R Week 8 Assignment
Tiffany Meza
3/27/2026
Week 8 Assignment
R Spatial Lab Assignment # 2
Task 1: Covid 19 Join
library(sf)
library(dplyr)
load("lab1_spatial_objects.RData")
names(zip_sf)## [1] "ZIPCODE" "BLDGZIP" "PO_NAME" "POPULATION" "AREA"
## [6] "STATE" "COUNTY" "ST_FIPS" "CTY_FIPS" "URL"
## [11] "SHAPE_AREA" "SHAPE_LEN" "geometry"names(health_sf)## [1] "Facility ID" "Facility Name"
## [3] "Short Description" "Description"
## [5] "Facility Open Date" "Facility Address 1"
## [7] "Facility Address 2" "Facility City"
## [9] "Facility State" "Facility Zip Code"
## [11] "Facility Phone Number" "Facility Fax Number"
## [13] "Facility Website" "Facility County Code"
## [15] "Facility County" "Regional Office ID"
## [17] "Regional Office" "Main Site Name"
## [19] "Main Site Facility ID" "Operating Certificate Number"
## [21] "Operator Name" "Operator Address 1"
## [23] "Operator Address 2" "Operator City"
## [25] "Operator State" "Operator Zip Code"
## [27] "Cooperator Name" "Cooperator Address"
## [29] "Cooperator Address 2" "Cooperator City"
## [31] "Cooperator State" "Cooperator Zip Code"
## [33] "Ownership Type" "Facility Location"
## [35] "geometry"names(nyc_retail_sf)## [1] "County" "License.Number" "Operation.Type"
## [4] "Establishment.Type" "Entity.Name" "DBA.Name"
## [7] "Street.Number" "Street.Name" "Address.Line.2"
## [10] "Address.Line.3" "City" "State"
## [13] "Zip.Code" "Square.Footage" "Location"
## [16] "Coords" "geometry"getwd()## [1] "/Users/uwu/Documents/Rstudio/Week8"head(zip_sf)## Simple feature collection with 6 features and 12 fields
## Geometry type: POLYGON
## Dimension: XY
## Bounding box: xmin: 986490.1 ymin: 168910.5 xmax: 1043042 ymax: 189382.9
## Projected CRS: NAD83 / New York Long Island (ftUS)
## ZIPCODE BLDGZIP PO_NAME POPULATION AREA STATE COUNTY ST_FIPS CTY_FIPS
## 1 11436 0 Jamaica 18681 22699295 NY Queens 36 081
## 2 11213 0 Brooklyn 62426 29631004 NY Kings 36 047
## 3 11212 0 Brooklyn 83866 41972104 NY Kings 36 047
## 4 11225 0 Brooklyn 56527 23698630 NY Kings 36 047
## 5 11218 0 Brooklyn 72280 36868799 NY Kings 36 047
## 6 11226 0 Brooklyn 106132 39408598 NY Kings 36 047
## URL SHAPE_AREA SHAPE_LEN geometry
## 1 http://www.usps.com/ 0 0 POLYGON ((1038098 188138.4,...
## 2 http://www.usps.com/ 0 0 POLYGON ((1001614 186926.4,...
## 3 http://www.usps.com/ 0 0 POLYGON ((1011174 183696.3,...
## 4 http://www.usps.com/ 0 0 POLYGON ((995908.4 183617.6...
## 5 http://www.usps.com/ 0 0 POLYGON ((991997.1 176307.5...
## 6 http://www.usps.com/ 0 0 POLYGON ((994821.5 177865.7...covid_df <- read.csv("tests-by-zcta_2021_04_23.csv")
head(covid_df)## MODIFIED_ZCTA NEIGHBORHOOD_NAME BOROUGH_GROUP
## 1 10001 Chelsea/NoMad/West Chelsea Manhattan
## 2 10002 Chinatown/Lower East Side Manhattan
## 3 10003 East Village/Gramercy/Greenwich Village Manhattan
## 4 10004 Financial District Manhattan
## 5 10005 Financial District Manhattan
## 6 10006 Financial District Manhattan
## label lat lon COVID_CASE_COUNT COVID_CASE_RATE
## 1 10001, 10118 40.75069 -73.99714 1542 5584.31
## 2 10002 40.71578 -73.98618 5902 7835.62
## 3 10003 40.73183 -73.98916 2803 5192.87
## 4 10004 40.70367 -74.01311 247 8310.58
## 5 10005 40.70609 -74.00886 413 4716.11
## 6 10006 40.70965 -74.01304 164 4849.49
## POP_DENOMINATOR COVID_DEATH_COUNT COVID_DEATH_RATE PERCENT_POSITIVE
## 1 27613.09 35 126.75 7.86
## 2 75322.71 264 350.49 12.63
## 3 53977.81 48 88.93 6.93
## 4 2972.12 2 67.29 6.92
## 5 8757.23 0 0.00 6.72
## 6 3381.80 1 29.57 6.84
## TOTAL_COVID_TESTS
## 1 20158
## 2 48197
## 3 41076
## 4 3599
## 5 6102
## 6 2441names(covid_df)## [1] "MODIFIED_ZCTA" "NEIGHBORHOOD_NAME" "BOROUGH_GROUP"
## [4] "label" "lat" "lon"
## [7] "COVID_CASE_COUNT" "COVID_CASE_RATE" "POP_DENOMINATOR"
## [10] "COVID_DEATH_COUNT" "COVID_DEATH_RATE" "PERCENT_POSITIVE"
## [13] "TOTAL_COVID_TESTS"covid_df$MODIFIED_ZCTA <- as.character(covid_df$MODIFIED_ZCTA)
zip_covid <- left_join(zip_sf, covid_df,
by = c("ZIPCODE" = "MODIFIED_ZCTA"))
head(zip_covid)## Simple feature collection with 6 features and 24 fields
## Geometry type: POLYGON
## Dimension: XY
## Bounding box: xmin: 986490.1 ymin: 168910.5 xmax: 1043042 ymax: 189382.9
## Projected CRS: NAD83 / New York Long Island (ftUS)
## ZIPCODE BLDGZIP PO_NAME POPULATION AREA STATE COUNTY ST_FIPS CTY_FIPS
## 1 11436 0 Jamaica 18681 22699295 NY Queens 36 081
## 2 11213 0 Brooklyn 62426 29631004 NY Kings 36 047
## 3 11212 0 Brooklyn 83866 41972104 NY Kings 36 047
## 4 11225 0 Brooklyn 56527 23698630 NY Kings 36 047
## 5 11218 0 Brooklyn 72280 36868799 NY Kings 36 047
## 6 11226 0 Brooklyn 106132 39408598 NY Kings 36 047
## URL SHAPE_AREA SHAPE_LEN
## 1 http://www.usps.com/ 0 0
## 2 http://www.usps.com/ 0 0
## 3 http://www.usps.com/ 0 0
## 4 http://www.usps.com/ 0 0
## 5 http://www.usps.com/ 0 0
## 6 http://www.usps.com/ 0 0
## NEIGHBORHOOD_NAME BOROUGH_GROUP label lat
## 1 South Jamaica/South Ozone Park Queens 11436 40.67582
## 2 Crown Heights (East) Brooklyn 11213 40.67107
## 3 Ocean Hill-Brownsville Brooklyn 11212 40.66293
## 4 Crown Heights (West)/Prospect Lefferts Gardens Brooklyn 11225 40.66306
## 5 Kensington/Windsor Terrace Brooklyn 11218 40.64348
## 6 Flatbush/Prospect Lefferts Gardens Brooklyn 11226 40.64646
## lon COVID_CASE_COUNT COVID_CASE_RATE POP_DENOMINATOR COVID_DEATH_COUNT
## 1 -73.79662 1888 9419.96 20042.54 64
## 2 -73.93633 5166 7996.75 64601.26 203
## 3 -73.91301 7182 9709.74 73966.99 330
## 4 -73.95423 3833 6664.50 57513.69 177
## 5 -73.97604 6199 8377.49 73995.92 218
## 6 -73.95665 7279 7476.75 97355.08 368
## COVID_DEATH_RATE PERCENT_POSITIVE TOTAL_COVID_TESTS
## 1 319.32 17.57 11082
## 2 314.24 13.72 38560
## 3 446.14 15.64 47319
## 4 307.75 11.62 33709
## 5 294.61 13.93 45884
## 6 378.00 13.33 56287
## geometry
## 1 POLYGON ((1038098 188138.4,...
## 2 POLYGON ((1001614 186926.4,...
## 3 POLYGON ((1011174 183696.3,...
## 4 POLYGON ((995908.4 183617.6...
## 5 POLYGON ((991997.1 176307.5...
## 6 POLYGON ((994821.5 177865.7...plot(zip_covid["COVID_CASE_COUNT"])
Task 2: NYC Food Retail Aggregation
Quarto markdown is different from R markdown in terms of chunk options. See chunk options at Quarto website.
unique(nyc_retail_sf$Operation.Type)## [1] "Store"unique(nyc_retail_sf$Establishment.Type)## [1] "JAC" "A" "JACD" "JACDK" "JAD" "JABCHK" "JACHK" "JABC"
## [9] "JAZ" "JABCK" "JACK" "JACDHK" "JABH" "JACH" "JACDE" "JABCH"
## [17] "JABCDH" "JABK" "JABHK" "JABCD" "JACG" "JACDH" "JADHK" "JKA"
## [25] "JADK" "JAB" "JAHK" "JABCDK" "JACZ" "JAK" "JADO" "JDA"retail_food <- nyc_retail_sf %>%
filter(Establishment.Type == "A")
retail_food_proj <- st_transform(retail_food, st_crs(zip_covid))
zip_retail <- st_join(zip_covid, retail_food_proj, left = TRUE)
zip_retail <- zip_retail %>%
group_by(ZIPCODE) %>%
summarize(
retail_count = sum(!is.na(Establishment.Type)),
across(c(COVID_CASE_COUNT, COVID_CASE_RATE, POP_DENOMINATOR,
COVID_DEATH_COUNT, COVID_DEATH_RATE,
PERCENT_POSITIVE, TOTAL_COVID_TESTS,
PO_NAME, COUNTY),
first)
)
zip_retail <- zip_retail %>%
filter(ZIPCODE != "00083")
head(zip_retail)## Simple feature collection with 6 features and 11 fields
## Geometry type: GEOMETRY
## Dimension: XY
## Bounding box: xmin: 971132.6 ymin: 188447.3 xmax: 992172.8 ymax: 215324.9
## Projected CRS: NAD83 / New York Long Island (ftUS)
## # A tibble: 6 × 12
## ZIPCODE retail_count COVID_CASE_COUNT COVID_CASE_RATE POP_DENOMINATOR
## <chr> <int> <int> <dbl> <dbl>
## 1 10001 16 1542 5584. 27613.
## 2 10002 51 5902 7836. 75323.
## 3 10003 27 2803 5193. 53978.
## 4 10004 6 247 8311. 2972.
## 5 10005 2 413 4716. 8757.
## 6 10006 2 164 4849. 3382.
## # ℹ 7 more variables: COVID_DEATH_COUNT <int>, COVID_DEATH_RATE <dbl>,
## # PERCENT_POSITIVE <dbl>, TOTAL_COVID_TESTS <int>, PO_NAME <chr>,
## # COUNTY <chr>, geometry <GEOMETRY [US_survey_foot]>plot(zip_retail["retail_count"])
Task 3: NYC Health Facility Aggregation
unique(health_sf$`Facility Name`)## [1] "NYU Langone Rutherford"
## [2] "Park Ridge Family Health Center"
## [3] "FedCare, Inc."
## [4] "Parkmed NYC, LLC"
## [5] "St Patricks Home"
## [6] "Prime Home Health Services, LLC"
## [7] "Segundo Ruiz Belvis D & T Center"
## [8] "Fort Greene District Health Center"
## [9] "Queens Dialysis Center"
## [10] "Corona Health Center"
## [11] "Comprehensive Health Care & Rehabilitation Services, LLC"
## [12] "PS 1"
## [13] "Montefiore Medical Center - Montefiore Westchester Square"
## [14] "MS 88 Peter Rouget"
## [15] "South Beach Psychiatric Center"
## [16] "Health Opportunities High School"
## [17] "FMS-Morris Park"
## [18] "Cumberland Diagnostic & Treatment Center"
## [19] "Mount Sinai Morningside"
## [20] "New Dorp High School"
## [21] "Century Medical & Dental Center, Inc."
## [22] "Cadman Family Health Center"
## [23] "Middle School 142"
## [24] "John Adams High School"
## [25] "New York GI Center, LLC"
## [26] "Homecrest District Health Center"
## [27] "Lenox Hill Hosp Center for Mental Health"
## [28] "Bronx River Dialysis"
## [29] "Dry Harbor Nursing Home"
## [30] "LaClinica del Barrio"
## [31] "Ambulatory Psychiatric Center"
## [32] "Avicenna ASC, Inc."
## [33] "Ryan/Chelsea-Clinton Community Health Center"
## [34] "PS 288"
## [35] "Fifth Avenue Surgery Center"
## [36] "MS 363"
## [37] "Frederick Douglas Academy"
## [38] "Mental Health Clinic"
## [39] "Brooklyn Medcare"
## [40] "Lower Eastside Service Center Inc"
## [41] "Elmhurst Care Center, Inc"
## [42] "LIJMC-Satellite Dialysis Facility"
## [43] "Floating Hospital (Incorporated)"
## [44] "Split Rock Rehabilitation and Health Care Center"
## [45] "Memorial Sloan Kettering 55th Street Imaging Center"
## [46] "Housing Works East 9th Street ADHCP"
## [47] "Ambulatory Surgery Center of Greater New York"
## [48] "Be Well Primary Health Care Center, LLC"
## [49] "Williamsbridge Home Dialysis Center"
## [50] "Community Healthcare Network"
## [51] "Fordham-Tremont Comm Mental Health Center"
## [52] "Project Renewal Health 45th Street Clinic"
## [53] "HSS Ambulatory Care Clinic"
## [54] "Henry J. Carter Specialty Hospital"
## [55] "Charles B Wang Comm Health Care Center"
## [56] "Little Sisters of the Assumption Family Health"
## [57] "Excellent Home Care Services, LLC"
## [58] "MS 293 - Global Studies"
## [59] "Brooklyn Hospital Center - Downtown Campus"
## [60] "Boro Park Center for Rehabilitation and Healthcare"
## [61] "PS 457"
## [62] "Long Island Jewish Medical Center Primary Care Extension Clinic"
## [63] "Springfield Gardens Educational Campus"
## [64] "Greenpoint Dialysis"
## [65] "Rebekah Certified Home Health Agency"
## [66] "Family Health Center Bushwick High School"
## [67] "Union Community Health Center"
## [68] "Sutphin Health Center"
## [69] "Union Community Health Center Comprehensive Family Dentistry"
## [70] "Mt. Sinai Adult Treatment Program"
## [71] "Montefiore Medical Center"
## [72] "Jackson Avenue Family Residence"
## [73] "CHN - Tremont"
## [74] "Brian Picolo/Intermediate School #53 School Clinic"
## [75] "New York Presbyterian / Lower Manhattan Cancer Center"
## [76] "PS 83 Mendoza School"
## [77] "PS 11 Wt Harris/The Clinton School"
## [78] "Bellevue Hospital Center"
## [79] "Ahava Medical and Rehabilitation Center"
## [80] "Silver Lake Specialized Rehabilitation and Care Center"
## [81] "Joseph P Addabbo Family Health Center"
## [82] "PS 042 Benjamin Altman"
## [83] "Eleanor Roosevelt Houses Child HC"
## [84] "Kings Harbor Dialysis Center"
## [85] "Family Care Certified Services, a Division of Tri-Borough Certified Health Systems of New York"
## [86] "Eastchester Rehabilitation and Health Care Center"
## [87] "Asian Health Center of Flushing"
## [88] "Carol Molinaro DCI Dialysis Center"
## [89] "PS 164"
## [90] "Montefiore Medical Center - Wellness Center at Waters Place"
## [91] "Sillerman Center for Rehabilitation"
## [92] "Bronx Gardens Rehabilitation and Nursing Center"
## [93] "PS 55 & Mott Hall III"
## [94] "Beacon Rehabilitation and Nursing Center"
## [95] "PS 38"
## [96] "Montefiore Dental Center@Bronx Muni Hosp"
## [97] "West Side High School"
## [98] "Ridgewood Communicare Center"
## [99] "Utica Avenue Dialysis Clinic"
## [100] "Beacon Christian Community Health Center - Annex Site"
## [101] "NY-Presbyterian Brooklyn Methodist Hospital, Rehab Center and Women & Children's Clinics"
## [102] "Queens Dialysis at The Pavilion, LLC"
## [103] "Brooklyn Dialysis Center"
## [104] "Care for the Homeless, Inc."
## [105] "Mobile Medical Unit"
## [106] "Center for Advanced Medicine"
## [107] "A Merryland Health Center"
## [108] "Elmhurst Hospital Center"
## [109] "New Carlton Rehab and Nursing Center, LLC"
## [110] "ODA Primary Health Care Network Dental Clinic"
## [111] "Public Health Solutions Brownsville Center"
## [112] "Jamaica Hillside Dialysis"
## [113] "St. Mary's Hospital for Children"
## [114] "Community Mental Health Center"
## [115] "Park West Educational Campus"
## [116] "Reg Imaging and Therapeutic Rad Services"
## [117] "Bensonhurst Clinic Treatment Program"
## [118] "MHHC Mobile Unit"
## [119] "CES 126"
## [120] "South Bronx Health Center"
## [121] "Psychiatric Out-Patient Clinic"
## [122] "Lenox Hill Hospital"
## [123] "CHN Mobile Unit Two"
## [124] "Freedom Center of Queens"
## [125] "Premier Healthcare Bayside"
## [126] "Vincent P. Dole Clinic"
## [127] "CenterLight Healthcare D&TC"
## [128] "Hollis Park Manor Nursing Home"
## [129] "Pediatric Dentistry Ext Clinic"
## [130] "Women's Health & Birthing Pavilion"
## [131] "Columbia University Health Care Inc"
## [132] "Intermediate School 143 Eleanor Roosevelt"
## [133] "Williamsbridge Center for Rehabilitation and Nursing"
## [134] "PS 282 Park Slope"
## [135] "Forest View Center for Rehabilitation & Nursing"
## [136] "Rogosin West Side"
## [137] "Memorial Sloan Kettering Counseling Center"
## [138] "Incarnation Childrens Center Inc"
## [139] "Park Gardens CHHA"
## [140] "Lotus Health and Wellness"
## [141] "Broadway Clinic"
## [142] "Beacon Christian Community Health Center, Inc."
## [143] "Hopkins Center for Rehabilitation and Healthcare"
## [144] "PS 153/368"
## [145] "Ditmas Park Care Center"
## [146] "Washington Heights Family Center"
## [147] "NY Congregational Nursing Center, Inc"
## [148] "Woodcrest Rehabilitation & Residential Health Care Center., LLC"
## [149] "P.S. 092 Adrian Hegeman"
## [150] "Thomas Jefferson High School"
## [151] "NYP/Queens Primary Care Center"
## [152] "Wyckoff Doctors at Myrtle"
## [153] "Sunset Park High School"
## [154] "BronxCare Crotona Park Family Practice"
## [155] "Waters Place Dialysis Center"
## [156] "Rose F. Kennedy Center, Children's Evaluation and Rehabilitation Center at Montefiore"
## [157] "U.S. Renal Care South Flushing Dialysis"
## [158] "I. Sherwood Wright Center for Aging"
## [159] "Third Avenue Family Health Center"
## [160] "P. S. 142"
## [161] "NEOMY Dialysis Center"
## [162] "Columbus Center for Medical Rehabilitation"
## [163] "Bushwick Center for Rehabilitation and Health Care"
## [164] "Flatbush Family Health Center at NYU Langone"
## [165] "Chelsea Center for Special Studies"
## [166] "Greenwich Village Ambulatory Surgery Center, LLC"
## [167] "University Hospital of Brooklyn - SUNY Downstate at Bay Ridge"
## [168] "Schervier Nursing Care Center"
## [169] "Ponce de Leon Elementary School/PS 161"
## [170] "Weill Cornell Imaging at NY-WGC"
## [171] "Montefiore Radiology Ext Clinic"
## [172] "P.S. 18"
## [173] "Brooklyn Center for Rehabilitation and Residential Health Care"
## [174] "Maimonides Cardiology Outpatient Center"
## [175] "New York Surgery Center Queens, LLC"
## [176] "Monroe Academy Campus"
## [177] "Primary Care Clinic"
## [178] "Gastroenterology Care, Inc"
## [179] "RiverSpring Certified Home Health Agency / RiverSpring CHHA / ElderServe CHHA"
## [180] "Odyssey House of New York Inc"
## [181] "Myrtle Avenue Family Health Center"
## [182] "PS 347"
## [183] "35th Street Health Center"
## [184] "Family Health Center of Harlem"
## [185] "Bushwick Communicare Center"
## [186] "James Monroe Annex"
## [187] "CenterLight Healthcare"
## [188] "The Children's Health Center of the New York Foundling"
## [189] "FMS-Eastchester"
## [190] "NYP/Queens Eye Care Center"
## [191] "Bay Ridge Surgi-Center"
## [192] "PS 223"
## [193] "South Bronx Campus"
## [194] "HSS Integrative Care Center"
## [195] "Highbridge Woodycrest Center"
## [196] "Liberty Endoscopy Center"
## [197] "NYU Langone Brooklyn Ambulatory Surgery and Endoscopy Center"
## [198] "New Glen Oaks Nursing Home, Inc"
## [199] "Beth Jacob Day Care"
## [200] "CHN - C A B S Clinic"
## [201] "Queens Hospital Center"
## [202] "P.S. 091 The Albany Avenue School"
## [203] "Gramercy Surgery Center, Inc. - Queens"
## [204] "NYU Langone Harkness Center for Dance Injuries"
## [205] "Avantus Harlem Green Dialysis Center"
## [206] "Harlem Clinics #1 #3 #6 #7"
## [207] "Harry S. Truman High School"
## [208] "Split Rock Long Term Home Health Care Program"
## [209] "Primary Care Network"
## [210] "Premier Home Health Care Services, Inc."
## [211] "Margaret Tietz Nursing and Rehabilitation Center"
## [212] "Surgery of Tomorrow"
## [213] "P R O M E S A Inc"
## [214] "Hillside Manor Rehab & Extended Care Center"
## [215] "Lower Manhattan Dialysis Center-2"
## [216] "X148 Charles Drew Educational Campus"
## [217] "Richmond Center for Rehabilitation and Specialty Healthcare"
## [218] "Medisys Family Care Center"
## [219] "Sea View Hospital, Rehabilitation Center and Home"
## [220] "Montefiore Med Center - Jack D Weiler Hosp of A Einstein College Div"
## [221] "New Settlement School"
## [222] "Union Health Center-ILGWU"
## [223] "EMU Health"
## [224] "PTS of Brooklyn LTHHCP"
## [225] "Health Care for the Homeless Center"
## [226] "Juan Morel Campos Campus"
## [227] "Betances Health Center"
## [228] "MediDental Care"
## [229] "Canarsie Multi Service Center"
## [230] "PS 333/335"
## [231] "PS 279"
## [232] "FMS-Southern Manhattan Dialysis Center"
## [233] "Rogosin Institute - Nephrology Foundation of Brooklyn East"
## [234] "PS 29 The Melrose School"
## [235] "All-Med & Rehabilitation of New York"
## [236] "NYU Langone Perlmutter Cancer Center - Rego Park"
## [237] "East NY Diagnostic & Treatment Center"
## [238] "NYU Langone Ambulatory Care Services"
## [239] "PS 169"
## [240] "Americare Certified Special Services Inc"
## [241] "NYU Langone Hospitals"
## [242] "Urban Strategies/Brookdale Family Care Center"
## [243] "Franklin Center for Rehab&Nursg ADHCP"
## [244] "Medalliance Medical Health Services"
## [245] "Planned Parenthood Staten Island Health Center"
## [246] "Main Street Radiology at Bayside"
## [247] "Healthcare Choices NY, Inc."
## [248] "256 Mason Avenue Radiology"
## [249] "Bedford Medical Family Health Center Inc"
## [250] "Bay Plaza Primary Care Center"
## [251] "Dental Center at North Central Bronx Hospital"
## [252] "Queensbridge Family Health Center"
## [253] "PS18"
## [254] "Brownsville Child Health Clinic"
## [255] "PS 136 Charles O. Dewey/Sunset Park Prep MS 821"
## [256] "St. John's Episcopal Hospital Ambulatory Care Center"
## [257] "Auburn Family Assessment Center"
## [258] "Montefiore Medical Center - Henry & Lucy Moses Div"
## [259] "Beth Abraham Center for Rehabilitation and Nursing"
## [260] "Intermediate School 45"
## [261] "Promenade Rehabilitation and Health Care Center"
## [262] "PS 192/PS 325"
## [263] "Church Avenue Health Center"
## [264] "The HUB Health Center"
## [265] "Rogosin Kidney Center - Auburndale"
## [266] "New York Congregational Nursing Center LTHHCP"
## [267] "Far Rockaway Treatment Center"
## [268] "Your Choice at Home, Inc."
## [269] "NY Hotel Trades Council&Hotel Assoc of NYC Health/Midtown Clinic"
## [270] "Bay Ridge Sunset Park Dialysis Center"
## [271] "PS 112"
## [272] "Park Avenue Family Health Center"
## [273] "Long Island Jewish Forest Hills"
## [274] "UHB Family Health Services"
## [275] "Allhealth D&TC-Mobile Van"
## [276] "Vocational Instruction Project Community Services, Inc."
## [277] "Bridge View Nursing Home"
## [278] "Methadone Clinic II"
## [279] "William Howard Taft High School"
## [280] "Doctor's United Inc.-Bronx"
## [281] "CitiCARES Community Health Center"
## [282] "Kings County Hospital Center"
## [283] "Ryan/Frederick Douglass Community Health Center"
## [284] "Comprehensive Fam Care Center"
## [285] "U.S. Renal Care Pelham Parkway Dialysis"
## [286] "Golden Gate Rehabilitation & Health Care Center"
## [287] "Interfaith Medical Center"
## [288] "Crown Heights Center for Nursing and Rehabilitation"
## [289] "JHS 117 (Joseph H Wade)"
## [290] "Sea Crest Dialysis Center"
## [291] "Staten Island University Hosp-North"
## [292] "NYU Langone Rivergate Transplant Clinic"
## [293] "ODA Primary Health Care Network, Inc"
## [294] "CS 30&31/R Hernandez & L Hughes"
## [295] "Lower Manhattan Health District"
## [296] "CenterLight Healthcare D&TC - Grand Street Site"
## [297] "The Firehouse Health Clinic"
## [298] "Urban Health Plan Extension Clinic"
## [299] "BMS Dental Genesis"
## [300] "Mount Sinai Brooklyn Ambulatory Infusion Center"
## [301] "Alcoholism Outpatient Clinic"
## [302] "Mosholu Parkway Nursing & Rehabilitation Center"
## [303] "PS 24"
## [304] "P.S. 124"
## [305] "Judson Health Center"
## [306] "All County LLC"
## [307] "Louis Brandeis High School"
## [308] "JGB Rehabilitation Corp"
## [309] "BronxCare MBD Family Practice"
## [310] "Premium Health Peds Center"
## [311] "Manhattanville Health Care Center"
## [312] "Heritage Health Care"
## [313] "Cypress Garden Center for Nursing and Rehabilitation"
## [314] "Dialyze Direct NY, LLC"
## [315] "Avantus Irving Place Dialysis Center"
## [316] "Dental Center"
## [317] "M S 51- Alexander"
## [318] "Williamsburg Family Health Center"
## [319] "Community Health Initiatives Inc."
## [320] "GoldStep Ambulatory Surgery Center, LLC"
## [321] "Mount Hope Family Practice"
## [322] "Metro Community Health Center Staten Island"
## [323] "P S 64"
## [324] "NYU Langone Center for Women's Imaging"
## [325] "PS 329"
## [326] "Brooklyn Surgery Center"
## [327] "Williamsbridge Dialysis Center"
## [328] "Maimonides Sleep Disorder Clinic"
## [329] "Wayne Center for Nursing & Rehabilitation"
## [330] "Boston Post Road Dialysis Center"
## [331] "PS 54 S Barnes"
## [332] "Park Gardens Rehabilitation & Nursing Center LLC"
## [333] "The New Jewish Home, Manhattan"
## [334] "Urban Health Plan"
## [335] "Fort Tryon Center for Rehabilitation and Nursing"
## [336] "FMS-Nephro-Care"
## [337] "PS 217"
## [338] "CUHC Mobile Unit"
## [339] "RUMC-Bayley Seton"
## [340] "Jamaica Health Center"
## [341] "HSS Dana Center"
## [342] "ODA Primary Health Network, Inc."
## [343] "NYU Langone Perlmutter Cancer Center-34th Street"
## [344] "Hamilton Park Nursing and Rehabilitation Center"
## [345] "Thurgood Marshall Academy"
## [346] "Damian Family Care Center"
## [347] "Palm Gardens Dialysis Center LLC"
## [348] "Catholic Managed Long Term Care"
## [349] "Women's Medical Center at Corona"
## [350] "Flushing Hospital Medical Center"
## [351] "Stevenson Family Health Center"
## [352] "FMS-City Dialysis Center"
## [353] "GuildCare Manhattan"
## [354] "Joseph P Addabbo-Family Health Center"
## [355] "Maimonides Adult and Pediatric Care Newkirk Avenue"
## [356] "Lenox Hill Hospital Extension Clinic at MEETH"
## [357] "Laurance S Rockefeller OP Pavilion"
## [358] "Weill Cornell Imaging at New York Presbyterian"
## [359] "The Pavilion at Queens for Rehabilitation & Nursing"
## [360] "Medcare"
## [361] "CHN - Dr. Betty Shabazz Center"
## [362] "Ida G Israel Community Health Center"
## [363] "RAMBAM Family Health Center"
## [364] "PS 194/Countee Cullen"
## [365] "Fairview Nursing Care Center Inc"
## [366] "Brooklyn Birthing Center"
## [367] "NYP/Queens Special Care Center"
## [368] "IS45 Educational Campus"
## [369] "Centers Home Health Revival"
## [370] "Beth Israel Med Center Cooper Square"
## [371] "FMS-Nephro Care West"
## [372] "Mount Sinai Kidney Center"
## [373] "Sanford R Nalitt Inst for Cancer"
## [374] "Staten Island University Hosp-South"
## [375] "Peninsula Nursing and Rehabilitation Center"
## [376] "Melrose Houses Child Health Clinic"
## [377] "X 174"
## [378] "Kingsbrook Jewish Medical Center"
## [379] "NYU Langone Health-Cobble Hill"
## [380] "North Central Bronx Hospital"
## [381] "Bella Vista Health Center"
## [382] "Morris Heights Health Center"
## [383] "APICHA Community Health Center"
## [384] "Community Healthcare Network East New York"
## [385] "Rockaway Care Center"
## [386] "NYU Langone Levit Medical Arts Pavilion"
## [387] "CHN - Queens Center"
## [388] "Help One"
## [389] "Staten Island Extension DTC"
## [390] "Settlement Health Plaza"
## [391] "BronxCare Center for Physical Rehabilitation"
## [392] "P.S. 335 Granville T. Woods"
## [393] "Fordham-Tremont Comm Mntl Health Center"
## [394] "Holliswood Center for Rehabilitation and Healthcare"
## [395] "Brookdale Urgent Care and Family Care Center"
## [396] "John F. Kennedy Education Campus"
## [397] "PS 108"
## [398] "Bushwick Center for Renal Dialysis LLC"
## [399] "Brownsville Multi-Service Family Health Center"
## [400] "NYP/Queens Family Health Center"
## [401] "Lawrence Nursing Care Center, Inc"
## [402] "International Community High School"
## [403] "Atlas Park Dialysis"
## [404] "Calvary Hospital Inc"
## [405] "Chemical Dependence Treatment Program"
## [406] "Montefiore Medical Center - Wellness Center at Melrose"
## [407] "William F Ryan Community Health Center Inc"
## [408] "BronxCare Medical and Dental at Poe"
## [409] "Ryan Mobile Medical Van"
## [410] "St Barnabas Ambulatory Care Center"
## [411] "PS 28"
## [412] "Metro Community Health Center Queens"
## [413] "Regeis Care Center"
## [414] "Queens Boulevard Extended Care Facility"
## [415] "Intermediate School 52 Inwood"
## [416] "Adapt Community Network"
## [417] "Palm Gardens NH ADHCP"
## [418] "Long Island Care Center Inc"
## [419] "MJHS Home Care"
## [420] "Clinton Hill Dialysis"
## [421] "Fort Hamilton Clinic Treatment Program"
## [422] "New York-Presbyterian Hospital - Columbia Presbyterian Center"
## [423] "Castle Hill Family Practice"
## [424] "Brookdale Hospital Medical Center"
## [425] "PS 142 - Stranahan"
## [426] "Williamsbridge Family Practice Center"
## [427] "PS 86"
## [428] "CHN Mobile Van V"
## [429] "Morris Heights Counseling Center"
## [430] "HSS River Terrace"
## [431] "The Riverside"
## [432] "Eye Surgery Center of New York"
## [433] "Haven Dialysis"
## [434] "Little Neck Care Center"
## [435] "Vanderbilt Avenue Health Center"
## [436] "Ezra Medical Center"
## [437] "Planned Parenthood Diane L. Max Queens Health Center"
## [438] "NYU Mobile Dental Van"
## [439] "Sidney Kimmel Center"
## [440] "Central Harlem Health Center"
## [441] "Mount Sinai Beth Israel"
## [442] "Mount Sinai Brooklyn"
## [443] "Laconia Dialysis"
## [444] "Verrazano Nursing Home"
## [445] "Montefiore Med Grp Aging In America"
## [446] "The Preston Robert Tisch Center for Men's Health at NYU Langone"
## [447] "Port Richmond High School"
## [448] "C.I.S. 303"
## [449] "Hearst Childrens Center"
## [450] "ODA Primary Health Care Network"
## [451] "Center for Child Health & Resiliency"
## [452] "Rebekah Rehab and Extended Care Center"
## [453] "Beth Israel Med Center 2-C"
## [454] "Bronx Health Collective"
## [455] "Primary Care Annex"
## [456] "NYU Langone Rusk Rehabilitation Brooklyn"
## [457] "Montefiore Medical Center Henry and Lucy Moses Division Mobile Dental Van"
## [458] "FMS-St. Alban's Dialysis Center"
## [459] "Curtis High School"
## [460] "Sheepshead Nursing & Rehabilitation Center"
## [461] "Methadone Clinc I"
## [462] "St. Nicholas Houses Child Health Clinic"
## [463] "Inwood Diagnostic and Treatment Center, Inc."
## [464] "Theodore Roosevelt High School"
## [465] "Beach Gardens Rehab and Nursing Center"
## [466] "Ahava Medical and Rehabilitation Center, LLC"
## [467] "Thelma C. Davidson Adair Medical/Dental clinic"
## [468] "Eger Health Care and Rehabilitation Center"
## [469] "Allhealth D & T Center-Brooklyn"
## [470] "New East Side Nursing Home"
## [471] "Eastchester Road Dialysis Center"
## [472] "Montefiore Medical Center Henry and Lucy Moses Division Mobile Dental Van #2"
## [473] "Albert Tuitt Educational Academy"
## [474] "P S 8"
## [475] "Montefiore Wakefield Behavioral Health and Substance Use Disorders Clinic"
## [476] "P.S. 044 Thomas C. Brown"
## [477] "Brooklyn Plaza Med Ctr Whitman-Ingersoll-Farragut H C"
## [478] "BronxCare Health & Wellness Center"
## [479] "Ridgewood Dialysis Center"
## [480] "Millennium Dialysis"
## [481] "MMG - Via Verde"
## [482] "PS/MS 75"
## [483] "Intermediate School 217 Entrada Academy & Charter School"
## [484] "Riverdale Dialysis Center"
## [485] "New York-Presbyterian Hospital - New York Weill Cornell Center"
## [486] "The High School of Fashion Industries"
## [487] "Erasmus Hall High School"
## [488] "Bronx Health Center"
## [489] "Bronx Park Rehabilitation & Nursing Center"
## [490] "Mount Sinai Comprehensive Health Program - Downtown"
## [491] "Coney Island Hospital"
## [492] "Housing Works East New York"
## [493] "JHS 117 (Alternative Education Complex)"
## [494] "Kips Bay Endoscopy Center, LLC"
## [495] "Hebrew Home for the Aged at Riverdale"
## [496] "JHS 220 Pershing"
## [497] "Cliffside Renal Dialysis"
## [498] "Medex Diagnostic and Treatment Center"
## [499] "Regal Heights Rehabilitation and Health Care Center"
## [500] "Premier Healthcare D & T Center"
## [501] "Jane Adams High School"
## [502] "MS145"
## [503] "Bronx Medical and Wellness Center"
## [504] "Brookdale Family Care Center at Penn Ave"
## [505] "BOOM! Health"
## [506] "Narco Freedom-Grand Concourse"
## [507] "NYU Mobile Dental Equip Sch Prog"
## [508] "Fordham Nursing and Rehabilitation Center"
## [509] "Bayard Rustin Education Complex (BREC)"
## [510] "Farrell Community Health Center"
## [511] "Haym Solomon Home for the Aged"
## [512] "PS 38 Pacific"
## [513] "Montefiore Medical Center-Wakefield Hospital"
## [514] "Resort Nursing Home"
## [515] "Plaza Del Castilo Health Center"
## [516] "Banana Kelly High School"
## [517] "Hope Center for HIV and Nursing Care"
## [518] "Linden Center for Nursing and Rehabilitation"
## [519] "Workmen's Circle Multicare Center"
## [520] "The Birthing Center of NY Inc"
## [521] "Jerome Family Health Center"
## [522] "X 162 Campus"
## [523] "Sumner Avenue Child Health Clinic"
## [524] "START Treatment & Recovery Centers"
## [525] "New York City Department of Health and Mental Hygiene"
## [526] "Personal Touch Home Aides of New York Inc"
## [527] "Weill Cornell Imaging at NYP-61 Street"
## [528] "CHN - Caribbean House Clinic"
## [529] "P. S. 97"
## [530] "Intermediate School 164 Edward W. Stitt"
## [531] "Broadway Dialysis Center"
## [532] "New York-Presbyterian Hospital - Allen Hospital"
## [533] "Bainbridge Nursing & Rehabilitation Center"
## [534] "Ozone Park Dialysis"
## [535] "Brooklyn Gardens Nursing & Rehabilitation Center"
## [536] "Midwood Dialysis"
## [537] "Lakeside/Parkshore Adult Day Health Care Center"
## [538] "Calvary Hospital"
## [539] "X158"
## [540] "Callen-Lorde Bronx"
## [541] "Caring Hospice Services of New York, LLC"
## [542] "Palm Gardens Center for Nursing and Rehabilitation"
## [543] "Ambulatory Care Clinic at Union Hosp"
## [544] "New York Artificial Kidney Center, Inc"
## [545] "Island Rehabilitative Services Corp"
## [546] "PS 811 M"
## [547] "The Endoscopy Center of New York"
## [548] "Intermediate School 145"
## [549] "P.S. 96"
## [550] "Burke Rehab Sports&Physical Medicine"
## [551] "Montefiore Rehab Medical Associates"
## [552] "Briah Home Care"
## [553] "Joseph P. Addabbo Family Health Center"
## [554] "Gan Day Care"
## [555] "CHN-Long Island City Health Center"
## [556] "Benjamin Banneker Academy"
## [557] "Mosholu Avenue Primary Care Center"
## [558] "Brookdale Family Care Center-New Lots"
## [559] "Morris High School"
## [560] "United Odd Fellow and Rebekah Home LTHHCP"
## [561] "Memorial Sloan Kettering Breast and Diagnostic Imaging Center"
## [562] "Springfield Community Health Center"
## [563] "Henry J. Carter Skilled Nursing Facility"
## [564] "Coney Island Multi Service Center"
## [565] "Richmond Pain Management ASC"
## [566] "BronxCare Dr. Martin Luther King, Jr. Health Center"
## [567] "Planned Parenthood Project Street Beat Mobile Health Center"
## [568] "The New Jewish Home Adult Day Health Care Program, Bronx"
## [569] "P S 10"
## [570] "The New Jewish Home, Home Care"
## [571] "Mount Eden Dialysis"
## [572] "Fieldston Lodge Care Center"
## [573] "Charles B Wang Community Health Center Inc"
## [574] "Fresnius Kidney Care - Degraw Street"
## [575] "BIMC Geriatrics Senior Health Center"
## [576] "Continuing Treatment Program II"
## [577] "Dr Susan Smith Mckinney Nursing and Rehabilitation Center"
## [578] "Century Medical and Dental Center"
## [579] "Bronx Center for Rehabilitation & Health Care"
## [580] "Girling Health Care of New York"
## [581] "FMS-Bayside Dialysis Center"
## [582] "Samaritan Health Service University"
## [583] "Evander Childs Campus"
## [584] "La Casa De Salud, Inc."
## [585] "New York Eye & Ear Outpatient Center"
## [586] "Marie Curie Campus"
## [587] "NYU Langone Orthopedic Center"
## [588] "Allerton Dialysis"
## [589] "Center for Hearing and Communication"
## [590] "Harlem Center for Nursing and Rehabilitation"
## [591] "Mid-Bronx Endoscopy Center"
## [592] "The Chateau at Brooklyn Rehabilitation and Nursing Center"
## [593] "HHC Health and Home Care"
## [594] "PS 155"
## [595] "PS 57"
## [596] "Metropolitan Hospital Center"
## [597] "Intermediate School 218"
## [598] "J-Cap Inc Thomas & Marie White Health Center"
## [599] "Michael Callen-Audre Lorde Community Health Center"
## [600] "ParCare Community Health Network"
## [601] "NY Eye & Ear Infirmary Ext Clinic"
## [602] "121st Street Family Health Center"
## [603] "The Marble Hill Family Practice Center"
## [604] "Amber Court at Home, LLC"
## [605] "Community Health Center of Richmond, Inc."
## [606] "Mosdoth Day Care"
## [607] "Wards Island Project"
## [608] "Carnegie Hill Institute, Inc"
## [609] "Amsterdam Center"
## [610] "Waterview Nursing Care Center"
## [611] "Methadone Clinic III"
## [612] "William F. Ryan Community Health Center, Inc."
## [613] "Barnabas Hospital Methadone"
## [614] "M.S. 54 Booker T. Washington"
## [615] "Hospital for Special Surgery"
## [616] "WCINYP at 53 Beekman"
## [617] "NYU Langone Ambulatory Surgery Center"
## [618] "Hutchinson River Dialysis"
## [619] "Maimonides Medical Center"
## [620] "Premium Health"
## [621] "CHN Mobile Van IV"
## [622] "Metro Community Health Center Bronx"
## [623] "Methadone 1"
## [624] "Bensonhurst Center for Rehabilitation and Healthcare"
## [625] "Parker Jewish Institute for Health Care & Rehab"
## [626] "VNA of Staten Island"
## [627] "Callen-Lorde Integrated Health Center"
## [628] "Lasante Health Center"
## [629] "Chinatown Dialysis Center, LLC"
## [630] "Royal Care Certified Home Health Care, LLC"
## [631] "Rutland Nursing Home, Inc."
## [632] "The Phoenix Rehabilitation and Nursing Center"
## [633] "Metro Community Health Center Brooklyn"
## [634] "Selfhelp Family Home Care"
## [635] "St Vincent Depaul Residence"
## [636] "Rogosin Institute Brooklyn Home Dialysis"
## [637] "Maimonides Cancer Center"
## [638] "Queens Nassau Rehabilitation and Nursing Center"
## [639] "Ramon Velez Health Center"
## [640] "Staten Island University Hospital University Hospice"
## [641] "Inwood Health Center"
## [642] "Queens-Long Island Renal Institute"
## [643] "Washington Irving High School"
## [644] "Manhattan Avenue Health Center"
## [645] "Weill Cornell Imaging at NYP-West Side"
## [646] "I S 49"
## [647] "PS 382"
## [648] "Dyker Heights Dialysis Center"
## [649] "Memorial Sloan Kettering 64th Street Outpatient Center"
## [650] "Morris Heights at Melrose Ave"
## [651] "Harlem Hospital Center"
## [652] "Carmel Richmond Healthcare and Rehabilitation Center"
## [653] "Far Rockaway Center for Rehabilitation and Nursing"
## [654] "Seagate Rehabilitation and Nursing Center"
## [655] "Queens Boulevard Extended Care Facility Dialysis Center"
## [656] "HSS Physiatry & Pain Management"
## [657] "Philip Randolph Campus HS"
## [658] "Northern Manor ADHCP"
## [659] "PS 48"
## [660] "Boricua Community Health Center"
## [661] "Caring Family Nursing and Rehabilitation Center"
## [662] "Path Center"
## [663] "Mott Haven Campus"
## [664] "Avantus Upper Manhattan Dialysis Center"
## [665] "South Bronx Dialysis Center"
## [666] "BMS at Genesis"
## [667] "Woodside Houses Child Health Center"
## [668] "I S 166"
## [669] "J.H.S. 062 Ditmas"
## [670] "Bushwick Educational Campus"
## [671] "Narco Freedom-561 Court Street"
## [672] "West Side GI"
## [673] "Century Medical and Dental Center, Inc."
## [674] "Avon Foundation Breast Imaging Center"
## [675] "CHC Surgical Center, LLC"
## [676] "Schulman and Schachne Institute for Nursing And Rehabilitation"
## [677] "Brookdale Family Care Center Inc"
## [678] "Four Seasons Nursing and Rehabilitation Center"
## [679] "Renaissance Health Care Network"
## [680] "Morris Heights Center 233rd Street"
## [681] "Maimonides Adult/Ped Dental Center"
## [682] "X198"
## [683] "ODA Primary Health Care Network, Inc."
## [684] "Bedford Health Clinic"
## [685] "Maimonides Women's Services 9th Avenue"
## [686] "Mobile Eye Clinic"
## [687] "PS 59"
## [688] "NewYork-Presbyterian/Queens"
## [689] "PS 197/John Russwurm"
## [690] "Island Ambulatory Surgery Center, L.L.C."
## [691] "Mobile Medical 4"
## [692] "Samaritan Health Village 53rd St"
## [693] "Beth Israel Med Center #2"
## [694] "BMS at Ashford"
## [695] "IDCC Health Services"
## [696] "Triboro Center for Rehabilitation and Nursing"
## [697] "East Tremont Medical Center"
## [698] "Settlement Health"
## [699] "St Martin De Porres Clinic"
## [700] "HSS ASC of Manhattan"
## [701] "St Mary's Center ADHCP"
## [702] "Kew Gardens Dialysis Center"
## [703] "One Fordham Plaza"
## [704] "Meadow Park Rehabilitation and Health Care Center LLC"
## [705] "East Haven Nursing & Rehabilitation Center"
## [706] "Center for Health Services-Midwood"
## [707] "Brook Plaza Ambulatory Surgical Center Inc"
## [708] "The Children's Aid Society"
## [709] "Medcare LLC"
## [710] "HSS East Side Outpatient Center"
## [711] "Mapleton Clinic Treatment Program"
## [712] "Child Protection Center"
## [713] "Doctors United, Inc."
## [714] "Upper East Side Rehabilitation and Nursing Center"
## [715] "NYP/Queens Wound Healing Center"
## [716] "Fort Tryon Long Term Home Health Care Program"
## [717] "In-Tech Academy"
## [718] "FMS-Atlantic Peritoneal Dialysis & Home Training Center"
## [719] "Third Avenue Imaging LLC"
## [720] "St. Joseph's Medical Center Imaging Center"
## [721] "ColumbiaDoctors/NewYork-Presbyterian Imaging"
## [722] "Callen-Lorde Mobile Medical Unit"
## [723] "P.S./I.S. 157 The Benjamin Health & Science Academy"
## [724] "Main Street Radiology at Bayside LLC"
## [725] "Bedford Center for Nursing and Rehabilitation"
## [726] "Grand Concourse Dialysis Facility"
## [727] "Harlem Health Center"
## [728] "Johnathan Williams Houses Child HC"
## [729] "Visiting Nurse Service of New York Home Care"
## [730] "Advanced Endoscopy Center"
## [731] "Wm F Ryan Community Health Center Inc-NENA"
## [732] "Rockwell Dialysis Center"
## [733] "FMS-South Queens Dialysis Center"
## [734] "Midtown Surgery Center"
## [735] "Forest Hills Hospital Extension Clinic"
## [736] "Jeanne Jugan Residence"
## [737] "Bezalel Rehabilitation and Nursing Center"
## [738] "Morris Heights at Walton Avenue"
## [739] "NY-Presbyterian Brooklyn Methodist Hospital Infusion Services"
## [740] "Endoscopic Diagnostic and Treatment Center, LLC"
## [741] "CenterLight Healthcare Diagnostic and Treatment Center"
## [742] "Crown Heights Child & Adolescent Health Clinic"
## [743] "L'Refuah Medical & Rehabilitation Center"
## [744] "P.S. 5"
## [745] "Ralph Avenue Health Center"
## [746] "BMS ISIS at Bristol"
## [747] "Planned Parenthood Bronx Health Center"
## [748] "Rockefeller University Hospital"
## [749] "NYU Langone Hassenfeld and Fink Children's Center"
## [750] "Queens Endoscopy ASC, LLC"
## [751] "West Lawrence Care Center, LLC"
## [752] "Morrisania Dialysis Center"
## [753] "Low Lead Clinic"
## [754] "Sidney R. Baer, Jr. Health Center"
## [755] "Queen of Peace Residence"
## [756] "P S 95"
## [757] "Perry Avenue Family Medical Center, Inc."
## [758] "PS 352/375"
## [759] "Parsons Community Health Center"
## [760] "Jamaica Hospital Medical Center"
## [761] "Shore View Nursing & Rehabilitation Center"
## [762] "Jacobi Medical Center"
## [763] "SUNY-Parkside Dialysis Center"
## [764] "Franklin Center for Rehabilitation and Nursing"
## [765] "New York Medical and Diagnostic Center"
## [766] "Wyckoff Heights Medical Center Extension Clinic"
## [767] "Staten Island Dialysis Center"
## [768] "SBH Health System"
## [769] "Menorah Home & Hospital for Aged & Infirm"
## [770] "The Door - A Center of Alternatives"
## [771] "Fairview Adult Day Care Center"
## [772] "Terence Cardinal Cooke Health Care Center"
## [773] "Gramercy Surgery Center, Inc"
## [774] "HSS Sports Performance Center"
## [775] "Pelham Parkway Nursing Care and Rehabilitation Facility LLC"
## [776] "Kingsbrook Jewish Medical Center Inc. - Rutland Nursing Home"
## [777] "NY-Presbyterian Brooklyn Methodist Hospital Cardio-Vascular Services"
## [778] "Psych/Alcoholism Treatment Pgm"
## [779] "Premier Healthcare Tremont Avenue"
## [780] "New York Community Hospital of Brooklyn, Inc"
## [781] "TapCo Campus"
## [782] "Dr. Susan Smith McKinney - Neponsit ADHCP"
## [783] "NYU Langone Occupational and Industrial Orthopaedic Center (OIOC)"
## [784] "Brookdale Physicians Dialysis Associates, Inc"
## [785] "SurgiCare of Brooklyn"
## [786] "Riverside Health Center"
## [787] "East Harlem Council for Human Services Inc"
## [788] "Norman Thomas High School"
## [789] "August Martin High School"
## [790] "Sapphire Center for Rehabilitation and Nursing of Central Queens, LLC"
## [791] "DCI-Narrows Kidney Center"
## [792] "Morrisania Diagnostic & Treatment Center"
## [793] "Wyckoff Heights Medical Center"
## [794] "Physicians Choice Surgicenter"
## [795] "Lafayette Medical Approach, LLC"
## [796] "Isabella Geriatric Center Inc"
## [797] "Union Square Eye Care - Harlem"
## [798] "Brooklyn Community Dialysis"
## [799] "Quality First Medical Center"
## [800] "Brookdale Family Care Center-Flatbush"
## [801] "Hillside Polymedic Diagnostic and Treatment Center"
## [802] "New York University Dental Center"
## [803] "BronxCare Ogden Family Medical and Dental Center"
## [804] "Center for Radiation Therapy"
## [805] "PS 105"
## [806] "Ambulatory Care Pavilion"
## [807] "Health Center at Gunhill"
## [808] "Soundview Dialysis Center"
## [809] "University Ave Family Practice Center"
## [810] "Highland Care Center"
## [811] "NYU Winthrop NYC Cyberknife"
## [812] "Interfaith Medical Center-St. Mark's"
## [813] "Gold Crest Care Center"
## [814] "Phoenix House Long Island City Family Health Center"
## [815] "Adolescent Health and Wellness Center"
## [816] "The Citadel Rehab and Nursing Center at Kingsbridge"
## [817] "PS 15"
## [818] "The Heritage Rehabilitation and Health Care Center"
## [819] "Morningside Nursing and Rehabilitation Center"
## [820] "Queens Village Dialysis Center"
## [821] "Morris Heights Health Center Mobile Van"
## [822] "PS 971"
## [823] "NYP/Queens Trude Weishaupt Memorial Satellite Dialysis Center"
## [824] "Housing Works Services II"
## [825] "Carnegie Hill Endoscopy, LLC"
## [826] "Amsterdam Nursing Home Corp (1992)"
## [827] "New Alternatives for Children Inc"
## [828] "Yeled V'Yalda Childhood Center"
## [829] "Pinnacle Multicare Nursing and Rehabilitation Center"
## [830] "South Brooklyn Nephrology Center"
## [831] "Wyckoff Heights Medical Center Pediatric Center"
## [832] "Manhattan Center for Math & Science"
## [833] "Charles B Rangel Comm Health Center"
## [834] "I S 90"
## [835] "Methodist Home for Nursing and Rehabilitation"
## [836] "Manhattan Surgery Center"
## [837] "Richmond Hill Clinic"
## [838] "Memorial Hospital for Cancer and Allied Diseases"
## [839] "University Eye Center"
## [840] "MS 424"
## [841] "RUMC Behavioral Health Pavilion"
## [842] "Upper Room AIDS Ministry ADHC"
## [843] "SurgiCare of Manhattan, LLC"
## [844] "Sunset Terrace Family Health Center at NYU Langone"
## [845] "Brooklyn Health Center"
## [846] "Maimonides Adult Primary Care 57th Street"
## [847] "New York Eye and Ear Infirmary of Mount Sinai"
## [848] "Grand Manor Nursing & Rehabilitation Center"
## [849] "Cliffside Rehabilitation & Residential Health Care Center"
## [850] "Rego Park Nursing Home"
## [851] "Calvary Home Health Agency and Hospice Care"
## [852] "Project Renewal Health Ft. Washington"
## [853] "Fordham Tremont Comm Mentl Health Center"
## [854] "Planned Parenthood Margaret Sanger Center"
## [855] "Union Plaza Care Center"
## [856] "Allhealth D&T Center-Brooklyn2"
## [857] "PS 256 Benjamin Banneker"
## [858] "Norwegian Christian Home and Health Center"
## [859] "New York-Presbyterian David H. Koch Center"
## [860] "Neponsit Health Care Center"
## [861] "NewYork-Presbyterian Brooklyn Methodist Hospital"
## [862] "Morrisania-Mott Haven"
## [863] "PS 155-William Pacca"
## [864] "The Endoscopy Center of Queens"
## [865] "Clearview Dialysis"
## [866] "NY Med"
## [867] "New Vanderbilt Rehabilitation and Care Center, Inc"
## [868] "Bedford Stuyvesant Family Health Center Inc"
## [869] "Bella Vista Community Health Center"
## [870] "Newtown Dialysis Center, Inc"
## [871] "Washington Heights ACNC-Audubon"
## [872] "Far Rockaway HS Clinic"
## [873] "King David Center for Nursing and Rehabilitation"
## [874] "PS 13"
## [875] "Montefiore Medical Center Home Care and Extended Services"
## [876] "Avantus Upper East Side Dialysis Center"
## [877] "Extended Home Care"
## [878] "Housing Works Health Services III"
## [879] "Elmhurst Voyages High School"
## [880] "MJHS Hospice and Palliative Care, Inc."
## [881] "Atrium Center for Rehabilitation and Nursing"
## [882] "Dyckman Family Health Center"
## [883] "South Brooklyn Endoscopy Center"
## [884] "Hospice of New York"
## [885] "2021 Grand Concourse"
## [886] "J. H. S. 22"
## [887] "Franklin K Lane"
## [888] "Metropolitan Jewish Long Term Home Care"
## [889] "NYU Langone Rusk Ambulatory Care Center"
## [890] "Herbert H. Lehman High School"
## [891] "P.S. 179"
## [892] "Melrose Dialysis"
## [893] "Kings Harbor Multicare Center"
## [894] "Union Community Health Center Ext Clinic"
## [895] "Mount Sinai Queens Physician Associates"
## [896] "Montefiore-Einstein Cancer Center"
## [897] "Odyssey House Mabon Clinic"
## [898] "LMRC Mobile Unit"
## [899] "Dewitt Clinton High School"
## [900] "Greenpoint Community Health Center"
## [901] "Mount Hope Dialysis Center"
## [902] "Millenium Ambulatory Surgery Center"
## [903] "Coler Rehabilitation and Nursing Care Center"
## [904] "Rogosin Kidney Center"
## [905] "Cobble Hill Health Center, Inc"
## [906] "Walton Family Practice"
## [907] "Windsor Park Nursing Home"
## [908] "I S 302"
## [909] "HSS Spine Therapy Center"
## [910] "PS 161/Pedro Albizu Campos"
## [911] "South Shore Educational Complex"
## [912] "Mobile Van Dental Clinic"
## [913] "South Queens Community Center"
## [914] "BronxCare Dental Services"
## [915] "Casa Promesa Primary Medical Care Services"
## [916] "P.S. 002 Meyer London"
## [917] "Queens Boulevard ASC, LLC"
## [918] "Bay Street Health Center"
## [919] "Brooklyn United Methodist Continuum Services"
## [920] "Lower Manhattan Dialysis Center Inc"
## [921] "Maimonides Pediatric Care 57th Street"
## [922] "Beth Israel Med Center 8 & 8-D"
## [923] "Abraham Lincoln (K410)"
## [924] "Atara Home Care"
## [925] "New York Neuro & Rehab Center"
## [926] "Psychiatric Day Treatment Clinic"
## [927] "Nelson Avenue Family Residence"
## [928] "Saints Joachim & Anne Nursing and Rehabilitation Center"
## [929] "Covenant House"
## [930] "Center for Womens Health"
## [931] "Women's Health Center Ext Clinic"
## [932] "Martin Luther King Jr High School"
## [933] "Choices Women's Medical Center Inc"
## [934] "NYU Langone Orthopedic Hospital"
## [935] "Montefiore Einstein Center for Heart and Vascular Care at 1628 Eastchester Road"
## [936] "Sheepshead Bay Surgery Center"
## [937] "Gateway Dialysis Center"
## [938] "Mott Hall Campus"
## [939] "CS 200/James Mccune Smith"
## [940] "Project Renewal Inc Mobile Medical Van (Care Van)"
## [941] "NYP/Queens Dental Services Center"
## [942] "Hudson Pointe at Riverdale Center for Nursing and Rehabilitation"
## [943] "Sheepshead Bay Renal Care Center"
## [944] "NYU Langone Perlmutter Cancer Center - Midwood"
## [945] "Greenwich House Counseling Center"
## [946] "Urban Horizons Family Practice"
## [947] "Springfield Dialysis Center"
## [948] "Coney Island Hospital Mobile Extension Clinic"
## [949] "Betances Health Center at Henry Street Settlement"
## [950] "PS/MS 306"
## [951] "Bedford Park Dialysis Center"
## [952] "NYS Veterans Home In NYC"
## [953] "Premier Healthcare Remsen Street"
## [954] "Richmond University Medical Center"
## [955] "First Medcare Primary Care Center - School-Based Mobile Dental Equipment Clinic"
## [956] "Spring Creek Rehabilitation & Nursing Care Center"
## [957] "Casa Promesa"
## [958] "Project Renewal, Inc"
## [959] "Pierre Toussaint Family Health Care Center"
## [960] "Peninsula Community Health Center"
## [961] "BronxCare Special Care Center"
## [962] "Borough Park Dialysis"
## [963] "Workmens Circle Dialysis Center"
## [964] "Harlem Children's Zone Promise Academy 2"
## [965] "Staten Island Care Center"
## [966] "North Queens Surgical Center"
## [967] "PS 180 Hugo Newman College Preparatory School"
## [968] "Midway Nursing Home"
## [969] "Greater New York Endoscopy Surgical Center"
## [970] "Julia Richman High School"
## [971] "Walton High Campus"
## [972] "PS 257"
## [973] "City Wide Health Facility Inc."
## [974] "Reality House Clinic"
## [975] "Park Avenue Dialysis Center, LLC"
## [976] "General Clinical Research Center"
## [977] "BronxCare Hospital Center"
## [978] "Retinal Ambulatory Surgery Center of New York Inc"
## [979] "850 Grand St Campus High School"
## [980] "Montefiore Medical Center - Wellness Center at Port Morris"
## [981] "All City Family Healthcare Center, Inc."
## [982] "Intermediate School 136"
## [983] "East Side Endoscopy and Pain Management Center"
## [984] "Central Park Dialysis Center"
## [985] "7th Avenue Family Heatlh Center at NYU Langone"
## [986] "Memorial Sloan Kettering Brooklyn Infusion Center"
## [987] "Laconia Nursing Home"
## [988] "NYP/Queens Developmental Disability, Neuro Science Center and Pediatric Asthma Center"
## [989] "Manhattan Endoscopy Center, LLC"
## [990] "Cloves Lakes Health Care & Rehab Center"
## [991] "First Medcare Primary Care Center"
## [992] "Public Health Solutions Fort Greene Center"
## [993] "NYU Langone Hospital-Brooklyn"
## [994] "CenterLight Certified Home Health Agency"
## [995] "CHN Mobile Unit Three"
## [996] "Rogosin Kidney Center-Bklyn Dialysis"
## [997] "PS 503 and Ps 506"
## [998] "Mount Sinai West"
## [999] "NYU Langone Center for Women's Health"
## [1000] "JHS 22 (Jordan L Mott)"
## [1001] "VNSNY Hospice and Palliative Care"
## [1002] "Brooklyn Hospital Center Extension Clinic"
## [1003] "BronxCare Tiffany Medical and Pediatric Practice"
## [1004] "The Mackool Eye Institute LLC"
## [1005] "Jamaica Hospital Mental Health Clinic"
## [1006] "Brookhaven Rehabilitation & Health Care Center LLC"
## [1007] "Bronx Regional High School"
## [1008] "Starhill Clinic"
## [1009] "The Institute for Family Health at Westchester Square"
## [1010] "Sterling Health Center"
## [1011] "Metro Community Health Centers Downtown Brooklyn"
## [1012] "United Wire Metal & Machine Medical Center"
## [1013] "The Floating Hospital"
## [1014] "Endoscopic Ambulatory Specialty Center of Bay Ridge, Inc."
## [1015] "Mariners Harbor Family Health Center"
## [1016] "Quality Kidney Care"
## [1017] "Lafayette Houses Child Health Clinic"
## [1018] "Institute for Urban Family Health/Sidney Hillman Center"
## [1019] "Planned Parenthood Joan Malin Brooklyn Health Center"
## [1020] "NYU Langone Transplant Clinic (Rivergate Extension)"
## [1021] "FMS-Queens Artifical Kidney Center"
## [1022] "St Marys Center Inc"
## [1023] "Physicare Multi-Services, Ltd"
## [1024] "Castle Hill Medical Center of New York Inc."
## [1025] "Central Brooklyn Dialysis Center, LLC"
## [1026] "HSS East River Professional Building"
## [1027] "Haven Manor Health Care Center,LLC"
## [1028] "BronxCare Third Avenue Medical and Dental Practice"
## [1029] "St Barnabas Hospital-Hemodialysis"
## [1030] "Montefiore North Broadway Dental Clinic"
## [1031] "Beth Israel Med Center 1-E 2-F 3-G"
## [1032] "The Plaza Rehab and Nursing Center"
## [1033] "P S 28 Mt Hope Elementary School"
## [1034] "Sunrise/Parkshore Adult Day Health Care Center"
## [1035] "Sheepshead Nursing&Rehab Center ADHCP"
## [1036] "Comprehensive Health Care Center"
## [1037] "CS 46/Tappan"
## [1038] "Brooklyn-Queens Nursing Home"
## [1039] "Mount Sinai Hospital - Mount Sinai Hospital Queens"
## [1040] "Concord Nursing and Rehabilitation Center"
## [1041] "Mobile Dental Unit"
## [1042] "Montefiore Hutchinson Campus"
## [1043] "Mary Manning Walsh Nursing Home Co Inc"
## [1044] "PS 243- The Weeksville School"
## [1045] "River Renal Services, Inc"
## [1046] "Shining Star Home Health Care"
## [1047] "Northern Manhattan Rehabilitation and Nursing Center"
## [1048] "Citadel Renal Center LLC"
## [1049] "CHN - Helen B Atkinson Center"
## [1050] "Wards Island Family Health Center"
## [1051] "Lenox Health Greenwich Village"
## [1052] "Christopher Columbus High School Campus"
## [1053] "PS 196/MS 582"
## [1054] "Seward Park Educational Campus"
## [1055] "La Casa de Salud, Inc."
## [1056] "University Center for Rehabilitation and Nursing"
## [1057] "Downtown Bronx ASC"
## [1058] "Flushing Endoscopy Center, LLC"
## [1059] "Mount Sinai Downtown Union Square"
## [1060] "Medwise Center"
## [1061] "Corona District Health Center"
## [1062] "Catherine M. Abate Health Center"
## [1063] "Primary Care Center"
## [1064] "Gouverneur Diagnostic and Treatment Center"
## [1065] "Grace Dodge Campus"
## [1066] "Brooklyn Comprehensive Care Center, Inc."
## [1067] "Oceanview Nursing & Rehabilitation Center, LLC"
## [1068] "MS 390/PS 396"
## [1069] "Gouverneur Clinic"
## [1070] "Scanvan (Mobile)"
## [1071] "PS 309 George E. Webecan"
## [1072] "Park Slope Family Health Center"
## [1073] "Rogosin Kidney Center-Queens Dialysis"
## [1074] "Pelham Physical Medicine Inc"
## [1075] "Long Island City High School"
## [1076] "STD Center"
## [1077] "Rogosin Institute - Nephrology Foundation of Brooklyn South"
## [1078] "Caton Park Rehabilitation and Nursing Center, LLC"
## [1079] "Empire State Ambulatory Surgery Center"
## [1080] "Long Island Jewish Medical Center"
## [1081] "Campus Magnet High School"
## [1082] "Harlem Children's Zone Promise Academy 1"
## [1083] "Astoria Dialysis Center"
## [1084] "Queens Health Center"
## [1085] "Center for Comprehensive Health Practice Inc"
## [1086] "All County LLC Mobile Van"
## [1087] "Mt Sinai Adolescent Health Center"
## [1088] "Bronx Dialysis Center"
## [1089] "Mount Sinai Hospital"
## [1090] "Broadway Family Health Center"
## [1091] "La Casa De Salud, Inc. Casa Maria"
## [1092] "Health Center at Tremont"
## [1093] "Medisys Howard Beach Women&Children Care"
## [1094] "Revival Home Health Care"
## [1095] "Claremont Family Health Care Center"
## [1096] "PS 199"
## [1097] "Genesis Renal Care"
## [1098] "Maimonides Adult and Pediatric Care 7th Avenue"
## [1099] "14 Penn Dental Center"
## [1100] "Four Seasons Nursing and Rehabilitation Certified Home Health Agency"
## [1101] "Park Nursing Home"
## [1102] "LaProvidencia Family Health Center"
## [1103] "Beth Israel Med Center 3-C"
## [1104] "Woodhull Medical & Mental Health Center"
## [1105] "Ozanam Hall of Queens Nursing Home Inc"
## [1106] "West Midtown Medical Group"
## [1107] "St. Lawrence Community Health Center"
## [1108] "Memorial Sloan Kettering 60th Street Outpatient Center"
## [1109] "Crown Heights Health Center"
## [1110] "Buena Vida Continuing Care & Rehab Center"
## [1111] "Chapin Home for the Aging"
## [1112] "Frank J. Macchiarola Educational Complex"
## [1113] "P. S. 307"
## [1114] "Hillside Certified Home Care Agency"
## [1115] "VillageCare Rehabilitation and Nursing Center"
## [1116] "CHCR Stapleton St. George Health Center"
## [1117] "Williamsburg Community Health Center"
## [1118] "Downtown Brooklyn Nursing & Rehabilitation Center"
## [1119] "Park Gardens Rehabilitation and Nursing Center LTHHCP"
## [1120] "PS 85"
## [1121] "PS 188"
## [1122] "NYU Langone Outpatient Surgery Center"
## [1123] "NYP/Queens Obstetrics Center"
## [1124] "Max Meltzer Health & Service Center"
## [1125] "Saint Joseph's Medical Center Queens OTP"
## [1126] "Mount Sinai Hospital - Mount Sinai Hospital of Queens"
## [1127] "Upper East Side Dialysis Center"
## [1128] "New York Preventive Health Center"
## [1129] "West Farms Family Practice Center"
## [1130] "Foot Clinics of NY"
## [1131] "Richmond Kidney Center"
## [1132] "Riverdale Nursing Home"
## [1133] "Blavatnik Family - Chelsea Medical Center at Mount Sinai"
## [1134] "Brooklyn Eye Surgery Center"
## [1135] "NYU Langone Perlmutter Cancer Center - Bayridge"
## [1136] "Forest Hills Care Center"
## [1137] "CASES Family Health Center"
## [1138] "Premier Healthcare-Nostrand Ave"
## [1139] "Lexington Hearing & Speech Center Inc"
## [1140] "Help Morris Clinic"
## [1141] "Roberto Clemente Family Guidance Center"
## [1142] "University Hospital of Brooklyn"
## [1143] "Oxford Nursing Home"
## [1144] "Fort Washington Houses"
## [1145] "X 147"
## [1146] "New Gouverneur Hospital SNF"
## [1147] "Greenwich House Methadone"
## [1148] "CES 73"
## [1149] "Lincoln Medical & Mental Health Center"
## [1150] "Staten Island Artificial Kidney Center"
## [1151] "Park Terrace Care Center"
## [1152] "Sea Crest Nursing and Rehabilitation Center"
## [1153] "P.S. 31"
## [1154] "New York-Presbyterian/Lower Manhattan Hospital"
## [1155] "Bainbridge Nrsg&Rehab Center ADHCP"
## [1156] "Stevenson High School"
## [1157] "Care For the Homeless, Inc"
## [1158] "Stuyvesant Heights Dialysis"
## [1159] "Is286/172"
## [1160] "Horizon Care Center"
## [1161] "Montefiore Med Park Group Dental"
## [1162] "Prospect Park Dialysis Center"
## [1163] "George Washington High School"
## [1164] "Dr. Jacqueline Peek-Davis School/Ronald Edmonds Learning Center II"
## [1165] "Providence Rest, Inc."
## [1166] "Harlem East Life Plan"
## [1167] "Union Community Health Center, Site 6"
## [1168] "NYP/Queens Cardiac Health Center"
## [1169] "P.S. 90"
## [1170] "CHN - Community League Center"
## [1171] "Maimonides Breast Center"
## [1172] "The Grand Rehabilitation and Nursing at Queens"
## [1173] "George Wingate Educational Campus"
## [1174] "Jamaica Hospital Nursing Home Co Inc"
## [1175] "Gramercy Park Digestive Disease Center"
## [1176] "Odyssey House East 6th St Clinic"
## [1177] "Mobile Dental Center"
## [1178] "HASC Diagnostic & Treatment Center Inc"
## [1179] "Josie Robertson Surgery Center"
## [1180] "Clove Lakes Health Care and Rehabilitation Center, Inc"
## [1181] "Throgs Neck Rehabilitation & Nursing Center"
## [1182] "CenterLight Healthcare D&TC - Allerton Avenue Site"
## [1183] "Henry Street School"
## [1184] "Silvercrest"
## [1185] "Maimonides Rehabilitation Services"
## [1186] "Montefiore Medical Center-Moses/Mobile Van #1,#2,#3,& #4"
## [1187] "St Johns Episcopal Hospital So Shore"
## [1188] "PS7 - MS Stern"
## [1189] "Community Health Academy of the Heights (Phoenix)"
## [1190] "New York Center for Rehabilitation & Nursing"
## [1191] "Boys and Girls High School"
## [1192] "Brooklyn Plaza Medical Center"
## [1193] "Burke Rehabilitation Outpatient Clinic-Hutch Metro"
## [1194] "Bishop O.G. Walker Jr Health Care Center"
## [1195] "The Bronx Center for Renal Dialysis"
## [1196] "Morris Park Rehabilitation and Nursing Center"
## [1197] "All-Med Rehabilitation Center Queens"
## [1198] "New York Renal Associates, Inc"
## [1199] "Washington Heights Health Center"
## [1200] "PS 172"
## [1201] "Narco Freedom Inc"
## [1202] "Concourse Rehabilitation and Nursing Center, Inc"
## [1203] "Forest View Adult Day Health Care Center"
## [1204] "Jamaica Hospital Sleep Center"
## [1205] "Sunset Park Familly Health Center"
## [1206] "HSS Queens Outpatient Center"
## [1207] "X 113"
## [1208] "Brooklyn United Methodist Church Home"
## [1209] "ArchCare Senior Life at San Vicente de Paul Catholic Healthcare Center"
## [1210] "Franklin Women's Shelter"
## [1211] "Weill Cornell Imaging at NYP-55 St"
## [1212] "PS 94 Health Extension Clinic"
## [1213] "Goodwill Integrated Health and Wellness Center (GIHWC)"unique(health_sf$`Description`)## [1] "Hospital Extension Clinic"
## [2] "Diagnostic and Treatment Center"
## [3] "Residential Health Care Facility - SNF"
## [4] "Certified Home Health Agency"
## [5] "Diagnostic and Treatment Center Extension Clinic"
## [6] "School Based Hospital Extension Clinic"
## [7] "Hospital"
## [8] "School Based Diagnostic and Treatment Center Extension Clinic"
## [9] "Long Term Home Health Care Program"
## [10] "Mobile Diagnostic and Treatment Center Extension Clinic"
## [11] "Adult Day Health Care Program - Offsite"
## [12] "Mobile Hospital Extension Clinic"
## [13] "Hospice"unique(health_sf$`Short Description`)## [1] "HOSP-EC" "DTC" "NH" "CHHA" "DTC-EC" "HOSP-SB" "HOSP"
## [8] NA "LTHHCP" "ADHCP" "HSPC"health_filtered <- health_sf %>%
filter(`Short Description` == "NH" )
health_proj <- st_transform(health_filtered, st_crs(zip_retail))
zip_health <- st_join(zip_retail, health_proj, left = TRUE)
zip_health <- zip_health %>%
group_by(ZIPCODE) %>%
summarize(
nursinghome_count = sum(!is.na(`Short Description`)),
retail_count = first(retail_count),
across(c(COVID_CASE_COUNT, COVID_CASE_RATE, POP_DENOMINATOR,
COVID_DEATH_COUNT, COVID_DEATH_RATE,
PERCENT_POSITIVE, TOTAL_COVID_TESTS,
PO_NAME, COUNTY),
first)
)
zip_health <- zip_health %>%
filter(ZIPCODE != "00083")
head(zip_health)## Simple feature collection with 6 features and 12 fields
## Geometry type: GEOMETRY
## Dimension: XY
## Bounding box: xmin: 971132.6 ymin: 188447.3 xmax: 992172.8 ymax: 215324.9
## Projected CRS: NAD83 / New York Long Island (ftUS)
## # A tibble: 6 × 13
## ZIPCODE nursinghome_count retail_count COVID_CASE_COUNT COVID_CASE_RATE
## <chr> <int> <int> <int> <dbl>
## 1 10001 0 16 1542 5584.
## 2 10002 2 51 5902 7836.
## 3 10003 0 27 2803 5193.
## 4 10004 0 6 247 8311.
## 5 10005 0 2 413 4716.
## 6 10006 0 2 164 4849.
## # ℹ 8 more variables: POP_DENOMINATOR <dbl>, COVID_DEATH_COUNT <int>,
## # COVID_DEATH_RATE <dbl>, PERCENT_POSITIVE <dbl>, TOTAL_COVID_TESTS <int>,
## # PO_NAME <chr>, COUNTY <chr>, geometry <GEOMETRY [US_survey_foot]>plot(zip_health["nursinghome_count"])
Task 4: Census ACS and NYC Planning Census Tract Join
nyc_tracts_sf <- st_read("2010 Census Tracts/geo_export_1dc7b645-647b-4806-b9a0-7b79660f120a.shp")## Reading layer `geo_export_1dc7b645-647b-4806-b9a0-7b79660f120a' from data source `/Users/uwu/Documents/Rstudio/Week8/2010 Census Tracts/geo_export_1dc7b645-647b-4806-b9a0-7b79660f120a.shp'
## using driver `ESRI Shapefile'
## Simple feature collection with 2165 features and 11 fields
## Geometry type: MULTIPOLYGON
## Dimension: XY
## Bounding box: xmin: -74.25559 ymin: 40.49612 xmax: -73.70001 ymax: 40.91553
## Geodetic CRS: WGS84(DD)names(nyc_tracts_sf)## [1] "boro_code" "boro_ct201" "boro_name" "cdeligibil" "ct2010"
## [6] "ctlabel" "ntacode" "ntaname" "puma" "shape_area"
## [11] "shape_leng" "geometry"acs_df <- read.csv("ACSDP5Y2018.DP05_data_with_overlays_2020-04-22T132935.csv")
names(acs_df)## [1] "GEO_ID" "NAME" "DP05_0031PM" "DP05_0032E" "DP05_0032M"
## [6] "DP05_0032PE" "DP05_0032PM" "DP05_0033E" "DP05_0033M" "DP05_0033PE"
## [11] "DP05_0033PM" "DP05_0034E" "DP05_0034M" "DP05_0034PE" "DP05_0034PM"
## [16] "DP05_0035E" "DP05_0035M" "DP05_0035PE" "DP05_0035PM" "DP05_0036E"
## [21] "DP05_0036M" "DP05_0036PE" "DP05_0036PM" "DP05_0037E" "DP05_0037M"
## [26] "DP05_0037PE" "DP05_0037PM" "DP05_0038E" "DP05_0038M" "DP05_0038PE"
## [31] "DP05_0038PM" "DP05_0039E" "DP05_0039M" "DP05_0039PE" "DP05_0039PM"
## [36] "DP05_0040E" "DP05_0040M" "DP05_0040PE" "DP05_0040PM" "DP05_0041E"
## [41] "DP05_0041M" "DP05_0041PE" "DP05_0041PM" "DP05_0042E" "DP05_0042M"
## [46] "DP05_0042PE" "DP05_0042PM" "DP05_0043E" "DP05_0043M" "DP05_0043PE"
## [51] "DP05_0043PM" "DP05_0044E" "DP05_0044M" "DP05_0044PE" "DP05_0044PM"
## [56] "DP05_0045E" "DP05_0045M" "DP05_0045PE" "DP05_0045PM" "DP05_0046E"
## [61] "DP05_0046M" "DP05_0046PE" "DP05_0046PM" "DP05_0047E" "DP05_0047M"
## [66] "DP05_0047PE" "DP05_0047PM" "DP05_0048E" "DP05_0048M" "DP05_0048PE"
## [71] "DP05_0048PM" "DP05_0049E" "DP05_0049M" "DP05_0049PE" "DP05_0049PM"
## [76] "DP05_0050E" "DP05_0050M" "DP05_0050PE" "DP05_0050PM" "DP05_0051E"
## [81] "DP05_0051M" "DP05_0051PE" "DP05_0051PM" "DP05_0052E" "DP05_0052M"
## [86] "DP05_0052PE" "DP05_0052PM" "DP05_0053E" "DP05_0053M" "DP05_0053PE"
## [91] "DP05_0053PM" "DP05_0054E" "DP05_0054M" "DP05_0054PE" "DP05_0054PM"
## [96] "DP05_0055E" "DP05_0055M" "DP05_0055PE" "DP05_0055PM" "DP05_0056E"
## [101] "DP05_0056M" "DP05_0056PE" "DP05_0056PM" "DP05_0057E" "DP05_0057M"
## [106] "DP05_0057PE" "DP05_0057PM" "DP05_0058E" "DP05_0058M" "DP05_0058PE"
## [111] "DP05_0058PM" "DP05_0059E" "DP05_0059M" "DP05_0059PE" "DP05_0059PM"
## [116] "DP05_0060E" "DP05_0060M" "DP05_0060PE" "DP05_0060PM" "DP05_0061E"
## [121] "DP05_0061M" "DP05_0061PE" "DP05_0061PM" "DP05_0062E" "DP05_0062M"
## [126] "DP05_0062PE" "DP05_0062PM" "DP05_0063E" "DP05_0063M" "DP05_0063PE"
## [131] "DP05_0063PM" "DP05_0064E" "DP05_0064M" "DP05_0064PE" "DP05_0064PM"
## [136] "DP05_0065E" "DP05_0065M" "DP05_0065PE" "DP05_0065PM" "DP05_0066E"
## [141] "DP05_0066M" "DP05_0066PE" "DP05_0066PM" "DP05_0067E" "DP05_0067M"
## [146] "DP05_0067PE" "DP05_0067PM" "DP05_0068E" "DP05_0068M" "DP05_0068PE"
## [151] "DP05_0068PM" "DP05_0069E" "DP05_0069M" "DP05_0069PE" "DP05_0069PM"
## [156] "DP05_0070E" "DP05_0070M" "DP05_0070PE" "DP05_0070PM" "DP05_0071E"
## [161] "DP05_0071M" "DP05_0071PE" "DP05_0071PM" "DP05_0072E" "DP05_0072M"
## [166] "DP05_0072PE" "DP05_0072PM" "DP05_0073E" "DP05_0073M" "DP05_0073PE"
## [171] "DP05_0073PM" "DP05_0074E" "DP05_0074M" "DP05_0074PE" "DP05_0074PM"
## [176] "DP05_0075E" "DP05_0075M" "DP05_0075PE" "DP05_0075PM" "DP05_0076E"
## [181] "DP05_0076M" "DP05_0076PE" "DP05_0076PM" "DP05_0077E" "DP05_0077M"
## [186] "DP05_0077PE" "DP05_0077PM" "DP05_0078E" "DP05_0078M" "DP05_0078PE"
## [191] "DP05_0078PM" "DP05_0079E" "DP05_0079M" "DP05_0079PE" "DP05_0079PM"
## [196] "DP05_0080E" "DP05_0080M" "DP05_0080PE" "DP05_0080PM" "DP05_0081E"
## [201] "DP05_0081M" "DP05_0081PE" "DP05_0081PM" "DP05_0082E" "DP05_0082M"
## [206] "DP05_0082PE" "DP05_0082PM" "DP05_0083E" "DP05_0083M" "DP05_0083PE"
## [211] "DP05_0083PM" "DP05_0084E" "DP05_0084M" "DP05_0084PE" "DP05_0084PM"
## [216] "DP05_0085E" "DP05_0085M" "DP05_0085PE" "DP05_0085PM" "DP05_0086E"
## [221] "DP05_0086M" "DP05_0086PE" "DP05_0086PM" "DP05_0087E" "DP05_0087M"
## [226] "DP05_0087PE" "DP05_0087PM" "DP05_0088E" "DP05_0088M" "DP05_0088PE"
## [231] "DP05_0088PM" "DP05_0089E" "DP05_0089M" "DP05_0089PE" "DP05_0089PM"
## [236] "DP05_0001E" "DP05_0001M" "DP05_0001PE" "DP05_0001PM" "DP05_0002E"
## [241] "DP05_0002M" "DP05_0002PE" "DP05_0002PM" "DP05_0003E" "DP05_0003M"
## [246] "DP05_0003PE" "DP05_0003PM" "DP05_0004E" "DP05_0004M" "DP05_0004PE"
## [251] "DP05_0004PM" "DP05_0005E" "DP05_0005M" "DP05_0005PE" "DP05_0005PM"
## [256] "DP05_0006E" "DP05_0006M" "DP05_0006PE" "DP05_0006PM" "DP05_0007E"
## [261] "DP05_0007M" "DP05_0007PE" "DP05_0007PM" "DP05_0008E" "DP05_0008M"
## [266] "DP05_0008PE" "DP05_0008PM" "DP05_0009E" "DP05_0009M" "DP05_0009PE"
## [271] "DP05_0009PM" "DP05_0010E" "DP05_0010M" "DP05_0010PE" "DP05_0010PM"
## [276] "DP05_0011E" "DP05_0011M" "DP05_0011PE" "DP05_0011PM" "DP05_0012E"
## [281] "DP05_0012M" "DP05_0012PE" "DP05_0012PM" "DP05_0013E" "DP05_0013M"
## [286] "DP05_0013PE" "DP05_0013PM" "DP05_0014E" "DP05_0014M" "DP05_0014PE"
## [291] "DP05_0014PM" "DP05_0015E" "DP05_0015M" "DP05_0015PE" "DP05_0015PM"
## [296] "DP05_0016E" "DP05_0016M" "DP05_0016PE" "DP05_0016PM" "DP05_0017E"
## [301] "DP05_0017M" "DP05_0017PE" "DP05_0017PM" "DP05_0018E" "DP05_0018M"
## [306] "DP05_0018PE" "DP05_0018PM" "DP05_0019E" "DP05_0019M" "DP05_0019PE"
## [311] "DP05_0019PM" "DP05_0020E" "DP05_0020M" "DP05_0020PE" "DP05_0020PM"
## [316] "DP05_0021E" "DP05_0021M" "DP05_0021PE" "DP05_0021PM" "DP05_0022E"
## [321] "DP05_0022M" "DP05_0022PE" "DP05_0022PM" "DP05_0023E" "DP05_0023M"
## [326] "DP05_0023PE" "DP05_0023PM" "DP05_0024E" "DP05_0024M" "DP05_0024PE"
## [331] "DP05_0024PM" "DP05_0025E" "DP05_0025M" "DP05_0025PE" "DP05_0025PM"
## [336] "DP05_0026E" "DP05_0026M" "DP05_0026PE" "DP05_0026PM" "DP05_0027E"
## [341] "DP05_0027M" "DP05_0027PE" "DP05_0027PM" "DP05_0028E" "DP05_0028M"
## [346] "DP05_0028PE" "DP05_0028PM" "DP05_0029E" "DP05_0029M" "DP05_0029PE"
## [351] "DP05_0029PM" "DP05_0030E" "DP05_0030M" "DP05_0030PE" "DP05_0030PM"
## [356] "DP05_0031E" "DP05_0031M" "DP05_0031PE"head(acs_df)## GEO_ID NAME
## 1 id Geographic Area Name
## 2 1400000US36005000100 Census Tract 1, Bronx County, New York
## 3 1400000US36005000200 Census Tract 2, Bronx County, New York
## 4 1400000US36005000400 Census Tract 4, Bronx County, New York
## 5 1400000US36005001600 Census Tract 16, Bronx County, New York
## 6 1400000US36005001900 Census Tract 19, Bronx County, New York
## DP05_0031PM
## 1 Percent Margin of Error!!SEX AND AGE!!Total population!!65 years and over!!Female
## 2 50.4
## 3 9.5
## 4 8.8
## 5 8.9
## 6 25.5
## DP05_0032E
## 1 Estimate!!SEX AND AGE!!Total population!!65 years and over!!Sex ratio (males per 100 females)
## 2 200.0
## 3 95.1
## 4 91.4
## 5 42.5
## 6 245.5
## DP05_0032M
## 1 Margin of Error!!SEX AND AGE!!Total population!!65 years and over!!Sex ratio (males per 100 females)
## 2 1316.0
## 3 37.2
## 4 32.7
## 5 18.4
## 6 331.1
## DP05_0032PE
## 1 Percent Estimate!!SEX AND AGE!!Total population!!65 years and over!!Sex ratio (males per 100 females)
## 2 (X)
## 3 (X)
## 4 (X)
## 5 (X)
## 6 (X)
## DP05_0032PM
## 1 Percent Margin of Error!!SEX AND AGE!!Total population!!65 years and over!!Sex ratio (males per 100 females)
## 2 (X)
## 3 (X)
## 4 (X)
## 5 (X)
## 6 (X)
## DP05_0033E DP05_0033M
## 1 Estimate!!RACE!!Total population Margin of Error!!RACE!!Total population
## 2 7080 290
## 3 4542 574
## 4 5634 517
## 5 5917 461
## 6 2765 307
## DP05_0033PE
## 1 Percent Estimate!!RACE!!Total population
## 2 7080
## 3 4542
## 4 5634
## 5 5917
## 6 2765
## DP05_0033PM
## 1 Percent Margin of Error!!RACE!!Total population
## 2 (X)
## 3 (X)
## 4 (X)
## 5 (X)
## 6 (X)
## DP05_0034E
## 1 Estimate!!RACE!!Total population!!One race
## 2 7012
## 3 4349
## 4 5425
## 5 5760
## 6 2595
## DP05_0034M
## 1 Margin of Error!!RACE!!Total population!!One race
## 2 289
## 3 557
## 4 532
## 5 454
## 6 297
## DP05_0034PE
## 1 Percent Estimate!!RACE!!Total population!!One race
## 2 99.0
## 3 95.8
## 4 96.3
## 5 97.3
## 6 93.9
## DP05_0034PM
## 1 Percent Margin of Error!!RACE!!Total population!!One race
## 2 0.6
## 3 3.4
## 4 2.1
## 5 1.9
## 6 3.2
## DP05_0035E
## 1 Estimate!!RACE!!Total population!!Two or more races
## 2 68
## 3 193
## 4 209
## 5 157
## 6 170
## DP05_0035M
## 1 Margin of Error!!RACE!!Total population!!Two or more races
## 2 42
## 3 155
## 4 117
## 5 115
## 6 93
## DP05_0035PE
## 1 Percent Estimate!!RACE!!Total population!!Two or more races
## 2 1.0
## 3 4.2
## 4 3.7
## 5 2.7
## 6 6.1
## DP05_0035PM
## 1 Percent Margin of Error!!RACE!!Total population!!Two or more races
## 2 0.6
## 3 3.4
## 4 2.1
## 5 1.9
## 6 3.2
## DP05_0036E
## 1 Estimate!!RACE!!Total population!!One race
## 2 7012
## 3 4349
## 4 5425
## 5 5760
## 6 2595
## DP05_0036M
## 1 Margin of Error!!RACE!!Total population!!One race
## 2 289
## 3 557
## 4 532
## 5 454
## 6 297
## DP05_0036PE
## 1 Percent Estimate!!RACE!!Total population!!One race
## 2 99.0
## 3 95.8
## 4 96.3
## 5 97.3
## 6 93.9
## DP05_0036PM
## 1 Percent Margin of Error!!RACE!!Total population!!One race
## 2 0.6
## 3 3.4
## 4 2.1
## 5 1.9
## 6 3.2
## DP05_0037E
## 1 Estimate!!RACE!!Total population!!One race!!White
## 2 1773
## 3 2165
## 4 2623
## 5 2406
## 6 585
## DP05_0037M
## 1 Margin of Error!!RACE!!Total population!!One race!!White
## 2 248
## 3 547
## 4 427
## 5 483
## 6 171
## DP05_0037PE
## 1 Percent Estimate!!RACE!!Total population!!One race!!White
## 2 25.0
## 3 47.7
## 4 46.6
## 5 40.7
## 6 21.2
## DP05_0037PM
## 1 Percent Margin of Error!!RACE!!Total population!!One race!!White
## 2 3.2
## 3 11.1
## 4 7.8
## 5 7.1
## 6 5.8
## DP05_0038E
## 1 Estimate!!RACE!!Total population!!One race!!Black or African American
## 2 4239
## 3 1279
## 4 1699
## 5 2434
## 6 1041
## DP05_0038M
## 1 Margin of Error!!RACE!!Total population!!One race!!Black or African American
## 2 286
## 3 472
## 4 432
## 5 451
## 6 175
## DP05_0038PE
## 1 Percent Estimate!!RACE!!Total population!!One race!!Black or African American
## 2 59.9
## 3 28.2
## 4 30.2
## 5 41.1
## 6 37.6
## DP05_0038PM
## 1 Percent Margin of Error!!RACE!!Total population!!One race!!Black or African American
## 2 3.5
## 3 10.0
## 4 6.4
## 5 7.1
## 6 6.0
## DP05_0039E
## 1 Estimate!!RACE!!Total population!!One race!!American Indian and Alaska Native
## 2 25
## 3 0
## 4 30
## 5 0
## 6 0
## DP05_0039M
## 1 Margin of Error!!RACE!!Total population!!One race!!American Indian and Alaska Native
## 2 24
## 3 12
## 4 33
## 5 17
## 6 12
## DP05_0039PE
## 1 Percent Estimate!!RACE!!Total population!!One race!!American Indian and Alaska Native
## 2 0.4
## 3 0.0
## 4 0.5
## 5 0.0
## 6 0.0
## DP05_0039PM
## 1 Percent Margin of Error!!RACE!!Total population!!One race!!American Indian and Alaska Native
## 2 0.3
## 3 0.7
## 4 0.6
## 5 0.5
## 6 1.2
## DP05_0040E
## 1 Estimate!!RACE!!Total population!!One race!!American Indian and Alaska Native!!Cherokee tribal grouping
## 2 0
## 3 0
## 4 0
## 5 0
## 6 0
## DP05_0040M
## 1 Margin of Error!!RACE!!Total population!!One race!!American Indian and Alaska Native!!Cherokee tribal grouping
## 2 17
## 3 12
## 4 17
## 5 17
## 6 12
## DP05_0040PE
## 1 Percent Estimate!!RACE!!Total population!!One race!!American Indian and Alaska Native!!Cherokee tribal grouping
## 2 0.0
## 3 0.0
## 4 0.0
## 5 0.0
## 6 0.0
## DP05_0040PM
## 1 Percent Margin of Error!!RACE!!Total population!!One race!!American Indian and Alaska Native!!Cherokee tribal grouping
## 2 0.5
## 3 0.7
## 4 0.6
## 5 0.5
## 6 1.2
## DP05_0041E
## 1 Estimate!!RACE!!Total population!!One race!!American Indian and Alaska Native!!Chippewa tribal grouping
## 2 0
## 3 0
## 4 0
## 5 0
## 6 0
## DP05_0041M
## 1 Margin of Error!!RACE!!Total population!!One race!!American Indian and Alaska Native!!Chippewa tribal grouping
## 2 17
## 3 12
## 4 17
## 5 17
## 6 12
## DP05_0041PE
## 1 Percent Estimate!!RACE!!Total population!!One race!!American Indian and Alaska Native!!Chippewa tribal grouping
## 2 0.0
## 3 0.0
## 4 0.0
## 5 0.0
## 6 0.0
## DP05_0041PM
## 1 Percent Margin of Error!!RACE!!Total population!!One race!!American Indian and Alaska Native!!Chippewa tribal grouping
## 2 0.5
## 3 0.7
## 4 0.6
## 5 0.5
## 6 1.2
## DP05_0042E
## 1 Estimate!!RACE!!Total population!!One race!!American Indian and Alaska Native!!Navajo tribal grouping
## 2 0
## 3 0
## 4 0
## 5 0
## 6 0
## DP05_0042M
## 1 Margin of Error!!RACE!!Total population!!One race!!American Indian and Alaska Native!!Navajo tribal grouping
## 2 17
## 3 12
## 4 17
## 5 17
## 6 12
## DP05_0042PE
## 1 Percent Estimate!!RACE!!Total population!!One race!!American Indian and Alaska Native!!Navajo tribal grouping
## 2 0.0
## 3 0.0
## 4 0.0
## 5 0.0
## 6 0.0
## DP05_0042PM
## 1 Percent Margin of Error!!RACE!!Total population!!One race!!American Indian and Alaska Native!!Navajo tribal grouping
## 2 0.5
## 3 0.7
## 4 0.6
## 5 0.5
## 6 1.2
## DP05_0043E
## 1 Estimate!!RACE!!Total population!!One race!!American Indian and Alaska Native!!Sioux tribal grouping
## 2 0
## 3 0
## 4 0
## 5 0
## 6 0
## DP05_0043M
## 1 Margin of Error!!RACE!!Total population!!One race!!American Indian and Alaska Native!!Sioux tribal grouping
## 2 17
## 3 12
## 4 17
## 5 17
## 6 12
## DP05_0043PE
## 1 Percent Estimate!!RACE!!Total population!!One race!!American Indian and Alaska Native!!Sioux tribal grouping
## 2 0.0
## 3 0.0
## 4 0.0
## 5 0.0
## 6 0.0
## DP05_0043PM
## 1 Percent Margin of Error!!RACE!!Total population!!One race!!American Indian and Alaska Native!!Sioux tribal grouping
## 2 0.5
## 3 0.7
## 4 0.6
## 5 0.5
## 6 1.2
## DP05_0044E
## 1 Estimate!!RACE!!Total population!!One race!!Asian
## 2 125
## 3 104
## 4 226
## 5 13
## 6 93
## DP05_0044M
## 1 Margin of Error!!RACE!!Total population!!One race!!Asian
## 2 51
## 3 87
## 4 155
## 5 19
## 6 74
## DP05_0044PE
## 1 Percent Estimate!!RACE!!Total population!!One race!!Asian
## 2 1.8
## 3 2.3
## 4 4.0
## 5 0.2
## 6 3.4
## DP05_0044PM
## 1 Percent Margin of Error!!RACE!!Total population!!One race!!Asian
## 2 0.7
## 3 2.0
## 4 2.7
## 5 0.3
## 6 2.7
## DP05_0045E
## 1 Estimate!!RACE!!Total population!!One race!!Asian!!Asian Indian
## 2 35
## 3 40
## 4 20
## 5 0
## 6 69
## DP05_0045M
## 1 Margin of Error!!RACE!!Total population!!One race!!Asian!!Asian Indian
## 2 31
## 3 64
## 4 31
## 5 17
## 6 70
## DP05_0045PE
## 1 Percent Estimate!!RACE!!Total population!!One race!!Asian!!Asian Indian
## 2 0.5
## 3 0.9
## 4 0.4
## 5 0.0
## 6 2.5
## DP05_0045PM
## 1 Percent Margin of Error!!RACE!!Total population!!One race!!Asian!!Asian Indian
## 2 0.4
## 3 1.4
## 4 0.5
## 5 0.5
## 6 2.5
## DP05_0046E
## 1 Estimate!!RACE!!Total population!!One race!!Asian!!Chinese
## 2 54
## 3 0
## 4 171
## 5 0
## 6 9
## DP05_0046M
## 1 Margin of Error!!RACE!!Total population!!One race!!Asian!!Chinese
## 2 46
## 3 12
## 4 142
## 5 17
## 6 14
## DP05_0046PE
## 1 Percent Estimate!!RACE!!Total population!!One race!!Asian!!Chinese
## 2 0.8
## 3 0.0
## 4 3.0
## 5 0.0
## 6 0.3
## DP05_0046PM
## 1 Percent Margin of Error!!RACE!!Total population!!One race!!Asian!!Chinese
## 2 0.6
## 3 0.7
## 4 2.5
## 5 0.5
## 6 0.5
## DP05_0047E
## 1 Estimate!!RACE!!Total population!!One race!!Asian!!Filipino
## 2 0
## 3 0
## 4 23
## 5 0
## 6 4
## DP05_0047M
## 1 Margin of Error!!RACE!!Total population!!One race!!Asian!!Filipino
## 2 17
## 3 12
## 4 36
## 5 17
## 6 6
## DP05_0047PE
## 1 Percent Estimate!!RACE!!Total population!!One race!!Asian!!Filipino
## 2 0.0
## 3 0.0
## 4 0.4
## 5 0.0
## 6 0.1
## DP05_0047PM
## 1 Percent Margin of Error!!RACE!!Total population!!One race!!Asian!!Filipino
## 2 0.5
## 3 0.7
## 4 0.6
## 5 0.5
## 6 0.2
## DP05_0048E
## 1 Estimate!!RACE!!Total population!!One race!!Asian!!Japanese
## 2 0
## 3 40
## 4 0
## 5 0
## 6 0
## DP05_0048M
## 1 Margin of Error!!RACE!!Total population!!One race!!Asian!!Japanese
## 2 17
## 3 55
## 4 17
## 5 17
## 6 12
## DP05_0048PE
## 1 Percent Estimate!!RACE!!Total population!!One race!!Asian!!Japanese
## 2 0.0
## 3 0.9
## 4 0.0
## 5 0.0
## 6 0.0
## DP05_0048PM
## 1 Percent Margin of Error!!RACE!!Total population!!One race!!Asian!!Japanese
## 2 0.5
## 3 1.2
## 4 0.6
## 5 0.5
## 6 1.2
## DP05_0049E
## 1 Estimate!!RACE!!Total population!!One race!!Asian!!Korean
## 2 4
## 3 0
## 4 0
## 5 0
## 6 11
## DP05_0049M
## 1 Margin of Error!!RACE!!Total population!!One race!!Asian!!Korean
## 2 7
## 3 12
## 4 17
## 5 17
## 6 18
## DP05_0049PE
## 1 Percent Estimate!!RACE!!Total population!!One race!!Asian!!Korean
## 2 0.1
## 3 0.0
## 4 0.0
## 5 0.0
## 6 0.4
## DP05_0049PM
## 1 Percent Margin of Error!!RACE!!Total population!!One race!!Asian!!Korean
## 2 0.1
## 3 0.7
## 4 0.6
## 5 0.5
## 6 0.7
## DP05_0050E
## 1 Estimate!!RACE!!Total population!!One race!!Asian!!Vietnamese
## 2 0
## 3 0
## 4 12
## 5 0
## 6 0
## DP05_0050M
## 1 Margin of Error!!RACE!!Total population!!One race!!Asian!!Vietnamese
## 2 17
## 3 12
## 4 19
## 5 17
## 6 12
## DP05_0050PE
## 1 Percent Estimate!!RACE!!Total population!!One race!!Asian!!Vietnamese
## 2 0.0
## 3 0.0
## 4 0.2
## 5 0.0
## 6 0.0
## DP05_0050PM
## 1 Percent Margin of Error!!RACE!!Total population!!One race!!Asian!!Vietnamese
## 2 0.5
## 3 0.7
## 4 0.3
## 5 0.5
## 6 1.2
## DP05_0051E
## 1 Estimate!!RACE!!Total population!!One race!!Asian!!Other Asian
## 2 32
## 3 24
## 4 0
## 5 13
## 6 0
## DP05_0051M
## 1 Margin of Error!!RACE!!Total population!!One race!!Asian!!Other Asian
## 2 30
## 3 45
## 4 17
## 5 19
## 6 12
## DP05_0051PE
## 1 Percent Estimate!!RACE!!Total population!!One race!!Asian!!Other Asian
## 2 0.5
## 3 0.5
## 4 0.0
## 5 0.2
## 6 0.0
## DP05_0051PM
## 1 Percent Margin of Error!!RACE!!Total population!!One race!!Asian!!Other Asian
## 2 0.4
## 3 1.0
## 4 0.6
## 5 0.3
## 6 1.2
## DP05_0052E
## 1 Estimate!!RACE!!Total population!!One race!!Native Hawaiian and Other Pacific Islander
## 2 0
## 3 0
## 4 0
## 5 0
## 6 0
## DP05_0052M
## 1 Margin of Error!!RACE!!Total population!!One race!!Native Hawaiian and Other Pacific Islander
## 2 17
## 3 12
## 4 17
## 5 17
## 6 12
## DP05_0052PE
## 1 Percent Estimate!!RACE!!Total population!!One race!!Native Hawaiian and Other Pacific Islander
## 2 0.0
## 3 0.0
## 4 0.0
## 5 0.0
## 6 0.0
## DP05_0052PM
## 1 Percent Margin of Error!!RACE!!Total population!!One race!!Native Hawaiian and Other Pacific Islander
## 2 0.5
## 3 0.7
## 4 0.6
## 5 0.5
## 6 1.2
## DP05_0053E
## 1 Estimate!!RACE!!Total population!!One race!!Native Hawaiian and Other Pacific Islander!!Native Hawaiian
## 2 0
## 3 0
## 4 0
## 5 0
## 6 0
## DP05_0053M
## 1 Margin of Error!!RACE!!Total population!!One race!!Native Hawaiian and Other Pacific Islander!!Native Hawaiian
## 2 17
## 3 12
## 4 17
## 5 17
## 6 12
## DP05_0053PE
## 1 Percent Estimate!!RACE!!Total population!!One race!!Native Hawaiian and Other Pacific Islander!!Native Hawaiian
## 2 0.0
## 3 0.0
## 4 0.0
## 5 0.0
## 6 0.0
## DP05_0053PM
## 1 Percent Margin of Error!!RACE!!Total population!!One race!!Native Hawaiian and Other Pacific Islander!!Native Hawaiian
## 2 0.5
## 3 0.7
## 4 0.6
## 5 0.5
## 6 1.2
## DP05_0054E
## 1 Estimate!!RACE!!Total population!!One race!!Native Hawaiian and Other Pacific Islander!!Guamanian or Chamorro
## 2 0
## 3 0
## 4 0
## 5 0
## 6 0
## DP05_0054M
## 1 Margin of Error!!RACE!!Total population!!One race!!Native Hawaiian and Other Pacific Islander!!Guamanian or Chamorro
## 2 17
## 3 12
## 4 17
## 5 17
## 6 12
## DP05_0054PE
## 1 Percent Estimate!!RACE!!Total population!!One race!!Native Hawaiian and Other Pacific Islander!!Guamanian or Chamorro
## 2 0.0
## 3 0.0
## 4 0.0
## 5 0.0
## 6 0.0
## DP05_0054PM
## 1 Percent Margin of Error!!RACE!!Total population!!One race!!Native Hawaiian and Other Pacific Islander!!Guamanian or Chamorro
## 2 0.5
## 3 0.7
## 4 0.6
## 5 0.5
## 6 1.2
## DP05_0055E
## 1 Estimate!!RACE!!Total population!!One race!!Native Hawaiian and Other Pacific Islander!!Samoan
## 2 0
## 3 0
## 4 0
## 5 0
## 6 0
## DP05_0055M
## 1 Margin of Error!!RACE!!Total population!!One race!!Native Hawaiian and Other Pacific Islander!!Samoan
## 2 17
## 3 12
## 4 17
## 5 17
## 6 12
## DP05_0055PE
## 1 Percent Estimate!!RACE!!Total population!!One race!!Native Hawaiian and Other Pacific Islander!!Samoan
## 2 0.0
## 3 0.0
## 4 0.0
## 5 0.0
## 6 0.0
## DP05_0055PM
## 1 Percent Margin of Error!!RACE!!Total population!!One race!!Native Hawaiian and Other Pacific Islander!!Samoan
## 2 0.5
## 3 0.7
## 4 0.6
## 5 0.5
## 6 1.2
## DP05_0056E
## 1 Estimate!!RACE!!Total population!!One race!!Native Hawaiian and Other Pacific Islander!!Other Pacific Islander
## 2 0
## 3 0
## 4 0
## 5 0
## 6 0
## DP05_0056M
## 1 Margin of Error!!RACE!!Total population!!One race!!Native Hawaiian and Other Pacific Islander!!Other Pacific Islander
## 2 17
## 3 12
## 4 17
## 5 17
## 6 12
## DP05_0056PE
## 1 Percent Estimate!!RACE!!Total population!!One race!!Native Hawaiian and Other Pacific Islander!!Other Pacific Islander
## 2 0.0
## 3 0.0
## 4 0.0
## 5 0.0
## 6 0.0
## DP05_0056PM
## 1 Percent Margin of Error!!RACE!!Total population!!One race!!Native Hawaiian and Other Pacific Islander!!Other Pacific Islander
## 2 0.5
## 3 0.7
## 4 0.6
## 5 0.5
## 6 1.2
## DP05_0057E
## 1 Estimate!!RACE!!Total population!!One race!!Some other race
## 2 850
## 3 801
## 4 847
## 5 907
## 6 876
## DP05_0057M
## 1 Margin of Error!!RACE!!Total population!!One race!!Some other race
## 2 172
## 3 439
## 4 350
## 5 346
## 6 238
## DP05_0057PE
## 1 Percent Estimate!!RACE!!Total population!!One race!!Some other race
## 2 12.0
## 3 17.6
## 4 15.0
## 5 15.3
## 6 31.7
## DP05_0057PM
## 1 Percent Margin of Error!!RACE!!Total population!!One race!!Some other race
## 2 2.4
## 3 8.9
## 4 5.8
## 5 5.9
## 6 6.9
## DP05_0058E
## 1 Estimate!!RACE!!Total population!!Two or more races
## 2 68
## 3 193
## 4 209
## 5 157
## 6 170
## DP05_0058M
## 1 Margin of Error!!RACE!!Total population!!Two or more races
## 2 42
## 3 155
## 4 117
## 5 115
## 6 93
## DP05_0058PE
## 1 Percent Estimate!!RACE!!Total population!!Two or more races
## 2 1.0
## 3 4.2
## 4 3.7
## 5 2.7
## 6 6.1
## DP05_0058PM
## 1 Percent Margin of Error!!RACE!!Total population!!Two or more races
## 2 0.6
## 3 3.4
## 4 2.1
## 5 1.9
## 6 3.2
## DP05_0059E
## 1 Estimate!!RACE!!Total population!!Two or more races!!White and Black or African American
## 2 55
## 3 54
## 4 55
## 5 0
## 6 52
## DP05_0059M
## 1 Margin of Error!!RACE!!Total population!!Two or more races!!White and Black or African American
## 2 38
## 3 83
## 4 60
## 5 17
## 6 57
## DP05_0059PE
## 1 Percent Estimate!!RACE!!Total population!!Two or more races!!White and Black or African American
## 2 0.8
## 3 1.2
## 4 1.0
## 5 0.0
## 6 1.9
## DP05_0059PM
## 1 Percent Margin of Error!!RACE!!Total population!!Two or more races!!White and Black or African American
## 2 0.5
## 3 1.8
## 4 1.1
## 5 0.5
## 6 2.1
## DP05_0060E
## 1 Estimate!!RACE!!Total population!!Two or more races!!White and American Indian and Alaska Native
## 2 8
## 3 53
## 4 33
## 5 0
## 6 0
## DP05_0060M
## 1 Margin of Error!!RACE!!Total population!!Two or more races!!White and American Indian and Alaska Native
## 2 13
## 3 88
## 4 52
## 5 17
## 6 12
## DP05_0060PE
## 1 Percent Estimate!!RACE!!Total population!!Two or more races!!White and American Indian and Alaska Native
## 2 0.1
## 3 1.2
## 4 0.6
## 5 0.0
## 6 0.0
## DP05_0060PM
## 1 Percent Margin of Error!!RACE!!Total population!!Two or more races!!White and American Indian and Alaska Native
## 2 0.2
## 3 1.9
## 4 0.9
## 5 0.5
## 6 1.2
## DP05_0061E
## 1 Estimate!!RACE!!Total population!!Two or more races!!White and Asian
## 2 5
## 3 15
## 4 0
## 5 31
## 6 0
## DP05_0061M
## 1 Margin of Error!!RACE!!Total population!!Two or more races!!White and Asian
## 2 10
## 3 25
## 4 17
## 5 44
## 6 12
## DP05_0061PE
## 1 Percent Estimate!!RACE!!Total population!!Two or more races!!White and Asian
## 2 0.1
## 3 0.3
## 4 0.0
## 5 0.5
## 6 0.0
## DP05_0061PM
## 1 Percent Margin of Error!!RACE!!Total population!!Two or more races!!White and Asian
## 2 0.1
## 3 0.6
## 4 0.6
## 5 0.7
## 6 1.2
## DP05_0062E
## 1 Estimate!!RACE!!Total population!!Two or more races!!Black or African American and American Indian and Alaska Native
## 2 0
## 3 0
## 4 0
## 5 0
## 6 12
## DP05_0062M
## 1 Margin of Error!!RACE!!Total population!!Two or more races!!Black or African American and American Indian and Alaska Native
## 2 17
## 3 12
## 4 17
## 5 17
## 6 18
## DP05_0062PE
## 1 Percent Estimate!!RACE!!Total population!!Two or more races!!Black or African American and American Indian and Alaska Native
## 2 0.0
## 3 0.0
## 4 0.0
## 5 0.0
## 6 0.4
## DP05_0062PM
## 1 Percent Margin of Error!!RACE!!Total population!!Two or more races!!Black or African American and American Indian and Alaska Native
## 2 0.5
## 3 0.7
## 4 0.6
## 5 0.5
## 6 0.7
## DP05_0063E
## 1 Estimate!!Race alone or in combination with one or more other races!!Total population
## 2 7080
## 3 4542
## 4 5634
## 5 5917
## 6 2765
## DP05_0063M
## 1 Margin of Error!!Race alone or in combination with one or more other races!!Total population
## 2 290
## 3 574
## 4 517
## 5 461
## 6 307
## DP05_0063PE
## 1 Percent Estimate!!Race alone or in combination with one or more other races!!Total population
## 2 7080
## 3 4542
## 4 5634
## 5 5917
## 6 2765
## DP05_0063PM
## 1 Percent Margin of Error!!Race alone or in combination with one or more other races!!Total population
## 2 (X)
## 3 (X)
## 4 (X)
## 5 (X)
## 6 (X)
## DP05_0064E
## 1 Estimate!!Race alone or in combination with one or more other races!!Total population!!White
## 2 1841
## 3 2299
## 4 2814
## 5 2484
## 6 677
## DP05_0064M
## 1 Margin of Error!!Race alone or in combination with one or more other races!!Total population!!White
## 2 259
## 3 580
## 4 422
## 5 495
## 6 198
## DP05_0064PE
## 1 Percent Estimate!!Race alone or in combination with one or more other races!!Total population!!White
## 2 26.0
## 3 50.6
## 4 49.9
## 5 42.0
## 6 24.5
## DP05_0064PM
## 1 Percent Margin of Error!!Race alone or in combination with one or more other races!!Total population!!White
## 2 3.3
## 3 11.6
## 4 7.8
## 5 7.2
## 6 6.8
## DP05_0065E
## 1 Estimate!!Race alone or in combination with one or more other races!!Total population!!Black or African American
## 2 4294
## 3 1392
## 4 1875
## 5 2492
## 6 1134
## DP05_0065M
## 1 Margin of Error!!Race alone or in combination with one or more other races!!Total population!!Black or African American
## 2 285
## 3 494
## 4 446
## 5 438
## 6 176
## DP05_0065PE
## 1 Percent Estimate!!Race alone or in combination with one or more other races!!Total population!!Black or African American
## 2 60.6
## 3 30.6
## 4 33.3
## 5 42.1
## 6 41.0
## DP05_0065PM
## 1 Percent Margin of Error!!Race alone or in combination with one or more other races!!Total population!!Black or African American
## 2 3.4
## 3 10.3
## 4 6.6
## 5 6.8
## 6 6.0
## DP05_0066E
## 1 Estimate!!Race alone or in combination with one or more other races!!Total population!!American Indian and Alaska Native
## 2 33
## 3 53
## 4 154
## 5 10
## 6 18
## DP05_0066M
## 1 Margin of Error!!Race alone or in combination with one or more other races!!Total population!!American Indian and Alaska Native
## 2 27
## 3 88
## 4 130
## 5 15
## 6 20
## DP05_0066PE
## 1 Percent Estimate!!Race alone or in combination with one or more other races!!Total population!!American Indian and Alaska Native
## 2 0.5
## 3 1.2
## 4 2.7
## 5 0.2
## 6 0.7
## DP05_0066PM
## 1 Percent Margin of Error!!Race alone or in combination with one or more other races!!Total population!!American Indian and Alaska Native
## 2 0.4
## 3 1.9
## 4 2.4
## 5 0.3
## 6 0.7
## DP05_0067E
## 1 Estimate!!Race alone or in combination with one or more other races!!Total population!!Asian
## 2 130
## 3 119
## 4 226
## 5 68
## 6 130
## DP05_0067M
## 1 Margin of Error!!Race alone or in combination with one or more other races!!Total population!!Asian
## 2 50
## 3 88
## 4 155
## 5 76
## 6 99
## DP05_0067PE
## 1 Percent Estimate!!Race alone or in combination with one or more other races!!Total population!!Asian
## 2 1.8
## 3 2.6
## 4 4.0
## 5 1.1
## 6 4.7
## DP05_0067PM
## 1 Percent Margin of Error!!Race alone or in combination with one or more other races!!Total population!!Asian
## 2 0.7
## 3 2.0
## 4 2.7
## 5 1.3
## 6 3.5
## DP05_0068E
## 1 Estimate!!Race alone or in combination with one or more other races!!Total population!!Native Hawaiian and Other Pacific Islander
## 2 0
## 3 12
## 4 0
## 5 0
## 6 0
## DP05_0068M
## 1 Margin of Error!!Race alone or in combination with one or more other races!!Total population!!Native Hawaiian and Other Pacific Islander
## 2 17
## 3 20
## 4 17
## 5 17
## 6 12
## DP05_0068PE
## 1 Percent Estimate!!Race alone or in combination with one or more other races!!Total population!!Native Hawaiian and Other Pacific Islander
## 2 0.0
## 3 0.3
## 4 0.0
## 5 0.0
## 6 0.0
## DP05_0068PM
## 1 Percent Margin of Error!!Race alone or in combination with one or more other races!!Total population!!Native Hawaiian and Other Pacific Islander
## 2 0.5
## 3 0.5
## 4 0.6
## 5 0.5
## 6 1.2
## DP05_0069E
## 1 Estimate!!Race alone or in combination with one or more other races!!Total population!!Some other race
## 2 850
## 3 872
## 4 945
## 5 1020
## 6 982
## DP05_0069M
## 1 Margin of Error!!Race alone or in combination with one or more other races!!Total population!!Some other race
## 2 172
## 3 443
## 4 351
## 5 353
## 6 251
## DP05_0069PE
## 1 Percent Estimate!!Race alone or in combination with one or more other races!!Total population!!Some other race
## 2 12.0
## 3 19.2
## 4 16.8
## 5 17.2
## 6 35.5
## DP05_0069PM
## 1 Percent Margin of Error!!Race alone or in combination with one or more other races!!Total population!!Some other race
## 2 2.4
## 3 8.9
## 4 5.9
## 5 6.0
## 6 6.9
## DP05_0070E
## 1 Estimate!!HISPANIC OR LATINO AND RACE!!Total population
## 2 7080
## 3 4542
## 4 5634
## 5 5917
## 6 2765
## DP05_0070M
## 1 Margin of Error!!HISPANIC OR LATINO AND RACE!!Total population
## 2 290
## 3 574
## 4 517
## 5 461
## 6 307
## DP05_0070PE
## 1 Percent Estimate!!HISPANIC OR LATINO AND RACE!!Total population
## 2 7080
## 3 4542
## 4 5634
## 5 5917
## 6 2765
## DP05_0070PM
## 1 Percent Margin of Error!!HISPANIC OR LATINO AND RACE!!Total population
## 2 (X)
## 3 (X)
## 4 (X)
## 5 (X)
## 6 (X)
## DP05_0071E
## 1 Estimate!!HISPANIC OR LATINO AND RACE!!Total population!!Hispanic or Latino (of any race)
## 2 2329
## 3 3367
## 4 3873
## 5 3603
## 6 1413
## DP05_0071M
## 1 Margin of Error!!HISPANIC OR LATINO AND RACE!!Total population!!Hispanic or Latino (of any race)
## 2 248
## 3 597
## 4 422
## 5 437
## 6 257
## DP05_0071PE
## 1 Percent Estimate!!HISPANIC OR LATINO AND RACE!!Total population!!Hispanic or Latino (of any race)
## 2 32.9
## 3 74.1
## 4 68.7
## 5 60.9
## 6 51.1
## DP05_0071PM
## 1 Percent Margin of Error!!HISPANIC OR LATINO AND RACE!!Total population!!Hispanic or Latino (of any race)
## 2 3.2
## 3 7.9
## 4 6.5
## 5 5.7
## 6 6.0
## DP05_0072E
## 1 Estimate!!HISPANIC OR LATINO AND RACE!!Total population!!Hispanic or Latino (of any race)!!Mexican
## 2 207
## 3 264
## 4 9
## 5 36
## 6 72
## DP05_0072M
## 1 Margin of Error!!HISPANIC OR LATINO AND RACE!!Total population!!Hispanic or Latino (of any race)!!Mexican
## 2 78
## 3 266
## 4 17
## 5 55
## 6 47
## DP05_0072PE
## 1 Percent Estimate!!HISPANIC OR LATINO AND RACE!!Total population!!Hispanic or Latino (of any race)!!Mexican
## 2 2.9
## 3 5.8
## 4 0.2
## 5 0.6
## 6 2.6
## DP05_0072PM
## 1 Percent Margin of Error!!HISPANIC OR LATINO AND RACE!!Total population!!Hispanic or Latino (of any race)!!Mexican
## 2 1.1
## 3 5.7
## 4 0.3
## 5 0.9
## 6 1.7
## DP05_0073E
## 1 Estimate!!HISPANIC OR LATINO AND RACE!!Total population!!Hispanic or Latino (of any race)!!Puerto Rican
## 2 826
## 3 1716
## 4 2365
## 5 1888
## 6 518
## DP05_0073M
## 1 Margin of Error!!HISPANIC OR LATINO AND RACE!!Total population!!Hispanic or Latino (of any race)!!Puerto Rican
## 2 146
## 3 484
## 4 388
## 5 384
## 6 206
## DP05_0073PE
## 1 Percent Estimate!!HISPANIC OR LATINO AND RACE!!Total population!!Hispanic or Latino (of any race)!!Puerto Rican
## 2 11.7
## 3 37.8
## 4 42.0
## 5 31.9
## 6 18.7
## DP05_0073PM
## 1 Percent Margin of Error!!HISPANIC OR LATINO AND RACE!!Total population!!Hispanic or Latino (of any race)!!Puerto Rican
## 2 2.0
## 3 8.9
## 4 7.0
## 5 6.2
## 6 6.6
## DP05_0074E
## 1 Estimate!!HISPANIC OR LATINO AND RACE!!Total population!!Hispanic or Latino (of any race)!!Cuban
## 2 53
## 3 31
## 4 124
## 5 4
## 6 6
## DP05_0074M
## 1 Margin of Error!!HISPANIC OR LATINO AND RACE!!Total population!!Hispanic or Latino (of any race)!!Cuban
## 2 36
## 3 38
## 4 128
## 5 10
## 6 9
## DP05_0074PE
## 1 Percent Estimate!!HISPANIC OR LATINO AND RACE!!Total population!!Hispanic or Latino (of any race)!!Cuban
## 2 0.7
## 3 0.7
## 4 2.2
## 5 0.1
## 6 0.2
## DP05_0074PM
## 1 Percent Margin of Error!!HISPANIC OR LATINO AND RACE!!Total population!!Hispanic or Latino (of any race)!!Cuban
## 2 0.5
## 3 0.8
## 4 2.2
## 5 0.2
## 6 0.3
## DP05_0075E
## 1 Estimate!!HISPANIC OR LATINO AND RACE!!Total population!!Hispanic or Latino (of any race)!!Other Hispanic or Latino
## 2 1243
## 3 1356
## 4 1375
## 5 1675
## 6 817
## DP05_0075M
## 1 Margin of Error!!HISPANIC OR LATINO AND RACE!!Total population!!Hispanic or Latino (of any race)!!Other Hispanic or Latino
## 2 220
## 3 430
## 4 431
## 5 400
## 6 203
## DP05_0075PE
## 1 Percent Estimate!!HISPANIC OR LATINO AND RACE!!Total population!!Hispanic or Latino (of any race)!!Other Hispanic or Latino
## 2 17.6
## 3 29.9
## 4 24.4
## 5 28.3
## 6 29.5
## DP05_0075PM
## 1 Percent Margin of Error!!HISPANIC OR LATINO AND RACE!!Total population!!Hispanic or Latino (of any race)!!Other Hispanic or Latino
## 2 3.0
## 3 9.0
## 4 7.4
## 5 6.3
## 6 6.5
## DP05_0076E
## 1 Estimate!!HISPANIC OR LATINO AND RACE!!Total population!!Not Hispanic or Latino
## 2 4751
## 3 1175
## 4 1761
## 5 2314
## 6 1352
## DP05_0076M
## 1 Margin of Error!!HISPANIC OR LATINO AND RACE!!Total population!!Not Hispanic or Latino
## 2 293
## 3 363
## 4 449
## 5 388
## 6 194
## DP05_0076PE
## 1 Percent Estimate!!HISPANIC OR LATINO AND RACE!!Total population!!Not Hispanic or Latino
## 2 67.1
## 3 25.9
## 4 31.3
## 5 39.1
## 6 48.9
## DP05_0076PM
## 1 Percent Margin of Error!!HISPANIC OR LATINO AND RACE!!Total population!!Not Hispanic or Latino
## 2 3.2
## 3 7.9
## 4 6.5
## 5 5.7
## 6 6.0
## DP05_0077E
## 1 Estimate!!HISPANIC OR LATINO AND RACE!!Total population!!Not Hispanic or Latino!!White alone
## 2 538
## 3 77
## 4 209
## 5 220
## 6 262
## DP05_0077M
## 1 Margin of Error!!HISPANIC OR LATINO AND RACE!!Total population!!Not Hispanic or Latino!!White alone
## 2 160
## 3 72
## 4 88
## 5 120
## 6 91
## DP05_0077PE
## 1 Percent Estimate!!HISPANIC OR LATINO AND RACE!!Total population!!Not Hispanic or Latino!!White alone
## 2 7.6
## 3 1.7
## 4 3.7
## 5 3.7
## 6 9.5
## DP05_0077PM
## 1 Percent Margin of Error!!HISPANIC OR LATINO AND RACE!!Total population!!Not Hispanic or Latino!!White alone
## 2 2.2
## 3 1.6
## 4 1.7
## 5 2.0
## 6 3.1
## DP05_0078E
## 1 Estimate!!HISPANIC OR LATINO AND RACE!!Total population!!Not Hispanic or Latino!!Black or African American alone
## 2 3984
## 3 908
## 4 1380
## 5 1992
## 6 934
## DP05_0078M
## 1 Margin of Error!!HISPANIC OR LATINO AND RACE!!Total population!!Not Hispanic or Latino!!Black or African American alone
## 2 270
## 3 356
## 4 432
## 5 417
## 6 171
## DP05_0078PE
## 1 Percent Estimate!!HISPANIC OR LATINO AND RACE!!Total population!!Not Hispanic or Latino!!Black or African American alone
## 2 56.3
## 3 20.0
## 4 24.5
## 5 33.7
## 6 33.8
## DP05_0078PM
## 1 Percent Margin of Error!!HISPANIC OR LATINO AND RACE!!Total population!!Not Hispanic or Latino!!Black or African American alone
## 2 3.4
## 3 7.7
## 4 6.6
## 5 6.5
## 6 5.9
## DP05_0079E
## 1 Estimate!!HISPANIC OR LATINO AND RACE!!Total population!!Not Hispanic or Latino!!American Indian and Alaska Native alone
## 2 25
## 3 0
## 4 0
## 5 0
## 6 0
## DP05_0079M
## 1 Margin of Error!!HISPANIC OR LATINO AND RACE!!Total population!!Not Hispanic or Latino!!American Indian and Alaska Native alone
## 2 24
## 3 12
## 4 17
## 5 17
## 6 12
## DP05_0079PE
## 1 Percent Estimate!!HISPANIC OR LATINO AND RACE!!Total population!!Not Hispanic or Latino!!American Indian and Alaska Native alone
## 2 0.4
## 3 0.0
## 4 0.0
## 5 0.0
## 6 0.0
## DP05_0079PM
## 1 Percent Margin of Error!!HISPANIC OR LATINO AND RACE!!Total population!!Not Hispanic or Latino!!American Indian and Alaska Native alone
## 2 0.3
## 3 0.7
## 4 0.6
## 5 0.5
## 6 1.2
## DP05_0080E
## 1 Estimate!!HISPANIC OR LATINO AND RACE!!Total population!!Not Hispanic or Latino!!Asian alone
## 2 125
## 3 104
## 4 130
## 5 0
## 6 82
## DP05_0080M
## 1 Margin of Error!!HISPANIC OR LATINO AND RACE!!Total population!!Not Hispanic or Latino!!Asian alone
## 2 51
## 3 87
## 4 92
## 5 17
## 6 70
## DP05_0080PE
## 1 Percent Estimate!!HISPANIC OR LATINO AND RACE!!Total population!!Not Hispanic or Latino!!Asian alone
## 2 1.8
## 3 2.3
## 4 2.3
## 5 0.0
## 6 3.0
## DP05_0080PM
## 1 Percent Margin of Error!!HISPANIC OR LATINO AND RACE!!Total population!!Not Hispanic or Latino!!Asian alone
## 2 0.7
## 3 2.0
## 4 1.6
## 5 0.5
## 6 2.5
## DP05_0081E
## 1 Estimate!!HISPANIC OR LATINO AND RACE!!Total population!!Not Hispanic or Latino!!Native Hawaiian and Other Pacific Islander alone
## 2 0
## 3 0
## 4 0
## 5 0
## 6 0
## DP05_0081M
## 1 Margin of Error!!HISPANIC OR LATINO AND RACE!!Total population!!Not Hispanic or Latino!!Native Hawaiian and Other Pacific Islander alone
## 2 17
## 3 12
## 4 17
## 5 17
## 6 12
## DP05_0081PE
## 1 Percent Estimate!!HISPANIC OR LATINO AND RACE!!Total population!!Not Hispanic or Latino!!Native Hawaiian and Other Pacific Islander alone
## 2 0.0
## 3 0.0
## 4 0.0
## 5 0.0
## 6 0.0
## DP05_0081PM
## 1 Percent Margin of Error!!HISPANIC OR LATINO AND RACE!!Total population!!Not Hispanic or Latino!!Native Hawaiian and Other Pacific Islander alone
## 2 0.5
## 3 0.7
## 4 0.6
## 5 0.5
## 6 1.2
## DP05_0082E
## 1 Estimate!!HISPANIC OR LATINO AND RACE!!Total population!!Not Hispanic or Latino!!Some other race alone
## 2 38
## 3 86
## 4 0
## 5 102
## 6 19
## DP05_0082M
## 1 Margin of Error!!HISPANIC OR LATINO AND RACE!!Total population!!Not Hispanic or Latino!!Some other race alone
## 2 34
## 3 134
## 4 17
## 5 111
## 6 20
## DP05_0082PE
## 1 Percent Estimate!!HISPANIC OR LATINO AND RACE!!Total population!!Not Hispanic or Latino!!Some other race alone
## 2 0.5
## 3 1.9
## 4 0.0
## 5 1.7
## 6 0.7
## DP05_0082PM
## 1 Percent Margin of Error!!HISPANIC OR LATINO AND RACE!!Total population!!Not Hispanic or Latino!!Some other race alone
## 2 0.5
## 3 2.9
## 4 0.6
## 5 1.9
## 6 0.7
## DP05_0083E
## 1 Estimate!!HISPANIC OR LATINO AND RACE!!Total population!!Not Hispanic or Latino!!Two or more races
## 2 41
## 3 0
## 4 42
## 5 0
## 6 55
## DP05_0083M
## 1 Margin of Error!!HISPANIC OR LATINO AND RACE!!Total population!!Not Hispanic or Latino!!Two or more races
## 2 33
## 3 12
## 4 51
## 5 17
## 6 56
## DP05_0083PE
## 1 Percent Estimate!!HISPANIC OR LATINO AND RACE!!Total population!!Not Hispanic or Latino!!Two or more races
## 2 0.6
## 3 0.0
## 4 0.7
## 5 0.0
## 6 2.0
## DP05_0083PM
## 1 Percent Margin of Error!!HISPANIC OR LATINO AND RACE!!Total population!!Not Hispanic or Latino!!Two or more races
## 2 0.5
## 3 0.7
## 4 0.9
## 5 0.5
## 6 2.0
## DP05_0084E
## 1 Estimate!!HISPANIC OR LATINO AND RACE!!Total population!!Not Hispanic or Latino!!Two or more races!!Two races including Some other race
## 2 0
## 3 0
## 4 0
## 5 0
## 6 3
## DP05_0084M
## 1 Margin of Error!!HISPANIC OR LATINO AND RACE!!Total population!!Not Hispanic or Latino!!Two or more races!!Two races including Some other race
## 2 17
## 3 12
## 4 17
## 5 17
## 6 5
## DP05_0084PE
## 1 Percent Estimate!!HISPANIC OR LATINO AND RACE!!Total population!!Not Hispanic or Latino!!Two or more races!!Two races including Some other race
## 2 0.0
## 3 0.0
## 4 0.0
## 5 0.0
## 6 0.1
## DP05_0084PM
## 1 Percent Margin of Error!!HISPANIC OR LATINO AND RACE!!Total population!!Not Hispanic or Latino!!Two or more races!!Two races including Some other race
## 2 0.5
## 3 0.7
## 4 0.6
## 5 0.5
## 6 0.2
## DP05_0085E
## 1 Estimate!!HISPANIC OR LATINO AND RACE!!Total population!!Not Hispanic or Latino!!Two or more races!!Two races excluding Some other race, and Three or more races
## 2 41
## 3 0
## 4 42
## 5 0
## 6 52
## DP05_0085M
## 1 Margin of Error!!HISPANIC OR LATINO AND RACE!!Total population!!Not Hispanic or Latino!!Two or more races!!Two races excluding Some other race, and Three or more races
## 2 33
## 3 12
## 4 51
## 5 17
## 6 57
## DP05_0085PE
## 1 Percent Estimate!!HISPANIC OR LATINO AND RACE!!Total population!!Not Hispanic or Latino!!Two or more races!!Two races excluding Some other race, and Three or more races
## 2 0.6
## 3 0.0
## 4 0.7
## 5 0.0
## 6 1.9
## DP05_0085PM
## 1 Percent Margin of Error!!HISPANIC OR LATINO AND RACE!!Total population!!Not Hispanic or Latino!!Two or more races!!Two races excluding Some other race, and Three or more races
## 2 0.5
## 3 0.7
## 4 0.9
## 5 0.5
## 6 2.1
## DP05_0086E DP05_0086M
## 1 Estimate!!Total housing units Margin of Error!!Total housing units
## 2 0 17
## 3 1486 58
## 4 2115 49
## 5 2069 54
## 6 1002 48
## DP05_0086PE
## 1 Percent Estimate!!Total housing units
## 2 (X)
## 3 (X)
## 4 (X)
## 5 (X)
## 6 (X)
## DP05_0086PM
## 1 Percent Margin of Error!!Total housing units
## 2 (X)
## 3 (X)
## 4 (X)
## 5 (X)
## 6 (X)
## DP05_0087E
## 1 Estimate!!CITIZEN, VOTING AGE POPULATION!!Citizen, 18 and over population
## 2 6100
## 3 2952
## 4 4214
## 5 3851
## 6 1787
## DP05_0087M
## 1 Margin of Error!!CITIZEN, VOTING AGE POPULATION!!Citizen, 18 and over population
## 2 280
## 3 481
## 4 412
## 5 365
## 6 251
## DP05_0087PE
## 1 Percent Estimate!!CITIZEN, VOTING AGE POPULATION!!Citizen, 18 and over population
## 2 6100
## 3 2952
## 4 4214
## 5 3851
## 6 1787
## DP05_0087PM
## 1 Percent Margin of Error!!CITIZEN, VOTING AGE POPULATION!!Citizen, 18 and over population
## 2 (X)
## 3 (X)
## 4 (X)
## 5 (X)
## 6 (X)
## DP05_0088E
## 1 Estimate!!CITIZEN, VOTING AGE POPULATION!!Citizen, 18 and over population!!Male
## 2 5596
## 3 1529
## 4 2217
## 5 1529
## 6 942
## DP05_0088M
## 1 Margin of Error!!CITIZEN, VOTING AGE POPULATION!!Citizen, 18 and over population!!Male
## 2 264
## 3 287
## 4 274
## 5 255
## 6 172
## DP05_0088PE
## 1 Percent Estimate!!CITIZEN, VOTING AGE POPULATION!!Citizen, 18 and over population!!Male
## 2 91.7
## 3 51.8
## 4 52.6
## 5 39.7
## 6 52.7
## DP05_0088PM
## 1 Percent Margin of Error!!CITIZEN, VOTING AGE POPULATION!!Citizen, 18 and over population!!Male
## 2 2.6
## 3 5.1
## 4 3.2
## 5 5.2
## 6 5.2
## DP05_0089E
## 1 Estimate!!CITIZEN, VOTING AGE POPULATION!!Citizen, 18 and over population!!Female
## 2 504
## 3 1423
## 4 1997
## 5 2322
## 6 845
## DP05_0089M
## 1 Margin of Error!!CITIZEN, VOTING AGE POPULATION!!Citizen, 18 and over population!!Female
## 2 167
## 3 279
## 4 220
## 5 287
## 6 141
## DP05_0089PE
## 1 Percent Estimate!!CITIZEN, VOTING AGE POPULATION!!Citizen, 18 and over population!!Female
## 2 8.3
## 3 48.2
## 4 47.4
## 5 60.3
## 6 47.3
## DP05_0089PM
## 1 Percent Margin of Error!!CITIZEN, VOTING AGE POPULATION!!Citizen, 18 and over population!!Female
## 2 2.6
## 3 5.1
## 4 3.2
## 5 5.2
## 6 5.2
## DP05_0001E
## 1 Estimate!!SEX AND AGE!!Total population
## 2 7080
## 3 4542
## 4 5634
## 5 5917
## 6 2765
## DP05_0001M
## 1 Margin of Error!!SEX AND AGE!!Total population
## 2 290
## 3 574
## 4 517
## 5 461
## 6 307
## DP05_0001PE
## 1 Percent Estimate!!SEX AND AGE!!Total population
## 2 7080
## 3 4542
## 4 5634
## 5 5917
## 6 2765
## DP05_0001PM
## 1 Percent Margin of Error!!SEX AND AGE!!Total population
## 2 (X)
## 3 (X)
## 4 (X)
## 5 (X)
## 6 (X)
## DP05_0002E
## 1 Estimate!!SEX AND AGE!!Total population!!Male
## 2 6503
## 3 2264
## 4 2807
## 5 2365
## 6 1363
## DP05_0002M
## 1 Margin of Error!!SEX AND AGE!!Total population!!Male
## 2 284
## 3 351
## 4 314
## 5 265
## 6 218
## DP05_0002PE
## 1 Percent Estimate!!SEX AND AGE!!Total population!!Male
## 2 91.9
## 3 49.8
## 4 49.8
## 5 40.0
## 6 49.3
## DP05_0002PM
## 1 Percent Margin of Error!!SEX AND AGE!!Total population!!Male
## 2 2.6
## 3 4.1
## 4 3.1
## 5 3.6
## 6 4.8
## DP05_0003E
## 1 Estimate!!SEX AND AGE!!Total population!!Female
## 2 577
## 3 2278
## 4 2827
## 5 3552
## 6 1402
## DP05_0003M
## 1 Margin of Error!!SEX AND AGE!!Total population!!Female
## 2 191
## 3 334
## 4 310
## 5 366
## 6 187
## DP05_0003PE
## 1 Percent Estimate!!SEX AND AGE!!Total population!!Female
## 2 8.1
## 3 50.2
## 4 50.2
## 5 60.0
## 6 50.7
## DP05_0003PM
## 1 Percent Margin of Error!!SEX AND AGE!!Total population!!Female
## 2 2.6
## 3 4.1
## 4 3.1
## 5 3.6
## 6 4.8
## DP05_0004E
## 1 Estimate!!SEX AND AGE!!Total population!!Sex ratio (males per 100 females)
## 2 1127.0
## 3 99.4
## 4 99.3
## 5 66.6
## 6 97.2
## DP05_0004M
## 1 Margin of Error!!SEX AND AGE!!Total population!!Sex ratio (males per 100 females)
## 2 414.5
## 3 16.7
## 4 12.1
## 5 9.9
## 6 19.0
## DP05_0004PE
## 1 Percent Estimate!!SEX AND AGE!!Total population!!Sex ratio (males per 100 females)
## 2 (X)
## 3 (X)
## 4 (X)
## 5 (X)
## 6 (X)
## DP05_0004PM
## 1 Percent Margin of Error!!SEX AND AGE!!Total population!!Sex ratio (males per 100 females)
## 2 (X)
## 3 (X)
## 4 (X)
## 5 (X)
## 6 (X)
## DP05_0005E
## 1 Estimate!!SEX AND AGE!!Total population!!Under 5 years
## 2 0
## 3 159
## 4 197
## 5 313
## 6 287
## DP05_0005M
## 1 Margin of Error!!SEX AND AGE!!Total population!!Under 5 years
## 2 17
## 3 88
## 4 85
## 5 87
## 6 86
## DP05_0005PE
## 1 Percent Estimate!!SEX AND AGE!!Total population!!Under 5 years
## 2 0.0
## 3 3.5
## 4 3.5
## 5 5.3
## 6 10.4
## DP05_0005PM
## 1 Percent Margin of Error!!SEX AND AGE!!Total population!!Under 5 years
## 2 0.5
## 3 1.8
## 4 1.5
## 5 1.5
## 6 2.7
## DP05_0006E
## 1 Estimate!!SEX AND AGE!!Total population!!5 to 9 years
## 2 0
## 3 199
## 4 339
## 5 437
## 6 270
## DP05_0006M
## 1 Margin of Error!!SEX AND AGE!!Total population!!5 to 9 years
## 2 17
## 3 114
## 4 117
## 5 134
## 6 77
## DP05_0006PE
## 1 Percent Estimate!!SEX AND AGE!!Total population!!5 to 9 years
## 2 0.0
## 3 4.4
## 4 6.0
## 5 7.4
## 6 9.8
## DP05_0006PM
## 1 Percent Margin of Error!!SEX AND AGE!!Total population!!5 to 9 years
## 2 0.5
## 3 2.5
## 4 1.9
## 5 2.1
## 6 2.7
## DP05_0007E
## 1 Estimate!!SEX AND AGE!!Total population!!10 to 14 years
## 2 0
## 3 454
## 4 344
## 5 443
## 6 120
## DP05_0007M
## 1 Margin of Error!!SEX AND AGE!!Total population!!10 to 14 years
## 2 17
## 3 172
## 4 162
## 5 169
## 6 50
## DP05_0007PE
## 1 Percent Estimate!!SEX AND AGE!!Total population!!10 to 14 years
## 2 0.0
## 3 10.0
## 4 6.1
## 5 7.5
## 6 4.3
## DP05_0007PM
## 1 Percent Margin of Error!!SEX AND AGE!!Total population!!10 to 14 years
## 2 0.5
## 3 3.6
## 4 2.7
## 5 2.6
## 6 1.8
## DP05_0008E
## 1 Estimate!!SEX AND AGE!!Total population!!15 to 19 years
## 2 541
## 3 314
## 4 339
## 5 437
## 6 132
## DP05_0008M
## 1 Margin of Error!!SEX AND AGE!!Total population!!15 to 19 years
## 2 135
## 3 140
## 4 106
## 5 117
## 6 62
## DP05_0008PE
## 1 Percent Estimate!!SEX AND AGE!!Total population!!15 to 19 years
## 2 7.6
## 3 6.9
## 4 6.0
## 5 7.4
## 6 4.8
## DP05_0008PM
## 1 Percent Margin of Error!!SEX AND AGE!!Total population!!15 to 19 years
## 2 1.9
## 3 2.8
## 4 1.9
## 5 1.9
## 6 2.2
## DP05_0009E
## 1 Estimate!!SEX AND AGE!!Total population!!20 to 24 years
## 2 1119
## 3 366
## 4 454
## 5 599
## 6 186
## DP05_0009M
## 1 Margin of Error!!SEX AND AGE!!Total population!!20 to 24 years
## 2 185
## 3 153
## 4 198
## 5 205
## 6 62
## DP05_0009PE
## 1 Percent Estimate!!SEX AND AGE!!Total population!!20 to 24 years
## 2 15.8
## 3 8.1
## 4 8.1
## 5 10.1
## 6 6.7
## DP05_0009PM
## 1 Percent Margin of Error!!SEX AND AGE!!Total population!!20 to 24 years
## 2 2.5
## 3 3.2
## 4 3.4
## 5 3.3
## 6 2.2
## DP05_0010E
## 1 Estimate!!SEX AND AGE!!Total population!!25 to 34 years
## 2 2066
## 3 369
## 4 819
## 5 624
## 6 696
## DP05_0010M
## 1 Margin of Error!!SEX AND AGE!!Total population!!25 to 34 years
## 2 181
## 3 163
## 4 240
## 5 169
## 6 154
## DP05_0010PE
## 1 Percent Estimate!!SEX AND AGE!!Total population!!25 to 34 years
## 2 29.2
## 3 8.1
## 4 14.5
## 5 10.5
## 6 25.2
## DP05_0010PM
## 1 Percent Margin of Error!!SEX AND AGE!!Total population!!25 to 34 years
## 2 2.6
## 3 3.2
## 4 4.0
## 5 2.8
## 6 4.5
## DP05_0011E
## 1 Estimate!!SEX AND AGE!!Total population!!35 to 44 years
## 2 1662
## 3 537
## 4 681
## 5 637
## 6 429
## DP05_0011M
## 1 Margin of Error!!SEX AND AGE!!Total population!!35 to 44 years
## 2 230
## 3 157
## 4 182
## 5 176
## 6 93
## DP05_0011PE
## 1 Percent Estimate!!SEX AND AGE!!Total population!!35 to 44 years
## 2 23.5
## 3 11.8
## 4 12.1
## 5 10.8
## 6 15.5
## DP05_0011PM
## 1 Percent Margin of Error!!SEX AND AGE!!Total population!!35 to 44 years
## 2 3.0
## 3 3.5
## 4 3.5
## 5 2.9
## 6 3.1
## DP05_0012E
## 1 Estimate!!SEX AND AGE!!Total population!!45 to 54 years
## 2 1204
## 3 791
## 4 939
## 5 765
## 6 312
## DP05_0012M
## 1 Margin of Error!!SEX AND AGE!!Total population!!45 to 54 years
## 2 187
## 3 219
## 4 229
## 5 169
## 6 73
## DP05_0012PE
## 1 Percent Estimate!!SEX AND AGE!!Total population!!45 to 54 years
## 2 17.0
## 3 17.4
## 4 16.7
## 5 12.9
## 6 11.3
## DP05_0012PM
## 1 Percent Margin of Error!!SEX AND AGE!!Total population!!45 to 54 years
## 2 2.6
## 3 4.1
## 4 3.3
## 5 2.6
## 6 2.6
## DP05_0013E
## 1 Estimate!!SEX AND AGE!!Total population!!55 to 59 years
## 2 339
## 3 158
## 4 509
## 5 387
## 6 179
## DP05_0013M
## 1 Margin of Error!!SEX AND AGE!!Total population!!55 to 59 years
## 2 89
## 3 77
## 4 150
## 5 164
## 6 108
## DP05_0013PE
## 1 Percent Estimate!!SEX AND AGE!!Total population!!55 to 59 years
## 2 4.8
## 3 3.5
## 4 9.0
## 5 6.5
## 6 6.5
## DP05_0013PM
## 1 Percent Margin of Error!!SEX AND AGE!!Total population!!55 to 59 years
## 2 1.2
## 3 1.6
## 4 2.7
## 5 2.7
## 6 3.6
## DP05_0014E
## 1 Estimate!!SEX AND AGE!!Total population!!60 to 64 years
## 2 98
## 3 245
## 4 303
## 5 286
## 6 78
## DP05_0014M
## 1 Margin of Error!!SEX AND AGE!!Total population!!60 to 64 years
## 2 48
## 3 100
## 4 123
## 5 116
## 6 42
## DP05_0014PE
## 1 Percent Estimate!!SEX AND AGE!!Total population!!60 to 64 years
## 2 1.4
## 3 5.4
## 4 5.4
## 5 4.8
## 6 2.8
## DP05_0014PM
## 1 Percent Margin of Error!!SEX AND AGE!!Total population!!60 to 64 years
## 2 0.7
## 3 2.2
## 4 2.1
## 5 2.1
## 6 1.6
## DP05_0015E
## 1 Estimate!!SEX AND AGE!!Total population!!65 to 74 years
## 2 51
## 3 718
## 4 459
## 5 429
## 6 47
## DP05_0015M
## 1 Margin of Error!!SEX AND AGE!!Total population!!65 to 74 years
## 2 44
## 3 185
## 4 122
## 5 121
## 6 30
## DP05_0015PE
## 1 Percent Estimate!!SEX AND AGE!!Total population!!65 to 74 years
## 2 0.7
## 3 15.8
## 4 8.1
## 5 7.3
## 6 1.7
## DP05_0015PM
## 1 Percent Margin of Error!!SEX AND AGE!!Total population!!65 to 74 years
## 2 0.6
## 3 4.2
## 4 2.2
## 5 2.0
## 6 1.1
## DP05_0016E
## 1 Estimate!!SEX AND AGE!!Total population!!75 to 84 years
## 2 0
## 3 124
## 4 163
## 5 451
## 6 29
## DP05_0016M
## 1 Margin of Error!!SEX AND AGE!!Total population!!75 to 84 years
## 2 17
## 3 87
## 4 91
## 5 112
## 6 29
## DP05_0016PE
## 1 Percent Estimate!!SEX AND AGE!!Total population!!75 to 84 years
## 2 0.0
## 3 2.7
## 4 2.9
## 5 7.6
## 6 1.0
## DP05_0016PM
## 1 Percent Margin of Error!!SEX AND AGE!!Total population!!75 to 84 years
## 2 0.5
## 3 1.9
## 4 1.6
## 5 1.9
## 6 1.0
## DP05_0017E
## 1 Estimate!!SEX AND AGE!!Total population!!85 years and over
## 2 0
## 3 108
## 4 88
## 5 109
## 6 0
## DP05_0017M
## 1 Margin of Error!!SEX AND AGE!!Total population!!85 years and over
## 2 17
## 3 78
## 4 65
## 5 65
## 6 12
## DP05_0017PE
## 1 Percent Estimate!!SEX AND AGE!!Total population!!85 years and over
## 2 0.0
## 3 2.4
## 4 1.6
## 5 1.8
## 6 0.0
## DP05_0017PM
## 1 Percent Margin of Error!!SEX AND AGE!!Total population!!85 years and over
## 2 0.5
## 3 1.7
## 4 1.2
## 5 1.1
## 6 1.2
## DP05_0018E
## 1 Estimate!!SEX AND AGE!!Total population!!Median age (years)
## 2 34.1
## 3 43.2
## 4 40.6
## 5 37.4
## 6 30.8
## DP05_0018M
## 1 Margin of Error!!SEX AND AGE!!Total population!!Median age (years)
## 2 0.9
## 3 5.3
## 4 4.1
## 5 5.5
## 6 1.1
## DP05_0018PE
## 1 Percent Estimate!!SEX AND AGE!!Total population!!Median age (years)
## 2 (X)
## 3 (X)
## 4 (X)
## 5 (X)
## 6 (X)
## DP05_0018PM
## 1 Percent Margin of Error!!SEX AND AGE!!Total population!!Median age (years)
## 2 (X)
## 3 (X)
## 4 (X)
## 5 (X)
## 6 (X)
## DP05_0019E
## 1 Estimate!!SEX AND AGE!!Total population!!Under 18 years
## 2 171
## 3 960
## 4 1127
## 5 1501
## 6 757
## DP05_0019M
## 1 Margin of Error!!SEX AND AGE!!Total population!!Under 18 years
## 2 89
## 3 263
## 4 253
## 5 259
## 6 139
## DP05_0019PE
## 1 Percent Estimate!!SEX AND AGE!!Total population!!Under 18 years
## 2 2.4
## 3 21.1
## 4 20.0
## 5 25.4
## 6 27.4
## DP05_0019PM
## 1 Percent Margin of Error!!SEX AND AGE!!Total population!!Under 18 years
## 2 1.3
## 3 4.8
## 4 3.8
## 5 3.4
## 6 4.1
## DP05_0020E
## 1 Estimate!!SEX AND AGE!!Total population!!16 years and over
## 2 7080
## 3 3684
## 4 4689
## 5 4598
## 6 2066
## DP05_0020M
## 1 Margin of Error!!SEX AND AGE!!Total population!!16 years and over
## 2 290
## 3 491
## 4 425
## 5 351
## 6 266
## DP05_0020PE
## 1 Percent Estimate!!SEX AND AGE!!Total population!!16 years and over
## 2 100.0
## 3 81.1
## 4 83.2
## 5 77.7
## 6 74.7
## DP05_0020PM
## 1 Percent Margin of Error!!SEX AND AGE!!Total population!!16 years and over
## 2 0.5
## 3 4.6
## 4 3.3
## 5 3.4
## 6 4.2
## DP05_0021E
## 1 Estimate!!SEX AND AGE!!Total population!!18 years and over
## 2 6909
## 3 3582
## 4 4507
## 5 4416
## 6 2008
## DP05_0021M
## 1 Margin of Error!!SEX AND AGE!!Total population!!18 years and over
## 2 299
## 3 479
## 4 425
## 5 352
## 6 254
## DP05_0021PE
## 1 Percent Estimate!!SEX AND AGE!!Total population!!18 years and over
## 2 97.6
## 3 78.9
## 4 80.0
## 5 74.6
## 6 72.6
## DP05_0021PM
## 1 Percent Margin of Error!!SEX AND AGE!!Total population!!18 years and over
## 2 1.3
## 3 4.8
## 4 3.8
## 5 3.4
## 6 4.1
## DP05_0022E
## 1 Estimate!!SEX AND AGE!!Total population!!21 years and over
## 2 6332
## 3 3400
## 4 4329
## 5 4227
## 6 1930
## DP05_0022M
## 1 Margin of Error!!SEX AND AGE!!Total population!!21 years and over
## 2 281
## 3 455
## 4 413
## 5 342
## 6 260
## DP05_0022PE
## 1 Percent Estimate!!SEX AND AGE!!Total population!!21 years and over
## 2 89.4
## 3 74.9
## 4 76.8
## 5 71.4
## 6 69.8
## DP05_0022PM
## 1 Percent Margin of Error!!SEX AND AGE!!Total population!!21 years and over
## 2 1.9
## 3 5.4
## 4 3.9
## 5 3.7
## 6 4.7
## DP05_0023E
## 1 Estimate!!SEX AND AGE!!Total population!!62 years and over
## 2 99
## 3 1094
## 4 909
## 5 1140
## 6 123
## DP05_0023M
## 1 Margin of Error!!SEX AND AGE!!Total population!!62 years and over
## 2 56
## 3 258
## 4 175
## 5 167
## 6 50
## DP05_0023PE
## 1 Percent Estimate!!SEX AND AGE!!Total population!!62 years and over
## 2 1.4
## 3 24.1
## 4 16.1
## 5 19.3
## 6 4.4
## DP05_0023PM
## 1 Percent Margin of Error!!SEX AND AGE!!Total population!!62 years and over
## 2 0.8
## 3 5.6
## 4 3.2
## 5 3.0
## 6 1.7
## DP05_0024E
## 1 Estimate!!SEX AND AGE!!Total population!!65 years and over
## 2 51
## 3 950
## 4 710
## 5 989
## 6 76
## DP05_0024M
## 1 Margin of Error!!SEX AND AGE!!Total population!!65 years and over
## 2 44
## 3 233
## 4 153
## 5 151
## 6 38
## DP05_0024PE
## 1 Percent Estimate!!SEX AND AGE!!Total population!!65 years and over
## 2 0.7
## 3 20.9
## 4 12.6
## 5 16.7
## 6 2.7
## DP05_0024PM
## 1 Percent Margin of Error!!SEX AND AGE!!Total population!!65 years and over
## 2 0.6
## 3 5.1
## 4 2.9
## 5 2.6
## 6 1.2
## DP05_0025E
## 1 Estimate!!SEX AND AGE!!Total population!!18 years and over
## 2 6909
## 3 3582
## 4 4507
## 5 4416
## 6 2008
## DP05_0025M
## 1 Margin of Error!!SEX AND AGE!!Total population!!18 years and over
## 2 299
## 3 479
## 4 425
## 5 352
## 6 254
## DP05_0025PE
## 1 Percent Estimate!!SEX AND AGE!!Total population!!18 years and over
## 2 6909
## 3 3582
## 4 4507
## 5 4416
## 6 2008
## DP05_0025PM
## 1 Percent Margin of Error!!SEX AND AGE!!Total population!!18 years and over
## 2 (X)
## 3 (X)
## 4 (X)
## 5 (X)
## 6 (X)
## DP05_0026E
## 1 Estimate!!SEX AND AGE!!Total population!!18 years and over!!Male
## 2 6340
## 3 1864
## 4 2309
## 5 1778
## 6 1036
## DP05_0026M
## 1 Margin of Error!!SEX AND AGE!!Total population!!18 years and over!!Male
## 2 293
## 3 286
## 4 279
## 5 220
## 6 186
## DP05_0026PE
## 1 Percent Estimate!!SEX AND AGE!!Total population!!18 years and over!!Male
## 2 91.8
## 3 52.0
## 4 51.2
## 5 40.3
## 6 51.6
## DP05_0026PM
## 1 Percent Margin of Error!!SEX AND AGE!!Total population!!18 years and over!!Male
## 2 2.6
## 3 4.2
## 4 3.0
## 5 3.8
## 6 5.1
## DP05_0027E
## 1 Estimate!!SEX AND AGE!!Total population!!18 years and over!!Female
## 2 569
## 3 1718
## 4 2198
## 5 2638
## 6 972
## DP05_0027M
## 1 Margin of Error!!SEX AND AGE!!Total population!!18 years and over!!Female
## 2 189
## 3 278
## 4 221
## 5 268
## 6 139
## DP05_0027PE
## 1 Percent Estimate!!SEX AND AGE!!Total population!!18 years and over!!Female
## 2 8.2
## 3 48.0
## 4 48.8
## 5 59.7
## 6 48.4
## DP05_0027PM
## 1 Percent Margin of Error!!SEX AND AGE!!Total population!!18 years and over!!Female
## 2 2.6
## 3 4.2
## 4 3.0
## 5 3.8
## 6 5.1
## DP05_0028E
## 1 Estimate!!SEX AND AGE!!Total population!!18 years and over!!Sex ratio (males per 100 females)
## 2 1114.2
## 3 108.5
## 4 105.1
## 5 67.4
## 6 106.6
## DP05_0028M
## 1 Margin of Error!!SEX AND AGE!!Total population!!18 years and over!!Sex ratio (males per 100 females)
## 2 414.1
## 3 18.4
## 4 12.2
## 5 10.7
## 6 22.3
## DP05_0028PE
## 1 Percent Estimate!!SEX AND AGE!!Total population!!18 years and over!!Sex ratio (males per 100 females)
## 2 (X)
## 3 (X)
## 4 (X)
## 5 (X)
## 6 (X)
## DP05_0028PM
## 1 Percent Margin of Error!!SEX AND AGE!!Total population!!18 years and over!!Sex ratio (males per 100 females)
## 2 (X)
## 3 (X)
## 4 (X)
## 5 (X)
## 6 (X)
## DP05_0029E
## 1 Estimate!!SEX AND AGE!!Total population!!65 years and over
## 2 51
## 3 950
## 4 710
## 5 989
## 6 76
## DP05_0029M
## 1 Margin of Error!!SEX AND AGE!!Total population!!65 years and over
## 2 44
## 3 233
## 4 153
## 5 151
## 6 38
## DP05_0029PE
## 1 Percent Estimate!!SEX AND AGE!!Total population!!65 years and over
## 2 51
## 3 950
## 4 710
## 5 989
## 6 76
## DP05_0029PM
## 1 Percent Margin of Error!!SEX AND AGE!!Total population!!65 years and over
## 2 (X)
## 3 (X)
## 4 (X)
## 5 (X)
## 6 (X)
## DP05_0030E
## 1 Estimate!!SEX AND AGE!!Total population!!65 years and over!!Male
## 2 34
## 3 463
## 4 339
## 5 295
## 6 54
## DP05_0030M
## 1 Margin of Error!!SEX AND AGE!!Total population!!65 years and over!!Male
## 2 32
## 3 123
## 4 101
## 5 94
## 6 32
## DP05_0030PE
## 1 Percent Estimate!!SEX AND AGE!!Total population!!65 years and over!!Male
## 2 66.7
## 3 48.7
## 4 47.7
## 5 29.8
## 6 71.1
## DP05_0030PM
## 1 Percent Margin of Error!!SEX AND AGE!!Total population!!65 years and over!!Male
## 2 50.4
## 3 9.5
## 4 8.8
## 5 8.9
## 6 25.5
## DP05_0031E
## 1 Estimate!!SEX AND AGE!!Total population!!65 years and over!!Female
## 2 17
## 3 487
## 4 371
## 5 694
## 6 22
## DP05_0031M
## 1 Margin of Error!!SEX AND AGE!!Total population!!65 years and over!!Female
## 2 30
## 3 166
## 4 96
## 5 144
## 6 22
## DP05_0031PE
## 1 Percent Estimate!!SEX AND AGE!!Total population!!65 years and over!!Female
## 2 33.3
## 3 51.3
## 4 52.3
## 5 70.2
## 6 28.9acs_df$ct2010 <- substr(acs_df$GEO_ID, 10, 20)
nyc_tracts_sf <- left_join(nyc_tracts_sf, acs_df, by = "ct2010")
names(nyc_tracts_sf)## [1] "boro_code" "boro_ct201" "boro_name" "cdeligibil" "ct2010"
## [6] "ctlabel" "ntacode" "ntaname" "puma" "shape_area"
## [11] "shape_leng" "GEO_ID" "NAME" "DP05_0031PM" "DP05_0032E"
## [16] "DP05_0032M" "DP05_0032PE" "DP05_0032PM" "DP05_0033E" "DP05_0033M"
## [21] "DP05_0033PE" "DP05_0033PM" "DP05_0034E" "DP05_0034M" "DP05_0034PE"
## [26] "DP05_0034PM" "DP05_0035E" "DP05_0035M" "DP05_0035PE" "DP05_0035PM"
## [31] "DP05_0036E" "DP05_0036M" "DP05_0036PE" "DP05_0036PM" "DP05_0037E"
## [36] "DP05_0037M" "DP05_0037PE" "DP05_0037PM" "DP05_0038E" "DP05_0038M"
## [41] "DP05_0038PE" "DP05_0038PM" "DP05_0039E" "DP05_0039M" "DP05_0039PE"
## [46] "DP05_0039PM" "DP05_0040E" "DP05_0040M" "DP05_0040PE" "DP05_0040PM"
## [51] "DP05_0041E" "DP05_0041M" "DP05_0041PE" "DP05_0041PM" "DP05_0042E"
## [56] "DP05_0042M" "DP05_0042PE" "DP05_0042PM" "DP05_0043E" "DP05_0043M"
## [61] "DP05_0043PE" "DP05_0043PM" "DP05_0044E" "DP05_0044M" "DP05_0044PE"
## [66] "DP05_0044PM" "DP05_0045E" "DP05_0045M" "DP05_0045PE" "DP05_0045PM"
## [71] "DP05_0046E" "DP05_0046M" "DP05_0046PE" "DP05_0046PM" "DP05_0047E"
## [76] "DP05_0047M" "DP05_0047PE" "DP05_0047PM" "DP05_0048E" "DP05_0048M"
## [81] "DP05_0048PE" "DP05_0048PM" "DP05_0049E" "DP05_0049M" "DP05_0049PE"
## [86] "DP05_0049PM" "DP05_0050E" "DP05_0050M" "DP05_0050PE" "DP05_0050PM"
## [91] "DP05_0051E" "DP05_0051M" "DP05_0051PE" "DP05_0051PM" "DP05_0052E"
## [96] "DP05_0052M" "DP05_0052PE" "DP05_0052PM" "DP05_0053E" "DP05_0053M"
## [101] "DP05_0053PE" "DP05_0053PM" "DP05_0054E" "DP05_0054M" "DP05_0054PE"
## [106] "DP05_0054PM" "DP05_0055E" "DP05_0055M" "DP05_0055PE" "DP05_0055PM"
## [111] "DP05_0056E" "DP05_0056M" "DP05_0056PE" "DP05_0056PM" "DP05_0057E"
## [116] "DP05_0057M" "DP05_0057PE" "DP05_0057PM" "DP05_0058E" "DP05_0058M"
## [121] "DP05_0058PE" "DP05_0058PM" "DP05_0059E" "DP05_0059M" "DP05_0059PE"
## [126] "DP05_0059PM" "DP05_0060E" "DP05_0060M" "DP05_0060PE" "DP05_0060PM"
## [131] "DP05_0061E" "DP05_0061M" "DP05_0061PE" "DP05_0061PM" "DP05_0062E"
## [136] "DP05_0062M" "DP05_0062PE" "DP05_0062PM" "DP05_0063E" "DP05_0063M"
## [141] "DP05_0063PE" "DP05_0063PM" "DP05_0064E" "DP05_0064M" "DP05_0064PE"
## [146] "DP05_0064PM" "DP05_0065E" "DP05_0065M" "DP05_0065PE" "DP05_0065PM"
## [151] "DP05_0066E" "DP05_0066M" "DP05_0066PE" "DP05_0066PM" "DP05_0067E"
## [156] "DP05_0067M" "DP05_0067PE" "DP05_0067PM" "DP05_0068E" "DP05_0068M"
## [161] "DP05_0068PE" "DP05_0068PM" "DP05_0069E" "DP05_0069M" "DP05_0069PE"
## [166] "DP05_0069PM" "DP05_0070E" "DP05_0070M" "DP05_0070PE" "DP05_0070PM"
## [171] "DP05_0071E" "DP05_0071M" "DP05_0071PE" "DP05_0071PM" "DP05_0072E"
## [176] "DP05_0072M" "DP05_0072PE" "DP05_0072PM" "DP05_0073E" "DP05_0073M"
## [181] "DP05_0073PE" "DP05_0073PM" "DP05_0074E" "DP05_0074M" "DP05_0074PE"
## [186] "DP05_0074PM" "DP05_0075E" "DP05_0075M" "DP05_0075PE" "DP05_0075PM"
## [191] "DP05_0076E" "DP05_0076M" "DP05_0076PE" "DP05_0076PM" "DP05_0077E"
## [196] "DP05_0077M" "DP05_0077PE" "DP05_0077PM" "DP05_0078E" "DP05_0078M"
## [201] "DP05_0078PE" "DP05_0078PM" "DP05_0079E" "DP05_0079M" "DP05_0079PE"
## [206] "DP05_0079PM" "DP05_0080E" "DP05_0080M" "DP05_0080PE" "DP05_0080PM"
## [211] "DP05_0081E" "DP05_0081M" "DP05_0081PE" "DP05_0081PM" "DP05_0082E"
## [216] "DP05_0082M" "DP05_0082PE" "DP05_0082PM" "DP05_0083E" "DP05_0083M"
## [221] "DP05_0083PE" "DP05_0083PM" "DP05_0084E" "DP05_0084M" "DP05_0084PE"
## [226] "DP05_0084PM" "DP05_0085E" "DP05_0085M" "DP05_0085PE" "DP05_0085PM"
## [231] "DP05_0086E" "DP05_0086M" "DP05_0086PE" "DP05_0086PM" "DP05_0087E"
## [236] "DP05_0087M" "DP05_0087PE" "DP05_0087PM" "DP05_0088E" "DP05_0088M"
## [241] "DP05_0088PE" "DP05_0088PM" "DP05_0089E" "DP05_0089M" "DP05_0089PE"
## [246] "DP05_0089PM" "DP05_0001E" "DP05_0001M" "DP05_0001PE" "DP05_0001PM"
## [251] "DP05_0002E" "DP05_0002M" "DP05_0002PE" "DP05_0002PM" "DP05_0003E"
## [256] "DP05_0003M" "DP05_0003PE" "DP05_0003PM" "DP05_0004E" "DP05_0004M"
## [261] "DP05_0004PE" "DP05_0004PM" "DP05_0005E" "DP05_0005M" "DP05_0005PE"
## [266] "DP05_0005PM" "DP05_0006E" "DP05_0006M" "DP05_0006PE" "DP05_0006PM"
## [271] "DP05_0007E" "DP05_0007M" "DP05_0007PE" "DP05_0007PM" "DP05_0008E"
## [276] "DP05_0008M" "DP05_0008PE" "DP05_0008PM" "DP05_0009E" "DP05_0009M"
## [281] "DP05_0009PE" "DP05_0009PM" "DP05_0010E" "DP05_0010M" "DP05_0010PE"
## [286] "DP05_0010PM" "DP05_0011E" "DP05_0011M" "DP05_0011PE" "DP05_0011PM"
## [291] "DP05_0012E" "DP05_0012M" "DP05_0012PE" "DP05_0012PM" "DP05_0013E"
## [296] "DP05_0013M" "DP05_0013PE" "DP05_0013PM" "DP05_0014E" "DP05_0014M"
## [301] "DP05_0014PE" "DP05_0014PM" "DP05_0015E" "DP05_0015M" "DP05_0015PE"
## [306] "DP05_0015PM" "DP05_0016E" "DP05_0016M" "DP05_0016PE" "DP05_0016PM"
## [311] "DP05_0017E" "DP05_0017M" "DP05_0017PE" "DP05_0017PM" "DP05_0018E"
## [316] "DP05_0018M" "DP05_0018PE" "DP05_0018PM" "DP05_0019E" "DP05_0019M"
## [321] "DP05_0019PE" "DP05_0019PM" "DP05_0020E" "DP05_0020M" "DP05_0020PE"
## [326] "DP05_0020PM" "DP05_0021E" "DP05_0021M" "DP05_0021PE" "DP05_0021PM"
## [331] "DP05_0022E" "DP05_0022M" "DP05_0022PE" "DP05_0022PM" "DP05_0023E"
## [336] "DP05_0023M" "DP05_0023PE" "DP05_0023PM" "DP05_0024E" "DP05_0024M"
## [341] "DP05_0024PE" "DP05_0024PM" "DP05_0025E" "DP05_0025M" "DP05_0025PE"
## [346] "DP05_0025PM" "DP05_0026E" "DP05_0026M" "DP05_0026PE" "DP05_0026PM"
## [351] "DP05_0027E" "DP05_0027M" "DP05_0027PE" "DP05_0027PM" "DP05_0028E"
## [356] "DP05_0028M" "DP05_0028PE" "DP05_0028PM" "DP05_0029E" "DP05_0029M"
## [361] "DP05_0029PE" "DP05_0029PM" "DP05_0030E" "DP05_0030M" "DP05_0030PE"
## [366] "DP05_0030PM" "DP05_0031E" "DP05_0031M" "DP05_0031PE" "geometry"Task 5: Aggregate ACS Census to Zip
head(nyc_tracts_sf)## Simple feature collection with 6 features and 369 fields
## Geometry type: MULTIPOLYGON
## Dimension: XY
## Bounding box: xmin: -74.08721 ymin: 40.63981 xmax: -73.96433 ymax: 40.76364
## Geodetic CRS: WGS84(DD)
## boro_code boro_ct201 boro_name cdeligibil ct2010 ctlabel ntacode
## 1 5 5000900 Staten Island E 000900 9 SI22
## 2 1 1009800 Manhattan I 009800 98 MN19
## 3 1 1010000 Manhattan I 010000 100 MN19
## 4 1 1010200 Manhattan I 010200 102 MN17
## 5 1 1010400 Manhattan I 010400 104 MN17
## 6 1 1011300 Manhattan I 011300 113 MN17
## ntaname puma shape_area shape_leng GEO_ID
## 1 West New Brighton-New Brighton-St. George 3903 2497010 7729.017 <NA>
## 2 Turtle Bay-East Midtown 3808 1906016 5534.200 <NA>
## 3 Turtle Bay-East Midtown 3808 1860938 5692.169 <NA>
## 4 Midtown-Midtown South 3807 1860993 5687.802 <NA>
## 5 Midtown-Midtown South 3807 1864600 5693.036 <NA>
## 6 Midtown-Midtown South 3807 1890907 5699.861 <NA>
## NAME DP05_0031PM DP05_0032E DP05_0032M DP05_0032PE DP05_0032PM DP05_0033E
## 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA>
## DP05_0033M DP05_0033PE DP05_0033PM DP05_0034E DP05_0034M DP05_0034PE
## 1 <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA>
## DP05_0034PM DP05_0035E DP05_0035M DP05_0035PE DP05_0035PM DP05_0036E
## 1 <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA>
## DP05_0036M DP05_0036PE DP05_0036PM DP05_0037E DP05_0037M DP05_0037PE
## 1 <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA>
## DP05_0037PM DP05_0038E DP05_0038M DP05_0038PE DP05_0038PM DP05_0039E
## 1 <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA>
## DP05_0039M DP05_0039PE DP05_0039PM DP05_0040E DP05_0040M DP05_0040PE
## 1 <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA>
## DP05_0040PM DP05_0041E DP05_0041M DP05_0041PE DP05_0041PM DP05_0042E
## 1 <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA>
## DP05_0042M DP05_0042PE DP05_0042PM DP05_0043E DP05_0043M DP05_0043PE
## 1 <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA>
## DP05_0043PM DP05_0044E DP05_0044M DP05_0044PE DP05_0044PM DP05_0045E
## 1 <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA>
## DP05_0045M DP05_0045PE DP05_0045PM DP05_0046E DP05_0046M DP05_0046PE
## 1 <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA>
## DP05_0046PM DP05_0047E DP05_0047M DP05_0047PE DP05_0047PM DP05_0048E
## 1 <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA>
## DP05_0048M DP05_0048PE DP05_0048PM DP05_0049E DP05_0049M DP05_0049PE
## 1 <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA>
## DP05_0049PM DP05_0050E DP05_0050M DP05_0050PE DP05_0050PM DP05_0051E
## 1 <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA>
## DP05_0051M DP05_0051PE DP05_0051PM DP05_0052E DP05_0052M DP05_0052PE
## 1 <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA>
## DP05_0052PM DP05_0053E DP05_0053M DP05_0053PE DP05_0053PM DP05_0054E
## 1 <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA>
## DP05_0054M DP05_0054PE DP05_0054PM DP05_0055E DP05_0055M DP05_0055PE
## 1 <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA>
## DP05_0055PM DP05_0056E DP05_0056M DP05_0056PE DP05_0056PM DP05_0057E
## 1 <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA>
## DP05_0057M DP05_0057PE DP05_0057PM DP05_0058E DP05_0058M DP05_0058PE
## 1 <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA>
## DP05_0058PM DP05_0059E DP05_0059M DP05_0059PE DP05_0059PM DP05_0060E
## 1 <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA>
## DP05_0060M DP05_0060PE DP05_0060PM DP05_0061E DP05_0061M DP05_0061PE
## 1 <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA>
## DP05_0061PM DP05_0062E DP05_0062M DP05_0062PE DP05_0062PM DP05_0063E
## 1 <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA>
## DP05_0063M DP05_0063PE DP05_0063PM DP05_0064E DP05_0064M DP05_0064PE
## 1 <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA>
## DP05_0064PM DP05_0065E DP05_0065M DP05_0065PE DP05_0065PM DP05_0066E
## 1 <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA>
## DP05_0066M DP05_0066PE DP05_0066PM DP05_0067E DP05_0067M DP05_0067PE
## 1 <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA>
## DP05_0067PM DP05_0068E DP05_0068M DP05_0068PE DP05_0068PM DP05_0069E
## 1 <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA>
## DP05_0069M DP05_0069PE DP05_0069PM DP05_0070E DP05_0070M DP05_0070PE
## 1 <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA>
## DP05_0070PM DP05_0071E DP05_0071M DP05_0071PE DP05_0071PM DP05_0072E
## 1 <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA>
## DP05_0072M DP05_0072PE DP05_0072PM DP05_0073E DP05_0073M DP05_0073PE
## 1 <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA>
## DP05_0073PM DP05_0074E DP05_0074M DP05_0074PE DP05_0074PM DP05_0075E
## 1 <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA>
## DP05_0075M DP05_0075PE DP05_0075PM DP05_0076E DP05_0076M DP05_0076PE
## 1 <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA>
## DP05_0076PM DP05_0077E DP05_0077M DP05_0077PE DP05_0077PM DP05_0078E
## 1 <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA>
## DP05_0078M DP05_0078PE DP05_0078PM DP05_0079E DP05_0079M DP05_0079PE
## 1 <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA>
## DP05_0079PM DP05_0080E DP05_0080M DP05_0080PE DP05_0080PM DP05_0081E
## 1 <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA>
## DP05_0081M DP05_0081PE DP05_0081PM DP05_0082E DP05_0082M DP05_0082PE
## 1 <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA>
## DP05_0082PM DP05_0083E DP05_0083M DP05_0083PE DP05_0083PM DP05_0084E
## 1 <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA>
## DP05_0084M DP05_0084PE DP05_0084PM DP05_0085E DP05_0085M DP05_0085PE
## 1 <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA>
## DP05_0085PM DP05_0086E DP05_0086M DP05_0086PE DP05_0086PM DP05_0087E
## 1 <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA>
## DP05_0087M DP05_0087PE DP05_0087PM DP05_0088E DP05_0088M DP05_0088PE
## 1 <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA>
## DP05_0088PM DP05_0089E DP05_0089M DP05_0089PE DP05_0089PM DP05_0001E
## 1 <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA>
## DP05_0001M DP05_0001PE DP05_0001PM DP05_0002E DP05_0002M DP05_0002PE
## 1 <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA>
## DP05_0002PM DP05_0003E DP05_0003M DP05_0003PE DP05_0003PM DP05_0004E
## 1 <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA>
## DP05_0004M DP05_0004PE DP05_0004PM DP05_0005E DP05_0005M DP05_0005PE
## 1 <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA>
## DP05_0005PM DP05_0006E DP05_0006M DP05_0006PE DP05_0006PM DP05_0007E
## 1 <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA>
## DP05_0007M DP05_0007PE DP05_0007PM DP05_0008E DP05_0008M DP05_0008PE
## 1 <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA>
## DP05_0008PM DP05_0009E DP05_0009M DP05_0009PE DP05_0009PM DP05_0010E
## 1 <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA>
## DP05_0010M DP05_0010PE DP05_0010PM DP05_0011E DP05_0011M DP05_0011PE
## 1 <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA>
## DP05_0011PM DP05_0012E DP05_0012M DP05_0012PE DP05_0012PM DP05_0013E
## 1 <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA>
## DP05_0013M DP05_0013PE DP05_0013PM DP05_0014E DP05_0014M DP05_0014PE
## 1 <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA>
## DP05_0014PM DP05_0015E DP05_0015M DP05_0015PE DP05_0015PM DP05_0016E
## 1 <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA>
## DP05_0016M DP05_0016PE DP05_0016PM DP05_0017E DP05_0017M DP05_0017PE
## 1 <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA>
## DP05_0017PM DP05_0018E DP05_0018M DP05_0018PE DP05_0018PM DP05_0019E
## 1 <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA>
## DP05_0019M DP05_0019PE DP05_0019PM DP05_0020E DP05_0020M DP05_0020PE
## 1 <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA>
## DP05_0020PM DP05_0021E DP05_0021M DP05_0021PE DP05_0021PM DP05_0022E
## 1 <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA>
## DP05_0022M DP05_0022PE DP05_0022PM DP05_0023E DP05_0023M DP05_0023PE
## 1 <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA>
## DP05_0023PM DP05_0024E DP05_0024M DP05_0024PE DP05_0024PM DP05_0025E
## 1 <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA>
## DP05_0025M DP05_0025PE DP05_0025PM DP05_0026E DP05_0026M DP05_0026PE
## 1 <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA>
## DP05_0026PM DP05_0027E DP05_0027M DP05_0027PE DP05_0027PM DP05_0028E
## 1 <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA>
## DP05_0028M DP05_0028PE DP05_0028PM DP05_0029E DP05_0029M DP05_0029PE
## 1 <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA>
## DP05_0029PM DP05_0030E DP05_0030M DP05_0030PE DP05_0030PM DP05_0031E
## 1 <NA> <NA> <NA> <NA> <NA> <NA>
## 2 <NA> <NA> <NA> <NA> <NA> <NA>
## 3 <NA> <NA> <NA> <NA> <NA> <NA>
## 4 <NA> <NA> <NA> <NA> <NA> <NA>
## 5 <NA> <NA> <NA> <NA> <NA> <NA>
## 6 <NA> <NA> <NA> <NA> <NA> <NA>
## DP05_0031M DP05_0031PE geometry
## 1 <NA> <NA> MULTIPOLYGON (((-74.07921 4...
## 2 <NA> <NA> MULTIPOLYGON (((-73.96433 4...
## 3 <NA> <NA> MULTIPOLYGON (((-73.96802 4...
## 4 <NA> <NA> MULTIPOLYGON (((-73.97124 4...
## 5 <NA> <NA> MULTIPOLYGON (((-73.97446 4...
## 6 <NA> <NA> MULTIPOLYGON (((-73.98412 4...names(nyc_tracts_sf)## [1] "boro_code" "boro_ct201" "boro_name" "cdeligibil" "ct2010"
## [6] "ctlabel" "ntacode" "ntaname" "puma" "shape_area"
## [11] "shape_leng" "GEO_ID" "NAME" "DP05_0031PM" "DP05_0032E"
## [16] "DP05_0032M" "DP05_0032PE" "DP05_0032PM" "DP05_0033E" "DP05_0033M"
## [21] "DP05_0033PE" "DP05_0033PM" "DP05_0034E" "DP05_0034M" "DP05_0034PE"
## [26] "DP05_0034PM" "DP05_0035E" "DP05_0035M" "DP05_0035PE" "DP05_0035PM"
## [31] "DP05_0036E" "DP05_0036M" "DP05_0036PE" "DP05_0036PM" "DP05_0037E"
## [36] "DP05_0037M" "DP05_0037PE" "DP05_0037PM" "DP05_0038E" "DP05_0038M"
## [41] "DP05_0038PE" "DP05_0038PM" "DP05_0039E" "DP05_0039M" "DP05_0039PE"
## [46] "DP05_0039PM" "DP05_0040E" "DP05_0040M" "DP05_0040PE" "DP05_0040PM"
## [51] "DP05_0041E" "DP05_0041M" "DP05_0041PE" "DP05_0041PM" "DP05_0042E"
## [56] "DP05_0042M" "DP05_0042PE" "DP05_0042PM" "DP05_0043E" "DP05_0043M"
## [61] "DP05_0043PE" "DP05_0043PM" "DP05_0044E" "DP05_0044M" "DP05_0044PE"
## [66] "DP05_0044PM" "DP05_0045E" "DP05_0045M" "DP05_0045PE" "DP05_0045PM"
## [71] "DP05_0046E" "DP05_0046M" "DP05_0046PE" "DP05_0046PM" "DP05_0047E"
## [76] "DP05_0047M" "DP05_0047PE" "DP05_0047PM" "DP05_0048E" "DP05_0048M"
## [81] "DP05_0048PE" "DP05_0048PM" "DP05_0049E" "DP05_0049M" "DP05_0049PE"
## [86] "DP05_0049PM" "DP05_0050E" "DP05_0050M" "DP05_0050PE" "DP05_0050PM"
## [91] "DP05_0051E" "DP05_0051M" "DP05_0051PE" "DP05_0051PM" "DP05_0052E"
## [96] "DP05_0052M" "DP05_0052PE" "DP05_0052PM" "DP05_0053E" "DP05_0053M"
## [101] "DP05_0053PE" "DP05_0053PM" "DP05_0054E" "DP05_0054M" "DP05_0054PE"
## [106] "DP05_0054PM" "DP05_0055E" "DP05_0055M" "DP05_0055PE" "DP05_0055PM"
## [111] "DP05_0056E" "DP05_0056M" "DP05_0056PE" "DP05_0056PM" "DP05_0057E"
## [116] "DP05_0057M" "DP05_0057PE" "DP05_0057PM" "DP05_0058E" "DP05_0058M"
## [121] "DP05_0058PE" "DP05_0058PM" "DP05_0059E" "DP05_0059M" "DP05_0059PE"
## [126] "DP05_0059PM" "DP05_0060E" "DP05_0060M" "DP05_0060PE" "DP05_0060PM"
## [131] "DP05_0061E" "DP05_0061M" "DP05_0061PE" "DP05_0061PM" "DP05_0062E"
## [136] "DP05_0062M" "DP05_0062PE" "DP05_0062PM" "DP05_0063E" "DP05_0063M"
## [141] "DP05_0063PE" "DP05_0063PM" "DP05_0064E" "DP05_0064M" "DP05_0064PE"
## [146] "DP05_0064PM" "DP05_0065E" "DP05_0065M" "DP05_0065PE" "DP05_0065PM"
## [151] "DP05_0066E" "DP05_0066M" "DP05_0066PE" "DP05_0066PM" "DP05_0067E"
## [156] "DP05_0067M" "DP05_0067PE" "DP05_0067PM" "DP05_0068E" "DP05_0068M"
## [161] "DP05_0068PE" "DP05_0068PM" "DP05_0069E" "DP05_0069M" "DP05_0069PE"
## [166] "DP05_0069PM" "DP05_0070E" "DP05_0070M" "DP05_0070PE" "DP05_0070PM"
## [171] "DP05_0071E" "DP05_0071M" "DP05_0071PE" "DP05_0071PM" "DP05_0072E"
## [176] "DP05_0072M" "DP05_0072PE" "DP05_0072PM" "DP05_0073E" "DP05_0073M"
## [181] "DP05_0073PE" "DP05_0073PM" "DP05_0074E" "DP05_0074M" "DP05_0074PE"
## [186] "DP05_0074PM" "DP05_0075E" "DP05_0075M" "DP05_0075PE" "DP05_0075PM"
## [191] "DP05_0076E" "DP05_0076M" "DP05_0076PE" "DP05_0076PM" "DP05_0077E"
## [196] "DP05_0077M" "DP05_0077PE" "DP05_0077PM" "DP05_0078E" "DP05_0078M"
## [201] "DP05_0078PE" "DP05_0078PM" "DP05_0079E" "DP05_0079M" "DP05_0079PE"
## [206] "DP05_0079PM" "DP05_0080E" "DP05_0080M" "DP05_0080PE" "DP05_0080PM"
## [211] "DP05_0081E" "DP05_0081M" "DP05_0081PE" "DP05_0081PM" "DP05_0082E"
## [216] "DP05_0082M" "DP05_0082PE" "DP05_0082PM" "DP05_0083E" "DP05_0083M"
## [221] "DP05_0083PE" "DP05_0083PM" "DP05_0084E" "DP05_0084M" "DP05_0084PE"
## [226] "DP05_0084PM" "DP05_0085E" "DP05_0085M" "DP05_0085PE" "DP05_0085PM"
## [231] "DP05_0086E" "DP05_0086M" "DP05_0086PE" "DP05_0086PM" "DP05_0087E"
## [236] "DP05_0087M" "DP05_0087PE" "DP05_0087PM" "DP05_0088E" "DP05_0088M"
## [241] "DP05_0088PE" "DP05_0088PM" "DP05_0089E" "DP05_0089M" "DP05_0089PE"
## [246] "DP05_0089PM" "DP05_0001E" "DP05_0001M" "DP05_0001PE" "DP05_0001PM"
## [251] "DP05_0002E" "DP05_0002M" "DP05_0002PE" "DP05_0002PM" "DP05_0003E"
## [256] "DP05_0003M" "DP05_0003PE" "DP05_0003PM" "DP05_0004E" "DP05_0004M"
## [261] "DP05_0004PE" "DP05_0004PM" "DP05_0005E" "DP05_0005M" "DP05_0005PE"
## [266] "DP05_0005PM" "DP05_0006E" "DP05_0006M" "DP05_0006PE" "DP05_0006PM"
## [271] "DP05_0007E" "DP05_0007M" "DP05_0007PE" "DP05_0007PM" "DP05_0008E"
## [276] "DP05_0008M" "DP05_0008PE" "DP05_0008PM" "DP05_0009E" "DP05_0009M"
## [281] "DP05_0009PE" "DP05_0009PM" "DP05_0010E" "DP05_0010M" "DP05_0010PE"
## [286] "DP05_0010PM" "DP05_0011E" "DP05_0011M" "DP05_0011PE" "DP05_0011PM"
## [291] "DP05_0012E" "DP05_0012M" "DP05_0012PE" "DP05_0012PM" "DP05_0013E"
## [296] "DP05_0013M" "DP05_0013PE" "DP05_0013PM" "DP05_0014E" "DP05_0014M"
## [301] "DP05_0014PE" "DP05_0014PM" "DP05_0015E" "DP05_0015M" "DP05_0015PE"
## [306] "DP05_0015PM" "DP05_0016E" "DP05_0016M" "DP05_0016PE" "DP05_0016PM"
## [311] "DP05_0017E" "DP05_0017M" "DP05_0017PE" "DP05_0017PM" "DP05_0018E"
## [316] "DP05_0018M" "DP05_0018PE" "DP05_0018PM" "DP05_0019E" "DP05_0019M"
## [321] "DP05_0019PE" "DP05_0019PM" "DP05_0020E" "DP05_0020M" "DP05_0020PE"
## [326] "DP05_0020PM" "DP05_0021E" "DP05_0021M" "DP05_0021PE" "DP05_0021PM"
## [331] "DP05_0022E" "DP05_0022M" "DP05_0022PE" "DP05_0022PM" "DP05_0023E"
## [336] "DP05_0023M" "DP05_0023PE" "DP05_0023PM" "DP05_0024E" "DP05_0024M"
## [341] "DP05_0024PE" "DP05_0024PM" "DP05_0025E" "DP05_0025M" "DP05_0025PE"
## [346] "DP05_0025PM" "DP05_0026E" "DP05_0026M" "DP05_0026PE" "DP05_0026PM"
## [351] "DP05_0027E" "DP05_0027M" "DP05_0027PE" "DP05_0027PM" "DP05_0028E"
## [356] "DP05_0028M" "DP05_0028PE" "DP05_0028PM" "DP05_0029E" "DP05_0029M"
## [361] "DP05_0029PE" "DP05_0029PM" "DP05_0030E" "DP05_0030M" "DP05_0030PE"
## [366] "DP05_0030PM" "DP05_0031E" "DP05_0031M" "DP05_0031PE" "geometry"zip_health_proj <- st_transform(zip_health, st_crs(nyc_tracts_sf))
zip_final <- st_join(zip_health_proj, nyc_tracts_sf, left = TRUE)
zip_final <- zip_final %>%
group_by(ZIPCODE) %>%
summarize(
nursinghome_count = first(nursinghome_count),
retail_count = first(retail_count),
COVID_CASE_COUNT = first(COVID_CASE_COUNT),
COVID_CASE_RATE = first(COVID_CASE_RATE),
POP_DENOMINATOR = first(POP_DENOMINATOR),
COVID_DEATH_COUNT = first(COVID_DEATH_COUNT),
COVID_DEATH_RATE = first(COVID_DEATH_RATE),
PERCENT_POSITIVE = first(PERCENT_POSITIVE),
TOTAL_COVID_TESTS = first(TOTAL_COVID_TESTS),
PO_NAME = first(PO_NAME),
COUNTY = first(COUNTY),
total_population = sum(as.numeric(DP05_0001E), na.rm = TRUE),
elderly_population = sum(as.numeric(DP05_0024E), na.rm = TRUE)
)
zip_final## Simple feature collection with 247 features and 14 fields
## Geometry type: GEOMETRY
## Dimension: XY
## Bounding box: xmin: -74.25576 ymin: 40.49584 xmax: -73.6996 ymax: 40.91517
## Geodetic CRS: WGS84(DD)
## # A tibble: 247 × 15
## ZIPCODE nursinghome_count retail_count COVID_CASE_COUNT COVID_CASE_RATE
## <chr> <int> <int> <int> <dbl>
## 1 10001 0 16 1542 5584.
## 2 10002 2 51 5902 7836.
## 3 10003 0 27 2803 5193.
## 4 10004 0 6 247 8311.
## 5 10005 0 2 413 4716.
## 6 10006 0 2 164 4849.
## 7 10007 0 9 379 5421.
## 8 10009 0 14 3605 6308.
## 9 10010 0 14 1686 5055.
## 10 10011 0 35 2542 5110.
## # ℹ 237 more rows
## # ℹ 10 more variables: POP_DENOMINATOR <dbl>, COVID_DEATH_COUNT <int>,
## # COVID_DEATH_RATE <dbl>, PERCENT_POSITIVE <dbl>, TOTAL_COVID_TESTS <int>,
## # PO_NAME <chr>, COUNTY <chr>, total_population <dbl>,
## # elderly_population <dbl>, geometry <GEOMETRY [°]>library(ggplot2)
ggplot(zip_final) +
geom_sf(aes(fill = COVID_CASE_RATE)) +
scale_fill_viridis_c() +
labs(
title = "Covid Case Rate by Zip Code in NYC",
fill = "Case Rate"
)