Data

This dataset is a subset of data from the Medical Board of California’s Physician Survey of allopathic physicians and surgeons (licensees). The dataset includes the number of licensees by the county where they are practicing, as well as their race/ethnicity. Data are for California counties only.

Physicians and Surgeons by Race/Ethnicity and Practice Location

Data source : https://healthdata.gov/dataset/physicians-and-surgeons-raceethnicity-and-practice-location

https://data.chhs.ca.gov/dataset/0c9702d2-8197-4e8a-88ea-5324bf8362e0/resource/dd55ddd3-6e35-490b-b5bb-69f5e0bc9f1a/download/physicians-and-surgeons-by-race.ethnicity-and-practice-location-dd.docx

Doctors in Orange county

ggplot(doctor_Orange,aes(x=reorder(Ethnicity,Count),y=Count))+ geom_bar(stat = "identity",fill="#D7261E") +                           ggtitle("Physicians in Orange County _2016")+coord_flip()

Ethnicity Count
Spanish 1672
Vietnamese 615
No Bubble Marked 564
Decline To State 457
Farsi 437
Mandarin 413
Hindi 376
French 310
Korean 267
Arabic 199
Tagalog 137
Punjabi 135
Cantonese 115
German 114
Other Non English 112
Other Chinese Languages 111
Other 76
Gujarati 70
Italian 69
Russian 63
Japanese 58
Telugu 41
Armenian 35
Hebrew 33
Portuguese 33
Turkish 32
Thai 31
Polish 25
Greek 22
Hungarian 14
Ilacano 14
Cambodian 10
American Sign Language(Asl) 8
Formosan (Amis) 8
Scandinavian Languages 7
Lao 6
Croatian 5
Yiddish 5
Afrikaans 4
Indonesian 3
Serbian 3
Ukrainian 3
Amharic 2
Fijian 2
Xiang Chinese 2
Yoruba 2
Mien 1
Samoan 1

Santa Clara county _ doctors with Vietnamese language

Ethnicity Count
Spanish 871
Hindi 443
No Bubble Marked 402
Decline To State 391
Mandarin 388
Vietnamese 296
French 266
Cantonese 144
Farsi 140
Punjabi 123
Other Non English 112
German 96
Tagalog 79
Korean 71
Other 68
Russian 67
Telugu 65
Gujarati 59
Other Chinese Languages 55
Italian 48
Arabic 47
Japanese 40
Hebrew 33
Portuguese 18
Ilacano 14
Greek 11
Armenian 10
Polish 10
Turkish 8
Thai 7
Afrikaans 6
Hungarian 6
Scandinavian Languages 6
Croatian 5
Formosan (Amis) 5
Amharic 4
Cambodian 4
Swahili 4
Ukrainian 3
Yiddish 3
American Sign Language(Asl) 2
French Creole 2
Indonesian 2
Serbian 2
Fijian 1
Other Sign Language 1

San Diego county _ doctors with Vietnamese language

Ethnicity Count
Spanish 1782
No Bubble Marked 772
Decline To State 666
French 299
Farsi 242
Hindi 207
Mandarin 190
German 154
Vietnamese 154
Tagalog 125
Arabic 106
Other Non English 103
Italian 91
Russian 82
Korean 61
Portuguese 59
Other 58
Punjabi 52
Cantonese 47
Gujarati 37
Hebrew 37
Polish 34
Japanese 31
Other Chinese Languages 31
Telugu 31
Turkish 16
Armenian 14
Greek 14
Scandinavian Languages 12
Ilacano 10
Ukrainian 10
Hungarian 9
Afrikaans 8
Yiddish 7
Serbian 6
Thai 6
American Sign Language(Asl) 5
Croatian 5
Indonesian 5
Cambodian 4
French Creole 4
Amharic 3
Other Sign Language 3
Swahili 3
Lao 2
Fijian 1
Hmong 1
Samoan 1
Yoruba 1

Alameda county _ doctors with Vietnamese language

Ethnicity Count
Spanish 711
Hindi 327
No Bubble Marked 297
Decline To State 244
Mandarin 239
French 154
Cantonese 151
Vietnamese 129
Punjabi 114
Other Non English 73
Farsi 68
Tagalog 62
German 61
Russian 43
Gujarati 42
Other 40
Telugu 39
Italian 34
Other Chinese Languages 31
Korean 29
Portuguese 27
Hebrew 15
Arabic 14
Japanese 14
Ilacano 10
Armenian 9
Polish 7
Turkish 7
Thai 5
French Creole 4
Greek 4
Ukrainian 4
Afrikaans 3
American Sign Language(Asl) 3
Scandinavian Languages 3
Yoruba 3
Hmong 2
Hungarian 2
Other Sign Language 2
Cambodian 1
Croatian 1
Formosan (Amis) 1
Indonesian 1
Lao 1
Mien 1
Samoan 1
Serbian 1
Swahili 1
Yiddish 1

Los Angeles county _ doctors with Vietnamese language

Ethnicity Count
Spanish 5904
No Bubble Marked 1487
Mandarin 1313
Farsi 1248
Decline To State 1225
French 968
Hindi 924
Tagalog 610
Korean 575
Arabic 565
Russian 523
Armenian 491
Vietnamese 491
Cantonese 480
Other Non English 357
Hebrew 353
German 345
Punjabi 303
Other Chinese Languages 266
Other 232
Italian 209
Gujarati 161
Japanese 148
Portuguese 113
Turkish 84
Thai 71
Telugu 70
Ilacano 69
Polish 61
Greek 45
Afrikaans 41
Ukrainian 38
Yiddish 37
Hungarian 30
Scandinavian Languages 25
American Sign Language(Asl) 21
Formosan (Amis) 21
Serbian 20
Croatian 19
Cambodian 15
French Creole 14
Indonesian 14
Amharic 12
Swahili 12
Yoruba 8
Fijian 5
Samoan 5
Lao 4
Other Sign Language 3
Xiang Chinese 3
Mien 1
Navajo 1 

## [1] "Ethnicity" "n"
Ethnicity n
Spanish 17417
No Bubble Marked 6604
Decline To State 5590
Hindi 4186
Mandarin 3851
French 3162
Farsi 2793
Vietnamese 2560
Tagalog 1977
Punjabi 1640
Cantonese 1571
Arabic 1435
German 1389
Korean 1344
Other Non English 1304
Russian 1137
Other 831
Italian 741
Other Chinese Languages 736
Armenian 651
Gujarati 583
Hebrew 575
Japanese 441
Portuguese 420
Telugu 413
Ilacano 232
Polish 225
Turkish 225
Thai 220
Greek 147
Afrikaans 114
Hungarian 99
Ukrainian 96
Scandinavian Languages 84
Yiddish 69
American Sign Language(Asl) 62
Croatian 52
Serbian 49
Formosan (Amis) 47
Indonesian 47
Cambodian 46
French Creole 36
Amharic 35
Swahili 35
Lao 31
Yoruba 26
Fijian 22
Hmong 18
Other Sign Language 18
Samoan 14
Xiang Chinese 9
Mien 6
Navajo 2
Tonga 1