Townsend Material Deprivation Index Deprivation indices are used to measure levels of deprivation in populations which go beyond simply measuring income (as in poverty measures). Initially developed in the UK, the most common are the Townsend, Carstairs, Jarman, and the Index of Multiple Deprivation. These indices have been shown to be good proxies for indicating healthrelated problems in local communities 1 . Goal: In this assignment, you will compute the Townsend Material Deprivation Index for census tracts in New York County (i.e., Manhattan) using American Community Survey (ACS) data (administered by the U.S. Census Bureau). The Townsend index is constructed from four variables: % unemployment among people 16 and over (unemp), % of overcrowded households defined as homes with more than one person per room (oc), % of housing which is rented (rent), and % of households without a vehicle (car). A higher percentage of any of these variables indicates more deprivation in a 1 geographic area (Note: you should not convert the percentage variables into decimal form). Let geographic region be denoted by the subscript i and variable by j. To compute the index, follow the four steps described next. (a) transform the variables to reduce skewness (note: log is natural log): ti,unemp ti,oc ti,rent ti,car = = = = log(xi,unemp + 1) log(xi,oc + 1) log(xi,rent + 1) xi,car (b) compute geographic region mean tj and standard deviation sj for each variable j. (c) standardize variables for each region i and variable j: zij = tij tj sj (d) compute sum of standardized variables for each region i: T ownsendi = P4 j=1 zij You will have one Townsend index value for each region i. These values are on a relative scale; that is, the actual number is meaningless, just the ranking is important. A negative score indicates a less deprived region; a score of 0 indicates roughly the average level of deprivation; a positive score indicates a more deprived region. 1. What is a census tract? How many census tracts are in New York County? 2. Describe one advantage and one disadvantage of computing estimates after combining 5-years of data. 3. Download the ACS data for 5-year estimates spanning from 2009-2013 (note: NOT 1year estimates for 2009, then 2010, etc.) for all New York County census tracts for the following variables using American FactFinder (link). Table DP03 contains selected economic characteristics and Table DP04 includes selected housing characteristics. Each row in the table represents a single census tract in New York County. unemployment: Table DP03, variable HC03 VC07 housing tenure (whether house is rented or owned): Table DP04, variable HC03 VC65 no vehicles: Table DP04, variable HC03 VC84 low occupancy: Table DP04, variable HC03 VC112 (You will have to transform this variable to get % overcrowded to use in the index) Clean the data and merge the tables into one data frame, each row representing a census tract, each column representing one of the Townsend variables (keep the geography columns). Page 2 of 3 For each variable, construct a histogram and compute the following summary statistics: mean, median, standard deviation, maximum, and minimum. Describe the shape of each histogram. 4. How many observations are missing for each variable? What percentage of census tracts do not have complete data? Is this a problem for our analysis? Justify your answer. (Note: do not delete tracts with missing data.) 5. Construct a scatterplot matrix of the four variables. Are they linearly related? Now, transform the variables as given in step (a), adding the transformed variables to your data frame. Make another scatter plot matrix with the transformed variables. Are they linearly related? Construct a correlation matrix of the transformed variables and describe your results. Are high or low correlations preferable when constructing an index? Justify your answer. 6. Compute the Townsend index value for each census tract. Add the index to your data frame. Which census tract is the most deprived and which is the least deprived (give the census tract number and deprivation index level)? 7. The ACS data includes not only estimates but their margins of error which we ignored in our calculations. What are the implications? 8. Construct a map color-coded by the deprivation index value. Download the shape files for New York state census tracts for 2013 from the U.S. Census Bureau website (link). Extract the tracts for New York County only. In your map, go from red for the most deprived areas to blue for the least deprived. Include a legend and plot title. Describe the patterns you see, especially in relation to what you know about neighborhoods in New York City. What does the large rectangle in the middle of the map represent? 9. In which census tract is Lowenstein (where we have class)? What is the deprivation level rank (where a rank of 1 is the most deprived)? Mark it on the map (use the computer, not by hand) and add it to your legend. 10. New York County is an urban county, however New York state has roughly 22 counties classified as rural (e.g., Allegany, Essex, Otsego, Sullivan). Would it make sense to compute the Townsend index values for all census tracts within New York state combined? Why or why not? 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Tract 240, New York County, New York 36061024100 Census Tract 241, New York County, New York 36061024200 Census Tract 242, New York County, New York 36061024301 Census Tract 243.01, New York County, New York 36061024302 Census Tract 243.02, New York County, New York 36061024500 Census Tract 245, New York County, New York 36061024700 Census Tract 247, New York County, New York 36061024900 Census Tract 249, New York County, New York 36061025100 Census Tract 251, New York County, New York 36061025300 Census Tract 253, New York County, New York 36061025500 Census Tract 255, New York County, New York 36061025700 Census Tract 257, New York County, New York 36061025900 Census Tract 259, New York County, New York 36061026100 Census Tract 261, New York County, New York Page 5 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 1400000US36061026300 1400000US36061026500 1400000US36061026700 1400000US36061026900 1400000US36061027100 1400000US36061027300 1400000US36061027500 1400000US36061027700 1400000US36061027900 1400000US36061028100 1400000US36061028300 1400000US36061028500 1400000US36061028700 1400000US36061029100 1400000US36061029300 1400000US36061029500 1400000US36061029700 1400000US36061029900 1400000US36061030300 1400000US36061030700 1400000US36061030900 1400000US36061031100 1400000US36061031703 1400000US36061031704 1400000US36061031900 36061026300 Census Tract 263, New York County, New York 36061026500 Census Tract 265, New York County, New York 36061026700 Census Tract 267, New York County, New York 36061026900 Census Tract 269, New York County, New York 36061027100 Census Tract 271, New York County, New York 36061027300 Census Tract 273, New York County, New York 36061027500 Census Tract 275, New York County, New York 36061027700 Census Tract 277, New York County, New York 36061027900 Census Tract 279, New York County, New York 36061028100 Census Tract 281, New York County, New York 36061028300 Census Tract 283, New York County, New York 36061028500 Census Tract 285, New York County, New York 36061028700 Census Tract 287, New York County, New York 36061029100 Census Tract 291, New York County, New York 36061029300 Census Tract 293, New York County, New York 36061029500 Census Tract 295, New York County, New York 36061029700 Census Tract 297, New York County, New York 36061029900 Census Tract 299, New York County, New York 36061030300 Census Tract 303, New York County, New York 36061030700 Census Tract 307, New York County, New York 36061030900 Census Tract 309, New York County, New York 36061031100 Census Tract 311, New York County, New York 36061031703 Census Tract 317.03, New York County, New York 36061031704 Census Tract 317.04, New York County, New York 36061031900 Census Tract 319, New York County, New York Page 6 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 HC01_VC03 Estimate; EMPLOYMENT STATUS - Population 16 years and over 0 2425 6916 0 9842 7153 8634 954 1393 5426 3022 3535 2818 2775 5250 6533 7230 7272 4085 4987 6001 2048 4964 4063 3275 4026 1057 6270 5276 4050 2845 2662 7152 4375 6304 2611 2720 2070 8346 4121 9383 7005 4805 4093 16439 732 1994 7057 4587 4643 3712 Page 7 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 4126 4483 2217 2441 2624 2961 5197 4579 4710 4161 5411 7107 6033 10925 4647 6497 2455 7717 5326 7147 5408 3874 3920 2065 5131 6794 3829 4465 7715 3149 3761 1651 2305 0 4159 6203 6300 5067 6551 6085 1661 8371 29 3215 153 4344 6653 3493 1676 1060 313 1842 996 Page 8 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 6674 4191 7795 172 6631 3588 816 263 1042 204 1093 2370 2366 3441 2721 8562 1079 3127 8034 2900 8541 2284 10131 6180 4954 4898 3079 2402 8681 5183 9398 5406 12939 5930 11493 7297 6495 3613 3 4061 6077 5171 3578 7291 2214 2220 5828 5155 1766 4383 6695 6102 7497 Page 9 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 12266 8008 5174 1911 9254 4376 3692 7725 2935 2859 5829 6996 6536 5573 5871 6375 5493 3933 6578 6846 8309 4608 7706 3988 2171 8888 7264 3215 8018 5864 7500 4838 8377 5830 4309 5135 7414 4523 10254 2432 8551 2780 8783 4949 6677 3525 782 1823 1926 9163 2534 1980 3552 Page 10 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 3427 4597 2156 3048 4278 3359 5772 8707 3641 4908 2674 2458 6702 0 5664 4734 4989 1969 2347 6960 2916 5493 8693 3479 4382 4300 7185 8130 5077 6213 5227 4094 5396 1669 5682 6289 8568 2329 1920 1459 6663 2712 3704 5196 12963 6599 874 2256 9766 4838 3457 2995 11022 Page 11 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 7643 6451 1964 7929 7556 6150 2814 6314 9586 2420 6450 6843 3597 9480 7516 6760 42 3311 3348 3076 7014 0 6303 5330 0 Page 12 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 HC02_VC03 Margin of Error; EMPLOYMENT STATUS - Population 16 years and over 12 358 661 12 1042 682 849 191 212 698 254 373 250 295 483 1083 865 746 326 456 542 242 532 373 344 384 186 503 564 386 253 416 551 420 581 314 334 305 687 472 821 685 714 453 1157 172 283 537 519 396 853 Page 13 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 441 518 296 333 259 337 450 321 488 430 384 653 1055 815 427 802 366 883 523 670 519 419 295 298 562 687 328 383 686 401 350 217 332 12 571 547 517 415 671 437 179 715 28 375 64 345 575 357 184 212 102 247 158 Page 14 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 460 439 734 57 684 381 108 85 181 108 207 302 376 408 410 716 100 363 748 412 860 269 939 537 372 466 389 268 702 613 667 461 1001 581 914 779 534 427 8 332 427 876 316 565 272 230 459 519 194 408 540 383 513 Page 15 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 860 620 455 405 958 397 373 727 326 350 591 529 482 662 515 529 449 312 599 743 679 556 717 595 288 734 566 340 633 514 706 529 814 619 365 625 663 648 700 230 769 320 876 632 580 398 118 220 261 1464 355 452 302 Page 16 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 483 467 263 281 434 351 628 789 333 530 268 248 583 12 489 486 555 259 258 756 190 560 701 574 496 461 630 777 585 579 496 509 516 288 586 681 726 536 271 477 710 299 522 667 917 885 107 277 920 544 303 307 936 Page 17 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 784 537 269 812 695 536 255 517 780 223 759 656 411 752 730 1151 83 345 290 323 582 12 461 526 12 Page 18 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 HC03_VC03 Percent; EMPLOYMENT STATUS - Population 16 years and over 0 2425 6916 0 9842 7153 8634 954 1393 5426 3022 3535 2818 2775 5250 6533 7230 7272 4085 4987 6001 2048 4964 4063 3275 4026 1057 6270 5276 4050 2845 2662 7152 4375 6304 2611 2720 2070 8346 4121 9383 7005 4805 4093 16439 732 1994 7057 4587 4643 3712 Page 19 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 4126 4483 2217 2441 2624 2961 5197 4579 4710 4161 5411 7107 6033 10925 4647 6497 2455 7717 5326 7147 5408 3874 3920 2065 5131 6794 3829 4465 7715 3149 3761 1651 2305 0 4159 6203 6300 5067 6551 6085 1661 8371 29 3215 153 4344 6653 3493 1676 1060 313 1842 996 Page 20 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 6674 4191 7795 172 6631 3588 816 263 1042 204 1093 2370 2366 3441 2721 8562 1079 3127 8034 2900 8541 2284 10131 6180 4954 4898 3079 2402 8681 5183 9398 5406 12939 5930 11493 7297 6495 3613 3 4061 6077 5171 3578 7291 2214 2220 5828 5155 1766 4383 6695 6102 7497 Page 21 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 12266 8008 5174 1911 9254 4376 3692 7725 2935 2859 5829 6996 6536 5573 5871 6375 5493 3933 6578 6846 8309 4608 7706 3988 2171 8888 7264 3215 8018 5864 7500 4838 8377 5830 4309 5135 7414 4523 10254 2432 8551 2780 8783 4949 6677 3525 782 1823 1926 9163 2534 1980 3552 Page 22 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 3427 4597 2156 3048 4278 3359 5772 8707 3641 4908 2674 2458 6702 0 5664 4734 4989 1969 2347 6960 2916 5493 8693 3479 4382 4300 7185 8130 5077 6213 5227 4094 5396 1669 5682 6289 8568 2329 1920 1459 6663 2712 3704 5196 12963 6599 874 2256 9766 4838 3457 2995 11022 Page 23 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 7643 6451 1964 7929 7556 6150 2814 6314 9586 2420 6450 6843 3597 9480 7516 6760 42 3311 3348 3076 7014 0 6303 5330 0 Page 24 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 HC04_VC03 Percent Margin of Error; EMPLOYMENT STATUS - Population 16 years and over (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) Page 25 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) Page 26 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) Page 27 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) Page 28 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) Page 29 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) Page 30 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 HC01_VC04 Estimate; EMPLOYMENT STATUS - Population 16 years and over - In labor force 0 1129 3103 0 4708 6240 4995 880 824 2507 1752 3323 1787 1688 3478 5310 4439 4654 1494 3978 3428 1731 2164 1818 2159 2764 677 3468 2131 3277 2124 1586 5219 3460 4789 1579 1823 1554 6181 2960 6610 4330 2504 3178 11701 572 1564 5308 3725 3502 2174 Page 31 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 3175 3362 1576 1891 2019 2435 3072 2785 2769 1785 4117 5509 3962 7749 3878 4639 1752 6089 3949 5921 4454 2711 3167 1644 4140 5601 2873 3245 6454 2289 2424 1257 1892 0 2548 5402 5196 4019 5336 5093 1436 5615 4 1929 127 2713 5214 2941 1293 925 226 1524 620 Page 32 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 4705 3348 5726 129 5393 3015 561 154 747 121 650 1470 1768 2652 2249 5949 458 1959 6322 1756 6168 1686 7240 4854 3278 3956 1600 1730 6962 3899 6778 3538 9710 4297 8691 6015 4734 2099 1 2750 4357 3151 3105 5831 1807 1549 4445 3445 1162 2244 4236 3524 5500 Page 33 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 8985 5463 4342 1100 7016 3012 2836 6149 1857 1769 4609 3468 4383 3562 4170 4225 4019 1809 5062 4033 5938 3049 5651 2016 1445 5990 4049 2009 5619 3508 4876 2743 6310 3188 3057 2444 5546 2576 5838 1524 6405 1067 4792 1792 4793 1314 497 1277 1433 4300 1787 640 2456 Page 34 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 1193 2030 1292 1474 2640 1689 2866 4968 2184 3148 1727 1247 4144 0 3450 2032 2925 1386 1407 4431 1696 2894 5375 2088 2684 3051 4576 4927 3882 3957 3677 2962 3522 1282 2931 3965 5478 697 1326 307 4371 1332 2050 2608 7864 4096 582 1349 6021 3066 2262 2064 7052 Page 35 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 4854 4488 907 5060 5420 4574 1962 2977 6946 1783 4565 4326 2594 6469 5043 5361 0 1739 2573 2353 4293 0 5008 4311 0 Page 36 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 HC02_VC04 Margin of Error; EMPLOYMENT STATUS - Population 16 years and over - In labor force 12 279 306 12 819 686 683 182 124 573 182 366 241 254 410 959 736 617 270 393 488 252 329 312 262 377 194 460 459 310 257 310 560 413 479 240 293 277 685 457 770 536 362 387 1145 143 230 519 435 369 304 Page 37 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 384 382 223 278 233 337 349 276 331 257 349 497 515 717 407 586 197 823 476 648 508 335 290 268 546 686 353 359 649 332 295 193 285 12 369 551 504 394 581 404 170 643 6 259 59 315 537 339 157 168 107 244 91 Page 38 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 459 374 702 61 612 343 111 63 154 57 164 225 320 371 362 649 118 308 676 307 722 274 796 536 356 464 293 256 658 572 650 395 868 558 792 779 528 297 3 289 417 449 313 539 187 225 377 359 170 305 504 391 503 Page 39 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 725 592 437 288 882 358 291 672 256 301 522 453 343 628 441 461 404 277 520 594 597 443 654 400 263 613 441 282 491 439 629 568 702 500 359 410 642 450 682 192 723 166 677 429 452 319 97 189 258 620 305 150 262 Page 40 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 230 246 185 236 472 298 311 659 281 390 211 218 422 12 348 386 499 263 253 800 208 389 588 353 401 465 563 644 526 537 484 440 490 221 493 580 541 171 242 145 692 250 325 497 732 662 127 192 784 432 207 225 929 Page 41 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 771 544 192 688 657 540 270 427 675 164 685 564 327 646 654 1079 12 279 254 321 524 12 450 492 12 Page 42 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 HC03_VC04 Percent; EMPLOYMENT STATUS - Population 16 years and over - In labor force 46.6 44.9 47.8 87.2 57.9 92.2 59.2 46.2 58 94 63.4 60.8 66.2 81.3 61.4 64 36.6 79.8 57.1 84.5 43.6 44.7 65.9 68.7 64 55.3 40.4 80.9 74.7 59.6 73 79.1 76 60.5 67 75.1 74.1 71.8 70.4 61.8 52.1 77.6 71.2 78.1 78.4 75.2 81.2 75.4 58.6 Page 43 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 77 75 71.1 77.5 76.9 82.2 59.1 60.8 58.8 42.9 76.1 77.5 65.7 70.9 83.5 71.4 71.4 78.9 74.1 82.8 82.4 70 80.8 79.6 80.7 82.4 75 72.7 83.7 72.7 64.5 76.1 82.1 61.3 87.1 82.5 79.3 81.5 83.7 86.5 67.1 13.8 60 83 62.5 78.4 84.2 77.1 87.3 72.2 82.7 62.2 Page 44 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 70.5 79.9 73.5 75 81.3 84 68.8 58.6 71.7 59.3 59.5 62 74.7 77.1 82.7 69.5 42.4 62.6 78.7 60.6 72.2 73.8 71.5 78.5 66.2 80.8 52 72 80.2 75.2 72.1 65.4 75 72.5 75.6 82.4 72.9 58.1 33.3 67.7 71.7 60.9 86.8 80 81.6 69.8 76.3 66.8 65.8 51.2 63.3 57.8 73.4 Page 45 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 73.3 68.2 83.9 57.6 75.8 68.8 76.8 79.6 63.3 61.9 79.1 49.6 67.1 63.9 71 66.3 73.2 46 77 58.9 71.5 66.2 73.3 50.6 66.6 67.4 55.7 62.5 70.1 59.8 65 56.7 75.3 54.7 70.9 47.6 74.8 57 56.9 62.7 74.9 38.4 54.6 36.2 71.8 37.3 63.6 70 74.4 46.9 70.5 32.3 69.1 Page 46 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 34.8 44.2 59.9 48.4 61.7 50.3 49.7 57.1 60 64.1 64.6 50.7 61.8 60.9 42.9 58.6 70.4 59.9 63.7 58.2 52.7 61.8 60 61.3 71 63.7 60.6 76.5 63.7 70.3 72.3 65.3 76.8 51.6 63 63.9 29.9 69.1 21 65.6 49.1 55.3 50.2 60.7 62.1 66.6 59.8 61.7 63.4 65.4 68.9 64 Page 47 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 63.5 69.6 46.2 63.8 71.7 74.4 69.7 47.1 72.5 73.7 70.8 63.2 72.1 68.2 67.1 79.3 0 52.5 76.9 76.5 61.2 79.5 80.9 - Page 48 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 HC04_VC04 Percent Margin of Error; EMPLOYMENT STATUS - Population 16 years and over - In labor force ** 9.5 5 ** 5.6 4.2 4.3 3.4 7.9 7 5 2.6 5.8 5.5 5.2 3.9 5 4.8 5.1 4.4 6.2 5.1 5.3 6.2 5.5 6.5 10.3 6.2 5.9 5.2 5.5 7.9 4.2 4.5 5.1 6.1 7.1 6.3 6.2 5.3 4.6 4.3 8 4.9 5.1 8.4 4.9 4.4 4 4.7 14.8 Page 49 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 4.5 4.8 6.9 6.4 5 5.9 6.3 6.1 5.9 6.2 4.6 4.2 6.2 4.4 3.8 7.4 8.4 4.1 4.4 4.2 4.1 6.4 4.4 5.5 4.4 4 5.3 5.3 3.5 7.2 5.4 7.3 5.6 ** 6.9 4.3 4.1 4.8 4 3.1 5.9 4.9 32.8 8.7 11.8 4.7 3.3 4.5 4.6 4.8 18.2 6.1 9.2 Page 50 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 4.7 5 5.2 16.9 3.8 4.1 11.5 15.5 6 25 7.4 5.6 5 5.5 6.2 4.6 10 6.5 3.6 6.1 3.9 7.7 5 6.3 5 4.1 5.7 5.5 3.8 4.6 4.8 4.8 3.6 5.3 4.2 4.6 4.6 6.2 66.7 5.2 4.7 6.3 3.4 3.3 7.6 6.1 4.2 4.9 6.6 5.6 6.2 5.4 4.2 Page 51 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 4.5 4.4 4.4 8.4 4.3 4.8 6.2 3.7 4.7 8.6 3.7 4.9 5.2 6.6 5.5 4.6 4.1 6 4.5 5.4 4.6 6 5.4 6.9 6.3 4 5.3 6.1 6.8 5.4 4.1 7.2 4.4 5.1 5.5 4.7 4.6 6.5 5.9 5 4.4 5 7.4 6.4 5.2 7.2 9.2 5.1 7.9 5.2 6.8 7.4 5.4 Page 52 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 4.8 5.6 7.1 6.1 8.4 6.5 5.9 5.3 5.6 5.1 5.2 8.6 4.5 ** 6.3 6.1 6.6 8.4 7.4 5.9 6.4 7.1 4.8 6.9 7.6 6.4 5.8 5 5.5 5.5 5.5 5.5 6.6 4.9 6.6 5.9 4 8.9 5.6 10.1 5.2 7.3 6 6.4 3.6 6 9.1 7.5 5.3 6.9 5.2 5 4.6 Page 53 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 5.4 5.3 6.6 4.5 4.6 5.1 5 6.3 4.4 5.8 5.1 5.3 5.3 4 4.8 5.4 45.8 5.8 4.8 4.8 4.9 ** 5.2 4.4 ** Page 54 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 HC01_VC05 Estimate; EMPLOYMENT STATUS - Population 16 years and over - In labor force - Civilian labor force 0 1129 3057 0 4708 6240 4995 876 824 2507 1752 3323 1787 1688 3478 5310 4439 4654 1494 3978 3428 1731 2164 1818 2159 2726 677 3468 2131 3277 2124 1586 5219 3460 4789 1579 1823 1554 6181 2960 6610 4330 2504 3178 11701 572 1564 5308 3725 3502 2174 Page 55 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 3175 3362 1576 1891 2019 2435 3072 2785 2769 1785 4117 5509 3962 7749 3878 4621 1752 6089 3949 5921 4454 2711 3167 1644 4140 5601 2873 3245 6454 2289 2424 1257 1892 0 2548 5402 5196 4019 5336 5093 1436 5615 4 1929 127 2713 5189 2941 1293 925 226 1524 620 Page 56 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 4705 3348 5726 129 5393 3015 561 154 747 121 650 1470 1768 2652 2249 5949 458 1959 6322 1756 6168 1686 7226 4854 3268 3956 1600 1730 6962 3899 6778 3538 9710 4297 8691 6015 4734 2099 1 2750 4357 3151 3105 5831 1807 1549 4445 3445 1162 2244 4236 3524 5500 Page 57 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 8985 5463 4311 1100 7016 3012 2836 6149 1857 1769 4609 3468 4383 3562 4170 4225 4019 1809 5062 4033 5938 3049 5651 2016 1445 5990 4049 2009 5619 3508 4876 2743 6310 3188 3057 2444 5546 2576 5778 1524 6405 1067 4792 1792 4793 1314 497 1277 1433 4300 1766 640 2456 Page 58 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 1193 2030 1292 1474 2640 1689 2866 4968 2184 3148 1727 1247 4131 0 3450 2032 2925 1386 1407 4431 1696 2894 5375 2088 2684 3051 4576 4927 3858 3957 3677 2962 3503 1282 2915 3965 5478 697 1326 307 4371 1332 2050 2608 7864 4096 582 1349 6021 3066 2262 2064 7052 Page 59 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 4854 4488 907 5060 5321 4574 1962 2973 6946 1783 4565 4326 2584 6469 5043 5361 0 1739 2573 2345 4293 0 5008 4311 0 Page 60 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 HC02_VC05 Margin of Error; EMPLOYMENT STATUS - Population 16 years and over - In labor force - Civilian labor force 12 279 304 12 819 686 683 182 124 573 182 366 241 254 410 959 736 617 270 393 488 252 329 312 262 396 194 460 459 310 257 310 560 413 479 240 293 277 685 457 770 536 362 387 1145 143 230 519 435 369 304 Page 61 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 384 382 223 278 233 337 349 276 331 257 349 497 515 717 407 586 197 823 476 648 508 335 290 268 546 686 353 359 649 332 295 193 285 12 369 551 504 394 581 404 170 643 6 259 59 315 536 339 157 168 107 244 91 Page 62 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 459 374 702 61 612 343 111 63 154 57 164 225 320 371 362 649 118 308 676 307 722 274 794 536 359 464 293 256 658 572 650 395 868 558 792 779 528 297 3 289 417 449 313 539 187 225 377 359 170 305 504 391 503 Page 63 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 725 592 431 288 882 358 291 672 256 301 522 453 343 628 441 461 404 277 520 594 597 443 654 400 263 613 441 282 491 439 629 568 702 500 359 410 642 450 660 192 723 166 677 429 452 319 97 189 258 620 310 150 262 Page 64 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 230 246 185 236 472 298 311 659 281 390 211 218 421 12 348 386 499 263 253 800 208 389 588 353 401 465 563 644 512 537 484 440 492 221 491 580 541 171 242 145 692 250 325 497 732 662 127 192 784 432 207 225 929 Page 65 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 771 544 192 688 647 540 270 429 675 164 685 564 327 646 654 1079 12 279 254 323 524 12 450 492 12 Page 66 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 HC03_VC05 Percent; EMPLOYMENT STATUS - Population 16 years and over - In labor force - Civilian labor force 46.6 44.2 47.8 87.2 57.9 91.8 59.2 46.2 58 94 63.4 60.8 66.2 81.3 61.4 64 36.6 79.8 57.1 84.5 43.6 44.7 65.9 67.7 64 55.3 40.4 80.9 74.7 59.6 73 79.1 76 60.5 67 75.1 74.1 71.8 70.4 61.8 52.1 77.6 71.2 78.1 78.4 75.2 81.2 75.4 58.6 Page 67 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 77 75 71.1 77.5 76.9 82.2 59.1 60.8 58.8 42.9 76.1 77.5 65.7 70.9 83.5 71.1 71.4 78.9 74.1 82.8 82.4 70 80.8 79.6 80.7 82.4 75 72.7 83.7 72.7 64.5 76.1 82.1 61.3 87.1 82.5 79.3 81.5 83.7 86.5 67.1 13.8 60 83 62.5 78 84.2 77.1 87.3 72.2 82.7 62.2 Page 68 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 70.5 79.9 73.5 75 81.3 84 68.8 58.6 71.7 59.3 59.5 62 74.7 77.1 82.7 69.5 42.4 62.6 78.7 60.6 72.2 73.8 71.3 78.5 66 80.8 52 72 80.2 75.2 72.1 65.4 75 72.5 75.6 82.4 72.9 58.1 33.3 67.7 71.7 60.9 86.8 80 81.6 69.8 76.3 66.8 65.8 51.2 63.3 57.8 73.4 Page 69 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 73.3 68.2 83.3 57.6 75.8 68.8 76.8 79.6 63.3 61.9 79.1 49.6 67.1 63.9 71 66.3 73.2 46 77 58.9 71.5 66.2 73.3 50.6 66.6 67.4 55.7 62.5 70.1 59.8 65 56.7 75.3 54.7 70.9 47.6 74.8 57 56.3 62.7 74.9 38.4 54.6 36.2 71.8 37.3 63.6 70 74.4 46.9 69.7 32.3 69.1 Page 70 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 34.8 44.2 59.9 48.4 61.7 50.3 49.7 57.1 60 64.1 64.6 50.7 61.6 60.9 42.9 58.6 70.4 59.9 63.7 58.2 52.7 61.8 60 61.3 71 63.7 60.6 76 63.7 70.3 72.3 64.9 76.8 51.3 63 63.9 29.9 69.1 21 65.6 49.1 55.3 50.2 60.7 62.1 66.6 59.8 61.7 63.4 65.4 68.9 64 Page 71 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 63.5 69.6 46.2 63.8 70.4 74.4 69.7 47.1 72.5 73.7 70.8 63.2 71.8 68.2 67.1 79.3 0 52.5 76.9 76.2 61.2 79.5 80.9 - Page 72 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 HC04_VC05 Percent Margin of Error; EMPLOYMENT STATUS - Population 16 years and over - In labor force - Civilian labor force ** 9.5 4.9 ** 5.6 4.2 4.3 3.4 7.9 7 5 2.6 5.8 5.5 5.2 3.9 5 4.8 5.1 4.4 6.2 5.1 5.3 6.2 5.5 6.8 10.3 6.2 5.9 5.2 5.5 7.9 4.2 4.5 5.1 6.1 7.1 6.3 6.2 5.3 4.6 4.3 8 4.9 5.1 8.4 4.9 4.4 4 4.7 14.8 Page 73 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 4.5 4.8 6.9 6.4 5 5.9 6.3 6.1 5.9 6.2 4.6 4.2 6.2 4.4 3.8 7.4 8.4 4.1 4.4 4.2 4.1 6.4 4.4 5.5 4.4 4 5.3 5.3 3.5 7.2 5.4 7.3 5.6 ** 6.9 4.3 4.1 4.8 4 3.1 5.9 4.9 32.8 8.7 11.8 4.7 3.4 4.5 4.6 4.8 18.2 6.1 9.2 Page 74 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 4.7 5 5.2 16.9 3.8 4.1 11.5 15.5 6 25 7.4 5.6 5 5.5 6.2 4.6 10 6.5 3.6 6.1 3.9 7.7 5 6.3 5 4.1 5.7 5.5 3.8 4.6 4.8 4.8 3.6 5.3 4.2 4.6 4.6 6.2 66.7 5.2 4.7 6.3 3.4 3.3 7.6 6.1 4.2 4.9 6.6 5.6 6.2 5.4 4.2 Page 75 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 4.5 4.4 4.5 8.4 4.3 4.8 6.2 3.7 4.7 8.6 3.7 4.9 5.2 6.6 5.5 4.6 4.1 6 4.5 5.4 4.6 6 5.4 6.9 6.3 4 5.3 6.1 6.8 5.4 4.1 7.2 4.4 5.1 5.5 4.7 4.6 6.5 5.7 5 4.4 5 7.4 6.4 5.2 7.2 9.2 5.1 7.9 5.2 7 7.4 5.4 Page 76 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 4.8 5.6 7.1 6.1 8.4 6.5 5.9 5.3 5.6 5.1 5.2 8.6 4.4 ** 6.3 6.1 6.6 8.4 7.4 5.9 6.4 7.1 4.8 6.9 7.6 6.4 5.8 5 5.4 5.5 5.5 5.5 6.6 4.9 6.6 5.9 4 8.9 5.6 10.1 5.2 7.3 6 6.4 3.6 6 9.1 7.5 5.3 6.9 5.2 5 4.6 Page 77 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 5.4 5.3 6.6 4.5 4.3 5.1 5 6.2 4.4 5.8 5.1 5.3 5.3 4 4.8 5.4 45.8 5.8 4.8 4.9 4.9 ** 5.2 4.4 ** Page 78 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 HC01_VC06 Estimate; EMPLOYMENT STATUS - Population 16 years and over - In labor force - Civilian labor force - Employed 0 1032 2465 0 4156 5951 4257 854 678 2022 1661 3023 1672 1562 3182 5222 4173 4325 1310 3813 3024 1659 1798 1594 1945 2615 652 3017 2011 2907 2026 1497 5012 3320 4516 1248 1459 1424 5891 2732 6416 4056 2434 2866 10997 544 1481 4852 3560 3006 1991 Page 79 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 3085 3245 1543 1675 1921 2286 3005 2439 2613 1677 3848 5088 3781 7174 3534 4226 1606 5894 3745 5677 4190 2534 2820 1501 3931 5268 2725 3075 6084 2117 2230 1190 1802 0 2492 4989 4935 3677 5129 4782 1425 5155 4 1788 127 2344 5039 2771 1183 847 226 1452 562 Page 80 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 4193 3266 5415 113 5016 2801 527 154 690 112 588 1371 1651 2448 2062 5642 417 1845 5634 1724 6010 1615 6924 4297 3063 3460 1563 1618 6569 3655 6284 3219 9210 4056 8033 5683 4484 2038 0 2569 4156 3024 2974 5666 1688 1459 4196 3209 1128 2141 3904 3212 4964 Page 81 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 8380 5070 4037 944 6730 2813 2748 5897 1745 1654 4417 2693 4190 3211 4038 3819 3791 1441 4690 3606 5604 2562 5335 1771 1265 5590 3726 1876 5294 2951 4374 2408 5836 2882 2728 2191 5349 2267 4885 1460 6020 884 4194 1408 4331 1161 453 1191 1300 4052 1669 609 2379 Page 82 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 1136 1925 1159 1425 2441 1542 2487 4758 1987 2943 1492 1139 3746 0 3189 1889 2392 1220 1321 3871 1483 2436 4779 1836 2367 2516 3873 4456 3330 3199 3374 2370 3015 1117 2124 3567 5108 654 1154 115 3886 1188 1544 1663 6804 3708 422 1101 4666 2583 2068 1716 5599 Page 83 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 4233 3955 798 3998 4615 3967 1764 2599 6011 1676 4156 3177 2258 5054 4173 4717 0 1471 2261 2060 3722 0 4754 4181 0 Page 84 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 HC02_VC06 Margin of Error; EMPLOYMENT STATUS - Population 16 years and over - In labor force - Civilian labor force - Employed 1 27 31 1 78 67 64 18 10 46 17 35 22 25 40 95 72 60 24 39 42 24 29 28 25 42 18 40 44 31 26 28 53 41 50 18 25 22 73 41 74 49 36 37 113 14 23 53 42 37 28 Page 85 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 38 40 21 26 21 34 35 31 33 22 36 52 51 76 42 57 19 81 46 64 49 32 29 26 55 68 34 35 62 31 30 17 27 1 36 51 49 38 58 41 16 62 25 5 33 54 29 16 16 10 23 9 Page 86 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 51 35 69 5 64 35 10 6 13 5 14 22 30 37 39 68 11 30 71 30 73 26 79 53 36 49 29 25 70 57 65 38 84 53 88 76 52 29 1 27 42 44 29 51 18 19 38 35 17 28 51 41 49 Page 87 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 79 56 44 23 89 34 29 64 26 29 53 36 37 63 43 43 41 30 49 59 62 40 65 36 24 55 42 27 47 41 55 55 62 44 35 40 61 43 50 18 68 15 64 29 43 28 9 20 23 61 30 15 26 Page 88 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 22 25 15 22 47 29 28 64 25 39 18 20 39 1 32 40 44 24 23 73 19 36 58 34 36 39 56 66 43 43 44 35 48 22 37 51 54 16 24 6 62 24 31 34 71 65 8 18 67 35 20 18 85 Page 89 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 72 50 16 67 65 38 19 41 66 15 66 43 30 58 64 97 1 24 22 19 44 1 46 47 1 Page 90 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 HC03_VC06 Percent; EMPLOYMENT STATUS - Population 16 years and over - In labor force - Civilian labor force - Employed 42.6 35.6 42.2 83.2 49.3 89.5 48.7 37.3 55 85.5 59.3 56.3 60.6 79.9 57.7 59.5 32.1 76.5 50.4 81 36.2 39.2 59.4 65 61.7 48.1 38.1 71.8 71.2 56.2 70.1 75.9 71.6 47.8 53.6 68.8 70.6 66.3 68.4 57.9 50.7 70 66.9 74.3 74.3 68.8 77.6 64.7 53.6 Page 91 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 74.8 72.4 69.6 68.6 73.2 77.2 57.8 53.3 55.5 40.3 71.1 71.6 62.7 65.7 76 65 65.4 76.4 70.3 79.4 77.5 65.4 71.9 72.7 76.6 77.5 71.2 68.9 78.9 67.2 59.3 72.1 78.2 59.9 80.4 78.3 72.6 78.3 78.6 85.8 61.6 13.8 55.6 83 54 75.7 79.3 70.6 79.9 72.2 78.8 56.4 Page 92 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 62.8 77.9 69.5 65.7 75.6 78.1 64.6 58.6 66.2 54.9 53.8 57.8 69.8 71.1 75.8 65.9 38.6 59 70.1 59.4 70.4 70.7 68.3 69.5 61.8 70.6 50.8 67.4 75.7 70.5 66.9 59.5 71.2 68.4 69.9 77.9 69 56.4 0 63.3 68.4 58.5 83.1 77.7 76.2 65.7 72 62.3 63.9 48.8 58.3 52.6 66.2 Page 93 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 68.3 63.3 78 49.4 72.7 64.3 74.4 76.3 59.5 57.9 75.8 38.5 64.1 57.6 68.8 59.9 69 36.6 71.3 52.7 67.4 55.6 69.2 44.4 58.3 62.9 51.3 58.4 66 50.3 58.3 49.8 69.7 49.4 63.3 42.7 72.1 50.1 47.6 60 70.4 31.8 47.8 28.5 64.9 32.9 57.9 65.3 67.5 44.2 65.9 30.8 67 Page 94 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 33.1 41.9 53.8 46.8 57.1 45.9 43.1 54.6 54.6 60 55.8 46.3 55.9 56.3 39.9 47.9 62 56.3 55.6 50.9 44.3 55 52.8 54 58.5 53.9 54.8 65.6 51.5 64.5 57.9 55.9 66.9 37.4 56.7 59.6 28.1 60.1 7.9 58.3 43.8 41.7 32 52.5 56.2 48.3 48.8 47.8 53.4 59.8 57.3 50.8 Page 95 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 55.4 61.3 40.6 50.4 61.1 64.5 62.7 41.2 62.7 69.3 64.4 46.4 62.8 53.3 55.5 69.8 0 44.4 67.5 67 53.1 75.4 78.4 - Page 96 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 HC04_VC06 Percent Margin of Error; EMPLOYMENT STATUS - Population 16 years and over - In labor force - Civilian labor force - Em ** ** Page 97 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 ** Page 98 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 Page 99 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 Page 100 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 ** Page 101 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 ** ** Page 102 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 HC01_VC07 Estimate; EMPLOYMENT STATUS - Population 16 years and over - In labor force - Civilian labor force - Unemployed 0 97 592 0 552 289 738 22 146 485 91 300 115 126 296 88 266 329 184 165 404 72 366 224 214 111 25 451 120 370 98 89 207 140 273 331 364 130 290 228 194 274 70 312 704 28 83 456 165 496 183 Page 103 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 90 117 33 216 98 149 67 346 156 108 269 421 181 575 344 395 146 195 204 244 264 177 347 143 209 333 148 170 370 172 194 67 90 0 56 413 261 342 207 311 11 460 0 141 0 369 150 170 110 78 0 72 58 Page 104 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 512 82 311 16 377 214 34 0 57 9 62 99 117 204 187 307 41 114 688 32 158 71 302 557 205 496 37 112 393 244 494 319 500 241 658 332 250 61 1 181 201 127 131 165 119 90 249 236 34 103 332 312 536 Page 105 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 605 393 274 156 286 199 88 252 112 115 192 775 193 351 132 406 228 368 372 427 334 487 316 245 180 400 323 133 325 557 502 335 474 306 329 253 197 309 893 64 385 183 598 384 462 153 44 86 133 248 97 31 77 Page 106 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 57 105 133 49 199 147 379 210 197 205 235 108 385 0 261 143 533 166 86 560 213 458 596 252 317 535 703 471 528 758 303 592 488 165 791 398 370 43 172 192 485 144 506 945 1060 388 160 248 1355 483 194 348 1453 Page 107 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 621 533 109 1062 706 607 198 374 935 107 409 1149 326 1415 870 644 0 268 312 285 571 0 254 130 0 Page 108 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 HC02_VC07 Margin of Error; EMPLOYMENT STATUS - Population 16 years and over - In labor force - Civilian labor force - Unemploye Page 109 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 Page 110 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 Page 111 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 Page 112 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 Page 113 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 Page 114 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 HC03_VC07 Percent; EMPLOYMENT STATUS - Population 16 years and over - In labor force - Civilian labor force - Unemployed 4 8.6 5.6 4 8.5 2.3 10.5 8.9 3 8.5 4.1 4.5 5.6 1.3 3.7 4.5 4.5 3.3 6.7 3.5 7.4 5.5 6.5 2.8 2.4 7.2 2.3 9.1 3.4 3.3 2.9 3.2 4.3 12.7 13.4 6.3 3.5 5.5 2.1 3.9 1.5 7.6 4.3 3.8 4.2 6.5 3.6 10.7 4.9 Page 115 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 2.2 2.6 1.5 8.8 3.7 5 1.3 7.6 3.3 2.6 5 5.9 3 5.3 7.4 6.1 5.9 2.5 3.8 3.4 4.9 4.6 8.9 6.9 4.1 4.9 3.9 3.8 4.8 5.5 5.2 4.1 3.9 1.3 6.7 4.1 6.7 3.2 5.1 0.7 5.5 0 4.4 0 8.5 2.3 4.9 6.6 7.4 0 3.9 5.8 Page 116 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 7.7 2 4 9.3 5.7 6 4.2 0 5.5 4.4 5.7 4.2 4.9 5.9 6.9 3.6 3.8 3.6 8.6 1.1 1.8 3.1 3 9 4.1 10.1 1.2 4.7 4.5 4.7 5.3 5.9 3.9 4.1 5.7 4.5 3.8 1.7 33.3 4.5 3.3 2.5 3.7 2.3 5.4 4.1 4.3 4.6 1.9 2.3 5 5.1 7.1 Page 117 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 4.9 4.9 5.3 8.2 3.1 4.5 2.4 3.3 3.8 4 3.3 11.1 3 6.3 2.2 6.4 4.2 9.4 5.7 6.2 4 10.6 4.1 6.1 8.3 4.5 4.4 4.1 4.1 9.5 6.7 6.9 5.7 5.2 7.6 4.9 2.7 6.8 8.7 2.6 4.5 6.6 6.8 7.8 6.9 4.3 5.6 4.7 6.9 2.7 3.8 1.6 2.2 Page 118 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 1.7 2.3 6.2 1.6 4.7 4.4 6.6 2.4 5.4 4.2 8.8 4.4 5.7 4.6 3 10.7 8.4 3.7 8 7.3 8.3 6.9 7.2 7.2 12.4 9.8 5.8 10.4 12.2 5.8 14.5 9 9.9 13.9 6.3 4.3 1.8 9 13.2 7.3 5.3 13.7 18.2 8.2 5.9 18.3 11 13.9 10 5.6 11.6 13.2 Page 119 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 8.1 8.3 5.5 13.4 9.3 9.9 7 5.9 9.8 4.4 6.3 16.8 9.1 14.9 11.6 9.5 0 8.1 9.3 9.3 8.1 4 2.4 - Page 120 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 HC04_VC07 Percent Margin of Error; EMPLOYMENT STATUS - Population 16 years and over - In labor force - Civilian labor force - Un ** ** Page 121 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 ** Page 122 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 Page 123 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 Page 124 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 ** Page 125 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 ** ** Page 126 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 HC01_VC08 Estimate; EMPLOYMENT STATUS - Population 16 years and over - In labor force - Armed Forces 0 0 46 0 0 0 0 4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 38 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 Page 127 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 18 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 25 0 0 0 0 0 0 Page 128 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 14 0 10 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 Page 129 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 0 0 31 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 60 0 0 0 0 0 0 0 0 0 0 0 21 0 0 Page 130 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 0 0 0 0 0 0 0 0 0 0 0 0 13 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 24 0 0 0 19 0 16 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 Page 131 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 0 0 0 0 99 0 0 4 0 0 0 0 10 0 0 0 0 0 0 8 0 0 0 0 0 Page 132 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 HC02_VC08 Margin of Error; EMPLOYMENT STATUS - Population 16 years and over - In labor force - Armed Forces 12 12 73 12 19 17 19 6 12 17 12 12 12 12 17 17 17 17 12 17 17 12 17 17 12 61 12 17 17 12 12 12 17 17 17 12 12 12 17 17 17 17 12 12 19 12 12 17 12 17 12 Page 133 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 12 17 12 12 12 12 17 17 12 12 17 17 17 19 12 35 12 17 17 17 17 12 12 12 17 17 12 12 17 12 12 12 12 12 12 17 17 17 17 17 12 17 12 12 12 12 40 12 12 12 12 12 12 Page 134 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 17 12 17 12 17 12 12 12 12 12 12 12 12 12 12 17 12 12 17 12 19 12 22 17 16 17 12 12 17 17 19 17 19 17 19 17 17 12 12 12 17 17 12 17 12 12 17 17 12 17 17 17 17 Page 135 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 19 17 46 12 19 17 12 17 12 12 17 17 17 17 17 17 17 12 17 17 17 17 17 12 12 19 17 12 17 17 17 17 17 17 12 17 17 17 97 12 17 12 17 17 17 12 12 12 12 19 34 12 12 Page 136 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 12 12 12 12 17 12 17 17 12 17 12 12 20 12 17 17 17 12 12 17 12 17 19 12 17 17 17 17 37 17 17 17 32 12 26 17 17 12 12 12 17 12 12 17 19 17 12 12 19 17 12 12 19 Page 137 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 17 17 12 17 148 17 12 16 19 12 17 17 17 19 17 17 12 12 12 13 17 12 17 17 12 Page 138 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 HC03_VC08 Percent; EMPLOYMENT STATUS - Population 16 years and over - In labor force - Armed Forces 0 0.7 0 0 0 0.4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.9 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 Page 139 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.4 0 0 0 0 0 0 Page 140 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.1 0 0.2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 Page 141 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 0 0 0.6 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.6 0 0 0 0 0 0 0 0 0 0 0 0.8 0 0 Page 142 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 0 0 0 0 0 0 0 0 0 0 0 0 0.2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.5 0 0 0 0.4 0 0.3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 Page 143 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 0 0 0 0 1.3 0 0 0.1 0 0 0 0 0.3 0 0 0 0 0 0 0.3 0 0 0 - Page 144 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 HC04_VC08 Percent Margin of Error; EMPLOYMENT STATUS - Population 16 years and over - In labor force - Armed Forces ** 1.3 1.1 ** 0.3 0.5 0.4 0.6 2.3 0.6 1.1 0.9 1.1 1.2 0.6 0.5 0.4 0.4 0.8 0.6 0.5 1.6 0.7 0.8 1 1.5 3 0.5 0.6 0.8 1.1 1.2 0.5 0.7 0.5 1.2 1.2 1.6 0.4 0.8 0.3 0.5 0.7 0.8 0.2 4.3 1.6 0.5 0.7 0.7 0.9 Page 145 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 0.8 0.7 1.5 1.3 1.2 1.1 0.6 0.7 0.7 0.8 0.6 0.5 0.5 0.3 0.7 0.5 1.3 0.4 0.6 0.5 0.6 0.8 0.8 1.6 0.6 0.5 0.8 0.7 0.4 1 0.9 1.9 1.4 ** 0.8 0.5 0.5 0.6 0.5 0.5 1.9 0.4 55.1 1 19 0.7 0.6 0.9 1.9 3 9.9 1.7 3.2 Page 146 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 0.5 0.8 0.4 17.1 0.5 0.9 3.9 11.6 3.1 14.7 2.9 1.4 1.4 0.9 1.2 0.4 3 1 0.4 1.1 0.4 1.4 0.2 0.5 0.3 0.7 1 1.3 0.4 0.6 0.3 0.6 0.3 0.5 0.3 0.4 0.5 0.9 100 0.8 0.5 0.6 0.9 0.4 1.5 1.5 0.6 0.6 1.8 0.7 0.5 0.5 0.4 Page 147 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 0.3 0.4 0.9 1.7 0.3 0.7 0.9 0.4 1.1 1.1 0.6 0.5 0.5 0.6 0.6 0.5 0.6 0.8 0.5 0.5 0.4 0.7 0.4 0.8 1.5 0.4 0.4 1 0.4 0.6 0.4 0.7 0.4 0.6 0.8 0.6 0.4 0.7 0.9 1.3 0.4 1.2 0.4 0.7 0.5 0.9 4.1 1.8 1.7 0.4 1.4 1.6 0.9 Page 148 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 0.9 0.7 1.5 1.1 0.8 1 0.6 0.4 0.9 0.7 1.2 1.3 0.3 ** 0.6 0.7 0.6 1.6 1.4 0.5 1.1 0.6 0.4 0.9 0.7 0.8 0.5 0.4 0.7 0.5 0.6 0.8 0.6 1.9 0.5 0.5 0.4 1.4 1.7 2.2 0.5 1.2 0.9 0.6 0.2 0.5 3.6 1.4 0.3 0.7 0.9 1.1 0.3 Page 149 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 0.4 0.5 1.6 0.4 2 0.5 1.1 0.2 0.3 1.3 0.5 0.5 0.5 0.3 0.4 0.5 45.8 1 1 0.4 0.5 ** 0.5 0.6 ** Page 150 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 HC01_VC09 Estimate; EMPLOYMENT STATUS - Population 16 years and over - Not in labor force 0 1296 3813 0 5134 913 3639 74 569 2919 1270 212 1031 1087 1772 1223 2791 2618 2591 1009 2573 317 2800 2245 1116 1262 380 2802 3145 773 721 1076 1933 915 1515 1032 897 516 2165 1161 2773 2675 2301 915 4738 160 430 1749 862 1141 1538 Page 151 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 951 1121 641 550 605 526 2125 1794 1941 2376 1294 1598 2071 3176 769 1858 703 1628 1377 1226 954 1163 753 421 991 1193 956 1220 1261 860 1337 394 413 0 1611 801 1104 1048 1215 992 225 2756 25 1286 26 1631 1439 552 383 135 87 318 376 Page 152 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 1969 843 2069 43 1238 573 255 109 295 83 443 900 598 789 472 2613 621 1168 1712 1144 2373 598 2891 1326 1676 942 1479 672 1719 1284 2620 1868 3229 1633 2802 1282 1761 1514 2 1311 1720 2020 473 1460 407 671 1383 1710 604 2139 2459 2578 1997 Page 153 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 3281 2545 832 811 2238 1364 856 1576 1078 1090 1220 3528 2153 2011 1701 2150 1474 2124 1516 2813 2371 1559 2055 1972 726 2898 3215 1206 2399 2356 2624 2095 2067 2642 1252 2691 1868 1947 4416 908 2146 1713 3991 3157 1884 2211 285 546 493 4863 747 1340 1096 Page 154 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 2234 2567 864 1574 1638 1670 2906 3739 1457 1760 947 1211 2558 0 2214 2702 2064 583 940 2529 1220 2599 3318 1391 1698 1249 2609 3203 1195 2256 1550 1132 1874 387 2751 2324 3090 1632 594 1152 2292 1380 1654 2588 5099 2503 292 907 3745 1772 1195 931 3970 Page 155 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 2789 1963 1057 2869 2136 1576 852 3337 2640 637 1885 2517 1003 3011 2473 1399 42 1572 775 723 2721 0 1295 1019 0 Page 156 qattachments_8b57aa2636d5a1d58d89439bf5b997fd28cc72b1 HC02_VC09 Margin of Error; EMPLOYMENT STATUS - Population 16 years and over - Not in labor force 12 308 623 12 688 310 457 35 167 44