204 0.9551 1 0 5773 0.000000 0.3743 0 4.7821 0.9844 5 3.892910 0.9737 4 0.9658 0.9558 1 3.1908 0.7966 1 12.83161 0.9792 11
06037117405 06 037 117405 CA California Los Angeles County 4 West Region 9 Pacific Division 3723 800 763 2469 3645 67.73663 0.9907 1 162 1388 11.671470 0.7680 0 29 58 50.00000 0.7803 0 426 705 60.42553 0.7622 0 455 763 59.63303 0.9112 1 1020 1543 66.10499 0.9921 1 1448 3671 39.44429 0.9712 1 67 1.799624 0.01636 0 1748 46.95138 0.9985 1 33 2157 1.529903 0.003911 0 302 763 39.58060 0.9677 1 1134 3210 35.32710 0.9695 1 3706 3723 99.54338 0.9867 1 800 685 85.625000 0.9843 1 0 0.0000000 0.2497 0 409 763 53.60419 0.9982 1 266 763 34.86239 0.9798 1 0 3723 0.000000 0.3743 0 4.6332 0.9748 4 2.955971 0.7030 3 0.9867 0.9765 1 3.5863 0.9193 3 12.16217 0.9492 11
06037117510 06 037 117510 CA California Los Angeles County 4 West Region 9 Pacific Division 4097 1132 1112 1859 4052 45.87858 0.9022 1 203 1955 10.383632 0.6884 0 113 185 61.08108 0.9399 1 550 927 59.33118 0.7359 0 663 1112 59.62230 0.9108 1 1117 2106 53.03894 0.9542 1 1531 3891 39.34721 0.9707 1 164 4.002929 0.06109 0 1553 37.90578 0.9696 1 215 2478 8.676352 0.206600 0 392 888 44.14414 0.9835 1 920 3632 25.33040 0.9047 1 3947 4097 96.33878 0.9399 1 1132 772 68.197880 0.9674 1 10 0.8833922 0.5820 0 356 1112 32.01439 0.9655 1 234 1112 21.04317 0.9344 1 0 4097 0.000000 0.3743 0 4.4263 0.9491 4 3.125490 0.7832 3 0.9399 0.9302 1 3.8236 0.9563 3 12.31529 0.9579 11
06037117520 06 037 117520 CA California Los Angeles County 4 West Region 9 Pacific Division 3573 914 857 1781 3484 51.11940 0.9369 1 107 1559 6.863374 0.3792 0 82 139 58.99281 0.9213 1 477 718 66.43454 0.8758 0 559 857 65.22754 0.9672 1 808 1719 47.00407 0.9259 1 1333 3513 37.94478 0.9650 1 57 1.595298 0.01497 0 1384 38.73496 0.9765 1 315 2305 13.665944 0.584200 0 284 731 38.85089 0.9645 1 908 3194 28.42830 0.9302 1 3438 3573 96.22166 0.9383 1 914 549 60.065646 0.9545 1 0 0.0000000 0.2497 0 370 857 43.17386 0.9901 1 151 857 17.61960 0.9046 1 0 3573 0.000000 0.3743 0 4.1742 0.9024 4 3.470370 0.9012 3 0.9383 0.9286 1 3.4732 0.8914 3 12.05607 0.9425 11 
# TOTAL - 2020
svi_2020_divisional %>% 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
06037120103 06 037 120103 CA California Los Angeles County 4 West Region 9 Pacific Division 3376 872 862 1895 3320 57.07831 0.9858 1 199 1620 12.283951 0.9340 1 5 66 7.575758 0.009483 0 596 796 74.87437 0.9745 1 601 862 69.72158 0.9937 1 967 1975 48.96203 0.9762 1 572 3376 16.943128 0.9452 1 177 5.242891 0.04216 0 1225 36.28554 0.9825 1 338 2151 15.71362 0.6784 0 240 742 32.34501 0.9379 1 1178 3089 38.13532 0.9941 1 3309 3376 98.01540 0.9647 1 872 785 90.02294 0.9875 1 0 0.000000 0.2466 0 343 862 39.79118 0.9928 1 249 862 28.88631 0.9724 1 0 3376 0.000000 0.1370 0 4.8349 0.9867 5 3.63506 0.9478 3 0.9647 0.9562 1 3.3363 0.8417 3 12.77096 0.9792 12
06037224420 06 037 224420 CA California Los Angeles County 4 West Region 9 Pacific Division 2651 943 883 1562 2389 65.38301 0.9937 1 232 1430 16.223776 0.9795 1 13 57 22.807018 0.242700 0 584 826 70.70218 0.9507 1 597 883 67.61042 0.9906 1 894 1588 56.29723 0.9921 1 605 2651 22.821577 0.9864 1 243 9.166352 0.19270 0 543 20.48284 0.4126 0 211 1889 11.16993 0.3595 0 207 571 36.25219 0.9655 1 870 2539 34.26546 0.9881 1 2523 2651 95.17163 0.9237 1 943 540 57.26405 0.9432 1 0 0.000000 0.2466 0 344 883 38.95810 0.9915 1 302 883 34.20159 0.9827 1 253 2651 9.543568 0.9604 1 4.9423 0.9875 5 2.91840 0.7086 2 0.9237 0.9155 1 4.1244 0.9802 4 12.90880 0.9820 12
06019000800 06 019 000800 CA California Fresno County 4 West Region 9 Pacific Division 1403 479 451 828 1333 62.11553 0.9920 1 68 362 18.784530 0.9900 1 23 75 30.666667 0.570100 0 244 376 64.89362 0.8764 0 267 451 59.20177 0.9570 1 308 768 40.10417 0.9328 1 62 1333 4.651163 0.3867 0 294 20.955096 0.79910 0 568 40.48468 0.9958 1 279 765 36.47059 0.9965 1 77 232 33.18966 0.9445 1 294 1225 24.00000 0.9389 1 1062 1403 75.69494 0.6963 0 479 223 46.55532 0.9134 1 43 8.977035 0.8338 0 84 451 18.62528 0.8882 0 171 451 37.91574 0.9865 1 70 1403 4.989309 0.9301 1 4.2585 0.9309 4 4.67480 0.9873 4 0.6963 0.6902 0 4.5520 0.9876 3 14.18160 0.9869 11
06019007802 06 019 007802 CA California Fresno County 4 West Region 9 Pacific Division 4845 1318 1186 3295 4845 68.00826 0.9953 1 216 1847 11.694640 0.9225 1 39 158 24.683544 0.315100 0 480 1028 46.69261 0.4272 0 519 1186 43.76054 0.7000 0 1919 2601 73.77932 0.9999 1 976 4845 20.144479 0.9758 1 267 5.510836 0.04736 0 1821 37.58514 0.9889 1 332 3024 10.97884 0.3430 0 319 979 32.58427 0.9398 1 1921 4303 44.64327 0.9981 1 4574 4845 94.40660 0.9134 1 1318 233 17.67830 0.6950 0 56 4.248862 0.7463 0 263 1186 22.17538 0.9209 1 289 1186 24.36762 0.9608 1 189 4845 3.900929 0.9082 1 4.5935 0.9740 4 3.31716 0.8728 3 0.9134 0.9053 1 4.2312 0.9843 3 13.05526 0.9839 11
06037120107 06 037 120107 CA California Los Angeles County 4 West Region 9 Pacific Division 4060 1136 1126 2050 4009 51.13495 0.9682 1 208 1907 10.907184 0.9010 1 16 56 28.571429 0.486100 0 724 1070 67.66355 0.9170 1 740 1126 65.71936 0.9862 1 1122 2187 51.30315 0.9829 1 643 4060 15.837438 0.9306 1 247 6.083744 0.05989 0 1416 34.87685 0.9726 1 341 2644 12.89713 0.4917 0 306 893 34.26652 0.9534 1 1434 3565 40.22440 0.9954 1 3932 4060 96.84729 0.9488 1 1136 970 85.38732 0.9837 1 0 0.000000 0.2466 0 475 1126 42.18472 0.9948 1 137 1126 12.16696 0.8429 0 0 4060 0.000000 0.1370 0 4.7689 0.9853 5 3.47299 0.9168 3 0.9488 0.9404 1 3.2050 0.7941 2 12.39569 0.9687 11
06037204420 06 037 204420 CA California Los Angeles County 4 West Region 9 Pacific Division 2951 994 871 1455 2936 49.55722 0.9613 1 90 1281 7.025761 0.6839 0 15 68 22.058823 0.215300 0 463 803 57.65878 0.7238 0 478 871 54.87945 0.9171 1 943 1796 52.50557 0.9855 1 493 2951 16.706201 0.9422 1 249 8.437818 0.15600 0 740 25.07625 0.6932 0 483 2211 21.84532 0.9004 1 195 649 30.04622 0.9123 1 869 2801 31.02463 0.9781 1 2879 2951 97.56015 0.9591 1 994 414 41.64990 0.8948 0 0 0.000000 0.2466 0 256 871 29.39150 0.9679 1 225 871 25.83238 0.9654 1 138 2951 4.676381 0.9242 1 4.4900 0.9633 4 3.64000 0.9488 3 0.9591 0.9506 1 3.9989 0.9722 3 13.08800 0.9843 11

The most vulnerable tracts overall are located in Kern, Los Angeles, and Fresno County.

Least Vulnerable

# Least Vulnerable Tracts - Divisional
# THEME1 - 2010
svi_2010_divisional %>% arrange((F_THEME1)) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_10 E_HU_10 E_HH_10 E_POV150_10 ET_POVSTATUS_10 EP_POV150_10 EPL_POV150_10 F_POV150_10 E_UNEMP_10 ET_EMPSTATUS_10 EP_UNEMP_10 EPL_UNEMP_10 F_UNEMP_10 E_HBURD_OWN_10 ET_HOUSINGCOST_OWN_10 EP_HBURD_OWN_10 EPL_HBURD_OWN_10 F_HBURD_OWN_10 E_HBURD_RENT_10 ET_HOUSINGCOST_RENT_10 EP_HBURD_RENT_10 EPL_HBURD_RENT_10 F_HBURD_RENT_10 E_HBURD_10 ET_HOUSINGCOST_10 EP_HBURD_10 EPL_HBURD_10 F_HBURD_10 E_NOHSDP_10 ET_EDSTATUS_10 EP_NOHSDP_10 EPL_NOHSDP_10 F_NOHSDP_10 E_UNINSUR_12 ET_INSURSTATUS_12 EP_UNINSUR_12 EPL_UNINSUR_12 F_UNINSUR_12 E_AGE65_10 EP_AGE65_10 EPL_AGE65_10 F_AGE65_10 E_AGE17_10 EP_AGE17_10 EPL_AGE17_10 F_AGE17_10 E_DISABL_12 ET_DISABLSTATUS_12 EP_DISABL_12 EPL_DISABL_12 F_DISABL_12 E_SNGPNT_10 ET_FAMILIES_10 EP_SNGPNT_10 EPL_SNGPNT_10 F_SNGPNT_10 E_LIMENG_10 ET_POPAGE5UP_10 EP_LIMENG_10 EPL_LIMENG_10 F_LIMENG_10 E_MINRTY_10 ET_POPETHRACE_10 EP_MINRTY_10 EPL_MINRTY_10 F_MINRTY_10 E_STRHU_10 E_MUNIT_10 EP_MUNIT_10 EPL_MUNIT_10 F_MUNIT_10 E_MOBILE_10 EP_MOBILE_10 EPL_MOBILE_10 F_MOBILE_10 E_CROWD_10 ET_OCCUPANTS_10 EP_CROWD_10 EPL_CROWD_10 F_CROWD_10 E_NOVEH_10 ET_KNOWNVEH_10 EP_NOVEH_10 EPL_NOVEH_10 F_NOVEH_10 E_GROUPQ_10 ET_HHTYPE_10 EP_GROUPQ_10 EPL_GROUPQ_10 F_GROUPQ_10 SPL_THEME1 RPL_THEME1 F_THEME1 SPL_THEME2 RPL_THEME2 F_THEME2 SPL_THEME3 RPL_THEME3 F_THEME3 SPL_THEME4 RPL_THEME4 F_THEME4 SPL_THEMES RPL_THEMES F_TOTAL
02016000200 02 016 000200 AK Alaska Aleutians West Census Area 4 West Region 9 Pacific Division 4485 507 355 1315 4469 29.424927 0.70570 0 87 3859 2.254470 0.03381 0 20 94 21.27660 0.03822 0 35 261 13.40996 0.02120 0 55 355 15.49296 0.004567 0 1292 3728 34.656652 0.84450 0 981 4256 23.049812 0.76210 0 186 4.147157 0.06676 0 384 8.561873 0.03989 0 235 3656 6.42779 0.07933 0 38 204 18.627451 0.62370 0 1458 4397 33.1589720 0.95840 1 3616 4485 80.62430 0.7822 0 507 85 16.765286 0.69850 0 32 6.3116371 0.7700 0 41 355 11.549296 0.77600 0 30 355 8.4507042 0.69980 0 3507 4485 78.1939799 0.9938 1 2.350677 0.46640 0 1.76808 0.15490 1 0.7822 0.7742 0 3.93810 0.96900 1 8.839057 0.61190 2
02020000101 02 020 000101 AK Alaska Anchorage Municipality 4 West Region 9 Pacific Division 5475 1957 1796 296 5463 5.418268 0.08172 0 229 2885 7.937608 0.48540 0 364 1522 23.91590 0.06363 0 39 274 14.23358 0.02232 0 403 1796 22.43875 0.018830 0 121 3476 3.481013 0.12790 0 863 5853 14.744575 0.48360 0 236 4.310502 0.07411 0 1614 29.479452 0.75790 0 524 4028 13.00894 0.54240 0 65 1496 4.344920 0.06955 0 13 5202 0.2499039 0.07262 0 759 5475 13.86301 0.1072 0 1957 0 0.000000 0.09395 0 167 8.5334696 0.8076 0 134 1796 7.461024 0.66950 0 11 1796 0.6124722 0.08007 0 0 5475 0.0000000 0.3743 0 1.197450 0.15050 0 1.51658 0.08466 0 0.1072 0.1061 0 2.02542 0.27610 0 4.846650 0.10610 0
02020000102 02 020 000102 AK Alaska Anchorage Municipality 4 West Region 9 Pacific Division 4240 1923 1654 286 4240 6.745283 0.12010 0 198 2385 8.301887 0.51840 0 275 1235 22.26721 0.04612 0 248 419 59.18854 0.73210 0 523 1654 31.62031 0.108600 0 242 2799 8.645945 0.36450 0 838 4982 16.820554 0.56690 0 259 6.108491 0.17290 0 1038 24.481132 0.50340 0 809 3707 21.82358 0.91630 1 97 1071 9.056956 0.24130 0 0 4007 0.0000000 0.02799 0 955 4240 22.52358 0.2295 0 1923 169 8.788351 0.54130 0 147 7.6443058 0.7936 0 33 1654 1.995163 0.34020 0 103 1654 6.2273277 0.58930 0 0 4240 0.0000000 0.3743 0 1.678500 0.27600 0 1.86189 0.19010 1 0.2295 0.2271 0 2.63870 0.55190 0 6.408590 0.29520 1
02020000201 02 020 000201 AK Alaska Anchorage Municipality 4 West Region 9 Pacific Division 4085 1543 1532 296 4085 7.246022 0.13670 0 46 2089 2.202011 0.03307 0 302 969 31.16615 0.19620 0 187 563 33.21492 0.13830 0 489 1532 31.91906 0.113500 0 164 2395 6.847599 0.28750 0 811 3466 23.398730 0.77070 0 133 3.255814 0.03812 0 1199 29.351285 0.75230 0 320 2468 12.96596 0.53850 0 171 1083 15.789474 0.52510 0 7 3810 0.1837270 0.06378 0 743 4085 18.18849 0.1723 0 1543 54 3.499676 0.37950 0 7 0.4536617 0.5183 0 32 1532 2.088773 0.34980 0 49 1532 3.1984334 0.36020 0 0 4085 0.0000000 0.3743 0 1.341470 0.18750 0 1.91780 0.21070 0 0.1723 0.1705 0 1.98210 0.25830 0 5.413670 0.16940 0
02020000202 02 020 000202 AK Alaska Anchorage Municipality 4 West Region 9 Pacific Division 5546 2182 2113 526 5546 9.484313 0.21140 0 227 3160 7.183544 0.41200 0 543 1621 33.49784 0.25970 0 190 492 38.61789 0.21800 0 733 2113 34.69001 0.171000 0 165 3512 4.698178 0.18740 0 656 6077 10.794800 0.31640 0 316 5.697800 0.14500 0 1469 26.487559 0.61570 0 518 4455 11.62739 0.43500 0 183 1558 11.745828 0.35940 0 0 5025 0.0000000 0.02799 0 1048 5546 18.89650 0.1812 0 2182 71 3.253896 0.36860 0 0 0.0000000 0.2497 0 35 2113 1.656413 0.30200 0 53 2113 2.5082821 0.28670 0 29 5546 0.5228994 0.7581 0 1.298200 0.17610 0 1.58309 0.10070 0 0.1812 0.1794 0 1.96510 0.25170 0 5.027590 0.12640 0
02020000203 02 020 000203 AK Alaska Anchorage Municipality 4 West Region 9 Pacific Division 11105 3541 3471 219 11105 1.972085 0.01547 0 172 5254 3.273696 0.07294 0 1053 3080 34.18831 0.28180 0 210 391 53.70844 0.58650 0 1263 3471 36.38721 0.217200 0 190 6894 2.756020 0.09438 0 454 10387 4.370848 0.06989 0 411 3.701036 0.04993 0 3447 31.040072 0.81790 0 746 7049 10.58306 0.35340 0 249 3259 7.640381 0.17740 0 58 10286 0.5638732 0.11750 0 2049 11105 18.45115 0.1756 0 3541 0 0.000000 0.09395 0 14 0.3953685 0.5107 0 0 3471 0.000000 0.05961 0 27 3471 0.7778738 0.09704 0 0 11105 0.0000000 0.3743 0 0.469880 0.01758 0 1.51613 0.08457 0 0.1756 0.1738 0 1.13560 0.03184 0 3.297210 0.00727 0 
# THEME1 - 2020
svi_2020_divisional %>% arrange((F_THEME1)) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_20 E_HU_20 E_HH_20 E_POV150_20 ET_POVSTATUS_20 EP_POV150_20 EPL_POV150_20 F_POV150_20 E_UNEMP_20 ET_EMPSTATUS_20 EP_UNEMP_20 EPL_UNEMP_20 F_UNEMP_20 E_HBURD_OWN_20 ET_HOUSINGCOST_OWN_20 EP_HBURD_OWN_20 EPL_HBURD_OWN_20 F_HBURD_OWN_20 E_HBURD_RENT_20 ET_HOUSINGCOST_RENT_20 EP_HBURD_RENT_20 EPL_HBURD_RENT_20 F_HBURD_RENT_20 E_HBURD_20 ET_HOUSINGCOST_20 EP_HBURD_20 EPL_HBURD_20 F_HBURD_20 E_NOHSDP_20 ET_EDSTATUS_20 EP_NOHSDP_20 EPL_NOHSDP_20 F_NOHSDP_20 E_UNINSUR_20 ET_INSURSTATUS_20 EP_UNINSUR_20 EPL_UNINSUR_20 F_UNINSUR_20 E_AGE65_20 EP_AGE65_20 EPL_AGE65_20 F_AGE65_20 E_AGE17_20 EP_AGE17_20 EPL_AGE17_20 F_AGE17_20 E_DISABL_20 ET_DISABLSTATUS_20 EP_DISABL_20 EPL_DISABL_20 F_DISABL_20 E_SNGPNT_20 ET_FAMILIES_20 EP_SNGPNT_20 EPL_SNGPNT_20 F_SNGPNT_20 E_LIMENG_20 ET_POPAGE5UP_20 EP_LIMENG_20 EPL_LIMENG_20 F_LIMENG_20 E_MINRTY_20 ET_POPETHRACE_20 EP_MINRTY_20 EPL_MINRTY_20 F_MINRTY_20 E_STRHU_20 E_MUNIT_20 EP_MUNIT_20 EPL_MUNIT_20 F_MUNIT_20 E_MOBILE_20 EP_MOBILE_20 EPL_MOBILE_20 F_MOBILE_20 E_CROWD_20 ET_OCCUPANTS_20 EP_CROWD_20 EPL_CROWD_20 F_CROWD_20 E_NOVEH_20 ET_KNOWNVEH_20 EP_NOVEH_20 EPL_NOVEH_20 F_NOVEH_20 E_GROUPQ_20 ET_HHTYPE_20 EP_GROUPQ_20 EPL_GROUPQ_20 F_GROUPQ_20 SPL_THEME1 RPL_THEME1 F_THEME1 SPL_THEME2 RPL_THEME2 F_THEME2 SPL_THEME3 RPL_THEME3 F_THEME3 SPL_THEME4 RPL_THEME4 F_THEME4 SPL_THEMES RPL_THEMES F_TOTAL
02020000101 02 020 000101 AK Alaska Anchorage Municipality 4 West Region 9 Pacific Division 5772 2127 1917 416 5772 7.207207 0.13960 0 223 2691 8.286882 0.7821 0 296 1679 17.62954 0.08891 0 30 238 12.60504 0.01632 0 326 1917 17.00574 0.01584 0 74 4011 1.844926 0.07404 0 546 5733 9.523810 0.7456 0 692 11.988912 0.36010 0 1481 25.65835 0.7225 0 771 4252.330 18.13124 0.7949 0 94 1608.7965 5.842877 0.15030 0 4 5425 0.0737327 0.05497 0 989 5772.331 17.13346 0.08922 0 2127 28 1.316408 0.25850 0 5 0.2350729 0.5017 0 9 1917 0.4694836 0.09085 0 24 1916.584 1.2522279 0.15320 0 114 5772 1.9750520 0.8251 0 1.75718 0.28090 0 2.08277 0.26400 0 0.08922 0.08843 0 1.82935 0.20380 0 5.75852 0.187000 0
02020000102 02 020 000102 AK Alaska Anchorage Municipality 4 West Region 9 Pacific Division 4743 1975 1681 633 4738 13.360067 0.37010 0 75 2465 3.042596 0.1971 0 383 1350 28.37037 0.47830 0 122 331 36.85801 0.20770 0 505 1681 30.04164 0.24540 0 205 3383 6.059710 0.32020 0 330 4638 7.115136 0.6017 0 653 13.767658 0.46830 0 1186 25.00527 0.6899 0 472 3447.726 13.69018 0.5484 0 182 1469.3250 12.386640 0.45250 0 0 4485 0.0000000 0.02391 0 756 4743.330 15.93817 0.07455 0 1975 153 7.746835 0.49470 0 156 7.8987342 0.8173 0 17 1681 1.0113028 0.15640 0 0 1681.103 0.0000000 0.02249 0 15 4743 0.3162555 0.4726 0 1.73450 0.27390 0 2.18301 0.31050 0 0.07455 0.07389 0 1.96349 0.25520 0 5.95555 0.216200 0
02020000201 02 020 000201 AK Alaska Anchorage Municipality 4 West Region 9 Pacific Division 4707 1946 1835 706 4707 14.998938 0.42580 0 88 2269 3.878360 0.3073 0 219 793 27.61665 0.44320 0 527 1042 50.57582 0.53120 0 746 1835 40.65395 0.60740 0 194 2805 6.916221 0.36480 0 464 4274 10.856341 0.8018 0 257 5.459953 0.04652 0 1279 27.17230 0.7970 0 390 2999.274 13.00315 0.4994 0 72 1222.6750 5.888728 0.15250 0 26 4201 0.6189003 0.13850 0 1282 4706.670 27.23794 0.21200 0 1946 76 3.905447 0.37580 0 2 0.1027749 0.4966 0 96 1835 5.2316076 0.52940 0 39 1834.897 2.1254595 0.25860 0 0 4707 0.0000000 0.1370 0 2.50710 0.50580 0 1.63392 0.09856 0 0.21200 0.21010 0 1.79740 0.19210 0 6.15042 0.243200 0
02020000202 02 020 000202 AK Alaska Anchorage Municipality 4 West Region 9 Pacific Division 6751 2569 2533 585 6733 8.688549 0.19440 0 84 3495 2.403433 0.1248 0 424 1787 23.72692 0.27800 0 403 746 54.02145 0.62910 0 827 2533 32.64903 0.32930 0 210 4695 4.472843 0.22720 0 657 6478 10.142019 0.7745 0 916 13.568360 0.45600 0 1559 23.09288 0.5810 0 751 4919.000 15.26733 0.6544 0 274 1918.0000 14.285714 0.52930 0 22 6382 0.3447195 0.09379 0 1832 6751.000 27.13672 0.21080 0 2569 174 6.773063 0.46540 0 55 2.1409109 0.6815 0 16 2533 0.6316621 0.10990 0 122 2533.000 4.8164232 0.52460 0 23 6751 0.3406903 0.4866 0 1.65020 0.25090 0 2.31449 0.37730 0 0.21080 0.20890 0 2.26800 0.38010 0 6.44349 0.285700 0
02020000203 02 020 000203 AK Alaska Anchorage Municipality 4 West Region 9 Pacific Division 10671 3649 3535 422 10570 3.992431 0.03817 0 193 5066 3.809712 0.2984 0 606 2815 21.52753 0.19800 0 409 720 56.80556 0.70290 0 1015 3535 28.71287 0.20680 0 75 6771 1.107665 0.03744 0 239 10203 2.342448 0.1531 0 917 8.593384 0.16380 0 3123 29.26624 0.8724 0 867 7080.044 12.24569 0.4404 0 112 2627.0163 4.263392 0.09142 0 0 9548 0.0000000 0.02391 0 1772 10671.056 16.60567 0.08235 0 3649 0 0.000000 0.08271 0 12 0.3288572 0.5078 0 40 3535 1.1315417 0.17010 0 10 3535.021 0.2828838 0.04917 0 0 10671 0.0000000 0.1370 0 0.73391 0.04399 0 1.59193 0.08816 0 0.08235 0.08162 0 0.94678 0.02144 0 3.35497 0.005245 0
02020000204 02 020 000204 AK Alaska Anchorage Municipality 4 West Region 9 Pacific Division 3597 1315 1210 216 3185 6.781790 0.12440 0 84 1782 4.713805 0.4179 0 154 1065 14.46009 0.04103 0 63 145 43.44828 0.34690 0 217 1210 17.93388 0.02199 0 81 2656 3.049699 0.14320 0 170 3102 5.480335 0.4641 0 390 10.842369 0.28900 0 693 19.26606 0.3365 0 458 2420.260 18.92359 0.8208 0 64 937.9486 6.823402 0.19580 0 0 3448 0.0000000 0.02391 0 680 3597.165 18.90378 0.10950 0 1315 23 1.749049 0.28420 0 8 0.6083650 0.5605 0 22 1210 1.8181818 0.23980 0 57 1210.148 4.7101695 0.51670 0 413 3597 11.4817904 0.9655 1 1.17159 0.12860 0 1.66601 0.10820 0 0.10950 0.10850 0 2.56670 0.51170 1 5.51380 0.158800 1

The least vulnerable tracts are Aleutians West Census Area and Anchorage Municipality in Alaska.

# Least Vulnerable Tracts - Divisional
# THEME2 - 2010
svi_2010_divisional %>% arrange((F_THEME2)) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_10 E_HU_10 E_HH_10 E_POV150_10 ET_POVSTATUS_10 EP_POV150_10 EPL_POV150_10 F_POV150_10 E_UNEMP_10 ET_EMPSTATUS_10 EP_UNEMP_10 EPL_UNEMP_10 F_UNEMP_10 E_HBURD_OWN_10 ET_HOUSINGCOST_OWN_10 EP_HBURD_OWN_10 EPL_HBURD_OWN_10 F_HBURD_OWN_10 E_HBURD_RENT_10 ET_HOUSINGCOST_RENT_10 EP_HBURD_RENT_10 EPL_HBURD_RENT_10 F_HBURD_RENT_10 E_HBURD_10 ET_HOUSINGCOST_10 EP_HBURD_10 EPL_HBURD_10 F_HBURD_10 E_NOHSDP_10 ET_EDSTATUS_10 EP_NOHSDP_10 EPL_NOHSDP_10 F_NOHSDP_10 E_UNINSUR_12 ET_INSURSTATUS_12 EP_UNINSUR_12 EPL_UNINSUR_12 F_UNINSUR_12 E_AGE65_10 EP_AGE65_10 EPL_AGE65_10 F_AGE65_10 E_AGE17_10 EP_AGE17_10 EPL_AGE17_10 F_AGE17_10 E_DISABL_12 ET_DISABLSTATUS_12 EP_DISABL_12 EPL_DISABL_12 F_DISABL_12 E_SNGPNT_10 ET_FAMILIES_10 EP_SNGPNT_10 EPL_SNGPNT_10 F_SNGPNT_10 E_LIMENG_10 ET_POPAGE5UP_10 EP_LIMENG_10 EPL_LIMENG_10 F_LIMENG_10 E_MINRTY_10 ET_POPETHRACE_10 EP_MINRTY_10 EPL_MINRTY_10 F_MINRTY_10 E_STRHU_10 E_MUNIT_10 EP_MUNIT_10 EPL_MUNIT_10 F_MUNIT_10 E_MOBILE_10 EP_MOBILE_10 EPL_MOBILE_10 F_MOBILE_10 E_CROWD_10 ET_OCCUPANTS_10 EP_CROWD_10 EPL_CROWD_10 F_CROWD_10 E_NOVEH_10 ET_KNOWNVEH_10 EP_NOVEH_10 EPL_NOVEH_10 F_NOVEH_10 E_GROUPQ_10 ET_HHTYPE_10 EP_GROUPQ_10 EPL_GROUPQ_10 F_GROUPQ_10 SPL_THEME1 RPL_THEME1 F_THEME1 SPL_THEME2 RPL_THEME2 F_THEME2 SPL_THEME3 RPL_THEME3 F_THEME3 SPL_THEME4 RPL_THEME4 F_THEME4 SPL_THEMES RPL_THEMES F_TOTAL
02016000100 02 016 000100 AK Alaska Aleutians West Census Area 4 West Region 9 Pacific Division 1774 1056 166 328 1231 26.645004 0.65530 0 15 1370 1.094890 0.01369 0 25 95 26.31579 0.09653 0 16 71 22.53521 0.05099 0 41 166 24.69880 0.029080 0 207 1330 15.563910 0.58390 0 484 973 49.743063 0.99520 1 53 2.987599 0.03180 0 182 10.25930 0.05188 0 147 747 19.678715 0.8642 0 19 96 19.791667 0.66060 0 79 1718 4.5983702 0.46890 0 1154 1774 65.05073 0.6522 0 1056 22 2.083333 0.31610 0 0 0.0000000 0.2497 0 10 166 6.024096 0.61540 0 84 166 50.6024096 0.99320 1 1324 1774 74.6335964 0.9935 1 2.277170 0.44430 1 2.07738 0.27780 0 0.6522 0.6454 0 3.16790 0.78740 2 8.174650 0.53110 3
02020000101 02 020 000101 AK Alaska Anchorage Municipality 4 West Region 9 Pacific Division 5475 1957 1796 296 5463 5.418268 0.08172 0 229 2885 7.937608 0.48540 0 364 1522 23.91590 0.06363 0 39 274 14.23358 0.02232 0 403 1796 22.43875 0.018830 0 121 3476 3.481013 0.12790 0 863 5853 14.744575 0.48360 0 236 4.310502 0.07411 0 1614 29.47945 0.75790 0 524 4028 13.008937 0.5424 0 65 1496 4.344920 0.06955 0 13 5202 0.2499039 0.07262 0 759 5475 13.86301 0.1072 0 1957 0 0.000000 0.09395 0 167 8.5334696 0.8076 0 134 1796 7.461024 0.66950 0 11 1796 0.6124722 0.08007 0 0 5475 0.0000000 0.3743 0 1.197450 0.15050 0 1.51658 0.08466 0 0.1072 0.1061 0 2.02542 0.27610 0 4.846650 0.10610 0
02020000201 02 020 000201 AK Alaska Anchorage Municipality 4 West Region 9 Pacific Division 4085 1543 1532 296 4085 7.246022 0.13670 0 46 2089 2.202011 0.03307 0 302 969 31.16615 0.19620 0 187 563 33.21492 0.13830 0 489 1532 31.91906 0.113500 0 164 2395 6.847599 0.28750 0 811 3466 23.398730 0.77070 0 133 3.255814 0.03812 0 1199 29.35129 0.75230 0 320 2468 12.965964 0.5385 0 171 1083 15.789474 0.52510 0 7 3810 0.1837270 0.06378 0 743 4085 18.18849 0.1723 0 1543 54 3.499676 0.37950 0 7 0.4536617 0.5183 0 32 1532 2.088773 0.34980 0 49 1532 3.1984334 0.36020 0 0 4085 0.0000000 0.3743 0 1.341470 0.18750 0 1.91780 0.21070 0 0.1723 0.1705 0 1.98210 0.25830 0 5.413670 0.16940 0
02020000202 02 020 000202 AK Alaska Anchorage Municipality 4 West Region 9 Pacific Division 5546 2182 2113 526 5546 9.484313 0.21140 0 227 3160 7.183544 0.41200 0 543 1621 33.49784 0.25970 0 190 492 38.61789 0.21800 0 733 2113 34.69001 0.171000 0 165 3512 4.698178 0.18740 0 656 6077 10.794800 0.31640 0 316 5.697800 0.14500 0 1469 26.48756 0.61570 0 518 4455 11.627385 0.4350 0 183 1558 11.745828 0.35940 0 0 5025 0.0000000 0.02799 0 1048 5546 18.89650 0.1812 0 2182 71 3.253896 0.36860 0 0 0.0000000 0.2497 0 35 2113 1.656413 0.30200 0 53 2113 2.5082821 0.28670 0 29 5546 0.5228994 0.7581 0 1.298200 0.17610 0 1.58309 0.10070 0 0.1812 0.1794 0 1.96510 0.25170 0 5.027590 0.12640 0
02020000203 02 020 000203 AK Alaska Anchorage Municipality 4 West Region 9 Pacific Division 11105 3541 3471 219 11105 1.972085 0.01547 0 172 5254 3.273696 0.07294 0 1053 3080 34.18831 0.28180 0 210 391 53.70844 0.58650 0 1263 3471 36.38721 0.217200 0 190 6894 2.756020 0.09438 0 454 10387 4.370848 0.06989 0 411 3.701036 0.04993 0 3447 31.04007 0.81790 0 746 7049 10.583061 0.3534 0 249 3259 7.640381 0.17740 0 58 10286 0.5638732 0.11750 0 2049 11105 18.45115 0.1756 0 3541 0 0.000000 0.09395 0 14 0.3953685 0.5107 0 0 3471 0.000000 0.05961 0 27 3471 0.7778738 0.09704 0 0 11105 0.0000000 0.3743 0 0.469880 0.01758 0 1.51613 0.08457 0 0.1756 0.1738 0 1.13560 0.03184 0 3.297210 0.00727 0
02020000204 02 020 000204 AK Alaska Anchorage Municipality 4 West Region 9 Pacific Division 3292 1168 1054 51 2888 1.765928 0.01295 0 105 1603 6.550218 0.34510 0 173 920 18.80435 0.02447 0 32 134 23.88060 0.05874 0 205 1054 19.44972 0.008669 0 80 2346 3.410060 0.12400 0 282 3205 8.798752 0.23160 0 118 3.584447 0.04649 0 799 24.27096 0.49210 0 219 2335 9.379015 0.2578 0 31 853 3.634232 0.05532 0 35 3084 1.1348898 0.18880 0 654 3292 19.86634 0.1954 0 1168 0 0.000000 0.09395 0 13 1.1130137 0.6039 0 0 1054 0.000000 0.05961 0 17 1054 1.6129032 0.18850 0 404 3292 12.2721750 0.9584 1 0.722319 0.04914 0 1.04051 0.01969 0 0.1954 0.1934 0 1.90436 0.22540 1 3.862589 0.02705 1 
# THEME2 - 2020
svi_2020_divisional %>% arrange((F_THEME2)) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_20 E_HU_20 E_HH_20 E_POV150_20 ET_POVSTATUS_20 EP_POV150_20 EPL_POV150_20 F_POV150_20 E_UNEMP_20 ET_EMPSTATUS_20 EP_UNEMP_20 EPL_UNEMP_20 F_UNEMP_20 E_HBURD_OWN_20 ET_HOUSINGCOST_OWN_20 EP_HBURD_OWN_20 EPL_HBURD_OWN_20 F_HBURD_OWN_20 E_HBURD_RENT_20 ET_HOUSINGCOST_RENT_20 EP_HBURD_RENT_20 EPL_HBURD_RENT_20 F_HBURD_RENT_20 E_HBURD_20 ET_HOUSINGCOST_20 EP_HBURD_20 EPL_HBURD_20 F_HBURD_20 E_NOHSDP_20 ET_EDSTATUS_20 EP_NOHSDP_20 EPL_NOHSDP_20 F_NOHSDP_20 E_UNINSUR_20 ET_INSURSTATUS_20 EP_UNINSUR_20 EPL_UNINSUR_20 F_UNINSUR_20 E_AGE65_20 EP_AGE65_20 EPL_AGE65_20 F_AGE65_20 E_AGE17_20 EP_AGE17_20 EPL_AGE17_20 F_AGE17_20 E_DISABL_20 ET_DISABLSTATUS_20 EP_DISABL_20 EPL_DISABL_20 F_DISABL_20 E_SNGPNT_20 ET_FAMILIES_20 EP_SNGPNT_20 EPL_SNGPNT_20 F_SNGPNT_20 E_LIMENG_20 ET_POPAGE5UP_20 EP_LIMENG_20 EPL_LIMENG_20 F_LIMENG_20 E_MINRTY_20 ET_POPETHRACE_20 EP_MINRTY_20 EPL_MINRTY_20 F_MINRTY_20 E_STRHU_20 E_MUNIT_20 EP_MUNIT_20 EPL_MUNIT_20 F_MUNIT_20 E_MOBILE_20 EP_MOBILE_20 EPL_MOBILE_20 F_MOBILE_20 E_CROWD_20 ET_OCCUPANTS_20 EP_CROWD_20 EPL_CROWD_20 F_CROWD_20 E_NOVEH_20 ET_KNOWNVEH_20 EP_NOVEH_20 EPL_NOVEH_20 F_NOVEH_20 E_GROUPQ_20 ET_HHTYPE_20 EP_GROUPQ_20 EPL_GROUPQ_20 F_GROUPQ_20 SPL_THEME1 RPL_THEME1 F_THEME1 SPL_THEME2 RPL_THEME2 F_THEME2 SPL_THEME3 RPL_THEME3 F_THEME3 SPL_THEME4 RPL_THEME4 F_THEME4 SPL_THEMES RPL_THEMES F_TOTAL
02013000100 02 013 000100 AK Alaska Aleutians East Borough 4 West Region 9 Pacific Division 3389 1199 988 698 3379 20.656999 0.5925 0 86 2414 3.562552 0.2665 0 67 607 11.03789 0.01803 0 74 381 19.42257 0.04067 0 141 988 14.27126 0.006988 0 354 2646 13.378685 0.61070 0 1345 3384 39.745863 0.9997 1 381 11.242254 0.31390 0 443 13.07170 0.0988 0 339 2941.000 11.526692 0.3860 0 135 593.000 22.765599 0.7920 0 334 3276 10.1953602 0.72620 0 2939 3389.000 86.72175 0.81100 0 1199 38 3.169308 0.3474 0 69 5.7547957 0.7806 0 30 988 3.0364372 0.36010 0 220 988.000 22.267207 0.95270 1 1035 3389 30.5399823 0.9843 1 2.476388 0.4947 1 2.31690 0.37850 0 0.81100 0.80380 0 3.42510 0.8683 2 9.029388 0.6419 3
02016000200 02 016 000200 AK Alaska Aleutians West Census Area 4 West Region 9 Pacific Division 4758 1319 1107 398 4700 8.468085 0.1862 0 144 3404 4.230317 0.3539 0 111 245 45.30612 0.92700 1 93 862 10.78886 0.01250 0 204 1107 18.42818 0.024790 0 297 3527 8.420754 0.43840 0 699 4724 14.796782 0.9132 1 314 6.599412 0.07503 0 822 17.27617 0.2319 0 292 3902.000 7.483342 0.1088 0 99 662.000 14.954683 0.5563 0 433 4586 9.4417793 0.70570 0 3672 4758.000 77.17528 0.71070 0 1319 392 29.719485 0.8272 0 23 1.7437453 0.6618 0 146 1107 13.1887986 0.80180 0 96 1107.000 8.672087 0.73650 0 950 4758 19.9663724 0.9765 1 1.916490 0.3307 1 1.67773 0.11040 0 0.71070 0.70440 0 4.00380 0.9728 1 8.308720 0.5475 2
02020000101 02 020 000101 AK Alaska Anchorage Municipality 4 West Region 9 Pacific Division 5772 2127 1917 416 5772 7.207207 0.1396 0 223 2691 8.286882 0.7821 0 296 1679 17.62954 0.08891 0 30 238 12.60504 0.01632 0 326 1917 17.00574 0.015840 0 74 4011 1.844926 0.07404 0 546 5733 9.523810 0.7456 0 692 11.988912 0.36010 0 1481 25.65835 0.7225 0 771 4252.330 18.131237 0.7949 0 94 1608.796 5.842877 0.1503 0 4 5425 0.0737327 0.05497 0 989 5772.331 17.13346 0.08922 0 2127 28 1.316408 0.2585 0 5 0.2350729 0.5017 0 9 1917 0.4694836 0.09085 0 24 1916.584 1.252228 0.15320 0 114 5772 1.9750520 0.8251 0 1.757180 0.2809 0 2.08277 0.26400 0 0.08922 0.08843 0 1.82935 0.2038 0 5.758520 0.1870 0
02020000102 02 020 000102 AK Alaska Anchorage Municipality 4 West Region 9 Pacific Division 4743 1975 1681 633 4738 13.360067 0.3701 0 75 2465 3.042596 0.1971 0 383 1350 28.37037 0.47830 0 122 331 36.85801 0.20770 0 505 1681 30.04164 0.245400 0 205 3383 6.059710 0.32020 0 330 4638 7.115136 0.6017 0 653 13.767658 0.46830 0 1186 25.00527 0.6899 0 472 3447.726 13.690182 0.5484 0 182 1469.325 12.386640 0.4525 0 0 4485 0.0000000 0.02391 0 756 4743.330 15.93817 0.07455 0 1975 153 7.746835 0.4947 0 156 7.8987342 0.8173 0 17 1681 1.0113028 0.15640 0 0 1681.103 0.000000 0.02249 0 15 4743 0.3162555 0.4726 0 1.734500 0.2739 0 2.18301 0.31050 0 0.07455 0.07389 0 1.96349 0.2552 0 5.955550 0.2162 0
02020000201 02 020 000201 AK Alaska Anchorage Municipality 4 West Region 9 Pacific Division 4707 1946 1835 706 4707 14.998938 0.4258 0 88 2269 3.878360 0.3073 0 219 793 27.61665 0.44320 0 527 1042 50.57582 0.53120 0 746 1835 40.65395 0.607400 0 194 2805 6.916221 0.36480 0 464 4274 10.856341 0.8018 0 257 5.459953 0.04652 0 1279 27.17230 0.7970 0 390 2999.274 13.003148 0.4994 0 72 1222.675 5.888728 0.1525 0 26 4201 0.6189003 0.13850 0 1282 4706.670 27.23794 0.21200 0 1946 76 3.905447 0.3758 0 2 0.1027749 0.4966 0 96 1835 5.2316076 0.52940 0 39 1834.897 2.125459 0.25860 0 0 4707 0.0000000 0.1370 0 2.507100 0.5058 0 1.63392 0.09856 0 0.21200 0.21010 0 1.79740 0.1921 0 6.150420 0.2432 0
02020000202 02 020 000202 AK Alaska Anchorage Municipality 4 West Region 9 Pacific Division 6751 2569 2533 585 6733 8.688549 0.1944 0 84 3495 2.403433 0.1248 0 424 1787 23.72692 0.27800 0 403 746 54.02145 0.62910 0 827 2533 32.64903 0.329300 0 210 4695 4.472843 0.22720 0 657 6478 10.142019 0.7745 0 916 13.568360 0.45600 0 1559 23.09288 0.5810 0 751 4919.000 15.267331 0.6544 0 274 1918.000 14.285714 0.5293 0 22 6382 0.3447195 0.09379 0 1832 6751.000 27.13672 0.21080 0 2569 174 6.773063 0.4654 0 55 2.1409109 0.6815 0 16 2533 0.6316621 0.10990 0 122 2533.000 4.816423 0.52460 0 23 6751 0.3406903 0.4866 0 1.650200 0.2509 0 2.31449 0.37730 0 0.21080 0.20890 0 2.26800 0.3801 0 6.443490 0.2857 0

The least vulnerable tracts are in Aleutians and Anchorage, Alaska.

# Least Vulnerable Tracts - Divisional
# THEME3 - 2010
svi_2010_divisional %>% arrange((F_THEME3)) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_10 E_HU_10 E_HH_10 E_POV150_10 ET_POVSTATUS_10 EP_POV150_10 EPL_POV150_10 F_POV150_10 E_UNEMP_10 ET_EMPSTATUS_10 EP_UNEMP_10 EPL_UNEMP_10 F_UNEMP_10 E_HBURD_OWN_10 ET_HOUSINGCOST_OWN_10 EP_HBURD_OWN_10 EPL_HBURD_OWN_10 F_HBURD_OWN_10 E_HBURD_RENT_10 ET_HOUSINGCOST_RENT_10 EP_HBURD_RENT_10 EPL_HBURD_RENT_10 F_HBURD_RENT_10 E_HBURD_10 ET_HOUSINGCOST_10 EP_HBURD_10 EPL_HBURD_10 F_HBURD_10 E_NOHSDP_10 ET_EDSTATUS_10 EP_NOHSDP_10 EPL_NOHSDP_10 F_NOHSDP_10 E_UNINSUR_12 ET_INSURSTATUS_12 EP_UNINSUR_12 EPL_UNINSUR_12 F_UNINSUR_12 E_AGE65_10 EP_AGE65_10 EPL_AGE65_10 F_AGE65_10 E_AGE17_10 EP_AGE17_10 EPL_AGE17_10 F_AGE17_10 E_DISABL_12 ET_DISABLSTATUS_12 EP_DISABL_12 EPL_DISABL_12 F_DISABL_12 E_SNGPNT_10 ET_FAMILIES_10 EP_SNGPNT_10 EPL_SNGPNT_10 F_SNGPNT_10 E_LIMENG_10 ET_POPAGE5UP_10 EP_LIMENG_10 EPL_LIMENG_10 F_LIMENG_10 E_MINRTY_10 ET_POPETHRACE_10 EP_MINRTY_10 EPL_MINRTY_10 F_MINRTY_10 E_STRHU_10 E_MUNIT_10 EP_MUNIT_10 EPL_MUNIT_10 F_MUNIT_10 E_MOBILE_10 EP_MOBILE_10 EPL_MOBILE_10 F_MOBILE_10 E_CROWD_10 ET_OCCUPANTS_10 EP_CROWD_10 EPL_CROWD_10 F_CROWD_10 E_NOVEH_10 ET_KNOWNVEH_10 EP_NOVEH_10 EPL_NOVEH_10 F_NOVEH_10 E_GROUPQ_10 ET_HHTYPE_10 EP_GROUPQ_10 EPL_GROUPQ_10 F_GROUPQ_10 SPL_THEME1 RPL_THEME1 F_THEME1 SPL_THEME2 RPL_THEME2 F_THEME2 SPL_THEME3 RPL_THEME3 F_THEME3 SPL_THEME4 RPL_THEME4 F_THEME4 SPL_THEMES RPL_THEMES F_TOTAL
02016000100 02 016 000100 AK Alaska Aleutians West Census Area 4 West Region 9 Pacific Division 1774 1056 166 328 1231 26.645004 0.65530 0 15 1370 1.094890 0.01369 0 25 95 26.31579 0.09653 0 16 71 22.53521 0.05099 0 41 166 24.69880 0.029080 0 207 1330 15.563910 0.5839 0 484 973 49.74306 0.9952 1 53 2.987599 0.03180 0 182 10.259301 0.05188 0 147 747 19.67871 0.86420 0 19 96 19.791667 0.66060 0 79 1718 4.5983702 0.46890 0 1154 1774 65.05073 0.6522 0 1056 22 2.083333 0.31610 0 0 0.0000000 0.2497 0 10 166 6.024096 0.6154 0 84 166 50.6024096 0.99320 1 1324 1774 74.6335964 0.9935 1 2.277170 0.4443 1 2.07738 0.27780 0 0.6522 0.6454 0 3.16790 0.7874 2 8.174650 0.5311 3
02016000200 02 016 000200 AK Alaska Aleutians West Census Area 4 West Region 9 Pacific Division 4485 507 355 1315 4469 29.424927 0.70570 0 87 3859 2.254470 0.03381 0 20 94 21.27660 0.03822 0 35 261 13.40996 0.02120 0 55 355 15.49296 0.004567 0 1292 3728 34.656652 0.8445 0 981 4256 23.04981 0.7621 0 186 4.147157 0.06676 0 384 8.561873 0.03989 0 235 3656 6.42779 0.07933 0 38 204 18.627451 0.62370 0 1458 4397 33.1589720 0.95840 1 3616 4485 80.62430 0.7822 0 507 85 16.765286 0.69850 0 32 6.3116371 0.7700 0 41 355 11.549296 0.7760 0 30 355 8.4507042 0.69980 0 3507 4485 78.1939799 0.9938 1 2.350677 0.4664 0 1.76808 0.15490 1 0.7822 0.7742 0 3.93810 0.9690 1 8.839057 0.6119 2
02020000101 02 020 000101 AK Alaska Anchorage Municipality 4 West Region 9 Pacific Division 5475 1957 1796 296 5463 5.418268 0.08172 0 229 2885 7.937608 0.48540 0 364 1522 23.91590 0.06363 0 39 274 14.23358 0.02232 0 403 1796 22.43875 0.018830 0 121 3476 3.481013 0.1279 0 863 5853 14.74458 0.4836 0 236 4.310502 0.07411 0 1614 29.479452 0.75790 0 524 4028 13.00894 0.54240 0 65 1496 4.344920 0.06955 0 13 5202 0.2499039 0.07262 0 759 5475 13.86301 0.1072 0 1957 0 0.000000 0.09395 0 167 8.5334696 0.8076 0 134 1796 7.461024 0.6695 0 11 1796 0.6124722 0.08007 0 0 5475 0.0000000 0.3743 0 1.197450 0.1505 0 1.51658 0.08466 0 0.1072 0.1061 0 2.02542 0.2761 0 4.846650 0.1061 0
02020000102 02 020 000102 AK Alaska Anchorage Municipality 4 West Region 9 Pacific Division 4240 1923 1654 286 4240 6.745283 0.12010 0 198 2385 8.301887 0.51840 0 275 1235 22.26721 0.04612 0 248 419 59.18854 0.73210 0 523 1654 31.62031 0.108600 0 242 2799 8.645945 0.3645 0 838 4982 16.82055 0.5669 0 259 6.108491 0.17290 0 1038 24.481132 0.50340 0 809 3707 21.82358 0.91630 1 97 1071 9.056956 0.24130 0 0 4007 0.0000000 0.02799 0 955 4240 22.52358 0.2295 0 1923 169 8.788351 0.54130 0 147 7.6443058 0.7936 0 33 1654 1.995163 0.3402 0 103 1654 6.2273277 0.58930 0 0 4240 0.0000000 0.3743 0 1.678500 0.2760 0 1.86189 0.19010 1 0.2295 0.2271 0 2.63870 0.5519 0 6.408590 0.2952 1
02020000201 02 020 000201 AK Alaska Anchorage Municipality 4 West Region 9 Pacific Division 4085 1543 1532 296 4085 7.246022 0.13670 0 46 2089 2.202011 0.03307 0 302 969 31.16615 0.19620 0 187 563 33.21492 0.13830 0 489 1532 31.91906 0.113500 0 164 2395 6.847599 0.2875 0 811 3466 23.39873 0.7707 0 133 3.255814 0.03812 0 1199 29.351285 0.75230 0 320 2468 12.96596 0.53850 0 171 1083 15.789474 0.52510 0 7 3810 0.1837270 0.06378 0 743 4085 18.18849 0.1723 0 1543 54 3.499676 0.37950 0 7 0.4536617 0.5183 0 32 1532 2.088773 0.3498 0 49 1532 3.1984334 0.36020 0 0 4085 0.0000000 0.3743 0 1.341470 0.1875 0 1.91780 0.21070 0 0.1723 0.1705 0 1.98210 0.2583 0 5.413670 0.1694 0
02020000202 02 020 000202 AK Alaska Anchorage Municipality 4 West Region 9 Pacific Division 5546 2182 2113 526 5546 9.484313 0.21140 0 227 3160 7.183544 0.41200 0 543 1621 33.49784 0.25970 0 190 492 38.61789 0.21800 0 733 2113 34.69001 0.171000 0 165 3512 4.698178 0.1874 0 656 6077 10.79480 0.3164 0 316 5.697800 0.14500 0 1469 26.487559 0.61570 0 518 4455 11.62739 0.43500 0 183 1558 11.745828 0.35940 0 0 5025 0.0000000 0.02799 0 1048 5546 18.89650 0.1812 0 2182 71 3.253896 0.36860 0 0 0.0000000 0.2497 0 35 2113 1.656413 0.3020 0 53 2113 2.5082821 0.28670 0 29 5546 0.5228994 0.7581 0 1.298200 0.1761 0 1.58309 0.10070 0 0.1812 0.1794 0 1.96510 0.2517 0 5.027590 0.1264 0 
# THEME3 - 2020
svi_2020_divisional %>% arrange((F_THEME3)) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_20 E_HU_20 E_HH_20 E_POV150_20 ET_POVSTATUS_20 EP_POV150_20 EPL_POV150_20 F_POV150_20 E_UNEMP_20 ET_EMPSTATUS_20 EP_UNEMP_20 EPL_UNEMP_20 F_UNEMP_20 E_HBURD_OWN_20 ET_HOUSINGCOST_OWN_20 EP_HBURD_OWN_20 EPL_HBURD_OWN_20 F_HBURD_OWN_20 E_HBURD_RENT_20 ET_HOUSINGCOST_RENT_20 EP_HBURD_RENT_20 EPL_HBURD_RENT_20 F_HBURD_RENT_20 E_HBURD_20 ET_HOUSINGCOST_20 EP_HBURD_20 EPL_HBURD_20 F_HBURD_20 E_NOHSDP_20 ET_EDSTATUS_20 EP_NOHSDP_20 EPL_NOHSDP_20 F_NOHSDP_20 E_UNINSUR_20 ET_INSURSTATUS_20 EP_UNINSUR_20 EPL_UNINSUR_20 F_UNINSUR_20 E_AGE65_20 EP_AGE65_20 EPL_AGE65_20 F_AGE65_20 E_AGE17_20 EP_AGE17_20 EPL_AGE17_20 F_AGE17_20 E_DISABL_20 ET_DISABLSTATUS_20 EP_DISABL_20 EPL_DISABL_20 F_DISABL_20 E_SNGPNT_20 ET_FAMILIES_20 EP_SNGPNT_20 EPL_SNGPNT_20 F_SNGPNT_20 E_LIMENG_20 ET_POPAGE5UP_20 EP_LIMENG_20 EPL_LIMENG_20 F_LIMENG_20 E_MINRTY_20 ET_POPETHRACE_20 EP_MINRTY_20 EPL_MINRTY_20 F_MINRTY_20 E_STRHU_20 E_MUNIT_20 EP_MUNIT_20 EPL_MUNIT_20 F_MUNIT_20 E_MOBILE_20 EP_MOBILE_20 EPL_MOBILE_20 F_MOBILE_20 E_CROWD_20 ET_OCCUPANTS_20 EP_CROWD_20 EPL_CROWD_20 F_CROWD_20 E_NOVEH_20 ET_KNOWNVEH_20 EP_NOVEH_20 EPL_NOVEH_20 F_NOVEH_20 E_GROUPQ_20 ET_HHTYPE_20 EP_GROUPQ_20 EPL_GROUPQ_20 F_GROUPQ_20 SPL_THEME1 RPL_THEME1 F_THEME1 SPL_THEME2 RPL_THEME2 F_THEME2 SPL_THEME3 RPL_THEME3 F_THEME3 SPL_THEME4 RPL_THEME4 F_THEME4 SPL_THEMES RPL_THEMES F_TOTAL
02013000100 02 013 000100 AK Alaska Aleutians East Borough 4 West Region 9 Pacific Division 3389 1199 988 698 3379 20.656999 0.5925 0 86 2414 3.562552 0.2665 0 67 607 11.037891 0.01803 0 74 381 19.42257 0.04067 0 141 988 14.27126 0.006988 0 354 2646 13.378685 0.61070 0 1345 3384 39.745863 0.9997 1 381 11.242254 0.31390 0 443 13.07170 0.0988 0 339 2941.000 11.526692 0.3860 0 135 593.000 22.765599 0.7920 0 334 3276 10.1953602 0.72620 0 2939 3389.000 86.72175 0.81100 0 1199 38 3.169308 0.3474 0 69 5.7547957 0.7806 0 30 988 3.0364372 0.36010 0 220 988.000 22.267207 0.95270 1 1035 3389 30.5399823 0.9843 1 2.476388 0.4947 1 2.31690 0.37850 0 0.81100 0.80380 0 3.42510 0.8683 2 9.029388 0.6419 3
02016000100 02 016 000100 AK Alaska Aleutians West Census Area 4 West Region 9 Pacific Division 950 694 199 218 719 30.319889 0.7848 0 15 560 2.678571 0.1560 0 11 117 9.401709 0.01305 0 14 82 17.07317 0.03088 0 25 199 12.56281 0.003541 0 48 681 7.048458 0.37250 0 238 721 33.009709 0.9989 1 116 12.210526 0.37310 0 195 20.52632 0.4153 0 113 526.000 21.482890 0.8931 0 31 98.000 31.632653 0.9318 1 17 900 1.8888889 0.29830 0 713 950.000 75.05263 0.69000 0 694 17 2.449568 0.3163 0 0 0.0000000 0.2466 0 7 199 3.5175879 0.39980 0 68 199.000 34.170854 0.98260 1 274 950 28.8421053 0.9832 1 2.315741 0.4476 1 2.91160 0.70420 1 0.69000 0.68390 0 2.92850 0.6794 2 8.845841 0.6188 4
02016000200 02 016 000200 AK Alaska Aleutians West Census Area 4 West Region 9 Pacific Division 4758 1319 1107 398 4700 8.468085 0.1862 0 144 3404 4.230317 0.3539 0 111 245 45.306122 0.92700 1 93 862 10.78886 0.01250 0 204 1107 18.42818 0.024790 0 297 3527 8.420754 0.43840 0 699 4724 14.796782 0.9132 1 314 6.599412 0.07503 0 822 17.27617 0.2319 0 292 3902.000 7.483342 0.1088 0 99 662.000 14.954683 0.5563 0 433 4586 9.4417793 0.70570 0 3672 4758.000 77.17528 0.71070 0 1319 392 29.719485 0.8272 0 23 1.7437453 0.6618 0 146 1107 13.1887986 0.80180 0 96 1107.000 8.672087 0.73650 0 950 4758 19.9663724 0.9765 1 1.916490 0.3307 1 1.67773 0.11040 0 0.71070 0.70440 0 4.00380 0.9728 1 8.308720 0.5475 2
02020000101 02 020 000101 AK Alaska Anchorage Municipality 4 West Region 9 Pacific Division 5772 2127 1917 416 5772 7.207207 0.1396 0 223 2691 8.286882 0.7821 0 296 1679 17.629541 0.08891 0 30 238 12.60504 0.01632 0 326 1917 17.00574 0.015840 0 74 4011 1.844926 0.07404 0 546 5733 9.523810 0.7456 0 692 11.988912 0.36010 0 1481 25.65835 0.7225 0 771 4252.330 18.131237 0.7949 0 94 1608.796 5.842877 0.1503 0 4 5425 0.0737327 0.05497 0 989 5772.331 17.13346 0.08922 0 2127 28 1.316408 0.2585 0 5 0.2350729 0.5017 0 9 1917 0.4694836 0.09085 0 24 1916.584 1.252228 0.15320 0 114 5772 1.9750520 0.8251 0 1.757180 0.2809 0 2.08277 0.26400 0 0.08922 0.08843 0 1.82935 0.2038 0 5.758520 0.1870 0
02020000102 02 020 000102 AK Alaska Anchorage Municipality 4 West Region 9 Pacific Division 4743 1975 1681 633 4738 13.360067 0.3701 0 75 2465 3.042596 0.1971 0 383 1350 28.370370 0.47830 0 122 331 36.85801 0.20770 0 505 1681 30.04164 0.245400 0 205 3383 6.059710 0.32020 0 330 4638 7.115136 0.6017 0 653 13.767658 0.46830 0 1186 25.00527 0.6899 0 472 3447.726 13.690182 0.5484 0 182 1469.325 12.386640 0.4525 0 0 4485 0.0000000 0.02391 0 756 4743.330 15.93817 0.07455 0 1975 153 7.746835 0.4947 0 156 7.8987342 0.8173 0 17 1681 1.0113028 0.15640 0 0 1681.103 0.000000 0.02249 0 15 4743 0.3162555 0.4726 0 1.734500 0.2739 0 2.18301 0.31050 0 0.07455 0.07389 0 1.96349 0.2552 0 5.955550 0.2162 0
02020000201 02 020 000201 AK Alaska Anchorage Municipality 4 West Region 9 Pacific Division 4707 1946 1835 706 4707 14.998938 0.4258 0 88 2269 3.878360 0.3073 0 219 793 27.616646 0.44320 0 527 1042 50.57582 0.53120 0 746 1835 40.65395 0.607400 0 194 2805 6.916221 0.36480 0 464 4274 10.856341 0.8018 0 257 5.459953 0.04652 0 1279 27.17230 0.7970 0 390 2999.274 13.003148 0.4994 0 72 1222.675 5.888728 0.1525 0 26 4201 0.6189003 0.13850 0 1282 4706.670 27.23794 0.21200 0 1946 76 3.905447 0.3758 0 2 0.1027749 0.4966 0 96 1835 5.2316076 0.52940 0 39 1834.897 2.125459 0.25860 0 0 4707 0.0000000 0.1370 0 2.507100 0.5058 0 1.63392 0.09856 0 0.21200 0.21010 0 1.79740 0.1921 0 6.150420 0.2432 0

The least vulnerable tracts for THEME3 are Aleutians East, Aleutians West, and Anchorage Municipality.

# Least Vulnerable Tracts - Divisional
# THEME4 - 2010
svi_2010_divisional %>% arrange((F_THEME4)) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_10 E_HU_10 E_HH_10 E_POV150_10 ET_POVSTATUS_10 EP_POV150_10 EPL_POV150_10 F_POV150_10 E_UNEMP_10 ET_EMPSTATUS_10 EP_UNEMP_10 EPL_UNEMP_10 F_UNEMP_10 E_HBURD_OWN_10 ET_HOUSINGCOST_OWN_10 EP_HBURD_OWN_10 EPL_HBURD_OWN_10 F_HBURD_OWN_10 E_HBURD_RENT_10 ET_HOUSINGCOST_RENT_10 EP_HBURD_RENT_10 EPL_HBURD_RENT_10 F_HBURD_RENT_10 E_HBURD_10 ET_HOUSINGCOST_10 EP_HBURD_10 EPL_HBURD_10 F_HBURD_10 E_NOHSDP_10 ET_EDSTATUS_10 EP_NOHSDP_10 EPL_NOHSDP_10 F_NOHSDP_10 E_UNINSUR_12 ET_INSURSTATUS_12 EP_UNINSUR_12 EPL_UNINSUR_12 F_UNINSUR_12 E_AGE65_10 EP_AGE65_10 EPL_AGE65_10 F_AGE65_10 E_AGE17_10 EP_AGE17_10 EPL_AGE17_10 F_AGE17_10 E_DISABL_12 ET_DISABLSTATUS_12 EP_DISABL_12 EPL_DISABL_12 F_DISABL_12 E_SNGPNT_10 ET_FAMILIES_10 EP_SNGPNT_10 EPL_SNGPNT_10 F_SNGPNT_10 E_LIMENG_10 ET_POPAGE5UP_10 EP_LIMENG_10 EPL_LIMENG_10 F_LIMENG_10 E_MINRTY_10 ET_POPETHRACE_10 EP_MINRTY_10 EPL_MINRTY_10 F_MINRTY_10 E_STRHU_10 E_MUNIT_10 EP_MUNIT_10 EPL_MUNIT_10 F_MUNIT_10 E_MOBILE_10 EP_MOBILE_10 EPL_MOBILE_10 F_MOBILE_10 E_CROWD_10 ET_OCCUPANTS_10 EP_CROWD_10 EPL_CROWD_10 F_CROWD_10 E_NOVEH_10 ET_KNOWNVEH_10 EP_NOVEH_10 EPL_NOVEH_10 F_NOVEH_10 E_GROUPQ_10 ET_HHTYPE_10 EP_GROUPQ_10 EPL_GROUPQ_10 F_GROUPQ_10 SPL_THEME1 RPL_THEME1 F_THEME1 SPL_THEME2 RPL_THEME2 F_THEME2 SPL_THEME3 RPL_THEME3 F_THEME3 SPL_THEME4 RPL_THEME4 F_THEME4 SPL_THEMES RPL_THEMES F_TOTAL
02020000101 02 020 000101 AK Alaska Anchorage Municipality 4 West Region 9 Pacific Division 5475 1957 1796 296 5463 5.418268 0.08172 0 229 2885 7.937608 0.48540 0 364 1522 23.91590 0.06363 0 39 274 14.23358 0.02232 0 403 1796 22.43875 0.01883 0 121 3476 3.481013 0.12790 0 863 5853 14.744575 0.48360 0 236 4.310502 0.07411 0 1614 29.47945 0.7579 0 524 4028 13.00894 0.5424 0 65 1496 4.344920 0.06955 0 13 5202 0.2499039 0.07262 0 759 5475 13.86301 0.1072 0 1957 0 0.000000 0.09395 0 167 8.5334696 0.8076 0 134 1796 7.461024 0.66950 0 11 1796 0.6124722 0.08007 0 0 5475 0.0000000 0.3743 0 1.19745 0.15050 0 1.51658 0.08466 0 0.1072 0.1061 0 2.02542 0.27610 0 4.84665 0.10610 0
02020000102 02 020 000102 AK Alaska Anchorage Municipality 4 West Region 9 Pacific Division 4240 1923 1654 286 4240 6.745283 0.12010 0 198 2385 8.301887 0.51840 0 275 1235 22.26721 0.04612 0 248 419 59.18854 0.73210 0 523 1654 31.62031 0.10860 0 242 2799 8.645945 0.36450 0 838 4982 16.820554 0.56690 0 259 6.108491 0.17290 0 1038 24.48113 0.5034 0 809 3707 21.82358 0.9163 1 97 1071 9.056956 0.24130 0 0 4007 0.0000000 0.02799 0 955 4240 22.52358 0.2295 0 1923 169 8.788351 0.54130 0 147 7.6443058 0.7936 0 33 1654 1.995163 0.34020 0 103 1654 6.2273277 0.58930 0 0 4240 0.0000000 0.3743 0 1.67850 0.27600 0 1.86189 0.19010 1 0.2295 0.2271 0 2.63870 0.55190 0 6.40859 0.29520 1
02020000201 02 020 000201 AK Alaska Anchorage Municipality 4 West Region 9 Pacific Division 4085 1543 1532 296 4085 7.246022 0.13670 0 46 2089 2.202011 0.03307 0 302 969 31.16615 0.19620 0 187 563 33.21492 0.13830 0 489 1532 31.91906 0.11350 0 164 2395 6.847599 0.28750 0 811 3466 23.398730 0.77070 0 133 3.255814 0.03812 0 1199 29.35129 0.7523 0 320 2468 12.96596 0.5385 0 171 1083 15.789474 0.52510 0 7 3810 0.1837270 0.06378 0 743 4085 18.18849 0.1723 0 1543 54 3.499676 0.37950 0 7 0.4536617 0.5183 0 32 1532 2.088773 0.34980 0 49 1532 3.1984334 0.36020 0 0 4085 0.0000000 0.3743 0 1.34147 0.18750 0 1.91780 0.21070 0 0.1723 0.1705 0 1.98210 0.25830 0 5.41367 0.16940 0
02020000202 02 020 000202 AK Alaska Anchorage Municipality 4 West Region 9 Pacific Division 5546 2182 2113 526 5546 9.484313 0.21140 0 227 3160 7.183544 0.41200 0 543 1621 33.49784 0.25970 0 190 492 38.61789 0.21800 0 733 2113 34.69001 0.17100 0 165 3512 4.698178 0.18740 0 656 6077 10.794800 0.31640 0 316 5.697800 0.14500 0 1469 26.48756 0.6157 0 518 4455 11.62739 0.4350 0 183 1558 11.745828 0.35940 0 0 5025 0.0000000 0.02799 0 1048 5546 18.89650 0.1812 0 2182 71 3.253896 0.36860 0 0 0.0000000 0.2497 0 35 2113 1.656413 0.30200 0 53 2113 2.5082821 0.28670 0 29 5546 0.5228994 0.7581 0 1.29820 0.17610 0 1.58309 0.10070 0 0.1812 0.1794 0 1.96510 0.25170 0 5.02759 0.12640 0
02020000203 02 020 000203 AK Alaska Anchorage Municipality 4 West Region 9 Pacific Division 11105 3541 3471 219 11105 1.972085 0.01547 0 172 5254 3.273696 0.07294 0 1053 3080 34.18831 0.28180 0 210 391 53.70844 0.58650 0 1263 3471 36.38721 0.21720 0 190 6894 2.756020 0.09438 0 454 10387 4.370848 0.06989 0 411 3.701036 0.04993 0 3447 31.04007 0.8179 0 746 7049 10.58306 0.3534 0 249 3259 7.640381 0.17740 0 58 10286 0.5638732 0.11750 0 2049 11105 18.45115 0.1756 0 3541 0 0.000000 0.09395 0 14 0.3953685 0.5107 0 0 3471 0.000000 0.05961 0 27 3471 0.7778738 0.09704 0 0 11105 0.0000000 0.3743 0 0.46988 0.01758 0 1.51613 0.08457 0 0.1756 0.1738 0 1.13560 0.03184 0 3.29721 0.00727 0
02020000701 02 020 000701 AK Alaska Anchorage Municipality 4 West Region 9 Pacific Division 5432 2076 1969 1206 5418 22.259136 0.56430 0 264 2765 9.547920 0.62650 0 354 1051 33.68221 0.26640 0 362 918 39.43355 0.23330 0 716 1969 36.36364 0.21610 0 411 3280 12.530488 0.50270 0 1108 5795 19.119931 0.64920 0 354 6.516937 0.20030 0 1479 27.22754 0.6523 0 567 4056 13.97929 0.6074 0 415 1255 33.067729 0.91780 1 73 4960 1.4717742 0.22780 0 3080 5432 56.70103 0.5848 0 2076 273 13.150289 0.63880 0 335 16.1368015 0.8980 0 166 1969 8.430675 0.70140 0 202 1969 10.2590147 0.76450 0 0 5432 0.0000000 0.3743 0 2.55880 0.52240 0 2.60560 0.53860 1 0.5848 0.5788 0 3.37700 0.86270 0 9.12620 0.64760 1 
# THEME4 - 2020
svi_2020_divisional %>% arrange((F_THEME4)) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_20 E_HU_20 E_HH_20 E_POV150_20 ET_POVSTATUS_20 EP_POV150_20 EPL_POV150_20 F_POV150_20 E_UNEMP_20 ET_EMPSTATUS_20 EP_UNEMP_20 EPL_UNEMP_20 F_UNEMP_20 E_HBURD_OWN_20 ET_HOUSINGCOST_OWN_20 EP_HBURD_OWN_20 EPL_HBURD_OWN_20 F_HBURD_OWN_20 E_HBURD_RENT_20 ET_HOUSINGCOST_RENT_20 EP_HBURD_RENT_20 EPL_HBURD_RENT_20 F_HBURD_RENT_20 E_HBURD_20 ET_HOUSINGCOST_20 EP_HBURD_20 EPL_HBURD_20 F_HBURD_20 E_NOHSDP_20 ET_EDSTATUS_20 EP_NOHSDP_20 EPL_NOHSDP_20 F_NOHSDP_20 E_UNINSUR_20 ET_INSURSTATUS_20 EP_UNINSUR_20 EPL_UNINSUR_20 F_UNINSUR_20 E_AGE65_20 EP_AGE65_20 EPL_AGE65_20 F_AGE65_20 E_AGE17_20 EP_AGE17_20 EPL_AGE17_20 F_AGE17_20 E_DISABL_20 ET_DISABLSTATUS_20 EP_DISABL_20 EPL_DISABL_20 F_DISABL_20 E_SNGPNT_20 ET_FAMILIES_20 EP_SNGPNT_20 EPL_SNGPNT_20 F_SNGPNT_20 E_LIMENG_20 ET_POPAGE5UP_20 EP_LIMENG_20 EPL_LIMENG_20 F_LIMENG_20 E_MINRTY_20 ET_POPETHRACE_20 EP_MINRTY_20 EPL_MINRTY_20 F_MINRTY_20 E_STRHU_20 E_MUNIT_20 EP_MUNIT_20 EPL_MUNIT_20 F_MUNIT_20 E_MOBILE_20 EP_MOBILE_20 EPL_MOBILE_20 F_MOBILE_20 E_CROWD_20 ET_OCCUPANTS_20 EP_CROWD_20 EPL_CROWD_20 F_CROWD_20 E_NOVEH_20 ET_KNOWNVEH_20 EP_NOVEH_20 EPL_NOVEH_20 F_NOVEH_20 E_GROUPQ_20 ET_HHTYPE_20 EP_GROUPQ_20 EPL_GROUPQ_20 F_GROUPQ_20 SPL_THEME1 RPL_THEME1 F_THEME1 SPL_THEME2 RPL_THEME2 F_THEME2 SPL_THEME3 RPL_THEME3 F_THEME3 SPL_THEME4 RPL_THEME4 F_THEME4 SPL_THEMES RPL_THEMES F_TOTAL
02020000101 02 020 000101 AK Alaska Anchorage Municipality 4 West Region 9 Pacific Division 5772 2127 1917 416 5772 7.207207 0.13960 0 223 2691 8.286882 0.7821 0 296 1679 17.62954 0.08891 0 30 238 12.60504 0.01632 0 326 1917 17.00574 0.01584 0 74 4011 1.844926 0.07404 0 546 5733 9.523810 0.7456 0 692 11.988912 0.36010 0 1481 25.65835 0.7225 0 771 4252.330 18.13124 0.7949 0 94 1608.796 5.842877 0.15030 0 4 5425 0.0737327 0.05497 0 989 5772.331 17.13346 0.08922 0 2127 28 1.316408 0.25850 0 5 0.2350729 0.5017 0 9 1917 0.4694836 0.09085 0 24 1916.584 1.2522279 0.15320 0 114 5772 1.9750520 0.8251 0 1.75718 0.28090 0 2.08277 0.26400 0 0.08922 0.08843 0 1.82935 0.20380 0 5.75852 0.187000 0
02020000102 02 020 000102 AK Alaska Anchorage Municipality 4 West Region 9 Pacific Division 4743 1975 1681 633 4738 13.360067 0.37010 0 75 2465 3.042596 0.1971 0 383 1350 28.37037 0.47830 0 122 331 36.85801 0.20770 0 505 1681 30.04164 0.24540 0 205 3383 6.059710 0.32020 0 330 4638 7.115136 0.6017 0 653 13.767658 0.46830 0 1186 25.00527 0.6899 0 472 3447.726 13.69018 0.5484 0 182 1469.325 12.386640 0.45250 0 0 4485 0.0000000 0.02391 0 756 4743.330 15.93817 0.07455 0 1975 153 7.746835 0.49470 0 156 7.8987342 0.8173 0 17 1681 1.0113028 0.15640 0 0 1681.103 0.0000000 0.02249 0 15 4743 0.3162555 0.4726 0 1.73450 0.27390 0 2.18301 0.31050 0 0.07455 0.07389 0 1.96349 0.25520 0 5.95555 0.216200 0
02020000201 02 020 000201 AK Alaska Anchorage Municipality 4 West Region 9 Pacific Division 4707 1946 1835 706 4707 14.998938 0.42580 0 88 2269 3.878360 0.3073 0 219 793 27.61665 0.44320 0 527 1042 50.57582 0.53120 0 746 1835 40.65395 0.60740 0 194 2805 6.916221 0.36480 0 464 4274 10.856341 0.8018 0 257 5.459953 0.04652 0 1279 27.17230 0.7970 0 390 2999.274 13.00315 0.4994 0 72 1222.675 5.888728 0.15250 0 26 4201 0.6189003 0.13850 0 1282 4706.670 27.23794 0.21200 0 1946 76 3.905447 0.37580 0 2 0.1027749 0.4966 0 96 1835 5.2316076 0.52940 0 39 1834.897 2.1254595 0.25860 0 0 4707 0.0000000 0.1370 0 2.50710 0.50580 0 1.63392 0.09856 0 0.21200 0.21010 0 1.79740 0.19210 0 6.15042 0.243200 0
02020000202 02 020 000202 AK Alaska Anchorage Municipality 4 West Region 9 Pacific Division 6751 2569 2533 585 6733 8.688549 0.19440 0 84 3495 2.403433 0.1248 0 424 1787 23.72692 0.27800 0 403 746 54.02145 0.62910 0 827 2533 32.64903 0.32930 0 210 4695 4.472843 0.22720 0 657 6478 10.142019 0.7745 0 916 13.568360 0.45600 0 1559 23.09288 0.5810 0 751 4919.000 15.26733 0.6544 0 274 1918.000 14.285714 0.52930 0 22 6382 0.3447195 0.09379 0 1832 6751.000 27.13672 0.21080 0 2569 174 6.773063 0.46540 0 55 2.1409109 0.6815 0 16 2533 0.6316621 0.10990 0 122 2533.000 4.8164232 0.52460 0 23 6751 0.3406903 0.4866 0 1.65020 0.25090 0 2.31449 0.37730 0 0.21080 0.20890 0 2.26800 0.38010 0 6.44349 0.285700 0
02020000203 02 020 000203 AK Alaska Anchorage Municipality 4 West Region 9 Pacific Division 10671 3649 3535 422 10570 3.992431 0.03817 0 193 5066 3.809712 0.2984 0 606 2815 21.52753 0.19800 0 409 720 56.80556 0.70290 0 1015 3535 28.71287 0.20680 0 75 6771 1.107665 0.03744 0 239 10203 2.342448 0.1531 0 917 8.593384 0.16380 0 3123 29.26624 0.8724 0 867 7080.044 12.24569 0.4404 0 112 2627.016 4.263392 0.09142 0 0 9548 0.0000000 0.02391 0 1772 10671.056 16.60567 0.08235 0 3649 0 0.000000 0.08271 0 12 0.3288572 0.5078 0 40 3535 1.1315417 0.17010 0 10 3535.021 0.2828838 0.04917 0 0 10671 0.0000000 0.1370 0 0.73391 0.04399 0 1.59193 0.08816 0 0.08235 0.08162 0 0.94678 0.02144 0 3.35497 0.005245 0
02020000702 02 020 000702 AK Alaska Anchorage Municipality 4 West Region 9 Pacific Division 6391 2512 2317 1253 6298 19.895205 0.57240 0 101 2893 3.491186 0.2572 0 404 1230 32.84553 0.65310 0 524 1087 48.20607 0.46800 0 928 2317 40.05179 0.58630 0 431 3563 12.096548 0.57540 0 433 6087 7.113521 0.6017 0 634 9.920200 0.23630 0 1892 29.60413 0.8823 0 1004 4195.000 23.93325 0.9361 1 351 1366.000 25.695461 0.85000 0 129 5974 2.1593572 0.32410 0 3992 6391.000 62.46284 0.58040 0 2512 548 21.815287 0.75130 0 200 7.9617834 0.8180 0 220 2317 9.4950367 0.71030 0 120 2317.000 5.1791109 0.55200 0 48 6391 0.7510562 0.6479 0 2.59300 0.53360 0 3.22880 0.84110 1 0.58040 0.57530 0 3.47950 0.88320 0 9.88170 0.746400 1

The least vulnerable tracts for THEME4 are all located in Anchorage Municipality.

# Least Vulnerable Tracts - Divisional
# TOTAL - 2010
svi_2010_divisional %>% arrange((F_TOTAL)) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_10 E_HU_10 E_HH_10 E_POV150_10 ET_POVSTATUS_10 EP_POV150_10 EPL_POV150_10 F_POV150_10 E_UNEMP_10 ET_EMPSTATUS_10 EP_UNEMP_10 EPL_UNEMP_10 F_UNEMP_10 E_HBURD_OWN_10 ET_HOUSINGCOST_OWN_10 EP_HBURD_OWN_10 EPL_HBURD_OWN_10 F_HBURD_OWN_10 E_HBURD_RENT_10 ET_HOUSINGCOST_RENT_10 EP_HBURD_RENT_10 EPL_HBURD_RENT_10 F_HBURD_RENT_10 E_HBURD_10 ET_HOUSINGCOST_10 EP_HBURD_10 EPL_HBURD_10 F_HBURD_10 E_NOHSDP_10 ET_EDSTATUS_10 EP_NOHSDP_10 EPL_NOHSDP_10 F_NOHSDP_10 E_UNINSUR_12 ET_INSURSTATUS_12 EP_UNINSUR_12 EPL_UNINSUR_12 F_UNINSUR_12 E_AGE65_10 EP_AGE65_10 EPL_AGE65_10 F_AGE65_10 E_AGE17_10 EP_AGE17_10 EPL_AGE17_10 F_AGE17_10 E_DISABL_12 ET_DISABLSTATUS_12 EP_DISABL_12 EPL_DISABL_12 F_DISABL_12 E_SNGPNT_10 ET_FAMILIES_10 EP_SNGPNT_10 EPL_SNGPNT_10 F_SNGPNT_10 E_LIMENG_10 ET_POPAGE5UP_10 EP_LIMENG_10 EPL_LIMENG_10 F_LIMENG_10 E_MINRTY_10 ET_POPETHRACE_10 EP_MINRTY_10 EPL_MINRTY_10 F_MINRTY_10 E_STRHU_10 E_MUNIT_10 EP_MUNIT_10 EPL_MUNIT_10 F_MUNIT_10 E_MOBILE_10 EP_MOBILE_10 EPL_MOBILE_10 F_MOBILE_10 E_CROWD_10 ET_OCCUPANTS_10 EP_CROWD_10 EPL_CROWD_10 F_CROWD_10 E_NOVEH_10 ET_KNOWNVEH_10 EP_NOVEH_10 EPL_NOVEH_10 F_NOVEH_10 E_GROUPQ_10 ET_HHTYPE_10 EP_GROUPQ_10 EPL_GROUPQ_10 F_GROUPQ_10 SPL_THEME1 RPL_THEME1 F_THEME1 SPL_THEME2 RPL_THEME2 F_THEME2 SPL_THEME3 RPL_THEME3 F_THEME3 SPL_THEME4 RPL_THEME4 F_THEME4 SPL_THEMES RPL_THEMES F_TOTAL
02020000101 02 020 000101 AK Alaska Anchorage Municipality 4 West Region 9 Pacific Division 5475 1957 1796 296 5463 5.418268 0.08172 0 229 2885 7.9376083 0.485400 0 364 1522 23.91590 0.06363 0 39 274 14.23358 0.02232 0 403 1796 22.43875 0.01883 0 121 3476 3.481013 0.12790 0 863 5853 14.744575 0.48360 0 236 4.310502 0.07411 0 1614 29.47945 0.75790 0 524 4028 13.00894 0.5424 0 65 1496 4.344920 0.06955 0 13 5202 0.2499039 0.07262 0 759 5475 13.863014 0.1072 0 1957 0 0.000000 0.09395 0 167 8.5334696 0.8076 0 134 1796 7.4610245 0.66950 0 11 1796 0.6124722 0.08007 0 0 5475 0.0000000 0.3743 0 1.197450 0.15050 0 1.51658 0.08466 0 0.1072 0.10610 0 2.02542 0.27610 0 4.846650 0.10610 0
02020000201 02 020 000201 AK Alaska Anchorage Municipality 4 West Region 9 Pacific Division 4085 1543 1532 296 4085 7.246022 0.13670 0 46 2089 2.2020105 0.033070 0 302 969 31.16615 0.19620 0 187 563 33.21492 0.13830 0 489 1532 31.91906 0.11350 0 164 2395 6.847599 0.28750 0 811 3466 23.398730 0.77070 0 133 3.255814 0.03812 0 1199 29.35129 0.75230 0 320 2468 12.96596 0.5385 0 171 1083 15.789474 0.52510 0 7 3810 0.1837270 0.06378 0 743 4085 18.188495 0.1723 0 1543 54 3.499676 0.37950 0 7 0.4536617 0.5183 0 32 1532 2.0887728 0.34980 0 49 1532 3.1984334 0.36020 0 0 4085 0.0000000 0.3743 0 1.341470 0.18750 0 1.91780 0.21070 0 0.1723 0.17050 0 1.98210 0.25830 0 5.413670 0.16940 0
02020000202 02 020 000202 AK Alaska Anchorage Municipality 4 West Region 9 Pacific Division 5546 2182 2113 526 5546 9.484313 0.21140 0 227 3160 7.1835443 0.412000 0 543 1621 33.49784 0.25970 0 190 492 38.61789 0.21800 0 733 2113 34.69001 0.17100 0 165 3512 4.698178 0.18740 0 656 6077 10.794800 0.31640 0 316 5.697800 0.14500 0 1469 26.48756 0.61570 0 518 4455 11.62739 0.4350 0 183 1558 11.745828 0.35940 0 0 5025 0.0000000 0.02799 0 1048 5546 18.896502 0.1812 0 2182 71 3.253896 0.36860 0 0 0.0000000 0.2497 0 35 2113 1.6564127 0.30200 0 53 2113 2.5082821 0.28670 0 29 5546 0.5228994 0.7581 0 1.298200 0.17610 0 1.58309 0.10070 0 0.1812 0.17940 0 1.96510 0.25170 0 5.027590 0.12640 0
02020000203 02 020 000203 AK Alaska Anchorage Municipality 4 West Region 9 Pacific Division 11105 3541 3471 219 11105 1.972085 0.01547 0 172 5254 3.2736962 0.072940 0 1053 3080 34.18831 0.28180 0 210 391 53.70844 0.58650 0 1263 3471 36.38721 0.21720 0 190 6894 2.756020 0.09438 0 454 10387 4.370848 0.06989 0 411 3.701036 0.04993 0 3447 31.04007 0.81790 0 746 7049 10.58306 0.3534 0 249 3259 7.640381 0.17740 0 58 10286 0.5638732 0.11750 0 2049 11105 18.451148 0.1756 0 3541 0 0.000000 0.09395 0 14 0.3953685 0.5107 0 0 3471 0.0000000 0.05961 0 27 3471 0.7778738 0.09704 0 0 11105 0.0000000 0.3743 0 0.469880 0.01758 0 1.51613 0.08457 0 0.1756 0.17380 0 1.13560 0.03184 0 3.297210 0.00727 0
02020000702 02 020 000702 AK Alaska Anchorage Municipality 4 West Region 9 Pacific Division 5312 1972 1853 1154 5242 22.014498 0.55940 0 121 2647 4.5712127 0.161500 0 229 784 29.20918 0.15100 0 418 1069 39.10196 0.22630 0 647 1853 34.91635 0.17650 0 172 2799 6.145052 0.25580 0 941 5126 18.357394 0.62460 0 202 3.802711 0.05309 0 1602 30.15813 0.78390 0 390 3602 10.82732 0.3740 0 279 1344 20.758929 0.68780 0 84 4700 1.7872340 0.26170 0 2129 5312 40.079066 0.4352 0 1972 250 12.677485 0.62970 0 48 2.4340771 0.6783 0 142 1853 7.6632488 0.67680 0 80 1853 4.3173233 0.45840 0 29 5312 0.5459337 0.7587 0 1.777800 0.30480 0 2.16049 0.31610 0 0.4352 0.43080 0 3.20190 0.80040 0 7.575390 0.45140 0
02020001200 02 020 001200 AK Alaska Anchorage Municipality 4 West Region 9 Pacific Division 3628 2143 1918 283 3591 7.880813 0.15710 0 12 2020 0.5940594 0.009502 0 210 1005 20.89552 0.03549 0 235 913 25.73932 0.07013 0 445 1918 23.20125 0.02135 0 77 2880 2.673611 0.09048 0 375 3588 10.451505 0.30050 0 673 18.550165 0.86820 0 496 13.67144 0.08805 0 350 3119 11.22155 0.4033 0 73 910 8.021978 0.19190 0 0 3457 0.0000000 0.02799 0 353 3628 9.729879 0.0503 0 2143 433 20.205320 0.74620 0 75 3.4997667 0.7138 0 11 1918 0.5735141 0.15540 0 180 1918 9.3847758 0.73240 0 37 3628 1.0198456 0.7774 0 0.578932 0.02899 0 1.57944 0.09911 0 0.0503 0.04978 0 3.12520 0.77020 0 5.333872 0.16080 0 
# TOTAL - 2020
svi_2020_divisional %>% arrange((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
02020000101 02 020 000101 AK Alaska Anchorage Municipality 4 West Region 9 Pacific Division 5772 2127 1917 416 5772 7.207207 0.13960 0 223 2691 8.286882 0.7821 0 296 1679 17.62954 0.08891 0 30 238 12.60504 0.01632 0 326 1917 17.00574 0.01584 0 74 4011 1.844926 0.07404 0 546 5733 9.523810 0.7456 0 692 11.988912 0.36010 0 1481 25.65835 0.7225 0 771 4252.330 18.13124 0.7949 0 94 1608.796 5.842877 0.15030 0 4 5425 0.0737327 0.05497 0 989 5772.331 17.13346 0.08922 0 2127 28 1.316408 0.25850 0 5 0.2350729 0.5017 0 9 1917 0.4694836 0.09085 0 24 1916.584 1.2522279 0.15320 0 114 5772 1.9750520 0.8251 0 1.75718 0.28090 0 2.08277 0.26400 0 0.08922 0.08843 0 1.82935 0.20380 0 5.75852 0.187000 0
02020000102 02 020 000102 AK Alaska Anchorage Municipality 4 West Region 9 Pacific Division 4743 1975 1681 633 4738 13.360067 0.37010 0 75 2465 3.042596 0.1971 0 383 1350 28.37037 0.47830 0 122 331 36.85801 0.20770 0 505 1681 30.04164 0.24540 0 205 3383 6.059710 0.32020 0 330 4638 7.115136 0.6017 0 653 13.767658 0.46830 0 1186 25.00527 0.6899 0 472 3447.726 13.69018 0.5484 0 182 1469.325 12.386640 0.45250 0 0 4485 0.0000000 0.02391 0 756 4743.330 15.93817 0.07455 0 1975 153 7.746835 0.49470 0 156 7.8987342 0.8173 0 17 1681 1.0113028 0.15640 0 0 1681.103 0.0000000 0.02249 0 15 4743 0.3162555 0.4726 0 1.73450 0.27390 0 2.18301 0.31050 0 0.07455 0.07389 0 1.96349 0.25520 0 5.95555 0.216200 0
02020000201 02 020 000201 AK Alaska Anchorage Municipality 4 West Region 9 Pacific Division 4707 1946 1835 706 4707 14.998938 0.42580 0 88 2269 3.878360 0.3073 0 219 793 27.61665 0.44320 0 527 1042 50.57582 0.53120 0 746 1835 40.65395 0.60740 0 194 2805 6.916221 0.36480 0 464 4274 10.856341 0.8018 0 257 5.459953 0.04652 0 1279 27.17230 0.7970 0 390 2999.274 13.00315 0.4994 0 72 1222.675 5.888728 0.15250 0 26 4201 0.6189003 0.13850 0 1282 4706.670 27.23794 0.21200 0 1946 76 3.905447 0.37580 0 2 0.1027749 0.4966 0 96 1835 5.2316076 0.52940 0 39 1834.897 2.1254595 0.25860 0 0 4707 0.0000000 0.1370 0 2.50710 0.50580 0 1.63392 0.09856 0 0.21200 0.21010 0 1.79740 0.19210 0 6.15042 0.243200 0
02020000202 02 020 000202 AK Alaska Anchorage Municipality 4 West Region 9 Pacific Division 6751 2569 2533 585 6733 8.688549 0.19440 0 84 3495 2.403433 0.1248 0 424 1787 23.72692 0.27800 0 403 746 54.02145 0.62910 0 827 2533 32.64903 0.32930 0 210 4695 4.472843 0.22720 0 657 6478 10.142019 0.7745 0 916 13.568360 0.45600 0 1559 23.09288 0.5810 0 751 4919.000 15.26733 0.6544 0 274 1918.000 14.285714 0.52930 0 22 6382 0.3447195 0.09379 0 1832 6751.000 27.13672 0.21080 0 2569 174 6.773063 0.46540 0 55 2.1409109 0.6815 0 16 2533 0.6316621 0.10990 0 122 2533.000 4.8164232 0.52460 0 23 6751 0.3406903 0.4866 0 1.65020 0.25090 0 2.31449 0.37730 0 0.21080 0.20890 0 2.26800 0.38010 0 6.44349 0.285700 0
02020000203 02 020 000203 AK Alaska Anchorage Municipality 4 West Region 9 Pacific Division 10671 3649 3535 422 10570 3.992431 0.03817 0 193 5066 3.809712 0.2984 0 606 2815 21.52753 0.19800 0 409 720 56.80556 0.70290 0 1015 3535 28.71287 0.20680 0 75 6771 1.107665 0.03744 0 239 10203 2.342448 0.1531 0 917 8.593384 0.16380 0 3123 29.26624 0.8724 0 867 7080.044 12.24569 0.4404 0 112 2627.016 4.263392 0.09142 0 0 9548 0.0000000 0.02391 0 1772 10671.056 16.60567 0.08235 0 3649 0 0.000000 0.08271 0 12 0.3288572 0.5078 0 40 3535 1.1315417 0.17010 0 10 3535.021 0.2828838 0.04917 0 0 10671 0.0000000 0.1370 0 0.73391 0.04399 0 1.59193 0.08816 0 0.08235 0.08162 0 0.94678 0.02144 0 3.35497 0.005245 0
02020000703 02 020 000703 AK Alaska Anchorage Municipality 4 West Region 9 Pacific Division 6007 2397 2191 1596 5859 27.240143 0.73370 0 231 3303 6.993642 0.6809 0 321 1072 29.94403 0.54100 0 571 1120 50.98214 0.54040 0 892 2192 40.69343 0.60820 0 293 3692 7.936078 0.41630 0 766 5779 13.254888 0.8767 0 739 12.302314 0.37940 0 1707 28.41685 0.8466 0 625 4057.618 15.40313 0.6629 0 387 1378.067 28.082823 0.88780 0 126 5449 2.3123509 0.33780 0 3959 6006.510 65.91182 0.61150 0 2397 315 13.141427 0.61610 0 303 12.6408010 0.8788 0 273 2191 12.4600639 0.78630 0 240 2191.439 10.9517057 0.81140 0 201 6007 3.3460962 0.8922 0 3.31580 0.72540 0 3.11450 0.79680 0 0.61150 0.60610 0 3.98480 0.97110 0 11.02660 0.872500 0

The least vulnerable tracts as a whole are located in Anchorage Municipality, AK.

5. For the most vulnerable state in your division, what are the most & least vulnerable tracts by THEME1, THEME2, THEME3, THEME4, OVERALL? Do they belong to certain counties? (Show code/data output to display your findings)

# State 2010 - CA
svi_2010_state <- rank_variables(svi_2010, rank_by = "state", location = "CA")

# State 2020 - CA
svi_2020_state <- rank_variables(svi_2020, rank_by = "state", location = "CA")

# Add theme variables
svi_2010_state <- svi_theme_variables(svi_2010_state)
svi_2020_state <- svi_theme_variables(svi_2020_state)

# Add theme flags
svi_2010_state <- svi_theme_flags(svi_2010_state, .90)
svi_2020_state <- svi_theme_flags(svi_2020_state, .90)

Most Vulnerable

# Most Vulnerable Tracts - State
# THEME1 - 2010
svi_2010_state %>% arrange(desc(F_THEME1)) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_10 E_HU_10 E_HH_10 E_POV150_10 ET_POVSTATUS_10 EP_POV150_10 EPL_POV150_10 F_POV150_10 E_UNEMP_10 ET_EMPSTATUS_10 EP_UNEMP_10 EPL_UNEMP_10 F_UNEMP_10 E_HBURD_OWN_10 ET_HOUSINGCOST_OWN_10 EP_HBURD_OWN_10 EPL_HBURD_OWN_10 F_HBURD_OWN_10 E_HBURD_RENT_10 ET_HOUSINGCOST_RENT_10 EP_HBURD_RENT_10 EPL_HBURD_RENT_10 F_HBURD_RENT_10 E_HBURD_10 ET_HOUSINGCOST_10 EP_HBURD_10 EPL_HBURD_10 F_HBURD_10 E_NOHSDP_10 ET_EDSTATUS_10 EP_NOHSDP_10 EPL_NOHSDP_10 F_NOHSDP_10 E_UNINSUR_12 ET_INSURSTATUS_12 EP_UNINSUR_12 EPL_UNINSUR_12 F_UNINSUR_12 E_AGE65_10 EP_AGE65_10 EPL_AGE65_10 F_AGE65_10 E_AGE17_10 EP_AGE17_10 EPL_AGE17_10 F_AGE17_10 E_DISABL_12 ET_DISABLSTATUS_12 EP_DISABL_12 EPL_DISABL_12 F_DISABL_12 E_SNGPNT_10 ET_FAMILIES_10 EP_SNGPNT_10 EPL_SNGPNT_10 F_SNGPNT_10 E_LIMENG_10 ET_POPAGE5UP_10 EP_LIMENG_10 EPL_LIMENG_10 F_LIMENG_10 E_MINRTY_10 ET_POPETHRACE_10 EP_MINRTY_10 EPL_MINRTY_10 F_MINRTY_10 E_STRHU_10 E_MUNIT_10 EP_MUNIT_10 EPL_MUNIT_10 F_MUNIT_10 E_MOBILE_10 EP_MOBILE_10 EPL_MOBILE_10 F_MOBILE_10 E_CROWD_10 ET_OCCUPANTS_10 EP_CROWD_10 EPL_CROWD_10 F_CROWD_10 E_NOVEH_10 ET_KNOWNVEH_10 EP_NOVEH_10 EPL_NOVEH_10 F_NOVEH_10 E_GROUPQ_10 ET_HHTYPE_10 EP_GROUPQ_10 EPL_GROUPQ_10 F_GROUPQ_10 SPL_THEME1 RPL_THEME1 F_THEME1 SPL_THEME2 RPL_THEME2 F_THEME2 SPL_THEME3 RPL_THEME3 F_THEME3 SPL_THEME4 RPL_THEME4 F_THEME4 SPL_THEMES RPL_THEMES F_TOTAL
06029001500 06 029 001500 CA California Kern County 4 West Region 9 Pacific Division 2640 746 666 1819 2626 69.26885 0.9917 1 193 968 19.93802 0.9661 1 101 228 44.29825 0.5420 0 305 438 69.63470 0.9044 1 406 666 60.96096 0.9086 1 777 1568 49.55357 0.9213 1 967 2609 37.06401 0.9487 1 171 6.477273 0.21410 0 834 31.59091 0.8092 0 442 1659 26.642556 0.9771 1 142 466 30.47210 0.8721 0 578 2406 24.02328 0.8601 0 2314 2640 87.65152 0.8070 0 746 7 0.9383378 0.2305 0 10 1.340483 0.6825 0 118 666 17.71772 0.8283 0 92 666 13.81381 0.8431 0 414 2640 15.681818 0.9704 1 4.7364 0.9867 5 3.73260 0.9552 1 0.8070 0.8017 0 3.5548 0.9111 1 12.83080 0.9826 7
06037224310 06 037 224310 CA California Los Angeles County 4 West Region 9 Pacific Division 2459 682 634 1433 2459 58.27572 0.9639 1 328 1466 22.37381 0.9828 1 43 43 100.00000 0.9977 1 365 591 61.75973 0.7542 0 408 634 64.35331 0.9530 1 827 1456 56.79945 0.9589 1 1121 2282 49.12358 0.9929 1 170 6.913379 0.24650 0 537 21.83815 0.3347 0 169 1739 9.718229 0.3106 0 140 397 35.26448 0.9296 1 1043 2291 45.52597 0.9914 1 2317 2459 94.22529 0.8881 0 682 312 45.7478006 0.9103 1 0 0.000000 0.2818 0 330 634 52.05047 0.9966 1 259 634 40.85173 0.9872 1 191 2459 7.767385 0.9453 1 4.8515 0.9898 5 2.81280 0.6311 2 0.8881 0.8822 0 4.1212 0.9839 4 12.67360 0.9796 11
06037231220 06 037 231220 CA California Los Angeles County 4 West Region 9 Pacific Division 3750 1146 1084 2227 3725 59.78523 0.9691 1 360 1612 22.33251 0.9826 1 74 128 57.81250 0.8823 0 623 956 65.16736 0.8291 0 697 1084 64.29889 0.9521 1 962 1705 56.42229 0.9568 1 1529 3597 42.50765 0.9781 1 124 3.306667 0.04235 0 1165 31.06667 0.7894 0 301 2514 11.972952 0.5101 0 392 818 47.92176 0.9908 1 977 3419 28.57561 0.9093 1 3677 3750 98.05333 0.9521 1 1146 378 32.9842932 0.8486 0 32 2.792321 0.7497 0 329 1084 30.35055 0.9477 1 351 1084 32.38007 0.9772 1 0 3750 0.000000 0.3771 0 4.8387 0.9896 5 3.24195 0.8209 2 0.9521 0.9459 1 3.9003 0.9674 2 12.93305 0.9844 10
06037231800 06 037 231800 CA California Los Angeles County 4 West Region 9 Pacific Division 5141 1419 1350 3096 5141 60.22175 0.9706 1 363 2305 15.74837 0.9027 1 115 189 60.84656 0.9194 1 780 1161 67.18346 0.8679 0 895 1350 66.29630 0.9670 1 1700 2647 64.22365 0.9848 1 2101 4888 42.98282 0.9804 1 184 3.579070 0.05010 0 1839 35.77125 0.9302 1 323 3112 10.379177 0.3719 0 492 1131 43.50133 0.9785 1 1678 4675 35.89305 0.9626 1 5022 5141 97.68528 0.9458 1 1419 393 27.6955603 0.8111 0 0 0.000000 0.2818 0 619 1350 45.85185 0.9921 1 552 1350 40.88889 0.9873 1 0 5141 0.000000 0.3771 0 4.8055 0.9888 5 3.29330 0.8395 3 0.9458 0.9396 1 3.4494 0.8852 2 12.49400 0.9718 11
06037237720 06 037 237720 CA California Los Angeles County 4 West Region 9 Pacific Division 3283 876 847 1963 3221 60.94381 0.9726 1 262 1287 20.35742 0.9704 1 63 135 46.66667 0.6255 0 540 712 75.84270 0.9598 1 603 847 71.19244 0.9888 1 953 1652 57.68765 0.9625 1 1214 3421 35.48670 0.9349 1 110 3.350594 0.04285 0 1239 37.73987 0.9628 1 332 2054 16.163583 0.7823 0 331 726 45.59229 0.9858 1 1028 2995 34.32387 0.9535 1 3283 3283 100.00000 0.9948 1 876 126 14.3835616 0.6459 0 0 0.000000 0.2818 0 295 847 34.82881 0.9673 1 191 847 22.55018 0.9403 1 0 3283 0.000000 0.3771 0 4.8292 0.9893 5 3.72725 0.9541 3 0.9948 0.9883 1 3.2124 0.8012 2 12.76365 0.9814 11
06037238310 06 037 238310 CA California Los Angeles County 4 West Region 9 Pacific Division 4321 1442 1379 3025 4321 70.00694 0.9927 1 373 1743 21.39989 0.9770 1 62 113 54.86726 0.8339 0 846 1266 66.82464 0.8623 0 908 1379 65.84482 0.9635 1 914 1906 47.95383 0.9087 1 1681 4509 37.28099 0.9502 1 155 3.587133 0.05060 0 1595 36.91275 0.9500 1 383 2879 13.303230 0.6133 0 501 950 52.73684 0.9960 1 785 3808 20.61450 0.8127 0 4281 4321 99.07429 0.9719 1 1442 398 27.6005548 0.8100 0 0 0.000000 0.2818 0 416 1379 30.16679 0.9469 1 375 1379 27.19362 0.9625 1 0 4321 0.000000 0.3771 0 4.7921 0.9887 5 3.42260 0.8851 2 0.9719 0.9655 1 3.3783 0.8605 2 12.56490 0.9751 10 
# THEME1 - 2020
svi_2020_state %>% arrange(desc(F_THEME1)) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_20 E_HU_20 E_HH_20 E_POV150_20 ET_POVSTATUS_20 EP_POV150_20 EPL_POV150_20 F_POV150_20 E_UNEMP_20 ET_EMPSTATUS_20 EP_UNEMP_20 EPL_UNEMP_20 F_UNEMP_20 E_HBURD_OWN_20 ET_HOUSINGCOST_OWN_20 EP_HBURD_OWN_20 EPL_HBURD_OWN_20 F_HBURD_OWN_20 E_HBURD_RENT_20 ET_HOUSINGCOST_RENT_20 EP_HBURD_RENT_20 EPL_HBURD_RENT_20 F_HBURD_RENT_20 E_HBURD_20 ET_HOUSINGCOST_20 EP_HBURD_20 EPL_HBURD_20 F_HBURD_20 E_NOHSDP_20 ET_EDSTATUS_20 EP_NOHSDP_20 EPL_NOHSDP_20 F_NOHSDP_20 E_UNINSUR_20 ET_INSURSTATUS_20 EP_UNINSUR_20 EPL_UNINSUR_20 F_UNINSUR_20 E_AGE65_20 EP_AGE65_20 EPL_AGE65_20 F_AGE65_20 E_AGE17_20 EP_AGE17_20 EPL_AGE17_20 F_AGE17_20 E_DISABL_20 ET_DISABLSTATUS_20 EP_DISABL_20 EPL_DISABL_20 F_DISABL_20 E_SNGPNT_20 ET_FAMILIES_20 EP_SNGPNT_20 EPL_SNGPNT_20 F_SNGPNT_20 E_LIMENG_20 ET_POPAGE5UP_20 EP_LIMENG_20 EPL_LIMENG_20 F_LIMENG_20 E_MINRTY_20 ET_POPETHRACE_20 EP_MINRTY_20 EPL_MINRTY_20 F_MINRTY_20 E_STRHU_20 E_MUNIT_20 EP_MUNIT_20 EPL_MUNIT_20 F_MUNIT_20 E_MOBILE_20 EP_MOBILE_20 EPL_MOBILE_20 F_MOBILE_20 E_CROWD_20 ET_OCCUPANTS_20 EP_CROWD_20 EPL_CROWD_20 F_CROWD_20 E_NOVEH_20 ET_KNOWNVEH_20 EP_NOVEH_20 EPL_NOVEH_20 F_NOVEH_20 E_GROUPQ_20 ET_HHTYPE_20 EP_GROUPQ_20 EPL_GROUPQ_20 F_GROUPQ_20 SPL_THEME1 RPL_THEME1 F_THEME1 SPL_THEME2 RPL_THEME2 F_THEME2 SPL_THEME3 RPL_THEME3 F_THEME3 SPL_THEME4 RPL_THEME4 F_THEME4 SPL_THEMES RPL_THEMES F_TOTAL
06019002702 06 019 002702 CA California Fresno County 4 West Region 9 Pacific Division 4410 1417 1272 3006 4379 68.64581 0.9950 1 205 1740 11.78161 0.9150 1 74 291 25.429553 0.265900 0 683 981 69.62283 0.9308 1 757 1272 59.51258 0.9509 1 1239 2182 56.78277 0.9913 1 697 4380 15.91324 0.9252 1 249 5.646259 0.05504 0 1530 34.69388 0.9682 1 594 2850.000 20.84211 0.9113 1 396 973 40.69887 0.9791 1 1027 4081 25.16540 0.9307 1 4121 4410.000 93.44671 0.8739 0 1417 248 17.50176 0.6781 0 0 0.00000 0.2769 0 350 1272 27.51572 0.9474 1 168 1272 13.20755 0.8649 0 35 4410 0.7936508 0.6777 0 4.7774 0.9892 5 3.84434 0.9739 4 0.8739 0.8693 0 3.4450 0.8760 1 12.94064 0.9852 10
06037120020 06 037 120020 CA California Los Angeles County 4 West Region 9 Pacific Division 3880 1239 1224 1891 3838 49.27045 0.9532 1 268 2148 12.47672 0.9305 1 95 148 64.189189 0.987800 1 688 1076 63.94052 0.8394 0 783 1224 63.97059 0.9800 1 1136 2513 45.20493 0.9499 1 678 3883 17.46073 0.9463 1 358 9.226804 0.21710 0 912 23.50515 0.5839 0 554 2969.922 18.65369 0.8561 0 204 963 21.18380 0.7389 0 963 3604 26.72031 0.9462 1 3715 3879.719 95.75436 0.9124 1 1239 811 65.45601 0.9569 1 0 0.00000 0.2769 0 288 1224 23.52941 0.9141 1 151 1224 12.33660 0.8469 0 0 3880 0.0000000 0.1498 0 4.7599 0.9887 5 3.34220 0.8744 1 0.9124 0.9077 1 3.1446 0.7760 2 12.15910 0.9602 9
06037120103 06 037 120103 CA California Los Angeles County 4 West Region 9 Pacific Division 3376 872 862 1895 3320 57.07831 0.9831 1 199 1620 12.28395 0.9254 1 5 66 7.575758 0.008454 0 596 796 74.87437 0.9710 1 601 862 69.72158 0.9940 1 967 1975 48.96203 0.9690 1 572 3376 16.94313 0.9400 1 177 5.242891 0.04580 0 1225 36.28554 0.9819 1 338 2151.000 15.71362 0.7385 0 240 742 32.34501 0.9308 1 1178 3089 38.13532 0.9921 1 3309 3376.000 98.01540 0.9540 1 872 785 90.02294 0.9886 1 0 0.00000 0.2769 0 343 862 39.79118 0.9914 1 249 862 28.88631 0.9737 1 0 3376 0.0000000 0.1498 0 4.8115 0.9896 5 3.68910 0.9557 3 0.9540 0.9490 1 3.3804 0.8566 3 12.83500 0.9832 12
06037209810 06 037 209810 CA California Los Angeles County 4 West Region 9 Pacific Division 2640 793 737 1289 2257 57.11121 0.9834 1 152 1234 12.31767 0.9261 1 7 15 46.666667 0.924300 1 421 722 58.31025 0.7002 0 428 737 58.07327 0.9361 1 1019 1955 52.12276 0.9798 1 702 2257 31.10323 0.9982 1 520 19.696970 0.77890 0 419 15.87121 0.1713 0 274 1838.000 14.90751 0.6921 0 120 504 23.80952 0.7992 0 1079 2513 42.93673 0.9961 1 2382 2640.000 90.22727 0.8195 0 793 590 74.40101 0.9723 1 0 0.00000 0.2769 0 422 737 57.25916 0.9991 1 216 737 29.30801 0.9751 1 532 2640 20.1515152 0.9790 1 4.8236 0.9898 5 3.43760 0.9052 1 0.8195 0.8152 0 4.2024 0.9862 4 13.28310 0.9886 10
06037221110 06 037 221110 CA California Los Angeles County 4 West Region 9 Pacific Division 3668 1226 1071 1806 3668 49.23664 0.9528 1 225 1828 12.30853 0.9259 1 121 138 87.681159 0.997000 1 492 933 52.73312 0.5429 0 613 1071 57.23623 0.9267 1 1179 2482 47.50201 0.9620 1 751 3668 20.47437 0.9749 1 419 11.423119 0.35380 0 964 26.28135 0.7312 0 473 2704.000 17.49260 0.8173 0 329 806 40.81886 0.9793 1 1440 3511 41.01396 0.9946 1 3573 3668.000 97.41003 0.9441 1 1226 576 46.98206 0.9078 1 23 1.87602 0.7227 0 614 1071 57.32960 0.9992 1 283 1071 26.42390 0.9684 1 129 3668 3.5169029 0.9048 1 4.7423 0.9881 5 3.87620 0.9768 2 0.9441 0.9392 1 4.5029 0.9903 4 14.06550 0.9901 12
06037224420 06 037 224420 CA California Los Angeles County 4 West Region 9 Pacific Division 2651 943 883 1562 2389 65.38301 0.9925 1 232 1430 16.22378 0.9771 1 13 57 22.807018 0.175300 0 584 826 70.70218 0.9427 1 597 883 67.61042 0.9901 1 894 1588 56.29723 0.9898 1 605 2651 22.82158 0.9850 1 243 9.166352 0.21320 0 543 20.48284 0.3995 0 211 1889.000 11.16993 0.4005 0 207 571 36.25219 0.9613 1 870 2539 34.26546 0.9840 1 2523 2651.000 95.17163 0.9012 1 943 540 57.26405 0.9393 1 0 0.00000 0.2769 0 344 883 38.95810 0.9897 1 302 883 34.20159 0.9840 1 253 2651 9.5435685 0.9654 1 4.9345 0.9906 5 2.95850 0.7188 2 0.9012 0.8965 1 4.1553 0.9841 4 12.94950 0.9855 12

In 2010, Kern and Los Angeles County are the most vulnerable tracts for THEME1. In 2020, Fresno County replaces Kern County.

# Most Vulnerable Tracts - State
# THEME2 - 2010
svi_2010_state %>% arrange(desc(F_THEME2)) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_10 E_HU_10 E_HH_10 E_POV150_10 ET_POVSTATUS_10 EP_POV150_10 EPL_POV150_10 F_POV150_10 E_UNEMP_10 ET_EMPSTATUS_10 EP_UNEMP_10 EPL_UNEMP_10 F_UNEMP_10 E_HBURD_OWN_10 ET_HOUSINGCOST_OWN_10 EP_HBURD_OWN_10 EPL_HBURD_OWN_10 F_HBURD_OWN_10 E_HBURD_RENT_10 ET_HOUSINGCOST_RENT_10 EP_HBURD_RENT_10 EPL_HBURD_RENT_10 F_HBURD_RENT_10 E_HBURD_10 ET_HOUSINGCOST_10 EP_HBURD_10 EPL_HBURD_10 F_HBURD_10 E_NOHSDP_10 ET_EDSTATUS_10 EP_NOHSDP_10 EPL_NOHSDP_10 F_NOHSDP_10 E_UNINSUR_12 ET_INSURSTATUS_12 EP_UNINSUR_12 EPL_UNINSUR_12 F_UNINSUR_12 E_AGE65_10 EP_AGE65_10 EPL_AGE65_10 F_AGE65_10 E_AGE17_10 EP_AGE17_10 EPL_AGE17_10 F_AGE17_10 E_DISABL_12 ET_DISABLSTATUS_12 EP_DISABL_12 EPL_DISABL_12 F_DISABL_12 E_SNGPNT_10 ET_FAMILIES_10 EP_SNGPNT_10 EPL_SNGPNT_10 F_SNGPNT_10 E_LIMENG_10 ET_POPAGE5UP_10 EP_LIMENG_10 EPL_LIMENG_10 F_LIMENG_10 E_MINRTY_10 ET_POPETHRACE_10 EP_MINRTY_10 EPL_MINRTY_10 F_MINRTY_10 E_STRHU_10 E_MUNIT_10 EP_MUNIT_10 EPL_MUNIT_10 F_MUNIT_10 E_MOBILE_10 EP_MOBILE_10 EPL_MOBILE_10 F_MOBILE_10 E_CROWD_10 ET_OCCUPANTS_10 EP_CROWD_10 EPL_CROWD_10 F_CROWD_10 E_NOVEH_10 ET_KNOWNVEH_10 EP_NOVEH_10 EPL_NOVEH_10 F_NOVEH_10 E_GROUPQ_10 ET_HHTYPE_10 EP_GROUPQ_10 EPL_GROUPQ_10 F_GROUPQ_10 SPL_THEME1 RPL_THEME1 F_THEME1 SPL_THEME2 RPL_THEME2 F_THEME2 SPL_THEME3 RPL_THEME3 F_THEME3 SPL_THEME4 RPL_THEME4 F_THEME4 SPL_THEMES RPL_THEMES F_TOTAL
06029001202 06 029 001202 CA California Kern County 4 West Region 9 Pacific Division 5184 1840 1427 2282 5114 44.62260 0.8741 0 480 2264 21.20141 0.976100 1 191 399 47.86967 0.6619 0 628 1028 61.08949 0.7379 0 819 1427 57.39313 0.8398 0 1588 2614 60.74981 0.9748 1 1637 5715 28.64392 0.8450 0 170 3.279321 0.04148 0 1882 36.30401 0.9402 1 933 3532 26.41563 0.9765 1 535 1152 46.44097 0.9882 1 1615 4406 36.65456 0.9660 1 4893 5184 94.38657 0.8906 0 1840 135 7.336957 0.4880 0 8 0.4347826 0.5783 0 395 1427 27.68045 0.9311 1 539 1427 37.77155 0.9841 1 0 5184 0 0.3771 0 4.509800 0.9680 2 3.91238 0.9773 4 0.8906 0.8847 0 3.3586 0.8540 2 12.67138 0.9795 8
06029001300 06 029 001300 CA California Kern County 4 West Region 9 Pacific Division 7955 2243 1962 5509 7873 69.97333 0.9926 1 955 3151 30.30784 0.996900 1 93 265 35.09434 0.2139 0 845 1697 49.79375 0.4258 0 938 1962 47.80836 0.5248 0 1791 3094 57.88623 0.9631 1 2631 7245 36.31470 0.9431 1 251 3.155248 0.03798 0 3296 41.43306 0.9911 1 951 4588 20.72799 0.9150 1 753 1568 48.02296 0.9912 1 1836 6614 27.75930 0.9023 1 7571 7955 95.17285 0.9033 1 2243 120 5.349978 0.4231 0 0 0.0000000 0.2818 0 641 1962 32.67074 0.9590 1 633 1962 32.26300 0.9767 1 0 7955 0 0.3771 0 4.420500 0.9557 4 3.83758 0.9701 4 0.9033 0.8974 1 3.0177 0.7166 2 12.17908 0.9515 11
06029002200 06 029 002200 CA California Kern County 4 West Region 9 Pacific Division 5773 1814 1648 4329 5773 74.98701 0.9965 1 405 2108 19.21252 0.961100 1 253 628 40.28662 0.3907 0 762 1020 74.70588 0.9533 1 1015 1648 61.58981 0.9179 1 1638 2904 56.40496 0.9566 1 1893 5918 31.98716 0.8970 0 250 4.330504 0.08221 0 2352 40.74138 0.9873 1 766 3597 21.29552 0.9265 1 635 1264 50.23734 0.9941 1 1455 5133 28.34600 0.9079 1 5671 5773 98.23315 0.9550 1 1814 21 1.157663 0.2449 0 61 3.3627343 0.7634 0 333 1648 20.20631 0.8607 0 415 1648 25.18204 0.9544 1 0 5773 0 0.3771 0 4.729100 0.9863 4 3.89801 0.9768 4 0.9550 0.9487 1 3.2005 0.7951 1 12.78261 0.9819 10
06071003700 06 071 003700 CA California San Bernardino County 4 West Region 9 Pacific Division 4432 1336 1248 2221 4423 50.21479 0.9193 1 249 1665 14.95495 0.881200 0 152 251 60.55777 0.9157 1 762 997 76.42929 0.9627 1 914 1248 73.23718 0.9945 1 1231 2239 54.97990 0.9499 1 1030 3966 25.97075 0.7894 0 422 9.521661 0.44170 0 1661 37.47744 0.9585 1 512 2544 20.12579 0.9011 1 345 915 37.70492 0.9503 1 1162 3995 29.08636 0.9142 1 4079 4432 92.03520 0.8589 0 1336 369 27.619761 0.8103 0 0 0.0000000 0.2818 0 341 1248 27.32372 0.9287 1 224 1248 17.94872 0.9054 1 0 4432 0 0.3771 0 4.534300 0.9708 3 4.16580 0.9872 4 0.8589 0.8533 0 3.3033 0.8352 2 12.86230 0.9835 9
06075980501 06 075 980501 CA California San Francisco County 4 West Region 9 Pacific Division 743 275 275 541 743 72.81292 0.9954 1 0 192 0.00000 0.004383 0 68 81 83.95062 0.9923 1 110 194 56.70103 0.6152 0 178 275 64.72727 0.9556 1 155 500 31.00000 0.7545 0 65 646 10.06192 0.2669 0 197 26.514132 0.96860 1 211 28.39838 0.6795 0 124 551 22.50454 0.9437 1 56 159 35.22013 0.9291 1 241 721 33.42580 0.9478 1 679 743 91.38627 0.8498 0 275 110 40.000000 0.8861 0 0 0.0000000 0.2818 0 45 275 16.36364 0.8083 0 154 275 56.00000 0.9959 1 0 743 0 0.3771 0 2.976783 0.6181 2 4.46870 0.9891 4 0.8498 0.8442 0 3.3492 0.8503 1 11.64448 0.9095 7
06099001604 06 099 001604 CA California Stanislaus County 4 West Region 9 Pacific Division 3694 1005 929 2501 3679 67.98043 0.9901 1 349 1180 29.57627 0.996400 1 167 325 51.38462 0.7615 0 417 604 69.03974 0.8973 0 584 929 62.86329 0.9342 1 934 1398 66.80973 0.9901 1 1061 3707 28.62153 0.8446 0 176 4.764483 0.10480 0 1583 42.85328 0.9953 1 496 2224 22.30216 0.9422 1 294 782 37.59591 0.9489 1 1002 3321 30.17163 0.9219 1 3418 3694 92.52842 0.8654 0 1005 136 13.532338 0.6317 0 0 0.0000000 0.2818 0 190 929 20.45210 0.8641 0 170 929 18.29925 0.9093 1 0 3694 0 0.3771 0 4.755400 0.9872 4 3.91310 0.9774 4 0.8654 0.8597 0 3.0640 0.7385 1 12.59790 0.9770 9 
# THEME2 - 2020
svi_2020_state %>% arrange(desc(F_THEME2)) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_20 E_HU_20 E_HH_20 E_POV150_20 ET_POVSTATUS_20 EP_POV150_20 EPL_POV150_20 F_POV150_20 E_UNEMP_20 ET_EMPSTATUS_20 EP_UNEMP_20 EPL_UNEMP_20 F_UNEMP_20 E_HBURD_OWN_20 ET_HOUSINGCOST_OWN_20 EP_HBURD_OWN_20 EPL_HBURD_OWN_20 F_HBURD_OWN_20 E_HBURD_RENT_20 ET_HOUSINGCOST_RENT_20 EP_HBURD_RENT_20 EPL_HBURD_RENT_20 F_HBURD_RENT_20 E_HBURD_20 ET_HOUSINGCOST_20 EP_HBURD_20 EPL_HBURD_20 F_HBURD_20 E_NOHSDP_20 ET_EDSTATUS_20 EP_NOHSDP_20 EPL_NOHSDP_20 F_NOHSDP_20 E_UNINSUR_20 ET_INSURSTATUS_20 EP_UNINSUR_20 EPL_UNINSUR_20 F_UNINSUR_20 E_AGE65_20 EP_AGE65_20 EPL_AGE65_20 F_AGE65_20 E_AGE17_20 EP_AGE17_20 EPL_AGE17_20 F_AGE17_20 E_DISABL_20 ET_DISABLSTATUS_20 EP_DISABL_20 EPL_DISABL_20 F_DISABL_20 E_SNGPNT_20 ET_FAMILIES_20 EP_SNGPNT_20 EPL_SNGPNT_20 F_SNGPNT_20 E_LIMENG_20 ET_POPAGE5UP_20 EP_LIMENG_20 EPL_LIMENG_20 F_LIMENG_20 E_MINRTY_20 ET_POPETHRACE_20 EP_MINRTY_20 EPL_MINRTY_20 F_MINRTY_20 E_STRHU_20 E_MUNIT_20 EP_MUNIT_20 EPL_MUNIT_20 F_MUNIT_20 E_MOBILE_20 EP_MOBILE_20 EPL_MOBILE_20 F_MOBILE_20 E_CROWD_20 ET_OCCUPANTS_20 EP_CROWD_20 EPL_CROWD_20 F_CROWD_20 E_NOVEH_20 ET_KNOWNVEH_20 EP_NOVEH_20 EPL_NOVEH_20 F_NOVEH_20 E_GROUPQ_20 ET_HHTYPE_20 EP_GROUPQ_20 EPL_GROUPQ_20 F_GROUPQ_20 SPL_THEME1 RPL_THEME1 F_THEME1 SPL_THEME2 RPL_THEME2 F_THEME2 SPL_THEME3 RPL_THEME3 F_THEME3 SPL_THEME4 RPL_THEME4 F_THEME4 SPL_THEMES RPL_THEMES F_TOTAL
06019000800 06 019 000800 CA California Fresno County 4 West Region 9 Pacific Division 1403 479 451 828 1333 62.11553 0.9906 1 68 362 18.784530 0.9890 1 23 75 30.66667 0.4888 0 244 376 64.89362 0.8572 0 267 451 59.20177 0.9481 1 308 768 40.10417 0.9118 1 62 1333 4.651163 0.3812 0 294 20.955096 0.81970 0 568 40.48468 0.9963 1 279 765 36.47059 0.9967 1 77 232 33.18966 0.9377 1 294 1225 24.00000 0.9199 1 1062 1403 75.69494 0.6241 0 479 223 46.555324 0.9062 1 43 8.977035 0.8636 0 84 451 18.625277 0.8569 0 171 451 37.9157428 0.9880 1 70 1403 4.9893086 0.9370 1 4.2207 0.9283 4 4.67030 0.9904 4 0.6241 0.6208 0 4.5517 0.9907 3 14.06680 0.9902 11
06019002702 06 019 002702 CA California Fresno County 4 West Region 9 Pacific Division 4410 1417 1272 3006 4379 68.64581 0.9950 1 205 1740 11.781609 0.9150 1 74 291 25.42955 0.2659 0 683 981 69.62283 0.9308 1 757 1272 59.51258 0.9509 1 1239 2182 56.78277 0.9913 1 697 4380 15.913242 0.9252 1 249 5.646259 0.05504 0 1530 34.69388 0.9682 1 594 2850 20.84211 0.9113 1 396 973 40.69887 0.9791 1 1027 4081 25.16540 0.9307 1 4121 4410 93.44671 0.8739 0 1417 248 17.501764 0.6781 0 0 0.000000 0.2769 0 350 1272 27.515723 0.9474 1 168 1272 13.2075472 0.8649 0 35 4410 0.7936508 0.6777 0 4.7774 0.9892 5 3.84434 0.9739 4 0.8739 0.8693 0 3.4450 0.8760 1 12.94064 0.9852 10
06025010700 06 025 010700 CA California Imperial County 4 West Region 9 Pacific Division 4000 1470 1127 2321 4000 58.02500 0.9856 1 352 1452 24.242424 0.9969 1 122 443 27.53950 0.3551 0 385 684 56.28655 0.6485 0 507 1127 44.98669 0.6790 0 716 2178 32.87420 0.8472 0 348 4000 8.700000 0.6831 0 347 8.675000 0.18610 0 1396 34.90000 0.9709 1 556 2604 21.35177 0.9208 1 371 908 40.85903 0.9795 1 829 3653 22.69368 0.9068 1 3851 4000 96.27500 0.9229 1 1470 49 3.333333 0.3405 0 185 12.585034 0.9002 1 68 1127 6.033718 0.4994 0 10 1127 0.8873114 0.1109 0 0 4000 0.0000000 0.1498 0 4.1918 0.9229 2 3.96410 0.9836 4 0.9229 0.9181 1 2.0008 0.2699 1 11.07960 0.8748 8
06025011202 06 025 011202 CA California Imperial County 4 West Region 9 Pacific Division 5996 1906 1709 3566 5996 59.47298 0.9876 1 297 1939 15.317174 0.9689 1 198 473 41.86047 0.8579 0 721 1236 58.33333 0.7016 0 919 1709 53.77414 0.8801 0 1205 3323 36.26241 0.8783 0 150 5996 2.501668 0.1720 0 943 15.727151 0.61280 0 2048 34.15610 0.9633 1 963 3948 24.39210 0.9602 1 525 1322 39.71256 0.9767 1 1761 5318 33.11395 0.9809 1 5742 5996 95.76384 0.9127 1 1906 599 31.427072 0.8258 0 555 29.118573 0.9761 1 286 1709 16.734933 0.8265 0 76 1709 4.4470451 0.4894 0 0 5996 0.0000000 0.1498 0 3.8869 0.8570 2 4.49390 0.9903 4 0.9127 0.9079 1 3.2676 0.8205 1 12.56110 0.9770 8
06037228900 06 037 228900 CA California Los Angeles County 4 West Region 9 Pacific Division 2947 799 754 1650 2947 55.98914 0.9800 1 250 1111 22.502250 0.9952 1 38 147 25.85034 0.2832 0 304 607 50.08237 0.4700 0 342 754 45.35809 0.6903 0 912 1502 60.71904 0.9959 1 301 2947 10.213777 0.7578 0 270 9.161860 0.21280 0 1017 34.50967 0.9667 1 502 1930 26.01036 0.9722 1 304 618 49.19094 0.9940 1 882 2755 32.01452 0.9754 1 2942 2947 99.83034 0.9949 1 799 132 16.520651 0.6630 0 0 0.000000 0.2769 0 115 754 15.251989 0.7953 0 159 754 21.0875332 0.9492 1 0 2947 0.0000000 0.1498 0 4.4192 0.9593 3 4.12110 0.9878 4 0.9949 0.9897 1 2.8342 0.6382 1 12.36940 0.9695 9
06037576401 06 037 576401 CA California Los Angeles County 4 West Region 9 Pacific Division 5172 1334 1307 2163 5172 41.82135 0.9014 1 176 2270 7.753304 0.7213 0 94 164 57.31707 0.9779 1 602 1143 52.66842 0.5414 0 696 1307 53.25172 0.8726 0 1468 3183 46.12001 0.9548 1 735 5154 14.260768 0.8936 0 392 7.579273 0.13040 0 1603 30.99381 0.9080 1 790 3551 22.24725 0.9347 1 303 939 32.26837 0.9302 1 1207 4768 25.31460 0.9322 1 4877 5172 94.29621 0.8872 0 1334 458 34.332834 0.8475 0 0 0.000000 0.2769 0 379 1307 28.997705 0.9563 1 207 1307 15.8377965 0.9033 1 0 5172 0.0000000 0.1498 0 4.3437 0.9479 2 3.83550 0.9732 4 0.8872 0.8826 0 3.1338 0.7720 2 12.20020 0.9628 8

For 2010, the most vulnerable tracts for THEME2 are located in Kern, San Bernardino, and San Francisco County. In 2020, they are in Fresno, Imperial, and Los Angeles County.

# Most Vulnerable Tracts - State
# THEME3 - 2010
svi_2010_state %>% arrange(desc(F_THEME3)) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_10 E_HU_10 E_HH_10 E_POV150_10 ET_POVSTATUS_10 EP_POV150_10 EPL_POV150_10 F_POV150_10 E_UNEMP_10 ET_EMPSTATUS_10 EP_UNEMP_10 EPL_UNEMP_10 F_UNEMP_10 E_HBURD_OWN_10 ET_HOUSINGCOST_OWN_10 EP_HBURD_OWN_10 EPL_HBURD_OWN_10 F_HBURD_OWN_10 E_HBURD_RENT_10 ET_HOUSINGCOST_RENT_10 EP_HBURD_RENT_10 EPL_HBURD_RENT_10 F_HBURD_RENT_10 E_HBURD_10 ET_HOUSINGCOST_10 EP_HBURD_10 EPL_HBURD_10 F_HBURD_10 E_NOHSDP_10 ET_EDSTATUS_10 EP_NOHSDP_10 EPL_NOHSDP_10 F_NOHSDP_10 E_UNINSUR_12 ET_INSURSTATUS_12 EP_UNINSUR_12 EPL_UNINSUR_12 F_UNINSUR_12 E_AGE65_10 EP_AGE65_10 EPL_AGE65_10 F_AGE65_10 E_AGE17_10 EP_AGE17_10 EPL_AGE17_10 F_AGE17_10 E_DISABL_12 ET_DISABLSTATUS_12 EP_DISABL_12 EPL_DISABL_12 F_DISABL_12 E_SNGPNT_10 ET_FAMILIES_10 EP_SNGPNT_10 EPL_SNGPNT_10 F_SNGPNT_10 E_LIMENG_10 ET_POPAGE5UP_10 EP_LIMENG_10 EPL_LIMENG_10 F_LIMENG_10 E_MINRTY_10 ET_POPETHRACE_10 EP_MINRTY_10 EPL_MINRTY_10 F_MINRTY_10 E_STRHU_10 E_MUNIT_10 EP_MUNIT_10 EPL_MUNIT_10 F_MUNIT_10 E_MOBILE_10 EP_MOBILE_10 EPL_MOBILE_10 F_MOBILE_10 E_CROWD_10 ET_OCCUPANTS_10 EP_CROWD_10 EPL_CROWD_10 F_CROWD_10 E_NOVEH_10 ET_KNOWNVEH_10 EP_NOVEH_10 EPL_NOVEH_10 F_NOVEH_10 E_GROUPQ_10 ET_HHTYPE_10 EP_GROUPQ_10 EPL_GROUPQ_10 F_GROUPQ_10 SPL_THEME1 RPL_THEME1 F_THEME1 SPL_THEME2 RPL_THEME2 F_THEME2 SPL_THEME3 RPL_THEME3 F_THEME3 SPL_THEME4 RPL_THEME4 F_THEME4 SPL_THEMES RPL_THEMES F_TOTAL
06001402700 06 001 402700 CA California Alameda County 4 West Region 9 Pacific Division 1416 798 653 658 1416 46.46893 0.8904 0 107 760 14.07895 0.8560 0 161 242 66.52893 0.95850 1 242 411 58.88078 0.6816 0 403 653 61.71516 0.9195 1 238 968 24.58678 0.6737 0 430 1547 27.79573 0.8282 0 144 10.169491 0.48750 0 304 21.46893 0.31320 0 177 1243 14.239743 0.67680 0 76 207 36.71498 0.9423 1 212 1393 15.21895 0.7168 0 1352 1416 95.48023 0.9074 1 798 277 34.71178 0.8584 0 0 0.000000 0.2818 0 32 653 4.900459 0.4902 0 117 653 17.91730 0.9051 1 0 1416 0 0.3771 0 4.1678 0.9084 1 3.13660 0.7806 1 0.9074 0.9015 1 2.9126 0.6725 1 11.12440 0.8523 4
06001403000 06 001 403000 CA California Alameda County 4 West Region 9 Pacific Division 2434 1587 1241 1150 2434 47.24733 0.8959 0 105 729 14.40329 0.8655 0 179 334 53.59281 0.81060 0 401 907 44.21169 0.2871 0 580 1241 46.73650 0.4865 0 927 2125 43.62353 0.8782 0 313 2265 13.81898 0.4125 0 1110 45.603944 0.99300 1 282 11.58587 0.06497 0 616 2092 29.445507 0.98690 1 71 578 12.28374 0.3692 0 1506 2402 62.69775 0.9993 1 2339 2434 96.09696 0.9177 1 1587 1406 88.59483 0.9878 1 0 0.000000 0.2818 0 81 1241 6.526994 0.5654 0 767 1241 61.80500 0.9964 1 0 2434 0 0.3771 0 3.5386 0.7547 0 3.41337 0.8821 3 0.9177 0.9116 1 3.2085 0.7996 2 11.07817 0.8477 6
06001406201 06 001 406201 CA California Alameda County 4 West Region 9 Pacific Division 5579 1625 1395 3062 5579 54.88439 0.9465 1 268 2506 10.69433 0.6845 0 100 224 44.64286 0.55250 0 648 1171 55.33732 0.5785 0 748 1395 53.62007 0.7377 0 1456 3122 46.63677 0.9003 1 1545 4626 33.39818 0.9132 1 198 3.549023 0.04948 0 1945 34.86288 0.91100 1 455 3580 12.709497 0.56890 0 431 1053 40.93067 0.9691 1 1835 4727 38.81955 0.9745 1 5535 5579 99.21133 0.9754 1 1625 508 31.26154 0.8385 0 0 0.000000 0.2818 0 436 1395 31.254480 0.9520 1 346 1395 24.80287 0.9521 1 0 5579 0 0.3771 0 4.1822 0.9119 3 3.47298 0.8992 3 0.9754 0.9690 1 3.4015 0.8683 2 12.03208 0.9428 9
06001407101 06 001 407101 CA California Alameda County 4 West Region 9 Pacific Division 3851 1141 976 1704 3851 44.24825 0.8702 0 261 1981 13.17516 0.8198 0 97 332 29.21687 0.08515 0 429 644 66.61491 0.8569 0 526 976 53.89344 0.7447 0 1066 2194 48.58706 0.9144 1 1263 3926 32.17015 0.8985 0 223 5.790704 0.16420 0 1066 27.68112 0.64240 0 276 2723 10.135879 0.34880 0 181 658 27.50760 0.8194 0 1333 3524 37.82633 0.9716 1 3694 3851 95.92314 0.9135 1 1141 202 17.70377 0.6967 0 24 2.103418 0.7245 0 209 976 21.413934 0.8750 0 188 976 19.26230 0.9193 1 0 3851 0 0.3771 0 4.2476 0.9238 1 2.94640 0.6906 1 0.9135 0.9075 1 3.5926 0.9202 1 11.70010 0.9158 4
06001407200 06 001 407200 CA California Alameda County 4 West Region 9 Pacific Division 5636 1898 1599 2409 5636 42.74308 0.8547 0 436 2816 15.48295 0.8961 0 177 376 47.07447 0.63680 0 665 1223 54.37449 0.5529 0 842 1599 52.65791 0.7093 0 1598 3197 49.98436 0.9239 1 1503 5780 26.00346 0.7902 0 249 4.418027 0.08621 0 1756 31.15685 0.79250 0 554 4102 13.505607 0.62810 0 355 1077 32.96193 0.9044 1 1798 5292 33.97581 0.9513 1 5392 5636 95.67069 0.9097 1 1898 423 22.28662 0.7590 0 0 0.000000 0.2818 0 395 1599 24.702939 0.9079 1 284 1599 17.76110 0.9041 1 0 5636 0 0.3771 0 4.1742 0.9104 1 3.36251 0.8656 2 0.9097 0.9037 1 3.2299 0.8076 2 11.67631 0.9127 6
06001407300 06 001 407300 CA California Alameda County 4 West Region 9 Pacific Division 2552 804 735 1178 2507 46.98843 0.8944 0 229 1276 17.94671 0.9458 1 135 287 47.03833 0.63560 0 333 448 74.33036 0.9501 1 468 735 63.67347 0.9447 1 654 1553 42.11204 0.8656 0 609 2615 23.28872 0.7269 0 116 4.545454 0.09214 0 842 32.99373 0.85810 0 98 1858 5.274489 0.04494 0 193 534 36.14232 0.9373 1 854 2396 35.64274 0.9615 1 2445 2552 95.80721 0.9115 1 804 100 12.43781 0.6116 0 0 0.000000 0.2818 0 121 735 16.462585 0.8099 0 130 735 17.68707 0.9027 1 0 2552 0 0.3771 0 4.3774 0.9497 2 2.89398 0.6684 2 0.9115 0.9055 1 2.9831 0.7030 1 11.16598 0.8581 6 
# THEME3 - 2020
svi_2020_state %>% arrange(desc(F_THEME3)) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_20 E_HU_20 E_HH_20 E_POV150_20 ET_POVSTATUS_20 EP_POV150_20 EPL_POV150_20 F_POV150_20 E_UNEMP_20 ET_EMPSTATUS_20 EP_UNEMP_20 EPL_UNEMP_20 F_UNEMP_20 E_HBURD_OWN_20 ET_HOUSINGCOST_OWN_20 EP_HBURD_OWN_20 EPL_HBURD_OWN_20 F_HBURD_OWN_20 E_HBURD_RENT_20 ET_HOUSINGCOST_RENT_20 EP_HBURD_RENT_20 EPL_HBURD_RENT_20 F_HBURD_RENT_20 E_HBURD_20 ET_HOUSINGCOST_20 EP_HBURD_20 EPL_HBURD_20 F_HBURD_20 E_NOHSDP_20 ET_EDSTATUS_20 EP_NOHSDP_20 EPL_NOHSDP_20 F_NOHSDP_20 E_UNINSUR_20 ET_INSURSTATUS_20 EP_UNINSUR_20 EPL_UNINSUR_20 F_UNINSUR_20 E_AGE65_20 EP_AGE65_20 EPL_AGE65_20 F_AGE65_20 E_AGE17_20 EP_AGE17_20 EPL_AGE17_20 F_AGE17_20 E_DISABL_20 ET_DISABLSTATUS_20 EP_DISABL_20 EPL_DISABL_20 F_DISABL_20 E_SNGPNT_20 ET_FAMILIES_20 EP_SNGPNT_20 EPL_SNGPNT_20 F_SNGPNT_20 E_LIMENG_20 ET_POPAGE5UP_20 EP_LIMENG_20 EPL_LIMENG_20 F_LIMENG_20 E_MINRTY_20 ET_POPETHRACE_20 EP_MINRTY_20 EPL_MINRTY_20 F_MINRTY_20 E_STRHU_20 E_MUNIT_20 EP_MUNIT_20 EPL_MUNIT_20 F_MUNIT_20 E_MOBILE_20 EP_MOBILE_20 EPL_MOBILE_20 F_MOBILE_20 E_CROWD_20 ET_OCCUPANTS_20 EP_CROWD_20 EPL_CROWD_20 F_CROWD_20 E_NOVEH_20 ET_KNOWNVEH_20 EP_NOVEH_20 EPL_NOVEH_20 F_NOVEH_20 E_GROUPQ_20 ET_HHTYPE_20 EP_GROUPQ_20 EPL_GROUPQ_20 F_GROUPQ_20 SPL_THEME1 RPL_THEME1 F_THEME1 SPL_THEME2 RPL_THEME2 F_THEME2 SPL_THEME3 RPL_THEME3 F_THEME3 SPL_THEME4 RPL_THEME4 F_THEME4 SPL_THEMES RPL_THEMES F_TOTAL
06001405901 06 001 405901 CA California Alameda County 4 West Region 9 Pacific Division 4230 1166 1074 1493 4230 35.29551 0.8305 0 215 2207 9.741731 0.8460 0 94 272 34.55882 0.64770 0 416 802 51.87032 0.5176 0 510 1074 47.48603 0.7553 0 1107 2879 38.45085 0.8962 0 301 4211 7.147946 0.5867 0 364 8.605201 0.1828 0 1055 24.94090 0.6650 0 475 3156.000 15.050697 0.7016 0 272 927.000 29.34196 0.8949 0 1043 3984 26.17972 0.9400 1 4167 4230.000 98.51064 0.9629 1 1166 120 10.291595 0.5403 0 43 3.687822 0.7802 0 293 1074 27.28119 0.9454 1 192 1074.000 17.877095 0.9245 1 23 4230 0.5437352 0.6004 0 3.9147 0.8640 0 3.3843 0.8893 1 0.9629 0.9579 1 3.7908 0.9492 2 12.0527 0.9531 4
06001406201 06 001 406201 CA California Alameda County 4 West Region 9 Pacific Division 4954 1538 1443 1684 4876 34.53651 0.8209 0 132 2521 5.236017 0.4525 0 99 298 33.22148 0.59290 0 636 1145 55.54585 0.6252 0 735 1443 50.93555 0.8304 0 1142 3054 37.39358 0.8895 0 552 4913 11.235498 0.7991 0 338 6.822769 0.0936 0 1380 27.85628 0.8033 0 400 3533.000 11.321823 0.4130 0 348 946.000 36.78647 0.9640 1 870 4588 18.96251 0.8550 0 4767 4954.000 96.22527 0.9219 1 1538 610 39.661899 0.8771 0 0 0.000000 0.2769 0 312 1443 21.62162 0.8928 0 274 1443.000 18.988219 0.9345 1 41 4954 0.8276140 0.6848 0 3.7924 0.8360 0 3.1289 0.7940 1 0.9219 0.9171 1 3.6661 0.9262 1 11.5093 0.9181 3
06001407400 06 001 407400 CA California Alameda County 4 West Region 9 Pacific Division 4183 1269 1161 1219 4183 29.14176 0.7425 0 206 1868 11.027837 0.8930 0 115 422 27.25118 0.34260 0 416 739 56.29229 0.6489 0 531 1161 45.73643 0.7023 0 781 2739 28.51406 0.7972 0 390 4183 9.323452 0.7158 0 517 12.359551 0.4159 0 1026 24.52785 0.6464 0 574 3157.000 18.181818 0.8428 0 224 777.000 28.82883 0.8879 0 677 3854 17.56617 0.8330 0 4040 4183.000 96.58140 0.9289 1 1269 51 4.018912 0.3647 0 0 0.000000 0.2769 0 286 1161 24.63394 0.9246 1 139 1161.000 11.972438 0.8381 0 75 4183 1.7929716 0.8213 0 3.8508 0.8481 0 3.6260 0.9459 0 0.9289 0.9240 1 3.2256 0.8049 1 11.6313 0.9290 2
06001408500 06 001 408500 CA California Alameda County 4 West Region 9 Pacific Division 5796 1745 1603 1644 5790 28.39378 0.7278 0 237 2803 8.455227 0.7736 0 108 579 18.65285 0.07609 0 684 1024 66.79688 0.8917 0 792 1603 49.40736 0.7974 0 1207 3830 31.51436 0.8316 0 867 5791 14.971507 0.9091 1 461 7.953761 0.1505 0 1613 27.82954 0.8023 0 456 4178.000 10.914313 0.3776 0 371 1147.000 32.34525 0.9310 1 757 5347 14.15747 0.7636 0 5646 5796.000 97.41201 0.9444 1 1745 151 8.653295 0.4993 0 0 0.000000 0.2769 0 251 1603 15.65814 0.8038 0 287 1603.000 17.903930 0.9250 1 10 5796 0.1725328 0.3906 0 4.0395 0.8922 1 3.0250 0.7480 1 0.9444 0.9394 1 2.8956 0.6681 1 10.9045 0.8563 4
06001408600 06 001 408600 CA California Alameda County 4 West Region 9 Pacific Division 7159 1993 1818 2582 7078 36.47923 0.8470 0 191 3388 5.637544 0.5051 0 266 714 37.25490 0.74390 0 663 1104 60.05435 0.7426 0 929 1818 51.10011 0.8340 0 1369 4489 30.49677 0.8205 0 1236 7111 17.381522 0.9457 1 635 8.869954 0.1966 0 2113 29.51530 0.8650 0 367 5003.000 7.335599 0.1136 0 550 1464.000 37.56831 0.9682 1 833 6655 12.51690 0.7233 0 6931 7159.000 96.81520 0.9328 1 1993 271 13.597592 0.6093 0 0 0.000000 0.2769 0 281 1818 15.45655 0.7995 0 172 1818.000 9.460946 0.7631 0 35 7159 0.4888951 0.5788 0 3.9523 0.8719 1 2.8667 0.6729 1 0.9328 0.9279 1 3.0276 0.7267 0 10.7794 0.8427 3
06001408900 06 001 408900 CA California Alameda County 4 West Region 9 Pacific Division 3631 1108 1016 1339 3589 37.30844 0.8572 0 132 1791 7.370184 0.6889 0 149 296 50.33784 0.95120 1 401 720 55.69444 0.6303 0 550 1016 54.13386 0.8861 0 903 2244 40.24064 0.9132 1 705 3631 19.416139 0.9660 1 358 9.859543 0.2572 0 981 27.01735 0.7683 0 468 2650.494 17.657085 0.8233 0 166 688.209 24.12058 0.8059 0 450 3341 13.46902 0.7455 0 3456 3630.936 95.18206 0.9013 1 1108 242 21.841155 0.7380 0 22 1.985560 0.7281 0 155 1016 15.25591 0.7954 0 211 1015.989 20.767947 0.9479 1 130 3631 3.5802809 0.9060 1 4.3114 0.9433 2 3.4002 0.8944 0 0.9013 0.8966 1 4.1154 0.9825 2 12.7283 0.9803 5

The most vulnerable tracts for THEME3 are all in Alameda County.

# Most Vulnerable Tracts - State
# THEME4 - 2010
svi_2010_state %>% arrange(desc(F_THEME4)) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_10 E_HU_10 E_HH_10 E_POV150_10 ET_POVSTATUS_10 EP_POV150_10 EPL_POV150_10 F_POV150_10 E_UNEMP_10 ET_EMPSTATUS_10 EP_UNEMP_10 EPL_UNEMP_10 F_UNEMP_10 E_HBURD_OWN_10 ET_HOUSINGCOST_OWN_10 EP_HBURD_OWN_10 EPL_HBURD_OWN_10 F_HBURD_OWN_10 E_HBURD_RENT_10 ET_HOUSINGCOST_RENT_10 EP_HBURD_RENT_10 EPL_HBURD_RENT_10 F_HBURD_RENT_10 E_HBURD_10 ET_HOUSINGCOST_10 EP_HBURD_10 EPL_HBURD_10 F_HBURD_10 E_NOHSDP_10 ET_EDSTATUS_10 EP_NOHSDP_10 EPL_NOHSDP_10 F_NOHSDP_10 E_UNINSUR_12 ET_INSURSTATUS_12 EP_UNINSUR_12 EPL_UNINSUR_12 F_UNINSUR_12 E_AGE65_10 EP_AGE65_10 EPL_AGE65_10 F_AGE65_10 E_AGE17_10 EP_AGE17_10 EPL_AGE17_10 F_AGE17_10 E_DISABL_12 ET_DISABLSTATUS_12 EP_DISABL_12 EPL_DISABL_12 F_DISABL_12 E_SNGPNT_10 ET_FAMILIES_10 EP_SNGPNT_10 EPL_SNGPNT_10 F_SNGPNT_10 E_LIMENG_10 ET_POPAGE5UP_10 EP_LIMENG_10 EPL_LIMENG_10 F_LIMENG_10 E_MINRTY_10 ET_POPETHRACE_10 EP_MINRTY_10 EPL_MINRTY_10 F_MINRTY_10 E_STRHU_10 E_MUNIT_10 EP_MUNIT_10 EPL_MUNIT_10 F_MUNIT_10 E_MOBILE_10 EP_MOBILE_10 EPL_MOBILE_10 F_MOBILE_10 E_CROWD_10 ET_OCCUPANTS_10 EP_CROWD_10 EPL_CROWD_10 F_CROWD_10 E_NOVEH_10 ET_KNOWNVEH_10 EP_NOVEH_10 EPL_NOVEH_10 F_NOVEH_10 E_GROUPQ_10 ET_HHTYPE_10 EP_GROUPQ_10 EPL_GROUPQ_10 F_GROUPQ_10 SPL_THEME1 RPL_THEME1 F_THEME1 SPL_THEME2 RPL_THEME2 F_THEME2 SPL_THEME3 RPL_THEME3 F_THEME3 SPL_THEME4 RPL_THEME4 F_THEME4 SPL_THEMES RPL_THEMES F_TOTAL
06001406202 06 001 406202 CA California Alameda County 4 West Region 9 Pacific Division 4277 1410 1219 2489 4043 61.56320 0.9743 1 149 1963 7.590423 0.4277 0 126 181 69.61326 0.96990 1 639 1038 61.56069 0.7482 0 765 1219 62.75636 0.9331 1 1221 2660 45.90226 0.8944 0 1512 4151 36.42496 0.9443 1 237 5.541267 0.1494 0 1323 30.93290 0.7832 0 138 2818 4.897090 0.03468 0 249 802 31.04738 0.8803 0 1554 3658 42.48223 0.9850 1 3956 4277 92.49474 0.8647 0 1410 699 49.57447 0.9232 1 0 0 0.2818 0 360 1219 29.53240 0.9440 1 333 1219 27.31747 0.9631 1 234 4277 5.471125 0.9240 1 4.1738 0.9101 3 2.83258 0.6387 1 0.8647 0.8590 0 4.0361 0.9784 4 11.90718 0.9325 8
06037122410 06 037 122410 CA California Los Angeles County 4 West Region 9 Pacific Division 4035 1169 1085 1887 3833 49.23037 0.9129 1 172 1998 8.608609 0.5152 0 8 49 16.32653 0.01063 0 570 1036 55.01931 0.5701 0 578 1085 53.27189 0.7283 0 1416 2524 56.10143 0.9546 1 1703 3680 46.27717 0.9890 1 343 8.500620 0.3664 0 1098 27.21190 0.6166 0 209 2681 7.795599 0.16190 0 150 729 20.57613 0.6601 0 1434 3806 37.67735 0.9713 1 3706 4035 91.84634 0.8559 0 1169 887 75.87682 0.9761 1 0 0 0.2818 0 504 1085 46.45161 0.9925 1 257 1085 23.68664 0.9460 1 310 4035 7.682776 0.9444 1 4.1000 0.8943 3 2.77630 0.6140 1 0.8559 0.8503 0 4.1408 0.9847 4 11.87300 0.9304 8
06037191410 06 037 191410 CA California Los Angeles County 4 West Region 9 Pacific Division 5354 1806 1764 2823 5311 53.15383 0.9387 1 466 2755 16.914700 0.9272 1 38 76 50.00000 0.72030 0 987 1688 58.47156 0.6682 0 1025 1764 58.10658 0.8571 0 1633 3620 45.11050 0.8888 0 2003 4966 40.33427 0.9683 1 425 7.937990 0.3242 0 1273 23.77662 0.4388 0 393 3698 10.627366 0.39480 0 267 938 28.46482 0.8393 0 1630 4988 32.67843 0.9412 1 4912 5354 91.74449 0.8546 0 1806 1145 63.39978 0.9579 1 0 0 0.2818 0 511 1764 28.96825 0.9400 1 569 1764 32.25624 0.9766 1 456 5354 8.516997 0.9492 1 4.5801 0.9763 3 2.93830 0.6871 1 0.8546 0.8490 0 4.1055 0.9823 4 12.47850 0.9712 8
06037195710 06 037 195710 CA California Los Angeles County 4 West Region 9 Pacific Division 4975 1431 1376 2575 4828 53.33471 0.9397 1 211 2384 8.850671 0.5385 0 159 210 75.71429 0.98330 1 682 1166 58.49057 0.6686 0 841 1376 61.11919 0.9115 1 1174 2990 39.26421 0.8401 0 2201 4632 47.51727 0.9914 1 397 7.979900 0.3267 0 1243 24.98492 0.5024 0 457 3663 12.476112 0.54970 0 261 923 28.27736 0.8357 0 1380 4741 29.10778 0.9143 1 4441 4975 89.26633 0.8262 0 1431 644 45.00349 0.9078 1 0 0 0.2818 0 366 1376 26.59884 0.9237 1 360 1376 26.16279 0.9583 1 636 4975 12.783920 0.9648 1 4.2212 0.9188 3 3.12880 0.7782 1 0.8262 0.8208 0 4.0364 0.9788 4 12.21260 0.9552 8
06037206050 06 037 206050 CA California Los Angeles County 4 West Region 9 Pacific Division 2842 746 737 1511 2424 62.33498 0.9768 1 117 895 13.072626 0.8158 0 0 9 0.00000 0.00253 0 414 728 56.86813 0.6211 0 414 737 56.17368 0.8106 0 704 1598 44.05507 0.8814 0 702 2162 32.46994 0.9030 1 589 20.724842 0.9182 1 902 31.73821 0.8135 0 428 1565 27.348243 0.98030 1 212 548 38.68613 0.9581 1 720 2684 26.82563 0.8932 0 2461 2842 86.59395 0.7937 0 746 360 48.25737 0.9192 1 0 0 0.2818 0 181 737 24.55902 0.9065 1 195 737 26.45862 0.9599 1 418 2842 14.707952 0.9689 1 4.3876 0.9510 2 4.56330 0.9893 3 0.7937 0.7885 0 4.0363 0.9786 4 13.78090 0.9891 9
06037208801 06 037 208801 CA California Los Angeles County 4 West Region 9 Pacific Division 2960 1210 1104 1890 2960 63.85135 0.9806 1 82 1284 6.386293 0.3076 0 0 0 NaN NA NA 613 1104 55.52536 0.5840 0 613 1104 55.52536 0.7916 0 844 2036 41.45383 0.8593 0 1280 2969 43.11216 0.9807 1 450 15.202703 0.7740 0 633 21.38514 0.3101 0 363 2436 14.901478 0.71860 0 119 509 23.37917 0.7331 0 1096 2690 40.74349 0.9808 1 2623 2960 88.61486 0.8181 0 1210 1144 94.54545 0.9950 1 0 0 0.2818 0 326 1104 29.52899 0.9438 1 357 1104 32.33696 0.9771 1 409 2960 13.817568 0.9669 1 3.9198 0.8509 2 3.51660 0.9099 1 0.8181 0.8127 0 4.1646 0.9857 4 12.41910 0.9684 7 
# THEME4 - 2020
svi_2020_state %>% arrange(desc(F_THEME4)) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_20 E_HU_20 E_HH_20 E_POV150_20 ET_POVSTATUS_20 EP_POV150_20 EPL_POV150_20 F_POV150_20 E_UNEMP_20 ET_EMPSTATUS_20 EP_UNEMP_20 EPL_UNEMP_20 F_UNEMP_20 E_HBURD_OWN_20 ET_HOUSINGCOST_OWN_20 EP_HBURD_OWN_20 EPL_HBURD_OWN_20 F_HBURD_OWN_20 E_HBURD_RENT_20 ET_HOUSINGCOST_RENT_20 EP_HBURD_RENT_20 EPL_HBURD_RENT_20 F_HBURD_RENT_20 E_HBURD_20 ET_HOUSINGCOST_20 EP_HBURD_20 EPL_HBURD_20 F_HBURD_20 E_NOHSDP_20 ET_EDSTATUS_20 EP_NOHSDP_20 EPL_NOHSDP_20 F_NOHSDP_20 E_UNINSUR_20 ET_INSURSTATUS_20 EP_UNINSUR_20 EPL_UNINSUR_20 F_UNINSUR_20 E_AGE65_20 EP_AGE65_20 EPL_AGE65_20 F_AGE65_20 E_AGE17_20 EP_AGE17_20 EPL_AGE17_20 F_AGE17_20 E_DISABL_20 ET_DISABLSTATUS_20 EP_DISABL_20 EPL_DISABL_20 F_DISABL_20 E_SNGPNT_20 ET_FAMILIES_20 EP_SNGPNT_20 EPL_SNGPNT_20 F_SNGPNT_20 E_LIMENG_20 ET_POPAGE5UP_20 EP_LIMENG_20 EPL_LIMENG_20 F_LIMENG_20 E_MINRTY_20 ET_POPETHRACE_20 EP_MINRTY_20 EPL_MINRTY_20 F_MINRTY_20 E_STRHU_20 E_MUNIT_20 EP_MUNIT_20 EPL_MUNIT_20 F_MUNIT_20 E_MOBILE_20 EP_MOBILE_20 EPL_MOBILE_20 F_MOBILE_20 E_CROWD_20 ET_OCCUPANTS_20 EP_CROWD_20 EPL_CROWD_20 F_CROWD_20 E_NOVEH_20 ET_KNOWNVEH_20 EP_NOVEH_20 EPL_NOVEH_20 F_NOVEH_20 E_GROUPQ_20 ET_HHTYPE_20 EP_GROUPQ_20 EPL_GROUPQ_20 F_GROUPQ_20 SPL_THEME1 RPL_THEME1 F_THEME1 SPL_THEME2 RPL_THEME2 F_THEME2 SPL_THEME3 RPL_THEME3 F_THEME3 SPL_THEME4 RPL_THEME4 F_THEME4 SPL_THEMES RPL_THEMES F_TOTAL
06001406202 06 001 406202 CA California Alameda County 4 West Region 9 Pacific Division 4712 1359 1236 1983 4550 43.58242 0.9154 1 52 2125 2.447059 0.1138 0 38 135 28.148148 0.38590 0 539 1101 48.95549 0.4416 0 577 1236 46.68285 0.7325 0 1285 3228 39.80793 0.9101 1 919 4550 20.19780 0.9732 1 677 14.367572 0.53690 0 1192 25.29711 0.6824 0 548 3358 16.319238 0.7703 0 208 834 24.94005 0.8239 0 1091 4277 25.50853 0.9341 1 4274 4712 90.70458 0.8274 0 1359 626 46.06328 0.9051 1 9 0.6622517 0.6232 0 398 1236 32.20065 0.9714 1 201 1236 16.26214 0.9095 1 205 4712 4.350594 0.9245 1 3.6450 0.8015 3 3.74760 0.9636 1 0.8274 0.8231 0 4.3337 0.9890 4 12.55370 0.9767 8
06037190901 06 037 190901 CA California Los Angeles County 4 West Region 9 Pacific Division 4361 1572 1336 1841 4361 42.21509 0.9046 1 163 2638 6.178923 0.5688 0 46 107 42.990654 0.87650 0 658 1229 53.53946 0.5668 0 704 1336 52.69461 0.8638 0 1125 3211 35.03581 0.8678 0 1031 4361 23.64137 0.9885 1 294 6.741573 0.09048 0 723 16.57877 0.1983 0 306 3638 8.411215 0.1778 0 168 777 21.62162 0.7504 0 1672 4167 40.12479 0.9938 1 3775 4361 86.56271 0.7623 0 1572 814 51.78117 0.9250 1 21 1.3358779 0.6885 0 574 1336 42.96407 0.9941 1 303 1336 22.67964 0.9553 1 323 4361 7.406558 0.9582 1 4.1935 0.9232 2 2.21078 0.3377 1 0.7623 0.7583 0 4.5211 0.9906 4 11.68768 0.9335 7
06037191410 06 037 191410 CA California Los Angeles County 4 West Region 9 Pacific Division 3841 1617 1460 1414 3729 37.91901 0.8614 0 198 2355 8.407643 0.7703 0 6 65 9.230769 0.01047 0 712 1395 51.03943 0.4925 0 718 1460 49.17808 0.7937 0 710 2941 24.14145 0.7352 0 401 3729 10.75355 0.7810 0 358 9.320490 0.22260 0 599 15.59490 0.1637 0 410 3130 13.099042 0.5608 0 169 747 22.62383 0.7746 0 795 3701 21.48068 0.8908 0 3205 3841 83.44181 0.7188 0 1617 1013 62.64688 0.9514 1 0 0.0000000 0.2769 0 407 1460 27.87671 0.9499 1 367 1460 25.13699 0.9644 1 231 3841 6.014059 0.9483 1 3.9416 0.8693 0 2.61250 0.5399 0 0.7188 0.7150 0 4.0909 0.9803 4 11.36380 0.9055 4
06037209401 06 037 209401 CA California Los Angeles County 4 West Region 9 Pacific Division 4018 1664 1555 1944 3767 51.60605 0.9652 1 130 1912 6.799163 0.6359 0 9 9 100.000000 0.99860 1 708 1546 45.79560 0.3570 0 717 1555 46.10932 0.7155 0 1486 2740 54.23358 0.9858 1 1028 3767 27.28962 0.9965 1 756 18.815331 0.74740 0 864 21.50324 0.4654 0 579 2910 19.896907 0.8899 0 185 817 22.64382 0.7754 0 1603 3910 40.99744 0.9945 1 3738 4018 93.03136 0.8664 0 1664 1391 83.59375 0.9825 1 0 0.0000000 0.2769 0 482 1555 30.99678 0.9677 1 735 1555 47.26688 0.9930 1 251 4018 6.246889 0.9505 1 4.2989 0.9405 3 3.87260 0.9765 1 0.8664 0.8619 0 4.1706 0.9845 4 13.20850 0.9881 8
06037209402 06 037 209402 CA California Los Angeles County 4 West Region 9 Pacific Division 4132 1296 1191 1884 3972 47.43202 0.9420 1 269 2451 10.975112 0.8916 0 9 26 34.615385 0.65020 0 617 1165 52.96137 0.5505 0 626 1191 52.56087 0.8613 0 1697 2440 69.54918 0.9993 1 1988 3972 50.05035 1.0000 1 326 7.889642 0.14730 0 1080 26.13746 0.7248 0 369 2892 12.759336 0.5327 0 335 775 43.22581 0.9865 1 2437 3861 63.11836 0.9999 1 3914 4132 94.72410 0.8937 0 1296 1244 95.98765 0.9966 1 0 0.0000000 0.2769 0 776 1191 65.15533 0.9999 1 733 1191 61.54492 0.9967 1 205 4132 4.961278 0.9364 1 4.6942 0.9859 3 3.39120 0.8919 2 0.8937 0.8890 0 4.2065 0.9865 4 13.18560 0.9880 9
06037209810 06 037 209810 CA California Los Angeles County 4 West Region 9 Pacific Division 2640 793 737 1289 2257 57.11121 0.9834 1 152 1234 12.317666 0.9261 1 7 15 46.666667 0.92430 1 421 722 58.31025 0.7002 0 428 737 58.07327 0.9361 1 1019 1955 52.12276 0.9798 1 702 2257 31.10323 0.9982 1 520 19.696970 0.77890 0 419 15.87121 0.1713 0 274 1838 14.907508 0.6921 0 120 504 23.80952 0.7992 0 1079 2513 42.93673 0.9961 1 2382 2640 90.22727 0.8195 0 793 590 74.40101 0.9723 1 0 0.0000000 0.2769 0 422 737 57.25916 0.9991 1 216 737 29.30801 0.9751 1 532 2640 20.151515 0.9790 1 4.8236 0.9898 5 3.43760 0.9052 1 0.8195 0.8152 0 4.2024 0.9862 4 13.28310 0.9886 10

The most vulnerable tracts for THEME4 are in Alameda and Los Angeles County.

# Most Vulnerable Tracts - State
# TOTAL - 2010
svi_2010_state %>% arrange(desc(F_TOTAL)) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_10 E_HU_10 E_HH_10 E_POV150_10 ET_POVSTATUS_10 EP_POV150_10 EPL_POV150_10 F_POV150_10 E_UNEMP_10 ET_EMPSTATUS_10 EP_UNEMP_10 EPL_UNEMP_10 F_UNEMP_10 E_HBURD_OWN_10 ET_HOUSINGCOST_OWN_10 EP_HBURD_OWN_10 EPL_HBURD_OWN_10 F_HBURD_OWN_10 E_HBURD_RENT_10 ET_HOUSINGCOST_RENT_10 EP_HBURD_RENT_10 EPL_HBURD_RENT_10 F_HBURD_RENT_10 E_HBURD_10 ET_HOUSINGCOST_10 EP_HBURD_10 EPL_HBURD_10 F_HBURD_10 E_NOHSDP_10 ET_EDSTATUS_10 EP_NOHSDP_10 EPL_NOHSDP_10 F_NOHSDP_10 E_UNINSUR_12 ET_INSURSTATUS_12 EP_UNINSUR_12 EPL_UNINSUR_12 F_UNINSUR_12 E_AGE65_10 EP_AGE65_10 EPL_AGE65_10 F_AGE65_10 E_AGE17_10 EP_AGE17_10 EPL_AGE17_10 F_AGE17_10 E_DISABL_12 ET_DISABLSTATUS_12 EP_DISABL_12 EPL_DISABL_12 F_DISABL_12 E_SNGPNT_10 ET_FAMILIES_10 EP_SNGPNT_10 EPL_SNGPNT_10 F_SNGPNT_10 E_LIMENG_10 ET_POPAGE5UP_10 EP_LIMENG_10 EPL_LIMENG_10 F_LIMENG_10 E_MINRTY_10 ET_POPETHRACE_10 EP_MINRTY_10 EPL_MINRTY_10 F_MINRTY_10 E_STRHU_10 E_MUNIT_10 EP_MUNIT_10 EPL_MUNIT_10 F_MUNIT_10 E_MOBILE_10 EP_MOBILE_10 EPL_MOBILE_10 F_MOBILE_10 E_CROWD_10 ET_OCCUPANTS_10 EP_CROWD_10 EPL_CROWD_10 F_CROWD_10 E_NOVEH_10 ET_KNOWNVEH_10 EP_NOVEH_10 EPL_NOVEH_10 F_NOVEH_10 E_GROUPQ_10 ET_HHTYPE_10 EP_GROUPQ_10 EPL_GROUPQ_10 F_GROUPQ_10 SPL_THEME1 RPL_THEME1 F_THEME1 SPL_THEME2 RPL_THEME2 F_THEME2 SPL_THEME3 RPL_THEME3 F_THEME3 SPL_THEME4 RPL_THEME4 F_THEME4 SPL_THEMES RPL_THEMES F_TOTAL
06029001300 06 029 001300 CA California Kern County 4 West Region 9 Pacific Division 7955 2243 1962 5509 7873 69.97333 0.9926 1 955 3151 30.307839 0.9969 1 93 265 35.09434 0.2139 0 845 1697 49.79375 0.4258 0 938 1962 47.80836 0.5248 0 1791 3094 57.88623 0.9631 1 2631 7245 36.31470 0.9431 1 251 3.155248 0.03798 0 3296 41.43306 0.9911 1 951 4588 20.727986 0.9150 1 753 1568 48.02296 0.9912 1 1836 6614 27.75930 0.9023 1 7571 7955 95.17285 0.9033 1 2243 120 5.349978 0.4231 0 0 0 0.2818 0 641 1962 32.67074 0.9590 1 633 1962 32.26300 0.9767 1 0 7955 0.000000 0.3771 0 4.4205 0.9557 4 3.83758 0.9701 4 0.9033 0.8974 1 3.0177 0.7166 2 12.17908 0.9515 11
06037117520 06 037 117520 CA California Los Angeles County 4 West Region 9 Pacific Division 3573 914 857 1781 3484 51.11940 0.9258 1 107 1559 6.863374 0.3548 0 82 139 58.99281 0.8980 0 477 718 66.43454 0.8536 0 559 857 65.22754 0.9590 1 808 1719 47.00407 0.9030 1 1333 3513 37.94478 0.9555 1 57 1.595298 0.01374 0 1384 38.73496 0.9731 1 315 2305 13.665944 0.6370 0 284 731 38.85089 0.9590 1 908 3194 28.42830 0.9084 1 3438 3573 96.22166 0.9199 1 914 549 60.065646 0.9507 1 0 0 0.2818 0 370 857 43.17386 0.9875 1 151 857 17.61960 0.9019 1 0 3573 0.000000 0.3771 0 4.0981 0.8938 4 3.49124 0.9041 3 0.9199 0.9139 1 3.4990 0.8979 3 12.00824 0.9413 11
06037209102 06 037 209102 CA California Los Angeles County 4 West Region 9 Pacific Division 4763 1844 1719 3268 4544 71.91901 0.9945 1 213 2421 8.798017 0.5330 0 54 92 58.69565 0.8950 0 1099 1627 67.54763 0.8743 0 1153 1719 67.07388 0.9725 1 1444 2592 55.70988 0.9530 1 2636 4855 54.29454 0.9981 1 371 7.789208 0.31310 0 1116 23.43061 0.4197 0 429 3621 11.847556 0.4987 0 334 910 36.70330 0.9420 1 2483 4464 55.62276 0.9979 1 4600 4763 96.57779 0.9255 1 1844 1760 95.444686 0.9960 1 0 0 0.2818 0 710 1719 41.30308 0.9846 1 972 1719 56.54450 0.9960 1 219 4763 4.597943 0.9104 1 4.4511 0.9607 4 3.17140 0.7955 2 0.9255 0.9194 1 4.1688 0.9859 4 12.71680 0.9806 11
06037221110 06 037 221110 CA California Los Angeles County 4 West Region 9 Pacific Division 3408 1151 1087 2030 3408 59.56573 0.9686 1 161 1673 9.623431 0.6071 0 49 71 69.01408 0.9680 1 649 1016 63.87795 0.8042 0 698 1087 64.21343 0.9509 1 1281 2162 59.25069 0.9690 1 1937 3608 53.68625 0.9980 1 271 7.951878 0.32480 0 1028 30.16432 0.7521 0 259 2614 9.908187 0.3265 0 253 763 33.15858 0.9068 1 1556 3176 48.99244 0.9936 1 3276 3408 96.12676 0.9180 1 1151 596 51.781060 0.9302 1 0 0 0.2818 0 480 1087 44.15823 0.9900 1 387 1087 35.60258 0.9821 1 139 3408 4.078639 0.9003 1 4.4936 0.9660 4 3.30380 0.8441 2 0.9180 0.9120 1 4.0844 0.9811 4 12.79980 0.9824 11
06037224310 06 037 224310 CA California Los Angeles County 4 West Region 9 Pacific Division 2459 682 634 1433 2459 58.27572 0.9639 1 328 1466 22.373806 0.9828 1 43 43 100.00000 0.9977 1 365 591 61.75973 0.7542 0 408 634 64.35331 0.9530 1 827 1456 56.79945 0.9589 1 1121 2282 49.12358 0.9929 1 170 6.913379 0.24650 0 537 21.83815 0.3347 0 169 1739 9.718229 0.3106 0 140 397 35.26448 0.9296 1 1043 2291 45.52597 0.9914 1 2317 2459 94.22529 0.8881 0 682 312 45.747801 0.9103 1 0 0 0.2818 0 330 634 52.05047 0.9966 1 259 634 40.85173 0.9872 1 191 2459 7.767385 0.9453 1 4.8515 0.9898 5 2.81280 0.6311 2 0.8881 0.8822 0 4.1212 0.9839 4 12.67360 0.9796 11
06037231800 06 037 231800 CA California Los Angeles County 4 West Region 9 Pacific Division 5141 1419 1350 3096 5141 60.22175 0.9706 1 363 2305 15.748373 0.9027 1 115 189 60.84656 0.9194 1 780 1161 67.18346 0.8679 0 895 1350 66.29630 0.9670 1 1700 2647 64.22365 0.9848 1 2101 4888 42.98282 0.9804 1 184 3.579070 0.05010 0 1839 35.77125 0.9302 1 323 3112 10.379177 0.3719 0 492 1131 43.50133 0.9785 1 1678 4675 35.89305 0.9626 1 5022 5141 97.68528 0.9458 1 1419 393 27.695560 0.8111 0 0 0 0.2818 0 619 1350 45.85185 0.9921 1 552 1350 40.88889 0.9873 1 0 5141 0.000000 0.3771 0 4.8055 0.9888 5 3.29330 0.8395 3 0.9458 0.9396 1 3.4494 0.8852 2 12.49400 0.9718 11 
# TOTAL - 2020
svi_2020_state %>% 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
06037120103 06 037 120103 CA California Los Angeles County 4 West Region 9 Pacific Division 3376 872 862 1895 3320 57.07831 0.9831 1 199 1620 12.283951 0.9254 1 5 66 7.575758 0.008454 0 596 796 74.87437 0.9710 1 601 862 69.72158 0.9940 1 967 1975 48.96203 0.9690 1 572 3376 16.943128 0.9400 1 177 5.242891 0.0458 0 1225 36.28554 0.9819 1 338 2151 15.71362 0.7385 0 240 742 32.34501 0.9308 1 1178 3089 38.13532 0.9921 1 3309 3376 98.01540 0.9540 1 872 785 90.02294 0.9886 1 0 0.000000 0.2769 0 343 862 39.79118 0.9914 1 249 862 28.88631 0.9737 1 0 3376 0.0000000 0.1498 0 4.8115 0.9896 5 3.6891 0.9557 3 0.9540 0.9490 1 3.3804 0.8566 3 12.8350 0.9832 12
06037221110 06 037 221110 CA California Los Angeles County 4 West Region 9 Pacific Division 3668 1226 1071 1806 3668 49.23664 0.9528 1 225 1828 12.308534 0.9259 1 121 138 87.681159 0.997000 1 492 933 52.73312 0.5429 0 613 1071 57.23623 0.9267 1 1179 2482 47.50201 0.9620 1 751 3668 20.474373 0.9749 1 419 11.423119 0.3538 0 964 26.28135 0.7312 0 473 2704 17.49260 0.8173 0 329 806 40.81886 0.9793 1 1440 3511 41.01396 0.9946 1 3573 3668 97.41003 0.9441 1 1226 576 46.98206 0.9078 1 23 1.876020 0.7227 0 614 1071 57.32960 0.9992 1 283 1071 26.42390 0.9684 1 129 3668 3.5169029 0.9048 1 4.7423 0.9881 5 3.8762 0.9768 2 0.9441 0.9392 1 4.5029 0.9903 4 14.0655 0.9901 12
06037224420 06 037 224420 CA California Los Angeles County 4 West Region 9 Pacific Division 2651 943 883 1562 2389 65.38301 0.9925 1 232 1430 16.223776 0.9771 1 13 57 22.807018 0.175300 0 584 826 70.70218 0.9427 1 597 883 67.61042 0.9901 1 894 1588 56.29723 0.9898 1 605 2651 22.821577 0.9850 1 243 9.166352 0.2132 0 543 20.48284 0.3995 0 211 1889 11.16993 0.4005 0 207 571 36.25219 0.9613 1 870 2539 34.26546 0.9840 1 2523 2651 95.17163 0.9012 1 943 540 57.26405 0.9393 1 0 0.000000 0.2769 0 344 883 38.95810 0.9897 1 302 883 34.20159 0.9840 1 253 2651 9.5435685 0.9654 1 4.9345 0.9906 5 2.9585 0.7188 2 0.9012 0.8965 1 4.1553 0.9841 4 12.9495 0.9855 12
06019000800 06 019 000800 CA California Fresno County 4 West Region 9 Pacific Division 1403 479 451 828 1333 62.11553 0.9906 1 68 362 18.784530 0.9890 1 23 75 30.666667 0.488800 0 244 376 64.89362 0.8572 0 267 451 59.20177 0.9481 1 308 768 40.10417 0.9118 1 62 1333 4.651163 0.3812 0 294 20.955096 0.8197 0 568 40.48468 0.9963 1 279 765 36.47059 0.9967 1 77 232 33.18966 0.9377 1 294 1225 24.00000 0.9199 1 1062 1403 75.69494 0.6241 0 479 223 46.55532 0.9062 1 43 8.977035 0.8636 0 84 451 18.62528 0.8569 0 171 451 37.91574 0.9880 1 70 1403 4.9893086 0.9370 1 4.2207 0.9283 4 4.6703 0.9904 4 0.6241 0.6208 0 4.5517 0.9907 3 14.0668 0.9902 11
06037209103 06 037 209103 CA California Los Angeles County 4 West Region 9 Pacific Division 3595 1138 1105 2455 3595 68.28929 0.9947 1 115 1640 7.012195 0.6562 0 0 8 0.000000 0.003028 0 729 1097 66.45397 0.8859 0 729 1105 65.97285 0.9860 1 1279 2102 60.84681 0.9961 1 1088 3595 30.264256 0.9980 1 311 8.650904 0.1848 0 1114 30.98748 0.9078 1 289 2481 11.64853 0.4399 0 257 717 35.84379 0.9589 1 1224 3240 37.77778 0.9918 1 3538 3595 98.41446 0.9616 1 1138 937 82.33743 0.9812 1 25 2.196837 0.7363 0 642 1105 58.09955 0.9995 1 513 1105 46.42534 0.9925 1 0 3595 0.0000000 0.1498 0 4.6310 0.9810 4 3.4832 0.9162 3 0.9616 0.9566 1 3.8593 0.9600 3 12.9351 0.9851 11
06037224320 06 037 224320 CA California Los Angeles County 4 West Region 9 Pacific Division 2947 1172 1155 1917 2926 65.51606 0.9929 1 67 1346 4.977712 0.4221 0 27 45 60.000000 0.983000 1 763 1110 68.73874 0.9213 1 790 1155 68.39827 0.9917 1 1183 1958 60.41879 0.9954 1 563 2947 19.104174 0.9634 1 560 19.002375 0.7549 0 735 24.94062 0.6649 0 608 2191 27.74989 0.9811 1 297 692 42.91908 0.9855 1 957 2814 34.00853 0.9834 1 2932 2947 99.49101 0.9869 1 1172 648 55.29010 0.9350 1 0 0.000000 0.2769 0 506 1155 43.80952 0.9947 1 480 1155 41.55844 0.9904 1 21 2947 0.7125891 0.6591 0 4.3655 0.9514 4 4.3698 0.9899 3 0.9869 0.9818 1 3.8561 0.9594 3 13.5783 0.9898 11

The most vulnerable tracts in total are located in Kern County and Los Angeles County for 2010, with Fresno County replacing Kern County in 2020.

Least Vulnerable

# Least Vulnerable Tracts - State
# THEME1 - 2010
svi_2010_state %>% arrange((F_THEME1)) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_10 E_HU_10 E_HH_10 E_POV150_10 ET_POVSTATUS_10 EP_POV150_10 EPL_POV150_10 F_POV150_10 E_UNEMP_10 ET_EMPSTATUS_10 EP_UNEMP_10 EPL_UNEMP_10 F_UNEMP_10 E_HBURD_OWN_10 ET_HOUSINGCOST_OWN_10 EP_HBURD_OWN_10 EPL_HBURD_OWN_10 F_HBURD_OWN_10 E_HBURD_RENT_10 ET_HOUSINGCOST_RENT_10 EP_HBURD_RENT_10 EPL_HBURD_RENT_10 F_HBURD_RENT_10 E_HBURD_10 ET_HOUSINGCOST_10 EP_HBURD_10 EPL_HBURD_10 F_HBURD_10 E_NOHSDP_10 ET_EDSTATUS_10 EP_NOHSDP_10 EPL_NOHSDP_10 F_NOHSDP_10 E_UNINSUR_12 ET_INSURSTATUS_12 EP_UNINSUR_12 EPL_UNINSUR_12 F_UNINSUR_12 E_AGE65_10 EP_AGE65_10 EPL_AGE65_10 F_AGE65_10 E_AGE17_10 EP_AGE17_10 EPL_AGE17_10 F_AGE17_10 E_DISABL_12 ET_DISABLSTATUS_12 EP_DISABL_12 EPL_DISABL_12 F_DISABL_12 E_SNGPNT_10 ET_FAMILIES_10 EP_SNGPNT_10 EPL_SNGPNT_10 F_SNGPNT_10 E_LIMENG_10 ET_POPAGE5UP_10 EP_LIMENG_10 EPL_LIMENG_10 F_LIMENG_10 E_MINRTY_10 ET_POPETHRACE_10 EP_MINRTY_10 EPL_MINRTY_10 F_MINRTY_10 E_STRHU_10 E_MUNIT_10 EP_MUNIT_10 EPL_MUNIT_10 F_MUNIT_10 E_MOBILE_10 EP_MOBILE_10 EPL_MOBILE_10 F_MOBILE_10 E_CROWD_10 ET_OCCUPANTS_10 EP_CROWD_10 EPL_CROWD_10 F_CROWD_10 E_NOVEH_10 ET_KNOWNVEH_10 EP_NOVEH_10 EPL_NOVEH_10 F_NOVEH_10 E_GROUPQ_10 ET_HHTYPE_10 EP_GROUPQ_10 EPL_GROUPQ_10 F_GROUPQ_10 SPL_THEME1 RPL_THEME1 F_THEME1 SPL_THEME2 RPL_THEME2 F_THEME2 SPL_THEME3 RPL_THEME3 F_THEME3 SPL_THEME4 RPL_THEME4 F_THEME4 SPL_THEMES RPL_THEMES F_TOTAL
06001400100 06 001 400100 CA California Alameda County 4 West Region 9 Pacific Division 2701 1442 1329 125 2701 4.627916 0.06414 0 52 1356 3.834808 0.09455 0 357 1174 30.40886 0.10400 0 76 155 49.03226 0.4030 0 433 1329 32.58089 0.06556 0 0 2276 0.000000 0.003936 0 60 2587 2.319289 0.02077 0 629 23.287671 0.9462 1 414 15.32766 0.11540 0 177 2278 7.769974 0.1601 0 26 766 3.394256 0.05068 0 83 2548 3.2574568 0.29090 0 609 2701 22.54720 0.1302 0 1442 0 0.000000 0.0908 0 0 0 0.2818 0 0 1329 0.0000000 0.05346 0 43 1329 3.235515 0.3507 0 0 2701 0 0.3771 0 0.248956 0.004344 0 1.56328 0.1008 1 0.1302 0.1293 0 1.15386 0.03972 0 3.096296 0.005461 1
06001400200 06 001 400200 CA California Alameda County 4 West Region 9 Pacific Division 2050 942 908 98 2050 4.780488 0.06828 0 19 1076 1.765799 0.02004 0 130 621 20.93398 0.02024 0 153 287 53.31010 0.5232 0 283 908 31.16740 0.04964 0 25 1570 1.592357 0.040360 0 57 1981 2.877335 0.03128 0 402 19.609756 0.8988 0 394 19.21951 0.21850 0 257 1617 15.893630 0.7703 0 32 515 6.213592 0.12230 0 10 1871 0.5344735 0.06634 0 552 2050 26.92683 0.1774 0 942 54 5.732484 0.4364 0 0 0 0.2818 0 0 908 0.0000000 0.05346 0 109 908 12.004405 0.8033 0 0 2050 0 0.3771 0 0.209600 0.002234 0 2.07624 0.2882 0 0.1774 0.1762 0 1.95206 0.25490 0 4.415300 0.078810 0
06001400300 06 001 400300 CA California Alameda County 4 West Region 9 Pacific Division 4719 2703 2515 857 4719 18.160627 0.45690 0 149 2736 5.445906 0.21850 0 465 1068 43.53933 0.51530 0 603 1447 41.67243 0.2345 0 1068 2515 42.46521 0.32110 0 344 3723 9.239860 0.342500 0 366 5226 7.003444 0.15250 0 612 12.968849 0.6647 0 642 13.60458 0.08883 0 487 4354 11.185117 0.4405 0 54 874 6.178490 0.12000 0 161 4486 3.5889434 0.31230 0 1477 4719 31.29900 0.2313 0 2703 617 22.826489 0.7643 0 0 0 0.2818 0 0 2515 0.0000000 0.05346 0 421 2515 16.739563 0.8898 0 0 4719 0 0.3771 0 1.491500 0.237400 0 1.62633 0.1189 0 0.2313 0.2297 0 2.36646 0.42360 0 5.715590 0.221700 0
06001400400 06 001 400400 CA California Alameda County 4 West Region 9 Pacific Division 3930 1953 1895 412 3920 10.510204 0.24760 0 108 2441 4.424416 0.13460 0 400 915 43.71585 0.52210 0 378 980 38.57143 0.1788 0 778 1895 41.05541 0.27010 0 98 3134 3.126994 0.106200 0 309 4219 7.324010 0.16310 0 528 13.435114 0.6887 0 567 14.42748 0.09933 0 510 3736 13.650964 0.6363 0 135 779 17.329910 0.55770 0 3 3661 0.0819448 0.03361 0 1220 3930 31.04326 0.2285 0 1953 311 15.924219 0.6706 0 0 0 0.2818 0 1 1895 0.0527704 0.10690 0 285 1895 15.039578 0.8668 0 0 3930 0 0.3771 0 0.921600 0.095820 0 2.01564 0.2598 0 0.2285 0.2270 0 2.30320 0.39560 0 5.468940 0.190100 0
06001400500 06 001 400500 CA California Alameda County 4 West Region 9 Pacific Division 3506 1709 1628 768 3506 21.905305 0.54370 0 184 2328 7.903780 0.45520 0 336 683 49.19473 0.69860 0 460 945 48.67725 0.3941 0 796 1628 48.89435 0.57070 0 103 2768 3.721098 0.132500 0 638 3552 17.961712 0.56540 0 303 8.642327 0.3762 0 449 12.80662 0.07834 0 311 3069 10.133594 0.3484 0 131 688 19.040698 0.61280 0 49 3333 1.4701470 0.15150 0 1899 3506 54.16429 0.4669 0 1709 251 14.686951 0.6511 0 0 0 0.2818 0 15 1628 0.9213759 0.17400 0 283 1628 17.383292 0.8991 0 0 3506 0 0.3771 0 2.267500 0.439000 0 1.56724 0.1017 0 0.4669 0.4638 0 2.38310 0.43030 0 6.684740 0.340100 0
06001400600 06 001 400600 CA California Alameda County 4 West Region 9 Pacific Division 1649 769 701 360 1649 21.831413 0.54130 0 75 899 8.342603 0.49270 0 160 331 48.33837 0.67610 0 257 370 69.45946 0.9019 1 417 701 59.48645 0.88410 0 104 1209 8.602151 0.322600 0 343 1767 19.411432 0.61430 0 140 8.489994 0.3653 0 320 19.40570 0.22510 0 182 1526 11.926606 0.5048 0 73 346 21.098266 0.67340 0 8 1563 0.5118362 0.06372 0 1081 1649 65.55488 0.5772 0 769 59 7.672302 0.4958 0 0 0 0.2818 0 0 701 0.0000000 0.05346 0 93 701 13.266762 0.8332 0 0 1649 0 0.3771 0 2.855000 0.589100 0 1.83232 0.1874 0 0.5772 0.5734 0 2.04136 0.28890 0 7.305880 0.418500 0 
# THEME1 - 2020
svi_2020_state %>% arrange((F_THEME1)) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_20 E_HU_20 E_HH_20 E_POV150_20 ET_POVSTATUS_20 EP_POV150_20 EPL_POV150_20 F_POV150_20 E_UNEMP_20 ET_EMPSTATUS_20 EP_UNEMP_20 EPL_UNEMP_20 F_UNEMP_20 E_HBURD_OWN_20 ET_HOUSINGCOST_OWN_20 EP_HBURD_OWN_20 EPL_HBURD_OWN_20 F_HBURD_OWN_20 E_HBURD_RENT_20 ET_HOUSINGCOST_RENT_20 EP_HBURD_RENT_20 EPL_HBURD_RENT_20 F_HBURD_RENT_20 E_HBURD_20 ET_HOUSINGCOST_20 EP_HBURD_20 EPL_HBURD_20 F_HBURD_20 E_NOHSDP_20 ET_EDSTATUS_20 EP_NOHSDP_20 EPL_NOHSDP_20 F_NOHSDP_20 E_UNINSUR_20 ET_INSURSTATUS_20 EP_UNINSUR_20 EPL_UNINSUR_20 F_UNINSUR_20 E_AGE65_20 EP_AGE65_20 EPL_AGE65_20 F_AGE65_20 E_AGE17_20 EP_AGE17_20 EPL_AGE17_20 F_AGE17_20 E_DISABL_20 ET_DISABLSTATUS_20 EP_DISABL_20 EPL_DISABL_20 F_DISABL_20 E_SNGPNT_20 ET_FAMILIES_20 EP_SNGPNT_20 EPL_SNGPNT_20 F_SNGPNT_20 E_LIMENG_20 ET_POPAGE5UP_20 EP_LIMENG_20 EPL_LIMENG_20 F_LIMENG_20 E_MINRTY_20 ET_POPETHRACE_20 EP_MINRTY_20 EPL_MINRTY_20 F_MINRTY_20 E_STRHU_20 E_MUNIT_20 EP_MUNIT_20 EPL_MUNIT_20 F_MUNIT_20 E_MOBILE_20 EP_MOBILE_20 EPL_MOBILE_20 F_MOBILE_20 E_CROWD_20 ET_OCCUPANTS_20 EP_CROWD_20 EPL_CROWD_20 F_CROWD_20 E_NOVEH_20 ET_KNOWNVEH_20 EP_NOVEH_20 EPL_NOVEH_20 F_NOVEH_20 E_GROUPQ_20 ET_HHTYPE_20 EP_GROUPQ_20 EPL_GROUPQ_20 F_GROUPQ_20 SPL_THEME1 RPL_THEME1 F_THEME1 SPL_THEME2 RPL_THEME2 F_THEME2 SPL_THEME3 RPL_THEME3 F_THEME3 SPL_THEME4 RPL_THEME4 F_THEME4 SPL_THEMES RPL_THEMES F_TOTAL
06001400100 06 001 400100 CA California Alameda County 4 West Region 9 Pacific Division 3055 1419 1283 206 3031 6.796437 0.1247 0 17 1602 1.061173 0.02363 0 353 1142 30.91068 0.49920 0 32 141 22.69504 0.04238 0 385 1283 30.00779 0.169400 0 65 2431 2.673797 0.10940 0 17 3058 0.5559189 0.02489 0 778 25.46645 0.9128 1 565 18.49427 0.28540 0 335 2489.660 13.455652 0.58820 0 79 839.9853 9.404927 0.3074 0 0 2906 0.0000000 0.0126 0 834 3054.736 27.30187 0.1139 0 1419 1 0.0704722 0.1612 0 0 0.0000000 0.2769 0 0 1283 0.0000000 0.03088 0 57 1282.7385 4.443618 0.4891 0 3 3055 0.0981997 0.3292 0 0.452020 0.01340 0 2.10640 0.28890 1 0.1139 0.1133 0 1.28728 0.06764 0 3.959600 0.03128 1
06001400200 06 001 400200 CA California Alameda County 4 West Region 9 Pacific Division 2012 868 841 142 1996 7.114229 0.1368 0 98 1246 7.865169 0.73100 0 94 485 19.38144 0.08909 0 52 356 14.60674 0.01655 0 146 841 17.36029 0.008269 0 18 1628 1.105651 0.03409 0 9 2011 0.4475385 0.02014 0 440 21.86879 0.8460 0 328 16.30219 0.18680 0 179 1683.284 10.633975 0.35550 0 26 472.8128 5.499005 0.1387 0 24 1889 1.2705135 0.1489 0 654 2011.787 32.50842 0.1688 0 868 110 12.6728111 0.5911 0 0 0.0000000 0.2769 0 6 841 0.7134364 0.10450 0 86 841.0053 10.225857 0.7852 0 97 2012 4.8210736 0.9336 1 0.930299 0.08787 0 1.67590 0.11330 0 0.1688 0.1679 0 2.69130 0.56880 1 5.466299 0.16590 1
06001400300 06 001 400300 CA California Alameda County 4 West Region 9 Pacific Division 5043 2668 2413 427 5004 8.533174 0.1879 0 111 3265 3.399694 0.21890 0 246 890 27.64045 0.35960 0 673 1523 44.18910 0.31900 0 919 2413 38.08537 0.439200 0 182 4013 4.535260 0.20450 0 17 5043 0.3371009 0.01488 0 828 16.41880 0.6482 0 857 16.99385 0.21560 0 536 4147.122 12.924626 0.54700 0 177 1083.3376 16.338397 0.5893 0 14 4893 0.2861230 0.0443 0 1965 5043.292 38.96265 0.2392 0 2668 646 24.2128936 0.7661 0 10 0.3748126 0.5711 0 52 2413 2.1549938 0.23180 0 363 2413.3631 15.041251 0.8936 0 39 5043 0.7733492 0.6730 0 1.065380 0.11520 0 2.04440 0.26130 0 0.2392 0.2379 0 3.13560 0.77300 0 6.484580 0.30260 0
06001400400 06 001 400400 CA California Alameda County 4 West Region 9 Pacific Division 4090 1851 1708 488 4078 11.966650 0.3158 0 65 2544 2.555031 0.12550 0 239 760 31.44737 0.52290 0 176 949 18.54584 0.02621 0 415 1709 24.28321 0.052740 0 132 3092 4.269082 0.19200 0 105 4086 2.5697504 0.17740 0 445 10.88020 0.3190 0 858 20.97800 0.42870 0 303 3228.767 9.384388 0.24700 0 174 748.4491 23.248075 0.7883 0 48 3815 1.2581913 0.1478 0 1451 4089.716 35.47924 0.1994 0 1851 145 7.8336035 0.4804 0 0 0.0000000 0.2769 0 14 1708 0.8196721 0.11290 0 162 1708.0801 9.484333 0.7640 0 45 4090 1.1002445 0.7367 0 0.863440 0.07372 0 1.93080 0.20750 0 0.1994 0.1983 0 2.37090 0.42170 0 5.364540 0.15550 0
06001400500 06 001 400500 CA California Alameda County 4 West Region 9 Pacific Division 4001 1764 1644 511 4001 12.771807 0.3413 0 168 2648 6.344411 0.58630 0 344 809 42.52163 0.86970 0 238 834 28.53717 0.07524 0 582 1643 35.42301 0.339600 0 78 3008 2.593085 0.10490 0 109 4008 2.7195609 0.19210 0 605 15.12122 0.5784 0 460 11.49713 0.07463 0 239 3546.402 6.739226 0.08196 0 48 898.6763 5.341189 0.1336 0 43 3818 1.1262441 0.1334 0 2214 4001.242 55.33282 0.4121 0 1764 214 12.1315193 0.5807 0 0 0.0000000 0.2769 0 43 1644 2.6155718 0.27090 0 129 1643.6061 7.848596 0.6997 0 0 4001 0.0000000 0.1498 0 1.564200 0.23740 0 1.00199 0.02011 0 0.4121 0.4100 0 1.97800 0.25920 0 4.956290 0.11260 0
06001400600 06 001 400600 CA California Alameda County 4 West Region 9 Pacific Division 1812 777 690 193 1803 10.704382 0.2674 0 71 1274 5.572998 0.49840 0 33 272 12.13235 0.01653 0 111 418 26.55502 0.06182 0 144 690 20.86957 0.019790 0 32 1310 2.442748 0.09689 0 61 1812 3.3664459 0.25740 0 191 10.54084 0.2995 0 278 15.34216 0.15670 0 142 1534.000 9.256845 0.23640 0 80 374.0000 21.390374 0.7440 0 15 1657 0.9052505 0.1094 0 1017 1812.000 56.12583 0.4217 0 777 43 5.5341055 0.4125 0 0 0.0000000 0.2769 0 0 690 0.0000000 0.03088 0 52 690.0000 7.536232 0.6871 0 9 1812 0.4966887 0.5824 0 1.139880 0.13180 0 1.54600 0.08167 0 0.4217 0.4195 0 1.98978 0.26520 0 5.097360 0.12500 0

The least vulnerable tracts for THEME1 are located in Alameda County, CA.

# Least Vulnerable Tracts - State
# THEME2 - 2010
svi_2010_state %>% arrange((F_THEME2)) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_10 E_HU_10 E_HH_10 E_POV150_10 ET_POVSTATUS_10 EP_POV150_10 EPL_POV150_10 F_POV150_10 E_UNEMP_10 ET_EMPSTATUS_10 EP_UNEMP_10 EPL_UNEMP_10 F_UNEMP_10 E_HBURD_OWN_10 ET_HOUSINGCOST_OWN_10 EP_HBURD_OWN_10 EPL_HBURD_OWN_10 F_HBURD_OWN_10 E_HBURD_RENT_10 ET_HOUSINGCOST_RENT_10 EP_HBURD_RENT_10 EPL_HBURD_RENT_10 F_HBURD_RENT_10 E_HBURD_10 ET_HOUSINGCOST_10 EP_HBURD_10 EPL_HBURD_10 F_HBURD_10 E_NOHSDP_10 ET_EDSTATUS_10 EP_NOHSDP_10 EPL_NOHSDP_10 F_NOHSDP_10 E_UNINSUR_12 ET_INSURSTATUS_12 EP_UNINSUR_12 EPL_UNINSUR_12 F_UNINSUR_12 E_AGE65_10 EP_AGE65_10 EPL_AGE65_10 F_AGE65_10 E_AGE17_10 EP_AGE17_10 EPL_AGE17_10 F_AGE17_10 E_DISABL_12 ET_DISABLSTATUS_12 EP_DISABL_12 EPL_DISABL_12 F_DISABL_12 E_SNGPNT_10 ET_FAMILIES_10 EP_SNGPNT_10 EPL_SNGPNT_10 F_SNGPNT_10 E_LIMENG_10 ET_POPAGE5UP_10 EP_LIMENG_10 EPL_LIMENG_10 F_LIMENG_10 E_MINRTY_10 ET_POPETHRACE_10 EP_MINRTY_10 EPL_MINRTY_10 F_MINRTY_10 E_STRHU_10 E_MUNIT_10 EP_MUNIT_10 EPL_MUNIT_10 F_MUNIT_10 E_MOBILE_10 EP_MOBILE_10 EPL_MOBILE_10 F_MOBILE_10 E_CROWD_10 ET_OCCUPANTS_10 EP_CROWD_10 EPL_CROWD_10 F_CROWD_10 E_NOVEH_10 ET_KNOWNVEH_10 EP_NOVEH_10 EPL_NOVEH_10 F_NOVEH_10 E_GROUPQ_10 ET_HHTYPE_10 EP_GROUPQ_10 EPL_GROUPQ_10 F_GROUPQ_10 SPL_THEME1 RPL_THEME1 F_THEME1 SPL_THEME2 RPL_THEME2 F_THEME2 SPL_THEME3 RPL_THEME3 F_THEME3 SPL_THEME4 RPL_THEME4 F_THEME4 SPL_THEMES RPL_THEMES F_TOTAL
06001400200 06 001 400200 CA California Alameda County 4 West Region 9 Pacific Division 2050 942 908 98 2050 4.780488 0.06828 0 19 1076 1.765799 0.02004 0 130 621 20.93398 0.02024 0 153 287 53.31010 0.5232 0 283 908 31.16740 0.04964 0 25 1570 1.592357 0.04036 0 57 1981 2.877335 0.03128 0 402 19.609756 0.8988 0 394 19.21951 0.21850 0 257 1617 15.89363 0.7703 0 32 515 6.213592 0.1223 0 10 1871 0.5344735 0.06634 0 552 2050 26.92683 0.1774 0 942 54 5.732484 0.4364 0 0 0 0.2818 0 0 908 0.0000000 0.05346 0 109 908 12.00441 0.8033 0 0 2050 0 0.3771 0 0.2096 0.002234 0 2.07624 0.2882 0 0.1774 0.1762 0 1.95206 0.2549 0 4.41530 0.07881 0
06001400300 06 001 400300 CA California Alameda County 4 West Region 9 Pacific Division 4719 2703 2515 857 4719 18.160627 0.45690 0 149 2736 5.445906 0.21850 0 465 1068 43.53933 0.51530 0 603 1447 41.67243 0.2345 0 1068 2515 42.46521 0.32110 0 344 3723 9.239860 0.34250 0 366 5226 7.003444 0.15250 0 612 12.968849 0.6647 0 642 13.60458 0.08883 0 487 4354 11.18512 0.4405 0 54 874 6.178490 0.1200 0 161 4486 3.5889434 0.31230 0 1477 4719 31.29900 0.2313 0 2703 617 22.826489 0.7643 0 0 0 0.2818 0 0 2515 0.0000000 0.05346 0 421 2515 16.73956 0.8898 0 0 4719 0 0.3771 0 1.4915 0.237400 0 1.62633 0.1189 0 0.2313 0.2297 0 2.36646 0.4236 0 5.71559 0.22170 0
06001400400 06 001 400400 CA California Alameda County 4 West Region 9 Pacific Division 3930 1953 1895 412 3920 10.510204 0.24760 0 108 2441 4.424416 0.13460 0 400 915 43.71585 0.52210 0 378 980 38.57143 0.1788 0 778 1895 41.05541 0.27010 0 98 3134 3.126994 0.10620 0 309 4219 7.324010 0.16310 0 528 13.435114 0.6887 0 567 14.42748 0.09933 0 510 3736 13.65096 0.6363 0 135 779 17.329910 0.5577 0 3 3661 0.0819448 0.03361 0 1220 3930 31.04326 0.2285 0 1953 311 15.924219 0.6706 0 0 0 0.2818 0 1 1895 0.0527704 0.10690 0 285 1895 15.03958 0.8668 0 0 3930 0 0.3771 0 0.9216 0.095820 0 2.01564 0.2598 0 0.2285 0.2270 0 2.30320 0.3956 0 5.46894 0.19010 0
06001400500 06 001 400500 CA California Alameda County 4 West Region 9 Pacific Division 3506 1709 1628 768 3506 21.905305 0.54370 0 184 2328 7.903780 0.45520 0 336 683 49.19473 0.69860 0 460 945 48.67725 0.3941 0 796 1628 48.89435 0.57070 0 103 2768 3.721098 0.13250 0 638 3552 17.961712 0.56540 0 303 8.642327 0.3762 0 449 12.80662 0.07834 0 311 3069 10.13359 0.3484 0 131 688 19.040698 0.6128 0 49 3333 1.4701470 0.15150 0 1899 3506 54.16429 0.4669 0 1709 251 14.686951 0.6511 0 0 0 0.2818 0 15 1628 0.9213759 0.17400 0 283 1628 17.38329 0.8991 0 0 3506 0 0.3771 0 2.2675 0.439000 0 1.56724 0.1017 0 0.4669 0.4638 0 2.38310 0.4303 0 6.68474 0.34010 0
06001400600 06 001 400600 CA California Alameda County 4 West Region 9 Pacific Division 1649 769 701 360 1649 21.831413 0.54130 0 75 899 8.342603 0.49270 0 160 331 48.33837 0.67610 0 257 370 69.45946 0.9019 1 417 701 59.48645 0.88410 0 104 1209 8.602151 0.32260 0 343 1767 19.411432 0.61430 0 140 8.489994 0.3653 0 320 19.40570 0.22510 0 182 1526 11.92661 0.5048 0 73 346 21.098266 0.6734 0 8 1563 0.5118362 0.06372 0 1081 1649 65.55488 0.5772 0 769 59 7.672302 0.4958 0 0 0 0.2818 0 0 701 0.0000000 0.05346 0 93 701 13.26676 0.8332 0 0 1649 0 0.3771 0 2.8550 0.589100 0 1.83232 0.1874 0 0.5772 0.5734 0 2.04136 0.2889 0 7.30588 0.41850 0
06001401100 06 001 401100 CA California Alameda County 4 West Region 9 Pacific Division 3738 2218 2014 1244 3738 33.279829 0.73580 0 193 2527 7.637515 0.43280 0 230 400 57.50000 0.87660 0 927 1614 57.43494 0.6384 0 1157 2014 57.44786 0.84210 0 275 2920 9.417808 0.34950 0 716 4313 16.600974 0.51850 0 237 6.340289 0.2050 0 420 11.23596 0.06259 0 392 3734 10.49813 0.3826 0 123 535 22.990654 0.7234 0 367 3574 10.2686066 0.60030 0 1979 3738 52.94275 0.4553 0 2218 531 23.940487 0.7752 0 0 0 0.2818 0 7 2014 0.3475670 0.11490 0 567 2014 28.15293 0.9663 1 0 3738 0 0.3771 0 2.8787 0.594400 0 1.97389 0.2421 0 0.4553 0.4523 0 2.51530 0.4901 1 7.82319 0.48050 1 
# THEME2 - 2020
svi_2020_state %>% arrange((F_THEME2)) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_20 E_HU_20 E_HH_20 E_POV150_20 ET_POVSTATUS_20 EP_POV150_20 EPL_POV150_20 F_POV150_20 E_UNEMP_20 ET_EMPSTATUS_20 EP_UNEMP_20 EPL_UNEMP_20 F_UNEMP_20 E_HBURD_OWN_20 ET_HOUSINGCOST_OWN_20 EP_HBURD_OWN_20 EPL_HBURD_OWN_20 F_HBURD_OWN_20 E_HBURD_RENT_20 ET_HOUSINGCOST_RENT_20 EP_HBURD_RENT_20 EPL_HBURD_RENT_20 F_HBURD_RENT_20 E_HBURD_20 ET_HOUSINGCOST_20 EP_HBURD_20 EPL_HBURD_20 F_HBURD_20 E_NOHSDP_20 ET_EDSTATUS_20 EP_NOHSDP_20 EPL_NOHSDP_20 F_NOHSDP_20 E_UNINSUR_20 ET_INSURSTATUS_20 EP_UNINSUR_20 EPL_UNINSUR_20 F_UNINSUR_20 E_AGE65_20 EP_AGE65_20 EPL_AGE65_20 F_AGE65_20 E_AGE17_20 EP_AGE17_20 EPL_AGE17_20 F_AGE17_20 E_DISABL_20 ET_DISABLSTATUS_20 EP_DISABL_20 EPL_DISABL_20 F_DISABL_20 E_SNGPNT_20 ET_FAMILIES_20 EP_SNGPNT_20 EPL_SNGPNT_20 F_SNGPNT_20 E_LIMENG_20 ET_POPAGE5UP_20 EP_LIMENG_20 EPL_LIMENG_20 F_LIMENG_20 E_MINRTY_20 ET_POPETHRACE_20 EP_MINRTY_20 EPL_MINRTY_20 F_MINRTY_20 E_STRHU_20 E_MUNIT_20 EP_MUNIT_20 EPL_MUNIT_20 F_MUNIT_20 E_MOBILE_20 EP_MOBILE_20 EPL_MOBILE_20 F_MOBILE_20 E_CROWD_20 ET_OCCUPANTS_20 EP_CROWD_20 EPL_CROWD_20 F_CROWD_20 E_NOVEH_20 ET_KNOWNVEH_20 EP_NOVEH_20 EPL_NOVEH_20 F_NOVEH_20 E_GROUPQ_20 ET_HHTYPE_20 EP_GROUPQ_20 EPL_GROUPQ_20 F_GROUPQ_20 SPL_THEME1 RPL_THEME1 F_THEME1 SPL_THEME2 RPL_THEME2 F_THEME2 SPL_THEME3 RPL_THEME3 F_THEME3 SPL_THEME4 RPL_THEME4 F_THEME4 SPL_THEMES RPL_THEMES F_TOTAL
06001400200 06 001 400200 CA California Alameda County 4 West Region 9 Pacific Division 2012 868 841 142 1996 7.114229 0.1368 0 98 1246 7.865169 0.7310 0 94 485 19.38144 0.08909 0 52 356 14.60674 0.01655 0 146 841 17.36029 0.008269 0 18 1628 1.105651 0.03409 0 9 2011 0.4475385 0.02014 0 440 21.868787 0.8460 0 328 16.30219 0.18680 0 179 1683.284 10.633975 0.35550 0 26 472.8128 5.499005 0.1387 0 24 1889 1.2705135 0.1489 0 654 2011.787 32.50842 0.1688 0 868 110 12.672811 0.5911 0 0 0.0000000 0.2769 0 6 841 0.7134364 0.10450 0 86 841.0053 10.225857 0.7852 0 97 2012 4.8210736 0.9336 1 0.930299 0.08787 0 1.67590 0.11330 0 0.1688 0.1679 0 2.69130 0.5688 1 5.466299 0.1659 1
06001400300 06 001 400300 CA California Alameda County 4 West Region 9 Pacific Division 5043 2668 2413 427 5004 8.533174 0.1879 0 111 3265 3.399694 0.2189 0 246 890 27.64045 0.35960 0 673 1523 44.18910 0.31900 0 919 2413 38.08537 0.439200 0 182 4013 4.535260 0.20450 0 17 5043 0.3371009 0.01488 0 828 16.418798 0.6482 0 857 16.99385 0.21560 0 536 4147.122 12.924626 0.54700 0 177 1083.3376 16.338397 0.5893 0 14 4893 0.2861230 0.0443 0 1965 5043.292 38.96265 0.2392 0 2668 646 24.212894 0.7661 0 10 0.3748126 0.5711 0 52 2413 2.1549938 0.23180 0 363 2413.3631 15.041251 0.8936 0 39 5043 0.7733492 0.6730 0 1.065380 0.11520 0 2.04440 0.26130 0 0.2392 0.2379 0 3.13560 0.7730 0 6.484580 0.3026 0
06001400400 06 001 400400 CA California Alameda County 4 West Region 9 Pacific Division 4090 1851 1708 488 4078 11.966650 0.3158 0 65 2544 2.555031 0.1255 0 239 760 31.44737 0.52290 0 176 949 18.54584 0.02621 0 415 1709 24.28321 0.052740 0 132 3092 4.269082 0.19200 0 105 4086 2.5697504 0.17740 0 445 10.880196 0.3190 0 858 20.97800 0.42870 0 303 3228.767 9.384388 0.24700 0 174 748.4491 23.248075 0.7883 0 48 3815 1.2581913 0.1478 0 1451 4089.716 35.47924 0.1994 0 1851 145 7.833603 0.4804 0 0 0.0000000 0.2769 0 14 1708 0.8196721 0.11290 0 162 1708.0801 9.484333 0.7640 0 45 4090 1.1002445 0.7367 0 0.863440 0.07372 0 1.93080 0.20750 0 0.1994 0.1983 0 2.37090 0.4217 0 5.364540 0.1555 0
06001400500 06 001 400500 CA California Alameda County 4 West Region 9 Pacific Division 4001 1764 1644 511 4001 12.771807 0.3413 0 168 2648 6.344411 0.5863 0 344 809 42.52163 0.86970 0 238 834 28.53717 0.07524 0 582 1643 35.42301 0.339600 0 78 3008 2.593085 0.10490 0 109 4008 2.7195609 0.19210 0 605 15.121220 0.5784 0 460 11.49713 0.07463 0 239 3546.402 6.739226 0.08196 0 48 898.6763 5.341189 0.1336 0 43 3818 1.1262441 0.1334 0 2214 4001.242 55.33282 0.4121 0 1764 214 12.131519 0.5807 0 0 0.0000000 0.2769 0 43 1644 2.6155718 0.27090 0 129 1643.6061 7.848596 0.6997 0 0 4001 0.0000000 0.1498 0 1.564200 0.23740 0 1.00199 0.02011 0 0.4121 0.4100 0 1.97800 0.2592 0 4.956290 0.1126 0
06001400600 06 001 400600 CA California Alameda County 4 West Region 9 Pacific Division 1812 777 690 193 1803 10.704382 0.2674 0 71 1274 5.572998 0.4984 0 33 272 12.13235 0.01653 0 111 418 26.55502 0.06182 0 144 690 20.86957 0.019790 0 32 1310 2.442748 0.09689 0 61 1812 3.3664459 0.25740 0 191 10.540839 0.2995 0 278 15.34216 0.15670 0 142 1534.000 9.256845 0.23640 0 80 374.0000 21.390374 0.7440 0 15 1657 0.9052505 0.1094 0 1017 1812.000 56.12583 0.4217 0 777 43 5.534105 0.4125 0 0 0.0000000 0.2769 0 0 690 0.0000000 0.03088 0 52 690.0000 7.536232 0.6871 0 9 1812 0.4966887 0.5824 0 1.139880 0.13180 0 1.54600 0.08167 0 0.4217 0.4195 0 1.98978 0.2652 0 5.097360 0.1250 0
06001400700 06 001 400700 CA California Alameda County 4 West Region 9 Pacific Division 5127 2037 1926 1155 5110 22.602740 0.6151 0 209 3522 5.934128 0.5413 0 248 677 36.63220 0.72260 0 442 1248 35.41667 0.15030 0 690 1925 35.84416 0.354800 0 200 3980 5.025126 0.22920 0 462 5123 9.0181534 0.70160 0 478 9.323191 0.2230 0 957 18.66589 0.29510 0 573 4166.186 13.753588 0.60970 0 224 873.8465 25.633792 0.8363 0 188 4819 3.9012243 0.3644 0 2892 5126.788 56.40959 0.4246 0 2037 177 8.689249 0.5003 0 0 0.0000000 0.2769 0 109 1926 5.6593977 0.48020 0 249 1925.6234 12.930878 0.8599 0 21 5127 0.4095963 0.5464 0 2.442000 0.48800 0 2.32850 0.39290 0 0.4246 0.4224 0 2.66370 0.5572 0 7.858800 0.4831 0

The least vulnerable tracts for THEME2 are located in Alameda County, CA, with only two tracts changing from 2010 to 2020.

# Least Vulnerable Tracts - State
# THEME3 - 2010
svi_2010_state %>% arrange((F_THEME3)) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_10 E_HU_10 E_HH_10 E_POV150_10 ET_POVSTATUS_10 EP_POV150_10 EPL_POV150_10 F_POV150_10 E_UNEMP_10 ET_EMPSTATUS_10 EP_UNEMP_10 EPL_UNEMP_10 F_UNEMP_10 E_HBURD_OWN_10 ET_HOUSINGCOST_OWN_10 EP_HBURD_OWN_10 EPL_HBURD_OWN_10 F_HBURD_OWN_10 E_HBURD_RENT_10 ET_HOUSINGCOST_RENT_10 EP_HBURD_RENT_10 EPL_HBURD_RENT_10 F_HBURD_RENT_10 E_HBURD_10 ET_HOUSINGCOST_10 EP_HBURD_10 EPL_HBURD_10 F_HBURD_10 E_NOHSDP_10 ET_EDSTATUS_10 EP_NOHSDP_10 EPL_NOHSDP_10 F_NOHSDP_10 E_UNINSUR_12 ET_INSURSTATUS_12 EP_UNINSUR_12 EPL_UNINSUR_12 F_UNINSUR_12 E_AGE65_10 EP_AGE65_10 EPL_AGE65_10 F_AGE65_10 E_AGE17_10 EP_AGE17_10 EPL_AGE17_10 F_AGE17_10 E_DISABL_12 ET_DISABLSTATUS_12 EP_DISABL_12 EPL_DISABL_12 F_DISABL_12 E_SNGPNT_10 ET_FAMILIES_10 EP_SNGPNT_10 EPL_SNGPNT_10 F_SNGPNT_10 E_LIMENG_10 ET_POPAGE5UP_10 EP_LIMENG_10 EPL_LIMENG_10 F_LIMENG_10 E_MINRTY_10 ET_POPETHRACE_10 EP_MINRTY_10 EPL_MINRTY_10 F_MINRTY_10 E_STRHU_10 E_MUNIT_10 EP_MUNIT_10 EPL_MUNIT_10 F_MUNIT_10 E_MOBILE_10 EP_MOBILE_10 EPL_MOBILE_10 F_MOBILE_10 E_CROWD_10 ET_OCCUPANTS_10 EP_CROWD_10 EPL_CROWD_10 F_CROWD_10 E_NOVEH_10 ET_KNOWNVEH_10 EP_NOVEH_10 EPL_NOVEH_10 F_NOVEH_10 E_GROUPQ_10 ET_HHTYPE_10 EP_GROUPQ_10 EPL_GROUPQ_10 F_GROUPQ_10 SPL_THEME1 RPL_THEME1 F_THEME1 SPL_THEME2 RPL_THEME2 F_THEME2 SPL_THEME3 RPL_THEME3 F_THEME3 SPL_THEME4 RPL_THEME4 F_THEME4 SPL_THEMES RPL_THEMES F_TOTAL
06001400100 06 001 400100 CA California Alameda County 4 West Region 9 Pacific Division 2701 1442 1329 125 2701 4.627916 0.06414 0 52 1356 3.834808 0.09455 0 357 1174 30.40886 0.10400 0 76 155 49.03226 0.4030 0 433 1329 32.58089 0.06556 0 0 2276 0.000000 0.003936 0 60 2587 2.319289 0.02077 0 629 23.287671 0.9462 1 414 15.32766 0.11540 0 177 2278 7.769974 0.1601 0 26 766 3.394256 0.05068 0 83 2548 3.2574568 0.29090 0 609 2701 22.54720 0.1302 0 1442 0 0.000000 0.0908 0 0 0 0.2818 0 0 1329 0.0000000 0.05346 0 43 1329 3.235515 0.3507 0 0 2701 0 0.3771 0 0.248956 0.004344 0 1.56328 0.1008 1 0.1302 0.1293 0 1.15386 0.03972 0 3.096296 0.005461 1
06001400200 06 001 400200 CA California Alameda County 4 West Region 9 Pacific Division 2050 942 908 98 2050 4.780488 0.06828 0 19 1076 1.765799 0.02004 0 130 621 20.93398 0.02024 0 153 287 53.31010 0.5232 0 283 908 31.16740 0.04964 0 25 1570 1.592357 0.040360 0 57 1981 2.877335 0.03128 0 402 19.609756 0.8988 0 394 19.21951 0.21850 0 257 1617 15.893630 0.7703 0 32 515 6.213592 0.12230 0 10 1871 0.5344735 0.06634 0 552 2050 26.92683 0.1774 0 942 54 5.732484 0.4364 0 0 0 0.2818 0 0 908 0.0000000 0.05346 0 109 908 12.004405 0.8033 0 0 2050 0 0.3771 0 0.209600 0.002234 0 2.07624 0.2882 0 0.1774 0.1762 0 1.95206 0.25490 0 4.415300 0.078810 0
06001400300 06 001 400300 CA California Alameda County 4 West Region 9 Pacific Division 4719 2703 2515 857 4719 18.160627 0.45690 0 149 2736 5.445906 0.21850 0 465 1068 43.53933 0.51530 0 603 1447 41.67243 0.2345 0 1068 2515 42.46521 0.32110 0 344 3723 9.239860 0.342500 0 366 5226 7.003444 0.15250 0 612 12.968849 0.6647 0 642 13.60458 0.08883 0 487 4354 11.185117 0.4405 0 54 874 6.178490 0.12000 0 161 4486 3.5889434 0.31230 0 1477 4719 31.29900 0.2313 0 2703 617 22.826489 0.7643 0 0 0 0.2818 0 0 2515 0.0000000 0.05346 0 421 2515 16.739563 0.8898 0 0 4719 0 0.3771 0 1.491500 0.237400 0 1.62633 0.1189 0 0.2313 0.2297 0 2.36646 0.42360 0 5.715590 0.221700 0
06001400400 06 001 400400 CA California Alameda County 4 West Region 9 Pacific Division 3930 1953 1895 412 3920 10.510204 0.24760 0 108 2441 4.424416 0.13460 0 400 915 43.71585 0.52210 0 378 980 38.57143 0.1788 0 778 1895 41.05541 0.27010 0 98 3134 3.126994 0.106200 0 309 4219 7.324010 0.16310 0 528 13.435114 0.6887 0 567 14.42748 0.09933 0 510 3736 13.650964 0.6363 0 135 779 17.329910 0.55770 0 3 3661 0.0819448 0.03361 0 1220 3930 31.04326 0.2285 0 1953 311 15.924219 0.6706 0 0 0 0.2818 0 1 1895 0.0527704 0.10690 0 285 1895 15.039578 0.8668 0 0 3930 0 0.3771 0 0.921600 0.095820 0 2.01564 0.2598 0 0.2285 0.2270 0 2.30320 0.39560 0 5.468940 0.190100 0
06001400500 06 001 400500 CA California Alameda County 4 West Region 9 Pacific Division 3506 1709 1628 768 3506 21.905305 0.54370 0 184 2328 7.903780 0.45520 0 336 683 49.19473 0.69860 0 460 945 48.67725 0.3941 0 796 1628 48.89435 0.57070 0 103 2768 3.721098 0.132500 0 638 3552 17.961712 0.56540 0 303 8.642327 0.3762 0 449 12.80662 0.07834 0 311 3069 10.133594 0.3484 0 131 688 19.040698 0.61280 0 49 3333 1.4701470 0.15150 0 1899 3506 54.16429 0.4669 0 1709 251 14.686951 0.6511 0 0 0 0.2818 0 15 1628 0.9213759 0.17400 0 283 1628 17.383292 0.8991 0 0 3506 0 0.3771 0 2.267500 0.439000 0 1.56724 0.1017 0 0.4669 0.4638 0 2.38310 0.43030 0 6.684740 0.340100 0
06001400600 06 001 400600 CA California Alameda County 4 West Region 9 Pacific Division 1649 769 701 360 1649 21.831413 0.54130 0 75 899 8.342603 0.49270 0 160 331 48.33837 0.67610 0 257 370 69.45946 0.9019 1 417 701 59.48645 0.88410 0 104 1209 8.602151 0.322600 0 343 1767 19.411432 0.61430 0 140 8.489994 0.3653 0 320 19.40570 0.22510 0 182 1526 11.926606 0.5048 0 73 346 21.098266 0.67340 0 8 1563 0.5118362 0.06372 0 1081 1649 65.55488 0.5772 0 769 59 7.672302 0.4958 0 0 0 0.2818 0 0 701 0.0000000 0.05346 0 93 701 13.266762 0.8332 0 0 1649 0 0.3771 0 2.855000 0.589100 0 1.83232 0.1874 0 0.5772 0.5734 0 2.04136 0.28890 0 7.305880 0.418500 0 
# THEME3 - 2020
svi_2020_state %>% arrange((F_THEME3)) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_20 E_HU_20 E_HH_20 E_POV150_20 ET_POVSTATUS_20 EP_POV150_20 EPL_POV150_20 F_POV150_20 E_UNEMP_20 ET_EMPSTATUS_20 EP_UNEMP_20 EPL_UNEMP_20 F_UNEMP_20 E_HBURD_OWN_20 ET_HOUSINGCOST_OWN_20 EP_HBURD_OWN_20 EPL_HBURD_OWN_20 F_HBURD_OWN_20 E_HBURD_RENT_20 ET_HOUSINGCOST_RENT_20 EP_HBURD_RENT_20 EPL_HBURD_RENT_20 F_HBURD_RENT_20 E_HBURD_20 ET_HOUSINGCOST_20 EP_HBURD_20 EPL_HBURD_20 F_HBURD_20 E_NOHSDP_20 ET_EDSTATUS_20 EP_NOHSDP_20 EPL_NOHSDP_20 F_NOHSDP_20 E_UNINSUR_20 ET_INSURSTATUS_20 EP_UNINSUR_20 EPL_UNINSUR_20 F_UNINSUR_20 E_AGE65_20 EP_AGE65_20 EPL_AGE65_20 F_AGE65_20 E_AGE17_20 EP_AGE17_20 EPL_AGE17_20 F_AGE17_20 E_DISABL_20 ET_DISABLSTATUS_20 EP_DISABL_20 EPL_DISABL_20 F_DISABL_20 E_SNGPNT_20 ET_FAMILIES_20 EP_SNGPNT_20 EPL_SNGPNT_20 F_SNGPNT_20 E_LIMENG_20 ET_POPAGE5UP_20 EP_LIMENG_20 EPL_LIMENG_20 F_LIMENG_20 E_MINRTY_20 ET_POPETHRACE_20 EP_MINRTY_20 EPL_MINRTY_20 F_MINRTY_20 E_STRHU_20 E_MUNIT_20 EP_MUNIT_20 EPL_MUNIT_20 F_MUNIT_20 E_MOBILE_20 EP_MOBILE_20 EPL_MOBILE_20 F_MOBILE_20 E_CROWD_20 ET_OCCUPANTS_20 EP_CROWD_20 EPL_CROWD_20 F_CROWD_20 E_NOVEH_20 ET_KNOWNVEH_20 EP_NOVEH_20 EPL_NOVEH_20 F_NOVEH_20 E_GROUPQ_20 ET_HHTYPE_20 EP_GROUPQ_20 EPL_GROUPQ_20 F_GROUPQ_20 SPL_THEME1 RPL_THEME1 F_THEME1 SPL_THEME2 RPL_THEME2 F_THEME2 SPL_THEME3 RPL_THEME3 F_THEME3 SPL_THEME4 RPL_THEME4 F_THEME4 SPL_THEMES RPL_THEMES F_TOTAL
06001400100 06 001 400100 CA California Alameda County 4 West Region 9 Pacific Division 3055 1419 1283 206 3031 6.796437 0.1247 0 17 1602 1.061173 0.02363 0 353 1142 30.91068 0.49920 0 32 141 22.69504 0.04238 0 385 1283 30.00779 0.169400 0 65 2431 2.673797 0.10940 0 17 3058 0.5559189 0.02489 0 778 25.46645 0.9128 1 565 18.49427 0.28540 0 335 2489.660 13.455652 0.58820 0 79 839.9853 9.404927 0.3074 0 0 2906 0.0000000 0.0126 0 834 3054.736 27.30187 0.1139 0 1419 1 0.0704722 0.1612 0 0 0.0000000 0.2769 0 0 1283 0.0000000 0.03088 0 57 1282.7385 4.443618 0.4891 0 3 3055 0.0981997 0.3292 0 0.452020 0.01340 0 2.10640 0.28890 1 0.1139 0.1133 0 1.28728 0.06764 0 3.959600 0.03128 1
06001400200 06 001 400200 CA California Alameda County 4 West Region 9 Pacific Division 2012 868 841 142 1996 7.114229 0.1368 0 98 1246 7.865169 0.73100 0 94 485 19.38144 0.08909 0 52 356 14.60674 0.01655 0 146 841 17.36029 0.008269 0 18 1628 1.105651 0.03409 0 9 2011 0.4475385 0.02014 0 440 21.86879 0.8460 0 328 16.30219 0.18680 0 179 1683.284 10.633975 0.35550 0 26 472.8128 5.499005 0.1387 0 24 1889 1.2705135 0.1489 0 654 2011.787 32.50842 0.1688 0 868 110 12.6728111 0.5911 0 0 0.0000000 0.2769 0 6 841 0.7134364 0.10450 0 86 841.0053 10.225857 0.7852 0 97 2012 4.8210736 0.9336 1 0.930299 0.08787 0 1.67590 0.11330 0 0.1688 0.1679 0 2.69130 0.56880 1 5.466299 0.16590 1
06001400300 06 001 400300 CA California Alameda County 4 West Region 9 Pacific Division 5043 2668 2413 427 5004 8.533174 0.1879 0 111 3265 3.399694 0.21890 0 246 890 27.64045 0.35960 0 673 1523 44.18910 0.31900 0 919 2413 38.08537 0.439200 0 182 4013 4.535260 0.20450 0 17 5043 0.3371009 0.01488 0 828 16.41880 0.6482 0 857 16.99385 0.21560 0 536 4147.122 12.924626 0.54700 0 177 1083.3376 16.338397 0.5893 0 14 4893 0.2861230 0.0443 0 1965 5043.292 38.96265 0.2392 0 2668 646 24.2128936 0.7661 0 10 0.3748126 0.5711 0 52 2413 2.1549938 0.23180 0 363 2413.3631 15.041251 0.8936 0 39 5043 0.7733492 0.6730 0 1.065380 0.11520 0 2.04440 0.26130 0 0.2392 0.2379 0 3.13560 0.77300 0 6.484580 0.30260 0
06001400400 06 001 400400 CA California Alameda County 4 West Region 9 Pacific Division 4090 1851 1708 488 4078 11.966650 0.3158 0 65 2544 2.555031 0.12550 0 239 760 31.44737 0.52290 0 176 949 18.54584 0.02621 0 415 1709 24.28321 0.052740 0 132 3092 4.269082 0.19200 0 105 4086 2.5697504 0.17740 0 445 10.88020 0.3190 0 858 20.97800 0.42870 0 303 3228.767 9.384388 0.24700 0 174 748.4491 23.248075 0.7883 0 48 3815 1.2581913 0.1478 0 1451 4089.716 35.47924 0.1994 0 1851 145 7.8336035 0.4804 0 0 0.0000000 0.2769 0 14 1708 0.8196721 0.11290 0 162 1708.0801 9.484333 0.7640 0 45 4090 1.1002445 0.7367 0 0.863440 0.07372 0 1.93080 0.20750 0 0.1994 0.1983 0 2.37090 0.42170 0 5.364540 0.15550 0
06001400500 06 001 400500 CA California Alameda County 4 West Region 9 Pacific Division 4001 1764 1644 511 4001 12.771807 0.3413 0 168 2648 6.344411 0.58630 0 344 809 42.52163 0.86970 0 238 834 28.53717 0.07524 0 582 1643 35.42301 0.339600 0 78 3008 2.593085 0.10490 0 109 4008 2.7195609 0.19210 0 605 15.12122 0.5784 0 460 11.49713 0.07463 0 239 3546.402 6.739226 0.08196 0 48 898.6763 5.341189 0.1336 0 43 3818 1.1262441 0.1334 0 2214 4001.242 55.33282 0.4121 0 1764 214 12.1315193 0.5807 0 0 0.0000000 0.2769 0 43 1644 2.6155718 0.27090 0 129 1643.6061 7.848596 0.6997 0 0 4001 0.0000000 0.1498 0 1.564200 0.23740 0 1.00199 0.02011 0 0.4121 0.4100 0 1.97800 0.25920 0 4.956290 0.11260 0
06001400600 06 001 400600 CA California Alameda County 4 West Region 9 Pacific Division 1812 777 690 193 1803 10.704382 0.2674 0 71 1274 5.572998 0.49840 0 33 272 12.13235 0.01653 0 111 418 26.55502 0.06182 0 144 690 20.86957 0.019790 0 32 1310 2.442748 0.09689 0 61 1812 3.3664459 0.25740 0 191 10.54084 0.2995 0 278 15.34216 0.15670 0 142 1534.000 9.256845 0.23640 0 80 374.0000 21.390374 0.7440 0 15 1657 0.9052505 0.1094 0 1017 1812.000 56.12583 0.4217 0 777 43 5.5341055 0.4125 0 0 0.0000000 0.2769 0 0 690 0.0000000 0.03088 0 52 690.0000 7.536232 0.6871 0 9 1812 0.4966887 0.5824 0 1.139880 0.13180 0 1.54600 0.08167 0 0.4217 0.4195 0 1.98978 0.26520 0 5.097360 0.12500 0

The least vulnerable tracts are in Alameda County, CA.

# Least Vulnerable Tracts - State
# THEME4 - 2010
svi_2010_state %>% arrange((F_THEME4)) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_10 E_HU_10 E_HH_10 E_POV150_10 ET_POVSTATUS_10 EP_POV150_10 EPL_POV150_10 F_POV150_10 E_UNEMP_10 ET_EMPSTATUS_10 EP_UNEMP_10 EPL_UNEMP_10 F_UNEMP_10 E_HBURD_OWN_10 ET_HOUSINGCOST_OWN_10 EP_HBURD_OWN_10 EPL_HBURD_OWN_10 F_HBURD_OWN_10 E_HBURD_RENT_10 ET_HOUSINGCOST_RENT_10 EP_HBURD_RENT_10 EPL_HBURD_RENT_10 F_HBURD_RENT_10 E_HBURD_10 ET_HOUSINGCOST_10 EP_HBURD_10 EPL_HBURD_10 F_HBURD_10 E_NOHSDP_10 ET_EDSTATUS_10 EP_NOHSDP_10 EPL_NOHSDP_10 F_NOHSDP_10 E_UNINSUR_12 ET_INSURSTATUS_12 EP_UNINSUR_12 EPL_UNINSUR_12 F_UNINSUR_12 E_AGE65_10 EP_AGE65_10 EPL_AGE65_10 F_AGE65_10 E_AGE17_10 EP_AGE17_10 EPL_AGE17_10 F_AGE17_10 E_DISABL_12 ET_DISABLSTATUS_12 EP_DISABL_12 EPL_DISABL_12 F_DISABL_12 E_SNGPNT_10 ET_FAMILIES_10 EP_SNGPNT_10 EPL_SNGPNT_10 F_SNGPNT_10 E_LIMENG_10 ET_POPAGE5UP_10 EP_LIMENG_10 EPL_LIMENG_10 F_LIMENG_10 E_MINRTY_10 ET_POPETHRACE_10 EP_MINRTY_10 EPL_MINRTY_10 F_MINRTY_10 E_STRHU_10 E_MUNIT_10 EP_MUNIT_10 EPL_MUNIT_10 F_MUNIT_10 E_MOBILE_10 EP_MOBILE_10 EPL_MOBILE_10 F_MOBILE_10 E_CROWD_10 ET_OCCUPANTS_10 EP_CROWD_10 EPL_CROWD_10 F_CROWD_10 E_NOVEH_10 ET_KNOWNVEH_10 EP_NOVEH_10 EPL_NOVEH_10 F_NOVEH_10 E_GROUPQ_10 ET_HHTYPE_10 EP_GROUPQ_10 EPL_GROUPQ_10 F_GROUPQ_10 SPL_THEME1 RPL_THEME1 F_THEME1 SPL_THEME2 RPL_THEME2 F_THEME2 SPL_THEME3 RPL_THEME3 F_THEME3 SPL_THEME4 RPL_THEME4 F_THEME4 SPL_THEMES RPL_THEMES F_TOTAL
06001400100 06 001 400100 CA California Alameda County 4 West Region 9 Pacific Division 2701 1442 1329 125 2701 4.627916 0.06414 0 52 1356 3.834808 0.09455 0 357 1174 30.40886 0.10400 0 76 155 49.03226 0.4030 0 433 1329 32.58089 0.06556 0 0 2276 0.000000 0.003936 0 60 2587 2.319289 0.02077 0 629 23.287671 0.9462 1 414 15.32766 0.11540 0 177 2278 7.769974 0.1601 0 26 766 3.394256 0.05068 0 83 2548 3.2574568 0.29090 0 609 2701 22.54720 0.1302 0 1442 0 0.000000 0.0908 0 0 0 0.2818 0 0 1329 0.0000000 0.05346 0 43 1329 3.235515 0.3507 0 0 2701 0 0.3771 0 0.248956 0.004344 0 1.56328 0.1008 1 0.1302 0.1293 0 1.15386 0.03972 0 3.096296 0.005461 1
06001400200 06 001 400200 CA California Alameda County 4 West Region 9 Pacific Division 2050 942 908 98 2050 4.780488 0.06828 0 19 1076 1.765799 0.02004 0 130 621 20.93398 0.02024 0 153 287 53.31010 0.5232 0 283 908 31.16740 0.04964 0 25 1570 1.592357 0.040360 0 57 1981 2.877335 0.03128 0 402 19.609756 0.8988 0 394 19.21951 0.21850 0 257 1617 15.893630 0.7703 0 32 515 6.213592 0.12230 0 10 1871 0.5344735 0.06634 0 552 2050 26.92683 0.1774 0 942 54 5.732484 0.4364 0 0 0 0.2818 0 0 908 0.0000000 0.05346 0 109 908 12.004405 0.8033 0 0 2050 0 0.3771 0 0.209600 0.002234 0 2.07624 0.2882 0 0.1774 0.1762 0 1.95206 0.25490 0 4.415300 0.078810 0
06001400300 06 001 400300 CA California Alameda County 4 West Region 9 Pacific Division 4719 2703 2515 857 4719 18.160627 0.45690 0 149 2736 5.445906 0.21850 0 465 1068 43.53933 0.51530 0 603 1447 41.67243 0.2345 0 1068 2515 42.46521 0.32110 0 344 3723 9.239860 0.342500 0 366 5226 7.003444 0.15250 0 612 12.968849 0.6647 0 642 13.60458 0.08883 0 487 4354 11.185117 0.4405 0 54 874 6.178490 0.12000 0 161 4486 3.5889434 0.31230 0 1477 4719 31.29900 0.2313 0 2703 617 22.826489 0.7643 0 0 0 0.2818 0 0 2515 0.0000000 0.05346 0 421 2515 16.739563 0.8898 0 0 4719 0 0.3771 0 1.491500 0.237400 0 1.62633 0.1189 0 0.2313 0.2297 0 2.36646 0.42360 0 5.715590 0.221700 0
06001400400 06 001 400400 CA California Alameda County 4 West Region 9 Pacific Division 3930 1953 1895 412 3920 10.510204 0.24760 0 108 2441 4.424416 0.13460 0 400 915 43.71585 0.52210 0 378 980 38.57143 0.1788 0 778 1895 41.05541 0.27010 0 98 3134 3.126994 0.106200 0 309 4219 7.324010 0.16310 0 528 13.435114 0.6887 0 567 14.42748 0.09933 0 510 3736 13.650964 0.6363 0 135 779 17.329910 0.55770 0 3 3661 0.0819448 0.03361 0 1220 3930 31.04326 0.2285 0 1953 311 15.924219 0.6706 0 0 0 0.2818 0 1 1895 0.0527704 0.10690 0 285 1895 15.039578 0.8668 0 0 3930 0 0.3771 0 0.921600 0.095820 0 2.01564 0.2598 0 0.2285 0.2270 0 2.30320 0.39560 0 5.468940 0.190100 0
06001400500 06 001 400500 CA California Alameda County 4 West Region 9 Pacific Division 3506 1709 1628 768 3506 21.905305 0.54370 0 184 2328 7.903780 0.45520 0 336 683 49.19473 0.69860 0 460 945 48.67725 0.3941 0 796 1628 48.89435 0.57070 0 103 2768 3.721098 0.132500 0 638 3552 17.961712 0.56540 0 303 8.642327 0.3762 0 449 12.80662 0.07834 0 311 3069 10.133594 0.3484 0 131 688 19.040698 0.61280 0 49 3333 1.4701470 0.15150 0 1899 3506 54.16429 0.4669 0 1709 251 14.686951 0.6511 0 0 0 0.2818 0 15 1628 0.9213759 0.17400 0 283 1628 17.383292 0.8991 0 0 3506 0 0.3771 0 2.267500 0.439000 0 1.56724 0.1017 0 0.4669 0.4638 0 2.38310 0.43030 0 6.684740 0.340100 0
06001400600 06 001 400600 CA California Alameda County 4 West Region 9 Pacific Division 1649 769 701 360 1649 21.831413 0.54130 0 75 899 8.342603 0.49270 0 160 331 48.33837 0.67610 0 257 370 69.45946 0.9019 1 417 701 59.48645 0.88410 0 104 1209 8.602151 0.322600 0 343 1767 19.411432 0.61430 0 140 8.489994 0.3653 0 320 19.40570 0.22510 0 182 1526 11.926606 0.5048 0 73 346 21.098266 0.67340 0 8 1563 0.5118362 0.06372 0 1081 1649 65.55488 0.5772 0 769 59 7.672302 0.4958 0 0 0 0.2818 0 0 701 0.0000000 0.05346 0 93 701 13.266762 0.8332 0 0 1649 0 0.3771 0 2.855000 0.589100 0 1.83232 0.1874 0 0.5772 0.5734 0 2.04136 0.28890 0 7.305880 0.418500 0 
# THEME4 - 2020
svi_2020_state %>% arrange((F_THEME4)) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_20 E_HU_20 E_HH_20 E_POV150_20 ET_POVSTATUS_20 EP_POV150_20 EPL_POV150_20 F_POV150_20 E_UNEMP_20 ET_EMPSTATUS_20 EP_UNEMP_20 EPL_UNEMP_20 F_UNEMP_20 E_HBURD_OWN_20 ET_HOUSINGCOST_OWN_20 EP_HBURD_OWN_20 EPL_HBURD_OWN_20 F_HBURD_OWN_20 E_HBURD_RENT_20 ET_HOUSINGCOST_RENT_20 EP_HBURD_RENT_20 EPL_HBURD_RENT_20 F_HBURD_RENT_20 E_HBURD_20 ET_HOUSINGCOST_20 EP_HBURD_20 EPL_HBURD_20 F_HBURD_20 E_NOHSDP_20 ET_EDSTATUS_20 EP_NOHSDP_20 EPL_NOHSDP_20 F_NOHSDP_20 E_UNINSUR_20 ET_INSURSTATUS_20 EP_UNINSUR_20 EPL_UNINSUR_20 F_UNINSUR_20 E_AGE65_20 EP_AGE65_20 EPL_AGE65_20 F_AGE65_20 E_AGE17_20 EP_AGE17_20 EPL_AGE17_20 F_AGE17_20 E_DISABL_20 ET_DISABLSTATUS_20 EP_DISABL_20 EPL_DISABL_20 F_DISABL_20 E_SNGPNT_20 ET_FAMILIES_20 EP_SNGPNT_20 EPL_SNGPNT_20 F_SNGPNT_20 E_LIMENG_20 ET_POPAGE5UP_20 EP_LIMENG_20 EPL_LIMENG_20 F_LIMENG_20 E_MINRTY_20 ET_POPETHRACE_20 EP_MINRTY_20 EPL_MINRTY_20 F_MINRTY_20 E_STRHU_20 E_MUNIT_20 EP_MUNIT_20 EPL_MUNIT_20 F_MUNIT_20 E_MOBILE_20 EP_MOBILE_20 EPL_MOBILE_20 F_MOBILE_20 E_CROWD_20 ET_OCCUPANTS_20 EP_CROWD_20 EPL_CROWD_20 F_CROWD_20 E_NOVEH_20 ET_KNOWNVEH_20 EP_NOVEH_20 EPL_NOVEH_20 F_NOVEH_20 E_GROUPQ_20 ET_HHTYPE_20 EP_GROUPQ_20 EPL_GROUPQ_20 F_GROUPQ_20 SPL_THEME1 RPL_THEME1 F_THEME1 SPL_THEME2 RPL_THEME2 F_THEME2 SPL_THEME3 RPL_THEME3 F_THEME3 SPL_THEME4 RPL_THEME4 F_THEME4 SPL_THEMES RPL_THEMES F_TOTAL
06001400100 06 001 400100 CA California Alameda County 4 West Region 9 Pacific Division 3055 1419 1283 206 3031 6.796437 0.1247 0 17 1602 1.061173 0.02363 0 353 1142 30.91068 0.49920 0 32 141 22.69504 0.04238 0 385 1283 30.00779 0.16940 0 65 2431 2.673797 0.10940 0 17 3058 0.5559189 0.02489 0 778 25.466448 0.9128 1 565 18.49427 0.28540 0 335 2489.660 13.455652 0.58820 0 79 839.9853 9.404927 0.3074 0 0 2906 0.0000000 0.0126 0 834 3054.736 27.30187 0.1139 0 1419 1 0.0704722 0.1612 0 0 0.0000000 0.2769 0 0 1283 0.0000000 0.03088 0 57 1282.739 4.443618 0.4891 0 3 3055 0.0981997 0.3292 0 0.45202 0.01340 0 2.10640 0.28890 1 0.1139 0.1133 0 1.28728 0.06764 0 3.95960 0.03128 1
06001400300 06 001 400300 CA California Alameda County 4 West Region 9 Pacific Division 5043 2668 2413 427 5004 8.533174 0.1879 0 111 3265 3.399694 0.21890 0 246 890 27.64045 0.35960 0 673 1523 44.18910 0.31900 0 919 2413 38.08537 0.43920 0 182 4013 4.535260 0.20450 0 17 5043 0.3371009 0.01488 0 828 16.418798 0.6482 0 857 16.99385 0.21560 0 536 4147.122 12.924626 0.54700 0 177 1083.3376 16.338397 0.5893 0 14 4893 0.2861230 0.0443 0 1965 5043.292 38.96265 0.2392 0 2668 646 24.2128936 0.7661 0 10 0.3748126 0.5711 0 52 2413 2.1549938 0.23180 0 363 2413.363 15.041251 0.8936 0 39 5043 0.7733492 0.6730 0 1.06538 0.11520 0 2.04440 0.26130 0 0.2392 0.2379 0 3.13560 0.77300 0 6.48458 0.30260 0
06001400400 06 001 400400 CA California Alameda County 4 West Region 9 Pacific Division 4090 1851 1708 488 4078 11.966650 0.3158 0 65 2544 2.555031 0.12550 0 239 760 31.44737 0.52290 0 176 949 18.54584 0.02621 0 415 1709 24.28321 0.05274 0 132 3092 4.269082 0.19200 0 105 4086 2.5697504 0.17740 0 445 10.880196 0.3190 0 858 20.97800 0.42870 0 303 3228.767 9.384388 0.24700 0 174 748.4491 23.248075 0.7883 0 48 3815 1.2581913 0.1478 0 1451 4089.716 35.47924 0.1994 0 1851 145 7.8336035 0.4804 0 0 0.0000000 0.2769 0 14 1708 0.8196721 0.11290 0 162 1708.080 9.484333 0.7640 0 45 4090 1.1002445 0.7367 0 0.86344 0.07372 0 1.93080 0.20750 0 0.1994 0.1983 0 2.37090 0.42170 0 5.36454 0.15550 0
06001400500 06 001 400500 CA California Alameda County 4 West Region 9 Pacific Division 4001 1764 1644 511 4001 12.771807 0.3413 0 168 2648 6.344411 0.58630 0 344 809 42.52163 0.86970 0 238 834 28.53717 0.07524 0 582 1643 35.42301 0.33960 0 78 3008 2.593085 0.10490 0 109 4008 2.7195609 0.19210 0 605 15.121220 0.5784 0 460 11.49713 0.07463 0 239 3546.402 6.739226 0.08196 0 48 898.6763 5.341189 0.1336 0 43 3818 1.1262441 0.1334 0 2214 4001.242 55.33282 0.4121 0 1764 214 12.1315193 0.5807 0 0 0.0000000 0.2769 0 43 1644 2.6155718 0.27090 0 129 1643.606 7.848596 0.6997 0 0 4001 0.0000000 0.1498 0 1.56420 0.23740 0 1.00199 0.02011 0 0.4121 0.4100 0 1.97800 0.25920 0 4.95629 0.11260 0
06001400600 06 001 400600 CA California Alameda County 4 West Region 9 Pacific Division 1812 777 690 193 1803 10.704382 0.2674 0 71 1274 5.572998 0.49840 0 33 272 12.13235 0.01653 0 111 418 26.55502 0.06182 0 144 690 20.86957 0.01979 0 32 1310 2.442748 0.09689 0 61 1812 3.3664459 0.25740 0 191 10.540839 0.2995 0 278 15.34216 0.15670 0 142 1534.000 9.256845 0.23640 0 80 374.0000 21.390374 0.7440 0 15 1657 0.9052505 0.1094 0 1017 1812.000 56.12583 0.4217 0 777 43 5.5341055 0.4125 0 0 0.0000000 0.2769 0 0 690 0.0000000 0.03088 0 52 690.000 7.536232 0.6871 0 9 1812 0.4966887 0.5824 0 1.13988 0.13180 0 1.54600 0.08167 0 0.4217 0.4195 0 1.98978 0.26520 0 5.09736 0.12500 0
06001400700 06 001 400700 CA California Alameda County 4 West Region 9 Pacific Division 5127 2037 1926 1155 5110 22.602740 0.6151 0 209 3522 5.934128 0.54130 0 248 677 36.63220 0.72260 0 442 1248 35.41667 0.15030 0 690 1925 35.84416 0.35480 0 200 3980 5.025126 0.22920 0 462 5123 9.0181534 0.70160 0 478 9.323191 0.2230 0 957 18.66589 0.29510 0 573 4166.186 13.753588 0.60970 0 224 873.8465 25.633792 0.8363 0 188 4819 3.9012243 0.3644 0 2892 5126.788 56.40959 0.4246 0 2037 177 8.6892489 0.5003 0 0 0.0000000 0.2769 0 109 1926 5.6593977 0.48020 0 249 1925.623 12.930878 0.8599 0 21 5127 0.4095963 0.5464 0 2.44200 0.48800 0 2.32850 0.39290 0 0.4246 0.4224 0 2.66370 0.55720 0 7.85880 0.48310 0

The least vulnerable tracts for THEME4 are located in Alameda County, CA.

# Least Vulnerable Tracts - State
# TOTAL - 2010
svi_2010_state %>% arrange((F_TOTAL)) %>% head() %>% kbl() %>% kable_styling() %>% scroll_box(width = "100%")
GEOID_2010_trt FIPS_st FIPS_county FIPS_tract state state_name county region_number region division_number division E_TOTPOP_10 E_HU_10 E_HH_10 E_POV150_10 ET_POVSTATUS_10 EP_POV150_10 EPL_POV150_10 F_POV150_10 E_UNEMP_10 ET_EMPSTATUS_10 EP_UNEMP_10 EPL_UNEMP_10 F_UNEMP_10 E_HBURD_OWN_10 ET_HOUSINGCOST_OWN_10 EP_HBURD_OWN_10 EPL_HBURD_OWN_10 F_HBURD_OWN_10 E_HBURD_RENT_10 ET_HOUSINGCOST_RENT_10 EP_HBURD_RENT_10 EPL_HBURD_RENT_10 F_HBURD_RENT_10 E_HBURD_10 ET_HOUSINGCOST_10 EP_HBURD_10 EPL_HBURD_10 F_HBURD_10 E_NOHSDP_10 ET_EDSTATUS_10 EP_NOHSDP_10 EPL_NOHSDP_10 F_NOHSDP_10 E_UNINSUR_12 ET_INSURSTATUS_12 EP_UNINSUR_12 EPL_UNINSUR_12 F_UNINSUR_12 E_AGE65_10 EP_AGE65_10 EPL_AGE65_10 F_AGE65_10 E_AGE17_10 EP_AGE17_10 EPL_AGE17_10 F_AGE17_10 E_DISABL_12 ET_DISABLSTATUS_12 EP_DISABL_12 EPL_DISABL_12 F_DISABL_12 E_SNGPNT_10 ET_FAMILIES_10 EP_SNGPNT_10 EPL_SNGPNT_10 F_SNGPNT_10 E_LIMENG_10 ET_POPAGE5UP_10 EP_LIMENG_10 EPL_LIMENG_10 F_LIMENG_10 E_MINRTY_10 ET_POPETHRACE_10 EP_MINRTY_10 EPL_MINRTY_10 F_MINRTY_10 E_STRHU_10 E_MUNIT_10 EP_MUNIT_10 EPL_MUNIT_10 F_MUNIT_10 E_MOBILE_10 EP_MOBILE_10 EPL_MOBILE_10 F_MOBILE_10 E_CROWD_10 ET_OCCUPANTS_10 EP_CROWD_10 EPL_CROWD_10 F_CROWD_10 E_NOVEH_10 ET_KNOWNVEH_10 EP_NOVEH_10 EPL_NOVEH_10 F_NOVEH_10 E_GROUPQ_10 ET_HHTYPE_10 EP_GROUPQ_10 EPL_GROUPQ_10 F_GROUPQ_10 SPL_THEME1 RPL_THEME1 F_THEME1 SPL_THEME2 RPL_THEME2 F_THEME2 SPL_THEME3 RPL_THEME3 F_THEME3 SPL_THEME4 RPL_THEME4 F_THEME4 SPL_THEMES RPL_THEMES F_TOTAL
06001400200 06 001 400200 CA California Alameda County 4 West Region 9 Pacific Division 2050 942 908 98 2050 4.780488 0.06828 0 19 1076 1.765799 0.02004 0 130 621 20.93398 0.02024 0 153 287 53.31010 0.52320 0 283 908 31.16740 0.04964 0 25 1570 1.592357 0.04036 0 57 1981 2.877335 0.03128 0 402 19.609756 0.8988 0 394 19.21951 0.21850 0 257 1617 15.893630 0.77030 0 32 515 6.213592 0.1223 0 10 1871 0.5344735 0.06634 0 552 2050 26.92683 0.1774 0 942 54 5.732484 0.4364 0 0 0 0.2818 0 0 908 0.0000000 0.05346 0 109 908 12.004405 0.8033 0 0 2050 0 0.3771 0 0.20960 0.002234 0 2.07624 0.28820 0 0.1774 0.1762 0 1.95206 0.2549 0 4.41530 0.07881 0
06001400300 06 001 400300 CA California Alameda County 4 West Region 9 Pacific Division 4719 2703 2515 857 4719 18.160627 0.45690 0 149 2736 5.445906 0.21850 0 465 1068 43.53933 0.51530 0 603 1447 41.67243 0.23450 0 1068 2515 42.46521 0.32110 0 344 3723 9.239860 0.34250 0 366 5226 7.003444 0.15250 0 612 12.968849 0.6647 0 642 13.60458 0.08883 0 487 4354 11.185117 0.44050 0 54 874 6.178490 0.1200 0 161 4486 3.5889434 0.31230 0 1477 4719 31.29900 0.2313 0 2703 617 22.826489 0.7643 0 0 0 0.2818 0 0 2515 0.0000000 0.05346 0 421 2515 16.739563 0.8898 0 0 4719 0 0.3771 0 1.49150 0.237400 0 1.62633 0.11890 0 0.2313 0.2297 0 2.36646 0.4236 0 5.71559 0.22170 0
06001400400 06 001 400400 CA California Alameda County 4 West Region 9 Pacific Division 3930 1953 1895 412 3920 10.510204 0.24760 0 108 2441 4.424416 0.13460 0 400 915 43.71585 0.52210 0 378 980 38.57143 0.17880 0 778 1895 41.05541 0.27010 0 98 3134 3.126994 0.10620 0 309 4219 7.324010 0.16310 0 528 13.435114 0.6887 0 567 14.42748 0.09933 0 510 3736 13.650964 0.63630 0 135 779 17.329910 0.5577 0 3 3661 0.0819448 0.03361 0 1220 3930 31.04326 0.2285 0 1953 311 15.924219 0.6706 0 0 0 0.2818 0 1 1895 0.0527704 0.10690 0 285 1895 15.039578 0.8668 0 0 3930 0 0.3771 0 0.92160 0.095820 0 2.01564 0.25980 0 0.2285 0.2270 0 2.30320 0.3956 0 5.46894 0.19010 0
06001400500 06 001 400500 CA California Alameda County 4 West Region 9 Pacific Division 3506 1709 1628 768 3506 21.905305 0.54370 0 184 2328 7.903780 0.45520 0 336 683 49.19473 0.69860 0 460 945 48.67725 0.39410 0 796 1628 48.89435 0.57070 0 103 2768 3.721098 0.13250 0 638 3552 17.961712 0.56540 0 303 8.642327 0.3762 0 449 12.80662 0.07834 0 311 3069 10.133594 0.34840 0 131 688 19.040698 0.6128 0 49 3333 1.4701470 0.15150 0 1899 3506 54.16429 0.4669 0 1709 251 14.686951 0.6511 0 0 0 0.2818 0 15 1628 0.9213759 0.17400 0 283 1628 17.383292 0.8991 0 0 3506 0 0.3771 0 2.26750 0.439000 0 1.56724 0.10170 0 0.4669 0.4638 0 2.38310 0.4303 0 6.68474 0.34010 0
06001400600 06 001 400600 CA California Alameda County 4 West Region 9 Pacific Division 1649 769 701 360 1649 21.831413 0.54130 0 75 899 8.342603 0.49270 0 160 331 48.33837 0.67610 0 257 370 69.45946 0.90190 1 417 701 59.48645 0.88410 0 104 1209 8.602151 0.32260 0 343 1767 19.411432 0.61430 0 140 8.489994 0.3653 0 320 19.40570 0.22510 0 182 1526 11.926606 0.50480 0 73 346 21.098266 0.6734 0 8 1563 0.5118362 0.06372 0 1081 1649 65.55488 0.5772 0 769 59 7.672302 0.4958 0 0 0 0.2818 0 0 701 0.0000000 0.05346 0 93 701 13.266762 0.8332 0 0 1649 0 0.3771 0 2.85500 0.589100 0 1.83232 0.18740 0 0.5772 0.5734 0 2.04136 0.2889 0 7.30588 0.41850 0
06001401200 06 001 401200 CA California Alameda County 4 West Region 9 Pacific Division 2532 1386 1357 310 2532 12.243286 0.30010 0 55 1590 3.459119 0.07445 0 282 672 41.96429 0.45800 0 202 685 29.48905 0.08189 0 484 1357 35.66691 0.11880 0 87 2109 4.125178 0.15030 0 181 2306 7.849089 0.18100 0 247 9.755134 0.4599 0 396 15.63981 0.12240 0 137 2054 6.669912 0.09715 0 43 510 8.431373 0.2066 0 50 2323 2.1523892 0.20910 0 875 2532 34.55766 0.2650 0 1386 130 9.379509 0.5417 0 0 0 0.2818 0 13 1357 0.9579956 0.17900 0 106 1357 7.811349 0.6606 0 0 2532 0 0.3771 0 0.82465 0.074350 0 1.09515 0.02408 0 0.2650 0.2632 0 2.04020 0.2883 0 4.22500 0.06317 0 
# TOTAL - 2020
svi_2020_state %>% arrange((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
06001400300 06 001 400300 CA California Alameda County 4 West Region 9 Pacific Division 5043 2668 2413 427 5004 8.533174 0.1879 0 111 3265 3.399694 0.2189 0 246 890 27.64045 0.35960 0 673 1523 44.18910 0.31900 0 919 2413 38.08537 0.43920 0 182 4013 4.535260 0.20450 0 17 5043 0.3371009 0.01488 0 828 16.418798 0.6482 0 857 16.99385 0.21560 0 536 4147.122 12.924626 0.54700 0 177 1083.3376 16.338397 0.5893 0 14 4893 0.2861230 0.0443 0 1965 5043.292 38.96265 0.2392 0 2668 646 24.212894 0.7661 0 10 0.3748126 0.5711 0 52 2413 2.1549938 0.23180 0 363 2413.363 15.041251 0.8936 0 39 5043 0.7733492 0.6730 0 1.06538 0.11520 0 2.04440 0.26130 0 0.2392 0.2379 0 3.13560 0.7730 0 6.48458 0.3026 0
06001400400 06 001 400400 CA California Alameda County 4 West Region 9 Pacific Division 4090 1851 1708 488 4078 11.966650 0.3158 0 65 2544 2.555031 0.1255 0 239 760 31.44737 0.52290 0 176 949 18.54584 0.02621 0 415 1709 24.28321 0.05274 0 132 3092 4.269082 0.19200 0 105 4086 2.5697504 0.17740 0 445 10.880196 0.3190 0 858 20.97800 0.42870 0 303 3228.767 9.384388 0.24700 0 174 748.4491 23.248075 0.7883 0 48 3815 1.2581913 0.1478 0 1451 4089.716 35.47924 0.1994 0 1851 145 7.833603 0.4804 0 0 0.0000000 0.2769 0 14 1708 0.8196721 0.11290 0 162 1708.080 9.484333 0.7640 0 45 4090 1.1002445 0.7367 0 0.86344 0.07372 0 1.93080 0.20750 0 0.1994 0.1983 0 2.37090 0.4217 0 5.36454 0.1555 0
06001400500 06 001 400500 CA California Alameda County 4 West Region 9 Pacific Division 4001 1764 1644 511 4001 12.771807 0.3413 0 168 2648 6.344411 0.5863 0 344 809 42.52163 0.86970 0 238 834 28.53717 0.07524 0 582 1643 35.42301 0.33960 0 78 3008 2.593085 0.10490 0 109 4008 2.7195609 0.19210 0 605 15.121220 0.5784 0 460 11.49713 0.07463 0 239 3546.402 6.739226 0.08196 0 48 898.6763 5.341189 0.1336 0 43 3818 1.1262441 0.1334 0 2214 4001.242 55.33282 0.4121 0 1764 214 12.131519 0.5807 0 0 0.0000000 0.2769 0 43 1644 2.6155718 0.27090 0 129 1643.606 7.848596 0.6997 0 0 4001 0.0000000 0.1498 0 1.56420 0.23740 0 1.00199 0.02011 0 0.4121 0.4100 0 1.97800 0.2592 0 4.95629 0.1126 0
06001400600 06 001 400600 CA California Alameda County 4 West Region 9 Pacific Division 1812 777 690 193 1803 10.704382 0.2674 0 71 1274 5.572998 0.4984 0 33 272 12.13235 0.01653 0 111 418 26.55502 0.06182 0 144 690 20.86957 0.01979 0 32 1310 2.442748 0.09689 0 61 1812 3.3664459 0.25740 0 191 10.540839 0.2995 0 278 15.34216 0.15670 0 142 1534.000 9.256845 0.23640 0 80 374.0000 21.390374 0.7440 0 15 1657 0.9052505 0.1094 0 1017 1812.000 56.12583 0.4217 0 777 43 5.534105 0.4125 0 0 0.0000000 0.2769 0 0 690 0.0000000 0.03088 0 52 690.000 7.536232 0.6871 0 9 1812 0.4966887 0.5824 0 1.13988 0.13180 0 1.54600 0.08167 0 0.4217 0.4195 0 1.98978 0.2652 0 5.09736 0.1250 0
06001400700 06 001 400700 CA California Alameda County 4 West Region 9 Pacific Division 5127 2037 1926 1155 5110 22.602740 0.6151 0 209 3522 5.934128 0.5413 0 248 677 36.63220 0.72260 0 442 1248 35.41667 0.15030 0 690 1925 35.84416 0.35480 0 200 3980 5.025126 0.22920 0 462 5123 9.0181534 0.70160 0 478 9.323191 0.2230 0 957 18.66589 0.29510 0 573 4166.186 13.753588 0.60970 0 224 873.8465 25.633792 0.8363 0 188 4819 3.9012243 0.3644 0 2892 5126.788 56.40959 0.4246 0 2037 177 8.689249 0.5003 0 0 0.0000000 0.2769 0 109 1926 5.6593977 0.48020 0 249 1925.623 12.930878 0.8599 0 21 5127 0.4095963 0.5464 0 2.44200 0.48800 0 2.32850 0.39290 0 0.4246 0.4224 0 2.66370 0.5572 0 7.85880 0.4831 0
06001400800 06 001 400800 CA California Alameda County 4 West Region 9 Pacific Division 3964 1796 1729 570 3963 14.383043 0.3990 0 102 2589 3.939745 0.2874 0 307 592 51.85811 0.96110 1 403 1137 35.44415 0.15110 0 710 1729 41.06420 0.54640 0 80 3080 2.597403 0.10540 0 194 3954 4.9064239 0.40500 0 407 10.267407 0.2824 0 648 16.34712 0.18830 0 285 3305.818 8.621165 0.19190 0 220 828.8650 26.542321 0.8537 0 112 3758 2.9803087 0.2958 0 1993 3964.204 50.27491 0.3597 0 1796 280 15.590200 0.6469 0 0 0.0000000 0.2769 0 27 1729 1.5615963 0.17880 0 250 1729.156 14.457917 0.8858 0 52 3964 1.3118063 0.7692 0 1.74320 0.28870 0 1.81210 0.15890 0 0.3597 0.3578 0 2.75760 0.6008 0 6.67260 0.3282 0

The total least vulnerable tracts are in Alameda County, CA with little to no changes from 2010 to 2020.