PUMA Code
int64 100k
5.6M
| PUMA Name
stringlengths 11
85
| State
stringclasses 51
values | Estimated hesitant
float64 2.69
26.7
| Estimated unsure or hesitant
float64 3.84
32.3
| Estimated strongly hesitant
float64 1.39
18.2
| Percent Hispanic
float64 0.01
0.96
| Percent non-Hispanic American Indian/Alaska Native
float64 0
0.7
| Percent non-Hispanic Asian
float64 0
0.67
| Percent non-Hispanic Black
float64 0
0.96
| Percent non-Hispanic Native Hawaiian/Pacific Islander
float64 0
0.21
| Percent non-Hispanic White
float64 0.01
0.97
|
---|---|---|---|---|---|---|---|---|---|---|---|
100,100 | Lauderdale, Colbert, Franklin & Marion (Northeast) Counties | Alabama | 17.38 | 22.9 | 13.25 | 0.0516 | 0.0045 | 0.0053 | 0.1051 | 0.0006 | 0.8189 |
100,200 | Limestone & Madison (Outer) Counties--Huntsville City (Far West & Southwest) | Alabama | 16 | 20.43 | 12.07 | 0.0442 | 0.0084 | 0.0165 | 0.1691 | 0.0007 | 0.7361 |
100,301 | Huntsville (North) & Madison (East) Cities | Alabama | 12.62 | 17.04 | 9.35 | 0.0548 | 0.0039 | 0.0355 | 0.3532 | 0.0006 | 0.5169 |
100,302 | Huntsville City (Central & South) | Alabama | 15.25 | 20.49 | 11.56 | 0.07 | 0.0033 | 0.022 | 0.1999 | 0.0006 | 0.6774 |
100,400 | DeKalb & Jackson Counties | Alabama | 18.98 | 24.59 | 14.6 | 0.0966 | 0.0109 | 0.0026 | 0.0227 | 0.0017 | 0.8415 |
100,500 | Marshall & Madison (Southeast) Counties--Huntsville City (Far Southeast) | Alabama | 16.18 | 21.03 | 12.25 | 0.1113 | 0.0044 | 0.0105 | 0.0293 | 0.0008 | 0.8267 |
100,600 | Morgan & Lawrence Counties--Decatur City | Alabama | 17.13 | 22.21 | 13.03 | 0.0702 | 0.0159 | 0.0054 | 0.1223 | 0.0006 | 0.7582 |
100,700 | Cullman & Winston Counties | Alabama | 18.05 | 23.13 | 13.79 | 0.0409 | 0.003 | 0.0033 | 0.0113 | 0.0001 | 0.9229 |
100,800 | St. Clair & Blount Counties | Alabama | 18.54 | 23.62 | 14.16 | 0.0512 | 0.0024 | 0.0063 | 0.0637 | 0.0002 | 0.8631 |
100,900 | Etowah County | Alabama | 17.97 | 23.74 | 13.64 | 0.0388 | 0.0037 | 0.0074 | 0.1544 | 0.0002 | 0.7786 |
101,000 | Talladega, Cherokee, Randolph, Cleburne & Clay Counties | Alabama | 17.83 | 23.5 | 13.68 | 0.0236 | 0.0043 | 0.004 | 0.2172 | 0.0001 | 0.736 |
101,100 | Calhoun County | Alabama | 17.95 | 23.54 | 13.72 | 0.038 | 0.0019 | 0.0088 | 0.2066 | 0.0001 | 0.7207 |
101,200 | Shelby County | Alabama | 14.22 | 18.09 | 10.56 | 0.0572 | 0.0026 | 0.0206 | 0.1202 | 0.0002 | 0.7787 |
101,301 | Birmingham City (West) | Alabama | 16.38 | 23.97 | 12.33 | 0.0367 | 0.0022 | 0.0018 | 0.8945 | 0 | 0.0536 |
101,302 | Birmingham City (East) | Alabama | 15.28 | 21.37 | 11.4 | 0.0502 | 0.0024 | 0.014 | 0.5577 | 0.0009 | 0.3615 |
101,303 | Jefferson County (Southeast)--Hoover (North), Vestavia Hills & Homewood Cities | Alabama | 12.44 | 16.05 | 9.17 | 0.0475 | 0.0009 | 0.034 | 0.1642 | 0.0002 | 0.7327 |
101,304 | Jefferson County (Northeast)--Trussville, Center Point & Gardendale Cities | Alabama | 15.6 | 20.62 | 11.65 | 0.0337 | 0.0017 | 0.0075 | 0.3589 | 0.0003 | 0.5795 |
101,305 | Jefferson County (West)--Bessemer, Hueytown & Pleasant Grove Cities | Alabama | 14.79 | 20.05 | 11.02 | 0.0244 | 0.0013 | 0.0134 | 0.4387 | 0.0002 | 0.5055 |
101,400 | Walker, Marion (South & West), Fayette & Lamar Counties | Alabama | 18.55 | 24.04 | 14.31 | 0.0234 | 0.0016 | 0.0039 | 0.0708 | 0.0001 | 0.883 |
101,500 | Tuscaloosa (Outer) & Pickens Counties--Northport City (North & West) | Alabama | 16.87 | 22.16 | 12.74 | 0.0266 | 0.0014 | 0.0075 | 0.211 | 0.0001 | 0.7418 |
101,600 | Tuscaloosa & Northport (Southeast) Cities | Alabama | 15.29 | 21.81 | 11.49 | 0.0489 | 0.0018 | 0.0214 | 0.4327 | 0.0008 | 0.4847 |
101,700 | Dallas, Bibb, Marengo, Hale, Sumter, Perry & Greene Counties | Alabama | 18.08 | 25.26 | 13.9 | 0.0121 | 0.0013 | 0.0045 | 0.586 | 0 | 0.3909 |
101,800 | Chilton, Tallapoosa, Chambers & Coosa Counties | Alabama | 18.06 | 24 | 13.83 | 0.0414 | 0.0019 | 0.0055 | 0.2473 | 0 | 0.689 |
101,900 | Lee County--Auburn City | Alabama | 14.17 | 19.37 | 10.52 | 0.0368 | 0.0018 | 0.0411 | 0.2273 | 0 | 0.6744 |
102,000 | Montgomery City & Pike Road Town (North) | Alabama | 14.92 | 21.03 | 11.1 | 0.0333 | 0.0014 | 0.0303 | 0.5953 | 0.0001 | 0.3214 |
102,100 | Elmore, Autauga, Montgomery (Outer) & Lowndes Counties | Alabama | 16.85 | 22.33 | 12.72 | 0.0308 | 0.0023 | 0.0079 | 0.2784 | 0.0002 | 0.6612 |
102,200 | Southwest Alabama | Alabama | 17.35 | 23.57 | 13.37 | 0.0108 | 0.0232 | 0.0028 | 0.4047 | 0.0005 | 0.5458 |
102,300 | Coffee, Covington, Butler & Crenshaw Counties | Alabama | 17.58 | 23.04 | 13.43 | 0.039 | 0.0059 | 0.0092 | 0.2105 | 0.0004 | 0.7123 |
102,400 | Russell, Pike, Barbour, Macon & Bullock Counties | Alabama | 16.76 | 23.37 | 12.74 | 0.0374 | 0.003 | 0.0099 | 0.4979 | 0.0002 | 0.4268 |
102,500 | Houston, Dale, Geneva & Henry Counties--Dothan City | Alabama | 17.68 | 23.52 | 13.44 | 0.0415 | 0.0041 | 0.0086 | 0.2268 | 0.0004 | 0.6954 |
102,600 | Baldwin County | Alabama | 15.44 | 19.88 | 11.69 | 0.0456 | 0.0065 | 0.0092 | 0.0917 | 0 | 0.8307 |
102,701 | Mobile City (East) | Alabama | 16.94 | 23.99 | 12.76 | 0.0134 | 0.002 | 0.0062 | 0.671 | 0.0002 | 0.2906 |
102,702 | Mobile City (West) | Alabama | 14.57 | 20.12 | 10.79 | 0.0334 | 0.0017 | 0.0283 | 0.3911 | 0.0001 | 0.5181 |
102,703 | Mobile County (Outer)--Prichard City, Tillmans Corner & Saraland City | Alabama | 18.81 | 24.54 | 14.34 | 0.0348 | 0.0136 | 0.0205 | 0.172 | 0.0001 | 0.741 |
200,101 | Anchorage Municipality (North) | Alaska | 17.71 | 21.89 | 12.8 | 0.0991 | 0.0765 | 0.0843 | 0.0694 | 0.0323 | 0.5588 |
200,102 | Anchorage Municipality (South) | Alaska | 15.24 | 17.74 | 10.99 | 0.0855 | 0.0714 | 0.1028 | 0.0387 | 0.0172 | 0.5961 |
200,200 | Matanuska-Susitna & Kenai Peninsula Boroughs | Alaska | 18.6 | 21.85 | 13.73 | 0.0465 | 0.0664 | 0.0144 | 0.0093 | 0.0026 | 0.7947 |
400,400 | Coconino County--Flagstaff City | Arizona | 16.26 | 24.94 | 12.27 | 0.1411 | 0.2576 | 0.0187 | 0.0112 | 0.0017 | 0.5405 |
200,300 | Greater Fairbanks, Greater Juneau, Ketchikan Gateway Borough & Road-Connected Alaska | Alaska | 18.97 | 22.96 | 13.62 | 0.0716 | 0.0893 | 0.0413 | 0.0286 | 0.0055 | 0.6893 |
200,400 | Subsistence Alaska | Alaska | 23.61 | 28.84 | 17.04 | 0.0475 | 0.5224 | 0.0708 | 0.0095 | 0.0051 | 0.2803 |
400,100 | Maricopa County--Gilbert (South) & Queen Creek Towns | Arizona | 12.39 | 17.94 | 9.45 | 0.1618 | 0.0034 | 0.0532 | 0.0382 | 0.0019 | 0.7083 |
400,101 | Maricopa County--Mesa City (East) | Arizona | 13.46 | 20.1 | 10.26 | 0.1794 | 0.0069 | 0.0272 | 0.0252 | 0.0012 | 0.7388 |
400,102 | Maricopa County--Mesa City (North Central) | Arizona | 14.84 | 21.99 | 11.41 | 0.2269 | 0.0283 | 0.0202 | 0.0369 | 0.0052 | 0.6618 |
400,103 | Maricopa County--Mesa City (West) | Arizona | 17.3 | 26.79 | 12.88 | 0.4352 | 0.0422 | 0.0207 | 0.0558 | 0.0053 | 0.4162 |
400,104 | Maricopa County--Mesa City (South Central) | Arizona | 14.91 | 22.58 | 11.26 | 0.2963 | 0.0132 | 0.0114 | 0.0377 | 0.0043 | 0.6152 |
400,105 | Maricopa County--Gilbert Town (North) | Arizona | 12.52 | 18.38 | 9.51 | 0.1799 | 0.0101 | 0.0516 | 0.0315 | 0.0013 | 0.6949 |
400,106 | Maricopa County--Chandler City (Northeast) | Arizona | 13.89 | 21.34 | 10.34 | 0.279 | 0.0162 | 0.0749 | 0.0582 | 0.0014 | 0.5347 |
400,107 | Maricopa County--Chandler City (South) | Arizona | 9.9 | 14.28 | 7.63 | 0.1223 | 0.006 | 0.1254 | 0.0392 | 0.0006 | 0.6773 |
400,108 | Maricopa County--Tempe (South) & Chandler (Northwest) Cities | Arizona | 11.3 | 17.18 | 8.32 | 0.2308 | 0.0342 | 0.0839 | 0.064 | 0.0022 | 0.5586 |
400,109 | Maricopa County--Tempe City (North) | Arizona | 13.34 | 21.47 | 9.95 | 0.2264 | 0.0205 | 0.0894 | 0.063 | 0.0027 | 0.563 |
400,110 | Maricopa County--Scottsdale City (Southwest) & Paradise Valley Town | Arizona | 11.19 | 16.55 | 8.38 | 0.1434 | 0.0105 | 0.031 | 0.0201 | 0.0021 | 0.7717 |
400,111 | Maricopa County (Northeast)--Scottsdale City (Southeast) & Fountain Hills Town | Arizona | 10.55 | 15.09 | 7.92 | 0.0654 | 0.0527 | 0.0544 | 0.0093 | 0.0006 | 0.8027 |
400,112 | Maricopa County--Scottsdale (North), Phoenix (Far Northeast) Cities & Cave Creek | Arizona | 9.31 | 13.3 | 7.23 | 0.0573 | 0.0045 | 0.0465 | 0.0135 | 0.0001 | 0.8549 |
400,113 | Phoenix City (Northeast) | Arizona | 12.04 | 17.46 | 9.06 | 0.1249 | 0.0056 | 0.0699 | 0.0186 | 0.0024 | 0.7467 |
400,114 | Phoenix City (Northeast Central) | Arizona | 15.32 | 22.89 | 11.51 | 0.2805 | 0.0105 | 0.0287 | 0.0287 | 0.0011 | 0.6163 |
400,115 | Phoenix City (Northwest Central) | Arizona | 16.55 | 25.25 | 12.5 | 0.2947 | 0.0158 | 0.0395 | 0.0505 | 0.0015 | 0.5649 |
400,116 | Phoenix City (Uptown) | Arizona | 15.96 | 24.87 | 12.02 | 0.3377 | 0.0349 | 0.0311 | 0.0889 | 0.0016 | 0.4676 |
400,117 | Phoenix City (East) | Arizona | 14.78 | 22.72 | 10.83 | 0.3638 | 0.0148 | 0.0215 | 0.0524 | 0.0015 | 0.5232 |
400,118 | Phoenix City--Downtown & Sky Harbor International Airport | Arizona | 15.38 | 24.75 | 11.29 | 0.4917 | 0.0264 | 0.0276 | 0.1044 | 0.0017 | 0.3261 |
400,119 | Phoenix City (South) | Arizona | 15.8 | 25.44 | 11.9 | 0.6247 | 0.0201 | 0.021 | 0.1621 | 0.0021 | 0.1512 |
400,120 | Phoenix City--Ahwatukee & South Mountain | Arizona | 11.66 | 17.44 | 8.71 | 0.2398 | 0.0278 | 0.0551 | 0.0833 | 0.0012 | 0.5578 |
400,121 | Phoenix (Southwest) & Tolleson Cities | Arizona | 15.82 | 25.45 | 11.82 | 0.6743 | 0.0112 | 0.0281 | 0.1044 | 0.0041 | 0.1585 |
400,122 | Phoenix City--Maryvale (East) | Arizona | 16.88 | 27.27 | 12.84 | 0.8036 | 0.0167 | 0.0151 | 0.047 | 0.001 | 0.1025 |
400,123 | Phoenix City--Maryvale (West) | Arizona | 16.2 | 26.13 | 12.02 | 0.7688 | 0.0171 | 0.0137 | 0.0603 | 0.0042 | 0.1221 |
400,124 | Maricopa County--Glendale City (South) | Arizona | 16.85 | 26.85 | 12.83 | 0.5744 | 0.0144 | 0.0315 | 0.0819 | 0.0026 | 0.2727 |
400,125 | Phoenix City (West) | Arizona | 16.16 | 25.4 | 12.2 | 0.4482 | 0.0136 | 0.0421 | 0.0631 | 0.0002 | 0.4099 |
400,126 | Maricopa County--Glendale City (North) | Arizona | 13.93 | 21.12 | 10.58 | 0.2114 | 0.011 | 0.0497 | 0.0431 | 0.0008 | 0.6573 |
400,127 | Maricopa County--Peoria City (South & Central) | Arizona | 14.37 | 21.41 | 10.82 | 0.2572 | 0.0064 | 0.0377 | 0.0297 | 0.0017 | 0.6369 |
400,128 | Phoenix City (North) | Arizona | 13.54 | 20.03 | 10.26 | 0.1723 | 0.0105 | 0.0586 | 0.0236 | 0.0023 | 0.7036 |
400,129 | Phoenix (Far North) & Peoria (Northwest) Cities | Arizona | 12.24 | 18.01 | 9.37 | 0.1102 | 0.0073 | 0.061 | 0.027 | 0.002 | 0.7647 |
400,130 | Maricopa County--El Mirage City & Sun City | Arizona | 11.26 | 16.85 | 8.68 | 0.2108 | 0.0039 | 0.0102 | 0.0383 | 0.0015 | 0.7228 |
400,131 | Maricopa County--Surprise City (Central) | Arizona | 13.53 | 20.01 | 10.27 | 0.1772 | 0.0033 | 0.0279 | 0.0619 | 0.0012 | 0.7018 |
400,132 | Maricopa County--Goodyear, Glendale (West) & Litchfield Park (Northwest) Cities | Arizona | 13.69 | 20.77 | 10.51 | 0.2912 | 0.0084 | 0.0427 | 0.072 | 0.0016 | 0.5509 |
400,133 | Maricopa County--Avondale (Central) & Litchfield Park (Central) Cities | Arizona | 14.41 | 22.38 | 10.82 | 0.5112 | 0.0137 | 0.0308 | 0.0905 | 0.0026 | 0.3276 |
400,134 | Maricopa County (West) & Gila River Indian Community (Northwest) | Arizona | 15.36 | 23.1 | 11.65 | 0.301 | 0.0332 | 0.0203 | 0.0511 | 0.0017 | 0.5716 |
400,201 | Pima County (West) | Arizona | 14.31 | 22.27 | 10.59 | 0.5547 | 0.1188 | 0.0063 | 0.0131 | 0.0001 | 0.2982 |
400,202 | Tucson (West) & Marana Cities | Arizona | 13.42 | 20.64 | 10 | 0.4162 | 0.0117 | 0.0314 | 0.0221 | 0.0009 | 0.4944 |
400,203 | Pima County (North Central)--Oro Valley Town | Arizona | 12.39 | 18.31 | 9.29 | 0.2325 | 0.0056 | 0.0236 | 0.0181 | 0.0014 | 0.6892 |
400,204 | Pima County (Northeast) | Arizona | 9.69 | 14.34 | 7.36 | 0.1457 | 0.0083 | 0.053 | 0.0146 | 0.0008 | 0.7507 |
400,205 | Pima County (Southeast)--Tucson City (Far Southeast) & Sahuarita Town | Arizona | 13.71 | 20.49 | 10.62 | 0.2918 | 0.0058 | 0.0185 | 0.0405 | 0.0003 | 0.6163 |
400,206 | Tucson City (Northeast) | Arizona | 13.2 | 20.64 | 9.9 | 0.2516 | 0.0077 | 0.0276 | 0.053 | 0.0056 | 0.6262 |
400,207 | Tucson City (Northwest) | Arizona | 15.14 | 25.05 | 11.47 | 0.3445 | 0.0223 | 0.0491 | 0.0379 | 0.0027 | 0.5166 |
400,208 | Tucson City (South) | Arizona | 16.47 | 26.56 | 12.43 | 0.7917 | 0.0385 | 0.0112 | 0.0311 | 0.0001 | 0.1181 |
400,209 | Tucson City (Southeast) | Arizona | 15.08 | 23.92 | 11.23 | 0.345 | 0.013 | 0.0334 | 0.0622 | 0.0011 | 0.513 |
400,300 | Navajo & Apache Counties | Arizona | 21.05 | 31.97 | 15.86 | 0.0941 | 0.5523 | 0.0049 | 0.0065 | 0.0009 | 0.3216 |
400,500 | Yavapai County | Arizona | 13.71 | 20.47 | 10.53 | 0.1454 | 0.0127 | 0.0092 | 0.0062 | 0.0006 | 0.8046 |
400,600 | Mohave & La Paz Counties--Lake Havasu City | Arizona | 15.37 | 23.07 | 11.91 | 0.1746 | 0.0286 | 0.0104 | 0.0099 | 0.0019 | 0.7548 |
400,700 | Yuma County--Yuma City | Arizona | 14.75 | 23.52 | 11.22 | 0.6376 | 0.0092 | 0.0119 | 0.0168 | 0.0006 | 0.3097 |
400,800 | Gila, Graham, Greenlee & Pinal (East) Counties | Arizona | 16.38 | 24.42 | 12.52 | 0.3019 | 0.1216 | 0.008 | 0.0111 | 0.0004 | 0.5434 |
400,803 | Pinal County (North)--Apache Junction City | Arizona | 15.56 | 23.01 | 11.95 | 0.1884 | 0.0168 | 0.0161 | 0.0213 | 0.0006 | 0.7335 |
400,805 | Pinal County (Central)--Florence Town, Eloy (Northeast) & Coolidge Cities | Arizona | 17.27 | 25.39 | 13.4 | 0.3156 | 0.0658 | 0.0107 | 0.0468 | 0.0066 | 0.5253 |
400,807 | Pinal County (West)--Maricopa, Casa Grande & Eloy (Southeast) Cities | Arizona | 16.2 | 24.71 | 12.38 | 0.3823 | 0.0531 | 0.02 | 0.0591 | 0.0021 | 0.4511 |
400,900 | Cochise & Santa Cruz Counties--Sierra Vista City | Arizona | 14.1 | 22.3 | 10.76 | 0.484 | 0.0072 | 0.0164 | 0.0274 | 0.0024 | 0.4417 |
500,100 | Benton County | Arkansas | 18.18 | 21.71 | 11.64 | 0.1662 | 0.0126 | 0.0384 | 0.0165 | 0.0061 | 0.7333 |
500,200 | Washington County | Arkansas | 20.44 | 25.21 | 13.34 | 0.1678 | 0.0078 | 0.0241 | 0.0358 | 0.0227 | 0.7089 |
500,300 | Baxter, Boone, Carroll, Marion, Madison, Newton & Searcy Counties | Arkansas | 20.42 | 24.45 | 13.46 | 0.0492 | 0.0077 | 0.0074 | 0.0031 | 0.003 | 0.9104 |
500,400 | Independence, Cleburne, Van Buren, Sharp, Izard, Stone & Fulton Counties | Arkansas | 21.77 | 26.54 | 14.52 | 0.0344 | 0.0056 | 0.0041 | 0.0096 | 0.0003 | 0.9255 |
500,500 | Craighead (West), Greene, Randolph, Lawrence & Clay Counties | Arkansas | 21.34 | 26.31 | 13.91 | 0.0382 | 0.0027 | 0.009 | 0.0877 | 0.0004 | 0.8389 |
500,600 | Crittenden, Mississippi & Craighead (East) Counties | Arkansas | 21.68 | 27.26 | 14.17 | 0.0327 | 0.0016 | 0.0058 | 0.3737 | 0.0005 | 0.5389 |
500,700 | St. Francis, Poinsett, Phillips, Cross, Lee & Monroe Counties | Arkansas | 22.79 | 28.57 | 15.2 | 0.0282 | 0.0017 | 0.0022 | 0.3732 | 0.0004 | 0.565 |
Vaccine Hesitancy for COVID-19: Public Use Microdata Areas (PUMAs)
Description
Due to the change in the survey instrument regarding intention to vaccinate, our estimates for “hesitant or unsure” or “hesitant” derived from April 14-26, 2021, are not directly comparable with prior Household Pulse Survey data and should not be used to examine trends in hesitancy.
To support state and local communication and outreach efforts, ASPE developed state, county, and sub-state level predictions of hesitancy rates(https://aspe.hhs.gov/pdf-report/vaccine-hesitancy) using the most recently available federal survey data.
We estimate hesitancy rates at the state level using the U.S. Census Bureau’s Household Pulse Survey (HPS)(https://www.census.gov/programs-surveys/household-pulse-survey.html) data and utilize the estimated values to predict hesitancy rates in more granular areas using the Census Bureau’s 2019 American Community Survey (ACS) 1-year Public Use Microdata Sample (PUMS)(https://www.census.gov/programs-surveys/acs/microdata.html). Public Use Microdata Areas (PUMA) level – PUMAs are geographic areas within each state that contain no fewer than 100,000 people. PUMAs can consist of part of a single densely populated county or can combine parts or all of multiple counties that are less densely populated.
The HPS is nationally representative and includes information on U.S. residents’ intentions to receive the COVID-19 vaccine when available, as well as other sociodemographic and geographic (state, region and metropolitan statistical areas) information. The ACS is a nationally representative survey, and it provides key sociodemographic and geographic (state, region, PUMAs, county) information. We utilized data for the survey collection period May 26, 2021 – June 7, 2021, which the HPS refers to as Week 31.
County and State Hesitancy Data - https://data.cdc.gov/Vaccinations/Vaccine-Hesitancy-for-COVID-19-County-and-local-es/q9mh-h2tw
Dataset Details
- Publisher: Centers for Disease Control and Prevention
- Last Modified: 2021-06-17
- Contact: HHS ([email protected])
Source
Original data can be found at: https://aspe.hhs.gov/pdf-report/vaccine-hesitancy
Usage
You can load this dataset using:
from datasets import load_dataset
dataset = load_dataset('HHS-Official/vaccine-hesitancy-for-covid-19-public-use-microdat')
License
This dataset is licensed under https://www.usa.gov/government-works
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