Data Analysis Platforms

Tidycensus package (K. Walker and Herman 2021), R package designed to facilitate the process of acquiring and working with US Census Bureau population data in the R environment. The package has two distinct goals: * Data retrieval from Census * Data manipulation and wrangling for analysis

FredR: R Interface package to the Federal Reserve Economic Data API. This package provides an interface to the Federal Reserve Economic Data (FRED) API. FRED covers 240,000 US and international macroeconomic time series from 77 sources (including the World Bank, OECD, and BIS)

Who are Vietnamese: alone race and mixed combination

2020 B02015_022 Estimate!!Total:!!Vietnamese ALONE

2020 B02018_022 Estimate!!Total:!!Vietnamese MIXED

Some Asian Populations _ Total: Alone & Mixed
2020 Census National
variable estimate
Chinese 5121528
Indian 4505780
Filipino 4133942
Vietnamese 2167209
Korean 1926508
Japanese 1550875
Laotian 257297
Taiwanese 232406
Illustration by Joe Long
Vietnamese Populations by state
Three Categories of Vietnamese population 2020 Census National
State Viet_mixed Viet_alone Viet_birthplace
California 788,351 677,507 523,580
Texas 308,156 278,124 184,963
Florida 94,335 83,136 58,170
Washington 92,002 75,491 58,322
Virginia 71,379 61,353 43,050
Georgia 66,834 59,836 42,738
Massachusetts 58,841 50,459 37,379
Pennsylvania 51,335 41,731 32,706
Illinois 39,562 32,801 24,036
North Carolina 38,517 34,047 24,988
New York 38,300 29,608 25,106
Oregon 37,254 31,789 22,043
Louisiana 33,899 31,167 18,782
Arizona 33,344 27,422 19,617
Colorado 32,737 26,568 18,619
Maryland 31,778 26,259 19,082
Minnesota 31,476 26,298 17,283
New Jersey 24,686 19,703 14,506
Oklahoma 24,471 20,930 14,336
Michigan 22,272 18,381 12,670
Ohio 20,919 17,419 11,509
Missouri 20,007 16,985 11,748
Kansas 17,949 15,288 11,119
Nevada 17,602 13,215 11,452
Hawaii 15,955 10,983 9,208
Tennessee 13,865 11,664 8,091
Iowa 12,808 10,781 7,889
Connecticut 12,679 10,199 6,851
Indiana 12,134 9,556 6,726
South Carolina 11,605 9,938 6,542
Utah 11,347 8,654 7,038
Alabama 10,795 8,953 5,762
Wisconsin 9,175 6,617 4,596
Nebraska 8,983 7,885 5,677
Mississippi 8,634 7,926 3,890
Arkansas 7,786 6,103 4,423
Kentucky 7,056 5,889 4,149
New Mexico 5,566 5,173 4,068
New Hampshire 3,897 3,001 1,879
District of Columbia 3,006 2,795 2,150
Maine 2,255 1,470 1,072
Delaware 2,221 1,732 1,253
Idaho 2,176 1,680 1,066
Alaska 1,735 923 786
Rhode Island 1,698 1,435 818
South Dakota 1,436 1,019 511
Montana 1,127 779 555
West Virginia 1,122 910 692
North Dakota 987 671 444
Vermont 979 547 411
Wyoming 176 106 40
Puerto Rico 64 64 NA
Illustration by Joe Long

Cities in California

Vietnamese Populations by California cities
Above 1,000 count population _ 2020 Census
NAME estimate
San Jose city, California 125,417
Garden Grove city, California 58,786
San Diego city, California 41,827
Westminster city, California 41,532
Los Angeles city, California 31,277
Santa Ana city, California 27,799
San Francisco city, California 21,909
Anaheim city, California 20,272
Fountain Valley city, California 13,878
Irvine city, California 12,694
El Monte city, California 11,466
Huntington Beach city, California 11,359
Milpitas city, California 10,602
Elk Grove city, California 9,887
Rosemead city, California 9,748
Oakland city, California 9,615
Sacramento city, California 9,182
Stanton city, California 7,653
Stockton city, California 7,181
Fremont city, California 6,955
Hayward city, California 5,709
San Gabriel city, California 5,212
Riverside city, California 4,965
Orange city, California 4,873
Alhambra city, California 4,623
Santa Clara city, California 4,132
Long Beach city, California 3,844
Baldwin Park city, California 3,737
San Leandro city, California 3,713
West Covina city, California 3,659
Sunnyvale city, California 3,593
Costa Mesa city, California 3,454
Monterey Park city, California 3,365
Mission Viejo city, California 3,280
Corona city, California 3,050
Tustin city, California 2,992
Murrieta city, California 2,972
Fresno city, California 2,902
Alameda city, California 2,841
Torrance city, California 2,682
Union City city, California 2,659
Fullerton city, California 2,508
Lake Forest city, California 2,502
Buena Park city, California 2,144
Escondido city, California 2,089
Gardena city, California 2,064
Temple City city, California 2,028
Yorba Linda city, California 2,004
Carlsbad city, California 1,924
Pomona city, California 1,912
Fontana city, California 1,888
Oceanside city, California 1,861
Montclair city, California 1,799
Rancho Cucamonga city, California 1,774
San Bernardino city, California 1,755
Modesto city, California 1,754
Highland city, California 1,718
Roseville city, California 1,702
Chino Hills city, California 1,687
Arcadia city, California 1,667
Berkeley city, California 1,607
Cypress city, California 1,593
Chula Vista city, California 1,560
Bakersfield city, California 1,548
Santa Rosa city, California 1,540
Morgan Hill city, California 1,523
Dublin city, California 1,519
Moreno Valley city, California 1,514
Rancho Cordova city, California 1,488
Simi Valley city, California 1,445
Daly City city, California 1,426
Folsom city, California 1,415
Placentia city, California 1,408
Ontario city, California 1,397
Livermore city, California 1,395
Newark city, California 1,378
Richmond city, California 1,377
Poway city, California 1,301
Santa Clarita city, California 1,288
Lawndale city, California 1,279
Aliso Viejo city, California 1,248
Vallejo city, California 1,233
Tracy city, California 1,222
Concord city, California 1,217
La Mesa city, California 1,168
South El Monte city, California 1,147
La Puente city, California 1,146
Davis city, California 1,138
Oxnard city, California 1,137
San Marcos city, California 1,133
Antioch city, California 1,131
Mountain View city, California 1,111
Norwalk city, California 1,093
Pasadena city, California 1,084
San Ramon city, California 1,063
Diamond Bar city, California 1,048
Cerritos city, California 1,033
Clovis city, California 1,022
Loma Linda city, California 1,013
Menifee city, California 1,013
Newport Beach city, California 1,005
Illustration by Joe Long

Population changes by states

Vietnamese Populations by state
From 2010 to 2020
Vietnamese Race Alone
state year2020 year2010 change
California 677,507 567,833 109,674
Texas 278,124 204,999 73,125
Florida 83,136 62,704 20,432
Georgia 59,836 46,150 13,686
Washington 75,491 63,678 11,813
Virginia 61,353 53,542 7,811
North Carolina 34,047 26,286 7,761
Illinois 32,801 25,062 7,739
Massachusetts 50,459 42,919 7,540
Arizona 27,422 21,802 5,620
Colorado 26,568 21,755 4,813
Oregon 31,789 27,389 4,400
Nevada 13,215 9,178 4,037
Oklahoma 20,930 16,927 4,003
South Carolina 9,938 6,384 3,554
Louisiana 31,167 28,173 2,994
Ohio 17,419 14,611 2,808
Tennessee 11,664 9,376 2,288
Indiana 9,556 7,348 2,208
Minnesota 26,298 24,125 2,173
Wisconsin 6,617 4,461 2,156
Missouri 16,985 14,938 2,047
Mississippi 7,926 5,972 1,954
Kansas 15,288 13,402 1,886
Utah 8,654 6,869 1,785
Alabama 8,953 7,336 1,617
Maryland 26,259 24,703 1,556
Arkansas 6,103 5,012 1,091
District of Columbia 2,795 1,824 971
Pennsylvania 41,731 40,923 808
Hawaii 10,983 10,244 739
Kentucky 5,889 5,245 644
Connecticut 10,199 9,708 491
New Mexico 5,173 4,840 333
New Hampshire 3,001 2,786 215
Rhode Island 1,435 1,239 196
Montana 779 587 192
Nebraska 7,885 7,705 180
Delaware 1,732 1,687 45
Iowa 10,781 10,832 −51
Idaho 1,680 1,742 −62
West Virginia 910 986 −76
Puerto Rico 64 168 −104
North Dakota 671 784 −113
Wyoming 106 280 −174
South Dakota 1,019 1,363 −344
Alaska 923 1,288 −365
Michigan 18,381 19,015 −634
Vermont 547 1,214 −667
Maine 1,470 2,157 −687
New Jersey 19,703 23,676 −3,973
New York 29,608 34,805 −5,197
Illustration by Joe Long

Population changes by county in California

Vietnamese Populations by county in California
From 2010 to 2020
Vietnamese Race Alone
county year2020 year2010 change
Orange County, California 219,173 170,256 48,917
Santa Clara County, California 140,137 119,120 21,017
Los Angeles County, California 99,342 90,431 8,911
Sacramento County, California 30,750 22,183 8,567
San Diego County, California 49,751 43,341 6,410
Alameda County, California 33,195 29,464 3,731
Contra Costa County, California 10,397 6,903 3,494
San Francisco County, California 16,139 13,311 2,828
Riverside County, California 18,151 16,250 1,901
San Bernardino County, California 14,369 12,963 1,406
Placer County, California 2,300 1,166 1,134
Kern County, California 2,310 1,289 1,021
San Joaquin County, California 8,111 7,278 833
Stanislaus County, California 2,214 1,486 728
El Dorado County, California 788 97 691
San Mateo County, California 4,775 4,517 258
Yuba County, California 371 200 171
San Luis Obispo County, California 834 693 141
Fresno County, California 3,538 3,406 132
Merced County, California 696 583 113
Tehama County, California 243 150 93
Del Norte County, California 162 76 86
Shasta County, California 430 352 78
Santa Cruz County, California 696 621 75
Santa Barbara County, California 2,037 1,981 56
Calaveras County, California 71 21 50
Kings County, California 253 203 50
Mono County, California 45 0 45
Lake County, California 43 0 43
Monterey County, California 1,683 1,645 38
Imperial County, California 156 123 33
Madera County, California 80 47 33
San Benito County, California 165 134 31
Inyo County, California 20 0 20
Mariposa County, California 13 0 13
Sutter County, California 283 275 8
Modoc County, California 3 3 0
Plumas County, California 0 0 0
Sierra County, California 0 0 0
Colusa County, California 10 26 −16
Alpine County, California 0 23 −23
Tuolumne County, California 7 38 −31
Lassen County, California 54 89 −35
Trinity County, California 0 37 −37
Glenn County, California 32 72 −40
Napa County, California 404 450 −46
Amador County, California 15 63 −48
Siskiyou County, California 0 88 −88
Nevada County, California 13 158 −145
Humboldt County, California 200 352 −152
Mendocino County, California 60 232 −172
Tulare County, California 804 1,037 −233
Ventura County, California 4,368 4,603 −235
Solano County, California 2,699 2,939 −240
Butte County, California 244 552 −308
Sonoma County, California 2,114 2,433 −319
Marin County, California 943 1,558 −615
Yolo County, California 1,816 2,515 −699
Illustration by Joe Long

Cities in California

Vietnamese Population Changes Major Cities in California
2020 from 2010
NAME y2020 y2010 change
San Jose city 115,405 93,432 21,973
Garden Grove city 57,280 41,474 15,806
Westminster city 40,187 34,244 5,943
Anaheim city 19,367 13,900 5,467
Santa Ana city 26,935 21,997 4,938
Huntington Beach city 10,077 5,248 4,829
San Diego city 36,509 32,041 4,468
Los Angeles city 25,295 21,672 3,623
Fountain Valley city 13,345 10,358 2,987
San Francisco city 16,139 13,311 2,828
Elk Grove city 8,332 5,804 2,528
Stanton city 7,174 5,000 2,174
El Monte city 9,679 7,604 2,075
Irvine city 9,875 8,184 1,691
Mission Viejo city 2,643 1,140 1,503
Baldwin Park city 2,751 1,314 1,437
Oakland city 7,689 6,426 1,263
Murrieta city 2,179 948 1,231
Milpitas city 9,860 8,637 1,223
Corona city 2,718 1,617 1,101
Sacramento city 7,018 6,023 995
San Leandro city 2,980 2,021 959
Torrance city 2,302 1,544 758
Folsom city 1,138 382 756
Roseville city 1,289 556 733
Richmond city 1,230 535 695
Highland city 1,573 907 666
Yorba Linda city 1,543 894 649
Arcadia city 1,355 710 645
Stockton city 6,380 5,736 644
Fontana city 1,562 946 616
Hayward city 4,695 4,093 602
Buena Park city 1,912 1,311 601
Carlsbad city 1,182 607 575
Antioch city 1,047 505 542
Simi Valley city 1,348 814 534
Riverside city 4,023 3,507 516
Livermore city 1,148 640 508
Costa Mesa city 3,089 2,599 490
Morgan Hill city 1,312 852 460
Alhambra city 3,814 3,382 432
Fremont city 5,564 5,149 415
Bakersfield city 1,253 842 411
Poway city 1,107 701 406
Rancho Cucamonga city 1,617 1,263 354
Gardena city 1,879 1,546 333
Dublin city 1,195 877 318
Modesto city 1,426 1,139 287
Oceanside city 1,619 1,353 266
Temple City city 1,646 1,384 262
San Gabriel city 3,919 3,708 211
Norwalk city 1,015 812 203
Lawndale city 1,249 1,057 192
Chula Vista city 1,170 982 188
Montclair city 1,659 1,483 176
West Covina city 3,122 3,031 91
Ontario city 1,131 1,083 48
Newark city 1,153 1,118 35
South El Monte city 1,046 1,031 15
Cypress city 1,307 1,343 −36
Daly City city 1,055 1,114 −59
San Marcos city 1,022 1,097 −75
Fresno city 2,423 2,526 −103
Escondido city 1,638 1,781 −143
Berkeley city 1,257 1,433 −176
San Bernardino city 1,424 1,602 −178
Moreno Valley city 1,426 1,608 −182
Lake Forest city 1,864 2,065 −201
Santa Rosa city 1,307 1,523 −216
Fullerton city 1,970 2,189 −219
Rancho Cordova city 1,237 1,461 −224
Alameda city 2,128 2,358 −230
Pomona city 1,651 2,013 −362
Placentia city 1,143 1,539 −396
Monterey Park city 2,642 3,081 −439
Orange city 3,954 4,499 −545
Union City city 2,136 2,796 −660
Tustin city 2,215 2,947 −732
Sunnyvale city 2,805 3,671 −866
Rosemead city 7,537 8,685 −1,148
Long Beach city 2,885 5,115 −2,230
Santa Clara city 3,551 5,808 −2,257
Illustration by Joe Long
Asian _ Populations by state
2020 Decennial Census
state population total_population percent
California 6,085,947 39538223 15
New York 1,933,127 20201249 10
Texas 1,585,480 29145505 5
New Jersey 950,090 9288994 10
Illinois 754,878 12812508 6
Washington 730,596 7705281 9
Florida 643,682 21538187 3
Virginia 615,436 8631393 7
Hawaii 541,902 1455271 37
Pennsylvania 510,501 13002700 4
Massachusetts 507,934 7029917 7
Georgia 479,028 10711908 4
Maryland 420,944 6177224 7
North Carolina 343,051 10439388 3
Michigan 334,300 10077331 3
Minnesota 299,190 5706494 5
Ohio 298,509 11799448 3
Nevada 272,703 3104614 9
Arizona 257,430 7151502 4
Colorado 199,827 5773714 3
Illustration by Joe Long

2021 Asian Employment by Industries
Percent Employment
Industry Total Black Asian Hispanic
Manicurists and pedicurists 247 4.8 73.1 12.2
Medical scientists 121 7.2 43.1 4.5
Software developers 1932 5.4 37.1 5.8
Computer hardware engineers 88 5.9 36.4 7.2
Gambling services workers 66 9.7 29.1 12.4
Software quality assurance analysts and testers 74 14.1 27.6 5.7
Physical scientists, all other 370 6.9 27.3 6.5
Tailors, dressmakers, and sewers 58 10.6 25.8 19.5
Computer and mathematical occupations 5688 8.5 23.3 8.3
Other physicians 921 8.1 22.9 5.8
Computer programmers 444 6.0 22.0 6.4
Other mathematical science occupations 245 12.3 21.6 7.9
Chemists and materials scientists 94 8.0 21.5 6.1
Financial and investment analysts 343 13.1 20.7 10.7
Database administrators and architects 111 5.1 20.0 6.3
Engineers, all other 666 5.1 19.9 9.6
Chefs and head cooks 402 14.8 19.9 23.0
Pharmacists 352 7.9 19.8 6.0
Dentists 167 4.5 19.6 6.0
Electrical and electronics engineers 299 4.4 19.1 10.2
Computer network architects 102 6.5 18.3 9.1
Computer and information systems managers 715 7.2 17.8 7.3
Jewelers and precious stone and metal workers 51 2.6 17.4 17.1
Industrial engineers, including health and safety 216 5.1 16.2 5.1
Computer systems analysts 464 11.3 16.0 11.0
Illustration by Joe Long

2021 Hispanic Employment by Industries
Percent Employment
Industry Asian Hispanic Black
Drywall installers, ceiling tile installers, and tapers 0.7 72.5 3.3
Graders and sorters, agricultural products 10.5 65.3 10.8
Roofers 1.1 63.5 7.5
Painters and paperhangers 1.0 59.3 7.0
Cement masons, concrete finishers, and terrazzo workers 0.1 53.0 6.2
Brickmasons, blockmasons, and stonemasons 0.0 51.7 9.6
Construction laborers 2.6 48.9 8.1
Maids and housekeeping cleaners 5.2 48.2 15.2
Carpet, floor, and tile installers and finishers 0.2 48.2 6.2
Landscaping and groundskeeping workers 1.8 47.1 9.2
Miscellaneous agricultural workers 2.0 46.7 3.8
Sewing machine operators 3.9 46.1 6.9
Farming, fishing, and forestry occupations 2.3 43.9 4.4
Packaging and filling machine operators and tenders 7.3 43.9 21.0
Helpers, construction trades 0.6 43.3 9.9
Barbers 5.2 40.5 22.5
Butchers and other meat, poultry, and fish processing workers 4.6 39.7 15.4
Carpenters 1.6 39.3 6.3
Construction and extraction occupations 1.7 38.9 7.1
Interpreters and translators 14.1 38.7 7.9
Telecommunications line installers and repairers 2.1 38.4 13.7
Building and grounds cleaning and maintenance occupations 3.4 38.3 14.2
Packers and packagers, hand 8.5 38.0 19.1
Cooks 6.0 35.9 15.8
Parking attendants 6.8 35.7 28.4
Illustration by Joe Long

2021 Black Employment by Industries
Percent Employment
Industry Black Hispanic Asian
Postal service mail sorters, processors, and processing machine operators 42.9 8.7 13.2
Postal service clerks 40.0 6.3 10.3
Bus drivers, transit and intercity 35.2 14.4 2.3
Security guards and gambling surveillance officers 33.3 18.4 3.8
Nursing assistants 33.2 14.8 4.8
Orderlies and psychiatric aides 32.3 16.9 2.7
Home health aides 32.0 25.9 8.9
Child, family, and school social workers 30.7 18.7 0.9
Mail clerks and mail machine operators, except postal service 30.0 17.0 9.3
Parking attendants 28.4 35.7 6.8
Counselors, all other 27.6 11.8 4.4
Licensed practical and licensed vocational nurses 27.6 13.7 2.7
Healthcare social workers 27.5 10.8 1.2
Correctional officers and jailers 26.7 14.2 2.2
Other healthcare support workers 26.6 17.0 3.8
Laundry and dry-cleaning workers 26.4 32.3 8.6
Psychiatric technicians 26.0 10.2 1.1
Substance abuse and behavioral disorder counselors 25.9 11.6 1.3
Social workers, all other 25.8 15.2 4.6
Cutting workers 25.4 27.3 1.1
Insurance claims and policy processing clerks 25.3 19.5 1.9
Eligibility interviewers, government programs 25.2 18.6 6.2
Dietetic technicians and ophthalmic medical technicians 25.1 11.6 3.2
Taxi drivers 25.1 28.2 15.3
Personal care aides 24.9 21.5 8.5
Illustration by Joe Long

Federal Reserve Data Depository:

Number of Private Establishments for All Industries in Orange County, CA (ENU0605920510)

An establishment is an economic unit, such as a factory, mine, store, or office that produces goods or services. It generally is at a single location and is engaged predominantly in one type of economic activity. Where a single location encompasses two or more distinct activities, these are treated as separate establishments, if separate payroll records are available, and the various activities are classified under different industry codes.

Unemployment Rate in Orange County, CA (CAORAN7URN)

Net County-to-County Migration Flow (5-year estimate) for Orange County, CA (NETMIGNACS006059)

Conclusion: