Analysizing Census data:

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

Asian Populations in California Counties
2020 Census
NAME value
Los Angeles 1499984
Santa Clara 759030
Orange 706813
Alameda 545261
San Diego 410752
San Francisco 296505
Sacramento 281733
San Mateo 230242
Contra Costa 217823
San Bernardino 182287
Riverside 171243
San Joaquin 139323
Fresno 113328
Solano 72766
Ventura 64923
Kern 46777
Placer 35500
Stanislaus 34778
Yolo 30392
Monterey 26680

0643000 Long Beach city

0644000 Los Angeles city

0600884 Alhambra city

0602462 Arcadia city

0684200 West Covina city

0630000 Glendale city

0615044 Compton city

Los Angeles City _ General Populations
2020 Census
variable estimate percent
Hispanic 1829991 47
Asian 462643 12
White 1359068 35
Black 336096 9
Long Beach City _ General Populations
2020 Census
variable estimate percent
Hispanic 201997 43
Asian 60874 13
White 149347 32
Black 58334 12
Alhambra City _ General Populations
2020 Census
variable estimate percent
Hispanic 29910 36
Asian 42977 52
White 11898 14
Black 1537 2
Arcadia City _ General Populations
2020 Census
variable estimate percent
Hispanic 7401 13
Asian 36772 65
White 11378 20
Black 959 2
West Covina city _ General Populations
2020 Census
variable estimate percent
Hispanic 58102 53
Asian 33632 31
White 21993 20
Black 4045 4
Glendale city _ General Populations
2020 Census
variable estimate percent
Hispanic 33575 17
Asian 29870 15
White 128248 65
Black 3573 2
Compton city _ General Demographics
2020 Census
variable estimate percent
Hispanic 67791 71
Asian 445 0
White 7732 8
Black 24873 26

##2020 ASIAN ALONE BY SELECTED GROUPS

B02015_002 Estimate!!Total:!!Asian Indian B02015_007 Estimate!!Total:!!Chinese, except Taiwanese B02015_008 Estimate!!Total:!!Filipino B02015_011 Estimate!!Total:!!Japanese B02015_012 Estimate!!Total:!!Korean B02015_018 Estimate!!Total:!!Pakistani B02015_020 Estimate!!Total:!!Taiwanese B02015_021 Estimate!!Total:!!Thai B02015_022 Estimate!!Total:!!Vietnamese B02015_013 Estimate!!Total:!!Laotian B02015_006 Estimate!!Total:!!Cambodian B02015_014 Estimate!!Total:!!Malaysian

#——————— # 2010 Census acs5 variables B02006_010 Estimate!!Total!!Korean B02006_005 Estimate!!Total!!Chinese , except Taiwanese B02006_015 Estimate!!Total!!Taiwanese B02006_017 Estimate!!Total!!Vietnamese B02006_006 Estimate!!Total!!Filipino B02006_010 Estimate!!Total!!Korean B02006_009 Estimate!!Total!!Japanese B02006_002 Estimate!!Total!!Asian Indian B02006_016 Estimate!!Total!!Thai B02006_013 Estimate!!Total!!Pakistani B02006_015 Estimate!!Total!!Taiwanese B02006_012 Estimate!!Total!!Malaysian B02006_011 Estimate!!Total!!Laotian B02006_004 Estimate!!Total!!Cambodian

0643000 Long Beach city

0644000 Los Angeles city

0600884 Alhambra city

0602462 Arcadia city

0684200 West Covina city

0630000 Glendale city

0615044 Compton city

Los Angeles City _ Asian Populations
2020 Census
variable y2020 y2010 change
Filipino 129754 125,882 3872
Korean 106241 101,704 4537
Chinese 76545 66,259 10286
Indian 41689 31,540 10149
Japanese 29972 36,348 -6376
Vietnamese 25295 21,672 3623
Thai 12427 10,462 1965
Taiwanese 5472 3,348 2124
Pakistani 4651 3,931 720
Kmer 3805 4,094 -289
Laos 823 871 -48
Malays 384 284 100
Long Beach City _ Asian Populations
2020 Census
variable y2020 y2010 change
Filipino 20227 20,553 -326
Kmer 16517 17,813 -1296
Chinese 4171 4,155 16
Korean 3085 2,156 929
Vietnamese 2885 5,115 -2230
Indian 2523 2,051 472
Japanese 2492 3,187 -695
Thai 1085 1,126 -41
Laos 507 590 -83
Pakistani 374 317 57
Taiwanese 281 341 -60
Malays 28 33 -5
Alhambria City _ Asian Populations
2020 Census
variable y2020 y2010 change
Chinese 30178 31,251 -1073
Vietnamese 3814 3,382 432
Filipino 2123 1,845 278
Korean 1139 681 458
Taiwanese 1015 505 510
Japanese 985 1,467 -482
Indian 606 716 -110
Kmer 472 378 94
Thai 412 588 -176
Laos 116 116 0
Pakistani 86 41 45
Malays 59 26 33
Arcadia City _ Asian Populations
2020 Census
variable y2020 y2010 change
Chinese 21505 23,209 -1704
Taiwanese 2796 1,624 1172
Filipino 2169 1,053 1116
Indian 1886 1,118 768
Vietnamese 1355 710 645
Korean 1199 1,853 -654
Japanese 983 851 132
Thai 310 296 14
Kmer 136 44 92
Pakistani 91 37 54
Laos 57 22 35
Malays 0 0 0
West Covina City _ Asian Populations
2020 Census
variable y2020 y2010 change
Chinese 13946 8,098 5848
Filipino 9169 10,545 -1376
Vietnamese 3122 3,031 91
Japanese 816 797 19
Taiwanese 629 675 -46
Thai 541 746 -205
Korean 502 1,352 -850
Indian 384 621 -237
Kmer 276 89 187
Laos 189 89 100
Pakistani 98 25 73
Malays 51 10 41
Glendale City _ Asian Populations
2020 Census
variable y2020 y2010 change
Filipino 11671 12,141 -470
Korean 7823 10,940 -3117
Chinese 3156 2,246 910
Indian 1848 1,681 167
Japanese 1207 1,801 -594
Vietnamese 746 1,025 -279
Thai 360 388 -28
Taiwanese 206 139 67
Pakistani 108 81 27
Malays 18 0 18
Kmer 13 0 13
Laos 0 77 -77
Compton City _ Asian Populations
2020 Census
variable y2020 y2010 change
Filipino 497 53 444
Vietnamese 274 0 274
Japanese 73 57 16
Chinese 60 29 31
Indian 13 7 6
Thai 13 0 13
Korean 1 79 -78
Kmer 0 0 0
Laos 0 0 0
Malays 0 0 0
Pakistani 0 0 0
Taiwanese 0 0 0

0656000 Pasadena city

0655156 Palmdale city

0680000 Torrance city

0669088 Santa Clarita city

0636546 Inglewood city

## Warning: Domain not specified, defaulting to observed range within each
## specified column.
Pasadena City _ Asian Populations
2020 Census
variable y2020 y2010 change
Chinese 9382 5,729 3653
Filipino 4072 3,658 414
Indian 3756 1,611 2145
Korean 2840 2,333 507
Japanese 1762 1,950 -188
Taiwanese 850 548 302
Vietnamese 735 723 12
Thai 360 173 187
Pakistani 232 2 230
Laos 70 48 22
Kmer 56 0 56
Malays 16 0 16
## Warning: Domain not specified, defaulting to observed range within each
## specified column.
Torrance City _ Asian Populations
2020 Census
variable y2020 y2010 change
Japanese 15036 15,109 -73
Korean 11782 13,224 -1442
Indian 7358 3,724 3634
Chinese 6081 6,483 -402
Filipino 5666 5,696 -30
Vietnamese 2302 1,544 758
Pakistani 1326 280 1046
Taiwanese 918 507 411
Thai 639 310 329
Kmer 109 136 -27
Laos 35 25 10
Malays 7 115 -108
## Warning: Domain not specified, defaulting to observed range within each
## specified column.
Santa Clarita City _ Asian Populations
2020 Census
variable y2020 y2010 change
Filipino 8821 5,693 3128
Korean 3348 1,868 1480
Indian 3194 2,070 1124
Chinese 2586 1,468 1118
Japanese 1309 1,364 -55
Vietnamese 780 736 44
Thai 492 449 43
Pakistani 352 12 340
Taiwanese 200 55 145
Kmer 171 33 138
Laos 16 0 16
Malays 0 28 -28
## Warning: Domain not specified, defaulting to observed range within each
## specified column.
Inglewood City _ Asian Populations
2020 Census
variable y2020 y2010 change
Filipino 859 478 381
Indian 506 339 167
Japanese 391 74 317
Chinese 362 33 329
Vietnamese 340 105 235
Pakistani 147 100 47
Korean 93 69 24
Thai 29 55 -26
Kmer 1 15 -14
Laos 0 0 0
Malays 0 0 0
Taiwanese 0 0 0

2020 Census acs5 variables

B02006_010 Estimate!!Total!!Korean B02006_005 Estimate!!Total!!Chinese , except Taiwanese B02006_015 Estimate!!Total!!Taiwanese B02006_017 Estimate!!Total!!Vietnamese B02006_006 Estimate!!Total!!Filipino B02006_010 Estimate!!Total!!Korean B02006_009 Estimate!!Total!!Japanese B02006_002 Estimate!!Total!!Asian Indian B02006_016 Estimate!!Total!!Thai B02006_013 Estimate!!Total!!Pakistani B02006_015 Estimate!!Total!!Taiwanese B03001_002 Estimate!!Total!!Not Hispanic or Latino

Vietnamese Populations by cities
2020 California Census
NAME estimate
San Jose city, California 115,405
Garden Grove city, California 57,280
Westminster city, California 40,187
San Diego city, California 36,509
Santa Ana city, California 26,935
Los Angeles city, California 25,295
Anaheim city, California 19,367
San Francisco city, California 16,139
Fountain Valley city, California 13,345
Huntington Beach city, California 10,077
Irvine city, California 9,875
Milpitas city, California 9,860
El Monte city, California 9,679
Elk Grove city, California 8,332
Oakland city, California 7,689
Rosemead city, California 7,537
Stanton city, California 7,174
Sacramento city, California 7,018
Stockton city, California 6,380
Fremont city, California 5,564
Hayward city, California 4,695
Riverside city, California 4,023
Orange city, California 3,954
San Gabriel city, California 3,919
Alhambra city, California 3,814
Santa Clara city, California 3,551
West Covina city, California 3,122
Costa Mesa city, California 3,089
San Leandro city, California 2,980
Long Beach city, California 2,885
Sunnyvale city, California 2,805
Baldwin Park city, California 2,751
Corona city, California 2,718
Mission Viejo city, California 2,643
Monterey Park city, California 2,642
Fresno city, California 2,423
Torrance city, California 2,302
Tustin city, California 2,215
Murrieta city, California 2,179
Union City city, California 2,136
Alameda city, California 2,128
Fullerton city, California 1,970
Buena Park city, California 1,912
Gardena city, California 1,879
Lake Forest city, California 1,864
Montclair city, California 1,659
Pomona city, California 1,651
Temple City city, California 1,646
Escondido city, California 1,638
Oceanside city, California 1,619
Chinese Populations by cities
2020 California Census
NAME estimate
San Francisco city, California 181,963
San Jose city, California 83,598
Los Angeles city, California 76,545
San Diego city, California 45,556
Irvine city, California 39,384
Fremont city, California 38,955
Oakland city, California 32,095
Alhambra city, California 30,178
Monterey Park city, California 27,855
Sunnyvale city, California 25,065
Sacramento city, California 22,130
Daly City city, California 21,557
Arcadia city, California 21,505
Rosemead city, California 21,146
El Monte city, California 19,731
Diamond Bar city, California 17,047
San Gabriel city, California 16,653
Cupertino city, California 16,070
Temple City city, California 16,008
Santa Clara city, California 14,822
San Leandro city, California 14,324
West Covina city, California 13,946
Chino Hills city, California 13,420
Palo Alto city, California 12,356
San Ramon city, California 11,669
Berkeley city, California 11,585
San Mateo city, California 11,484
Walnut city, California 11,449
Mountain View city, California 11,404
Milpitas city, California 11,147
Alameda city, California 10,467
Elk Grove city, California 9,719
Pasadena city, California 9,382
Dublin city, California 9,208
Union City city, California 9,144
Hayward city, California 9,085
Pleasanton city, California 8,743
South San Francisco city, California 8,223
Baldwin Park city, California 7,767
Saratoga city, California 7,609
Foster City city, California 7,398
Davis city, California 7,390
Rancho Cucamonga city, California 7,199
Millbrae city, California 7,130
Eastvale city, California 6,830
San Marino city, California 6,298
Torrance city, California 6,081
San Bruno city, California 5,578
Cerritos city, California 5,555
Riverside city, California 5,495
Stockton city, California 5,229
Fresno city, California 5,175
Pomona city, California 5,118
Redwood City city, California 5,094
Chino city, California 4,773
Anaheim city, California 4,739
Newark city, California 4,732
Yorba Linda city, California 4,621
Richmond city, California 4,563
Walnut Creek city, California 4,483
Huntington Beach city, California 4,251
Fullerton city, California 4,235
Long Beach city, California 4,171
Concord city, California 4,139
Tustin city, California 4,094
Burlingame city, California 3,952
Los Altos city, California 3,934
Belmont city, California 3,767
Thousand Oaks city, California 3,719
Montebello city, California 3,681
Campbell city, California 3,663
El Cerrito city, California 3,659
South Pasadena city, California 3,654
Rancho Palos Verdes city, California 3,295
Lake Forest city, California 3,244
Glendale city, California 3,156
Ontario city, California 3,093
Fontana city, California 2,951
Orange city, California 2,937
Bakersfield city, California 2,922
Santa Monica city, California 2,810
Albany city, California 2,735
Azusa city, California 2,685
Santa Cruz city, California 2,635
Santa Clarita city, California 2,586
Pacifica city, California 2,557
Cypress city, California 2,502
Santa Ana city, California 2,421
Carlsbad city, California 2,352
Livermore city, California 2,336
Newport Beach city, California 2,323
Glendora city, California 2,308
San Dimas city, California 2,236
Burbank city, California 2,195
Mission Viejo city, California 2,113
Menlo Park city, California 2,090
Garden Grove city, California 2,062
Vallejo city, California 2,028
Monrovia city, California 2,011
Korean Populations by cities
2020 California Census
NAME estimate
Los Angeles city, California 106,241
Irvine city, California 21,271
Fullerton city, California 17,492
San Diego city, California 14,809
San Jose city, California 13,082
San Francisco city, California 11,970
Torrance city, California 11,782
Buena Park city, California 9,703
Glendale city, California 7,823
Anaheim city, California 6,630
Cerritos city, California 6,159
Cypress city, California 5,465
Diamond Bar city, California 5,024
La Mirada city, California 4,615
Garden Grove city, California 4,086
Brea city, California 4,029
Chino Hills city, California 3,647
Gardena city, California 3,622
Santa Clarita city, California 3,348
La Habra city, California 3,340
Tustin city, California 3,311
Rancho Palos Verdes city, California 3,118
Santa Clara city, California 3,095
Long Beach city, California 3,085
Fremont city, California 3,003
Pasadena city, California 2,840
Yorba Linda city, California 2,797
Oakland city, California 2,757
Rancho Cucamonga city, California 2,708
Cupertino city, California 2,695
Sunnyvale city, California 2,561
Pleasanton city, California 2,495
La Cañada Flintridge city, California 2,447
Riverside city, California 2,398
Palo Alto city, California 2,274
Berkeley city, California 2,200
San Ramon city, California 2,183
La Palma city, California 2,069
Filipino Populations by cities
2020 California Census
NAME estimate
Los Angeles city, California 129,754
San Diego city, California 77,612
San Jose city, California 55,781
San Francisco city, California 35,588
Daly City city, California 32,928
Chula Vista city, California 31,983
Vallejo city, California 23,695
Stockton city, California 21,079
Long Beach city, California 20,227
Carson city, California 19,617
Hayward city, California 17,498
South San Francisco city, California 14,939
Anaheim city, California 14,782
Elk Grove city, California 14,359
Fremont city, California 14,329
Sacramento city, California 14,052
Union City city, California 13,773
Glendale city, California 11,671
Fairfield city, California 11,227
Milpitas city, California 10,054
National City city, California 9,799
San Leandro city, California 9,363
West Covina city, California 9,169
Oxnard city, California 9,134
Santa Clarita city, California 8,821
Bakersfield city, California 8,537
Pittsburg city, California 8,470
Lakewood city, California 8,130
Fresno city, California 7,992
Buena Park city, California 7,811
Cerritos city, California 7,681
Irvine city, California 7,631
Santa Clara city, California 7,165
Riverside city, California 6,648
Norwalk city, California 6,593
Delano city, California 6,485
Antioch city, California 6,293
Oakland city, California 6,253
Salinas city, California 6,205
Oceanside city, California 6,005
Temecula city, California 5,945
Rancho Cucamonga city, California 5,911
Chino Hills city, California 5,843
Sunnyvale city, California 5,791
Alameda city, California 5,747
Fontana city, California 5,734
Eastvale city, California 5,714
Torrance city, California 5,666
Corona city, California 5,589
Concord city, California 5,353
Hercules city, California 5,242
American Canyon city, California 5,140
Bellflower city, California 5,070
Tracy city, California 4,926
Roseville city, California 4,904
San Bruno city, California 4,819
Moreno Valley city, California 4,676
Newark city, California 4,634
Orange city, California 4,340
Murrieta city, California 4,335
Burbank city, California 4,320
Pasadena city, California 4,072
Modesto city, California 3,984
Vacaville city, California 3,893
Lancaster city, California 3,876
San Mateo city, California 3,772
Santa Maria city, California 3,732
Fullerton city, California 3,726
Suisun City city, California 3,709
Garden Grove city, California 3,653
Brentwood city, California 3,561
Chino city, California 3,533
Richmond city, California 3,462
Diamond Bar city, California 3,413
Ontario city, California 3,397
Huntington Beach city, California 3,374
Manteca city, California 3,325
Escondido city, California 3,324
Pacifica city, California 3,314
Pomona city, California 3,270
Lathrop city, California 3,264
Palmdale city, California 3,244
Downey city, California 3,188
San Ramon city, California 3,108
Baldwin Park city, California 3,105
Walnut city, California 3,093
San Marcos city, California 3,076
Lake Forest city, California 3,039
Santa Ana city, California 2,979
Victorville city, California 2,923
Simi Valley city, California 2,820
Artesia city, California 2,791
Rancho Cordova city, California 2,749
Cathedral City city, California 2,698
Redwood City city, California 2,654
Menifee city, California 2,627
La Mirada city, California 2,611
Camarillo city, California 2,606
Mission Viejo city, California 2,573
Livermore city, California 2,539
Visalia city, California 2,530
San Bernardino city, California 2,458
Gilroy city, California 2,451
Gardena city, California 2,417
Dublin city, California 2,400
Tustin city, California 2,381
Cypress city, California 2,317
Lake Elsinore city, California 2,312
Clovis city, California 2,208
Arcadia city, California 2,169
Loma Linda city, California 2,126
Alhambra city, California 2,123
Santa Rosa city, California 2,029
Poway city, California 2,001
Japanese Populations by cities
2020 California Census
NAME estimate
Los Angeles city, California 29,972
Torrance city, California 15,036
San Jose city, California 11,059
San Francisco city, California 9,748
San Diego city, California 9,349
Irvine city, California 7,869
Sacramento city, California 5,342
Gardena city, California 5,011
Monterey Park city, California 3,289
Rancho Palos Verdes city, California 3,024
Huntington Beach city, California 2,874
Anaheim city, California 2,522
Long Beach city, California 2,492
Sunnyvale city, California 2,420
Fresno city, California 2,363
Santa Clara city, California 2,079
Redondo Beach city, California 2,017
Indian Populations by cities
2020 California Census
NAME estimate
San Jose city, California 72,179
Fremont city, California 65,788
Los Angeles city, California 41,689
San Diego city, California 30,207
Sunnyvale city, California 29,854
Santa Clara city, California 22,742
San Francisco city, California 22,265
Irvine city, California 18,036
San Ramon city, California 17,635
Cupertino city, California 17,514
Dublin city, California 16,247
Fresno city, California 15,959
Milpitas city, California 15,182
Pleasanton city, California 14,020
Sacramento city, California 13,661
Union City city, California 10,545
Bakersfield city, California 9,995
Yuba City city, California 9,841
Torrance city, California 7,358
Hayward city, California 7,146
Folsom city, California 6,903
Mountain View city, California 6,632
Elk Grove city, California 6,242
Stockton city, California 5,842
Simi Valley city, California 5,300
Foster City city, California 5,278
Roseville city, California 5,216
Tracy city, California 5,194
Anaheim city, California 4,827
Newark city, California 4,306
Cerritos city, California 4,239
Berkeley city, California 4,197
San Mateo city, California 3,926
Palo Alto city, California 3,873
Riverside city, California 3,867
Saratoga city, California 3,802
Livermore city, California 3,772
Pasadena city, California 3,756
Tustin city, California 3,599
Oakland city, California 3,569
Manteca city, California 3,413
Santa Clarita city, California 3,194
Modesto city, California 3,075
Cypress city, California 3,052
Rancho Cucamonga city, California 3,038
Carlsbad city, California 2,968
Buena Park city, California 2,932
Los Altos city, California 2,919
Redwood City city, California 2,866
Livingston city, California 2,675
Long Beach city, California 2,523
Thousand Oaks city, California 2,492
Turlock city, California 2,399
Corona city, California 2,362
Campbell city, California 2,348
Fairfield city, California 2,233
Belmont city, California 2,166
Fullerton city, California 2,141
Lathrop city, California 2,114
Eastvale city, California 2,072
Lake Forest city, California 2,069
Yorba Linda city, California 2,032
Thai Populations by cities
2020 California Census
NAME estimate
Los Angeles city, California 12,427
Pakistani Populations by cities
2020 California Census
NAME estimate
Los Angeles city, California 4,651
Stockton city, California 4,002
Lodi city, California 3,692
San Jose city, California 2,647
Sacramento city, California 2,417
Fremont city, California 2,378

Conclusion:

  • This report is very general, and could be refocused to specific issues
  • This report might present more questions than answers
  • R Census packages are new powerful tools for data analysis
  • Let’s continue to work on demographics

Thank you

  • Joe Long
  • 858-442-2566