### UHC download list
# https://github.com/CMSgov/price-transparency-guide/discussions/534#discussioncomment-3329744
req <- httr2::request("https://transparency-in-coverage.uhc.com/api/v1/uhc/blobs/")
# Send and save response
resp <- req |> httr2::req_perform()
# Parse JSON response and save results
content <- resp |> httr2::resp_body_json(check_type = FALSE, simplifyVector = TRUE)
uhc_links <- content$blobs |> tibble::tibble()
print(uhc_links, n = 1000)
#> # A tibble: 68,072 × 3
#> name downloadUrl size
#> <chr> <chr> <dbl>
#> 1 2024-07-01_-A-1-PUMP-INC_index.json https://mr… 3160
#> 2 2024-07-01_-ANS-Machine-LLC_index.json https://mr… 1562
#> 3 2024-07-01_-Aircon-Engineering-Inc_index.json https://mr… 1565
#> 4 2024-07-01_-BAPTIST-RETIREMENT-COMMUNITIES-OF-GEORGIA_in… https://mr… 1565
#> 5 2024-07-01_-BVT-NATIONAL-CAPITAL-PARTNERS-INC_index.json https://mr… 1565
#> 6 2024-07-01_-Brown-and-Pratt-Inc_index.json https://mr… 1565
#> 7 2024-07-01_-CYPRESS-CREEK-ANIMAL-HOSPITAL-PC_index.json https://mr… 3151
#> 8 2024-07-01_-Centex-Axiscare-LLC_index.json https://mr… 2977
#> 9 2024-07-01_-DENZINGER-FAMILY-DENTISTRY-LLC_index.json https://mr… 1913
#> 10 2024-07-01_-DPM-of-Nashville-Inc_index.json https://mr… 1565
#> 11 2024-07-01_-Davis-Auto-Group-LLC_index.json https://mr… 1913
#> 12 2024-07-01_-ELEISH-VAN-BREEMS-ANTIQUES-LLC_index.json https://mr… 2833
#> 13 2024-07-01_-FARMERS-UNION-SERVICE-ASSOCIATION_United-Hea… https://mr… 185
#> 14 2024-07-01_-FARMERS-UNION-SERVICE-ASSOCIATION_index.json https://mr… 4862
#> 15 2024-07-01_-JJs-Towing_index.json https://mr… 1565
#> 16 2024-07-01_-JOINER-ANDERSON-FUNERAL-HOME-INC_index.json https://mr… 1564
#> 17 2024-07-01_-JT-Petroleum-LLC_index.json https://mr… 1565
#> 18 2024-07-01_-KC-Outdoor-Structure-LLC_index.json https://mr… 1739
#> 19 2024-07-01_-MICK-MOULS-MODERN-BUILDERS-LLC_index.json https://mr… 1565
#> 20 2024-07-01_-Mark-M-Holeman-Inc_index.json https://mr… 1565
#> 21 2024-07-01_-Midwest-Infrastructure-Coating_index.json https://mr… 1739
#> 22 2024-07-01_-National-Corn-Growers-Association_index.json https://mr… 1565
#> 23 2024-07-01_-R3-OFFICE-OF-DR-KASHI-RAI_index.json https://mr… 1565
#> 24 2024-07-01_-REAL-ESTATE-PERSONNEL-INC_index.json https://mr… 1910
#> 25 2024-07-01_-Roadhog-Inc_index.json https://mr… 1565
#> 26 2024-07-01_-Spero-Solutions-Inc_index.json https://mr… 2985
#> 27 2024-07-01_-TZP-LIMITED-LIABILITY-COMPANY_index.json https://mr… 1565
#> 28 2024-07-01_02-GLOBAL-CHAUFFEURED-SERVICE_index.json https://mr… 3163
#> 29 2024-07-01_1-800-Radiator-of-Dallas-Fort-Worth-LLC_index… https://mr… 1736
#> 30 2024-07-01_1-AB-Inc_index.json https://mr… 1910
#> 31 2024-07-01_1-BETTER-LLC_index.json https://mr… 1565
#> 32 2024-07-01_1-CARE-LLC_UHC-EPO-Gated-INN-Only---ASO_allow… https://mr… 182
#> 33 2024-07-01_1-CARE-LLC_index.json https://mr… 3238
#> 34 2024-07-01_1-IT-SOURCE-LLC_index.json https://mr… 1565
#> 35 2024-07-01_1-PASSION-TO-CARE-LLC-WELFARE-BENEFIT-PLAN_in… https://mr… 1913
#> 36 2024-07-01_1-REAL-ESTATE-MANAGEMENT-INC_index.json https://mr… 2986
#> 37 2024-07-01_10-ROADS-EXPRESS-LLC_10-ROADS-EXPRESS-LLC_all… https://mr… 166
#> 38 2024-07-01_10-ROADS-EXPRESS-LLC_index.json https://mr… 1216
#> 39 2024-07-01_10-Roads-Express-LLC_POS-CHOICE-PLUS_allowed-… https://mr… 184
#> 40 2024-07-01_10-Roads-Express-LLC_index.json https://mr… 1231
#> 41 2024-07-01_100-Percent-Chiropractic-Atlanta-Five-LLC_ind… https://mr… 2087
#> 42 2024-07-01_1000-CHURCH-STREET-INC-GROUP-HEALTH-BENEFIT-P… https://mr… 171
#> 43 2024-07-01_1000-CHURCH-STREET-INC-GROUP-HEALTH-BENEFIT-P… https://mr… 1582
#> 44 2024-07-01_101-SAFETY-LLC_index.json https://mr… 1565
#> 45 2024-07-01_1010-Metrodome-Square-LLC_index.json https://mr… 1739
#> 46 2024-07-01_104-DEGREES-WEST-PARTNERS-LLC_index.json https://mr… 1913
#> 47 2024-07-01_106-Y-LLC_index.json https://mr… 1739
#> 48 2024-07-01_1099EXPRESS-COM-INC_United-Healthcare-POS_all… https://mr… 185
#> 49 2024-07-01_1099EXPRESS-COM-INC_index.json https://mr… 1834
#> 50 2024-07-01_10th-Inning-Grill-at-Snowden-Grove-LLC_index.… https://mr… 1562
#> 51 2024-07-01_1122-Rte-115-LLC_index.json https://mr… 1562
#> 52 2024-07-01_1175-TECHNOLOGY-LLC_index.json https://mr… 1912
#> 53 2024-07-01_118-SOUTH-LLC_index.json https://mr… 1736
#> 54 2024-07-01_11TH-HOUR-BREWING-LLC_index.json https://mr… 2977
#> 55 2024-07-01_11TH-HOUR-BUSINESS-SOLUTIONS_index.json https://mr… 1736
#> 56 2024-07-01_12-POINT-LLC_index.json https://mr… 1739
#> 57 2024-07-01_121-Media-LLC_index.json https://mr… 1913
#> 58 2024-07-01_121234-LLC_index.json https://mr… 1565
#> 59 2024-07-01_121G-CONSULTING-LLC_index.json https://mr… 1739
#> 60 2024-07-01_1350-OCEAN-LLC_index.json https://mr… 1562
#> 61 2024-07-01_13TH-FLOOR-ENTERTAINMENT-GROUP_index.json https://mr… 3499
#> 62 2024-07-01_1405-HOSPITALITY-GROUP-LLC_index.json https://mr… 2084
#> 63 2024-07-01_15-LIGHTYEARS-INC_index.json https://mr… 1739
#> 64 2024-07-01_15-Yards-Holding-Co_index.json https://mr… 1565
#> 65 2024-07-01_1501-N-KINGSBURY-OPERATIONS-LLC_index.json https://mr… 1560
#> 66 2024-07-01_1520-HANNAH-LLC_index.json https://mr… 1560
#> 67 2024-07-01_15512-Consulting-LLC_index.json https://mr… 1913
#> 68 2024-07-01_15RX-LLC_index.json https://mr… 1565
#> 69 2024-07-01_1603-G_index.json https://mr… 1565
#> 70 2024-07-01_1661-Inc-dba-GOAT_SELECT-EPO-00-E_allowed-amo… https://mr… 184
#> 71 2024-07-01_1661-Inc-dba-GOAT_SELECT-PLUS-POS-00-P_allowe… https://mr… 184
#> 72 2024-07-01_1661-Inc-dba-GOAT_index.json https://mr… 4451
#> 73 2024-07-01_16TH-JUDICIAL-DISTRICT_index.json https://mr… 1565
#> 74 2024-07-01_1776-Energy-Operators-LLC_index.json https://mr… 1739
#> 75 2024-07-01_17th-Judicial-District-Indigent-Defender_inde… https://mr… 1913
#> 76 2024-07-01_183-MEDIA-LLC_index.json https://mr… 1565
#> 77 2024-07-01_1858-Haven-Private-Wealth_index.json https://mr… 1913
#> 78 2024-07-01_18TH-CENTURY-CONSULTING_index.json https://mr… 1565
#> 79 2024-07-01_1915-SOUTH-CO_1915-SOUTH-CO_allowed-amounts.j… https://mr… 166
#> 80 2024-07-01_1915-SOUTH-CO_index.json https://mr… 929
#> 81 2024-07-01_1974-KOOL-ZONE-LLC-DBA-MELLOW-MUSHROOM-ATLANT… https://mr… 1738
#> 82 2024-07-01_1990-N-McMullen-Booth-Road_index.json https://mr… 3151
#> 83 2024-07-01_1DA-1DIGITAL-AGENCY-INC_index.json https://mr… 3151
#> 84 2024-07-01_1LIFE-HEALTHCARE-INC-GROUP-HEALTH-BENEFIT-PLA… https://mr… 1092
#> 85 2024-07-01_1LIFE-HEALTHCARE-INC-GROUP-HEALTH-BENEFIT-PLA… https://mr… 3096
#> 86 2024-07-01_1PLUS1EQUAL3-INC_index.json https://mr… 1565
#> 87 2024-07-01_1ST-CHOICE-GREASE-SERVICE-LLC_index.json https://mr… 1565
#> 88 2024-07-01_1ST-CLASS-ROOFING-INC_index.json https://mr… 1736
#> 89 2024-07-01_1ST-MATE-LOGISTICS_index.json https://mr… 1565
#> 90 2024-07-01_1ST-RATE-HOME-MORTGAGE-INC_index.json https://mr… 3334
#> 91 2024-07-01_1ST-SOURCE-CORPORATION-GROUP-HEALTH-BENEFIT-P… https://mr… 171
#> 92 2024-07-01_1ST-SOURCE-CORPORATION-GROUP-HEALTH-BENEFIT-P… https://mr… 1357
#> 93 2024-07-01_1ST-UNIVERSITY-CREDIT-UNION_index.json https://mr… 1565
#> 94 2024-07-01_1Spot-AI-LLC_index.json https://mr… 1565
#> 95 2024-07-01_1st-America-Home-Medical-Equipment_index.json https://mr… 1565
#> 96 2024-07-01_1st-Choice-Group-LLC_index.json https://mr… 2087
#> 97 2024-07-01_1st-LLC_POS-CHOICE-PLUS_allowed-amounts.json.… https://mr… 541
#> 98 2024-07-01_1st-LLC_index.json https://mr… 1218
#> 99 2024-07-01_1st-Priority-Realty-and-Management-Llc_index.… https://mr… 1913
#> 100 2024-07-01_2-AND-92-TRUCK-PARTS-INC_index.json https://mr… 1565
#> 101 2024-07-01_2-Aces-Auto-Repair-and-Accessories-LLC_index.… https://mr… 1736
#> 102 2024-07-01_2-HOUNDS-DESIGN-INC_index.json https://mr… 1565
#> 103 2024-07-01_2-JS-VENTURE-FOODS-INC_index.json https://mr… 1562
#> 104 2024-07-01_2-STONE-INDUSTRIES-LLC_index.json https://mr… 4920
#> 105 2024-07-01_2-for-U-Childcare-West_index.json https://mr… 1739
#> 106 2024-07-01_20-20-Accounting_index.json https://mr… 1739
#> 107 2024-07-01_20-20-EYEGLASS-SUPERSTORE-INC_index.json https://mr… 2977
#> 108 2024-07-01_20-20-Optical-Inc_index.json https://mr… 2661
#> 109 2024-07-01_20-CLARKE-RD-LLC_index.json https://mr… 2977
#> 110 2024-07-01_200-PEACHTREE-SPECIAL-EVENTS-LLC_index.json https://mr… 1739
#> 111 2024-07-01_201-LLC_index.json https://mr… 1912
#> 112 2024-07-01_2020-Companies-Inc_POS-CHOICE-PLUS_allowed-am… https://mr… 184
#> 113 2024-07-01_2020-Companies-Inc_index.json https://mr… 2868
#> 114 2024-07-01_2060-NORTH-INC_index.json https://mr… 1560
#> 115 2024-07-01_2083-THERAPY-LLC_index.json https://mr… 1565
#> 116 2024-07-01_211-BREVARD-INC_index.json https://mr… 1562
#> 117 2024-07-01_21ST-CENTURY-BEAN-PROCESSING-L_index.json https://mr… 1565
#> 118 2024-07-01_21ST-CENTURY-EQUIPMENT-LLC-GROUP-HEALTH-BENEF… https://mr… 171
#> 119 2024-07-01_21ST-CENTURY-EQUIPMENT-LLC-GROUP-HEALTH-BENEF… https://mr… 1026
#> 120 2024-07-01_21ST-CENTURY-HEALTHCARE-INC-GROUP-HEALTH-BENE… https://mr… 171
#> 121 2024-07-01_21ST-CENTURY-HEALTHCARE-INC-GROUP-HEALTH-BENE… https://mr… 1602
#> 122 2024-07-01_21ST-CENTURY-INNOVATION-INC_index.json https://mr… 1565
#> 123 2024-07-01_221-INC_index.json https://mr… 3151
#> 124 2024-07-01_222-CLARK-LLC_index.json https://mr… 1910
#> 125 2024-07-01_222-Dutch-Lanes-Inc-_index.json https://mr… 1565
#> 126 2024-07-01_22VETS-LLC_index.json https://mr… 1565
#> 127 2024-07-01_24-7-PRO-LOCKSMITH-LLC_index.json https://mr… 5110
#> 128 2024-07-01_24-7-RESTORATION-INC_index.json https://mr… 1565
#> 129 2024-07-01_24-HOUR-FITNESS-USA-LLC_UHC-CHOICEUBH_allowed… https://mr… 182
#> 130 2024-07-01_24-HOUR-FITNESS-USA-LLC_index.json https://mr… 1458
#> 131 2024-07-01_24-HOUR-LTD_index.json https://mr… 1565
#> 132 2024-07-01_24-Hour-Fitness_POS-CHOICE-PLUS_allowed-amoun… https://mr… 184
#> 133 2024-07-01_24-Hour-Fitness_index.json https://mr… 1226
#> 134 2024-07-01_240-TUTORING-INC_index.json https://mr… 1913
#> 135 2024-07-01_2420-PIEDMONT-ROAD-LLC_index.json https://mr… 1564
#> 136 2024-07-01_2428392-INC-DBA-FYE-HEALTH-CARE-BENEFITS-PLAN… https://mr… 171
#> 137 2024-07-01_2428392-INC-DBA-FYE-HEALTH-CARE-BENEFITS-PLAN… https://mr… 1287
#> 138 2024-07-01_247-LOGISTICS_index.json https://mr… 1739
#> 139 2024-07-01_247-Metal-Laser-Inc_index.json https://mr… 1560
#> 140 2024-07-01_24Restore-Inc_index.json https://mr… 1565
#> 141 2024-07-01_2550-Ashland-LLC_index.json https://mr… 1560
#> 142 2024-07-01_25TH-STREET-PIZZA-LLC_index.json https://mr… 1736
#> 143 2024-07-01_26H-Holdings-LLC_index.json https://mr… 1739
#> 144 2024-07-01_27-GLOBAL-LLC_index.json https://mr… 1739
#> 145 2024-07-01_2BROS-RESOURCES-LLC_index.json https://mr… 1913
#> 146 2024-07-01_2BROS-SPORTS-COLLECTIBLES-LLC_index.json https://mr… 2261
#> 147 2024-07-01_2Com-Group-LLC_index.json https://mr… 2655
#> 148 2024-07-01_2FOLD-COLLECTIVE-LLC_index.json https://mr… 2986
#> 149 2024-07-01_2G1S-LLC_index.json https://mr… 1565
#> 150 2024-07-01_2J-SUPPLY-GROUP-HEALTH-BENEFIT-PLAN_2J-SUPPLY… https://mr… 171
#> 151 2024-07-01_2J-SUPPLY-GROUP-HEALTH-BENEFIT-PLAN_index.json https://mr… 1263
#> 152 2024-07-01_2J-TRANSPORTATION-LLC_index.json https://mr… 2977
#> 153 2024-07-01_2L-CONSTRUCTION-LLC_index.json https://mr… 1565
#> 154 2024-07-01_2M-Associates-LLC_index.json https://mr… 1739
#> 155 2024-07-01_2M-Electrical-Representatives-Inc_index.json https://mr… 2087
#> 156 2024-07-01_2ND-CHANCE-TREATMENT-CENTER-GROUP-HEALTH-BENE… https://mr… 171
#> 157 2024-07-01_2ND-CHANCE-TREATMENT-CENTER-GROUP-HEALTH-BENE… https://mr… 1593
#> 158 2024-07-01_2ND-CITY-REMODELING-LLC_index.json https://mr… 1565
#> 159 2024-07-01_2UMedical-Inc_index.json https://mr… 1565
#> 160 2024-07-01_2i-Nova-Inc_index.json https://mr… 1739
#> 161 2024-07-01_3-DB-NETWORKS-AND-KGT-LLC_index.json https://mr… 1739
#> 162 2024-07-01_3-KINGS-TRANSPORT-LLC_index.json https://mr… 1739
#> 163 2024-07-01_3-N-1-MEDIA-LLC_index.json https://mr… 1739
#> 164 2024-07-01_3-RIVERS-WET-WEATHER-INC_index.json https://mr… 1562
#> 165 2024-07-01_3-Rusty-Nails-Inc_index.json https://mr… 1565
#> 166 2024-07-01_3-SHEEPS-BREWING-COMPANY_index.json https://mr… 3504
#> 167 2024-07-01_3-TIER-COMMUNICATIONS-LLC_index.json https://mr… 3151
#> 168 2024-07-01_304-WEST-MAIN-LLC_index.json https://mr… 1565
#> 169 2024-07-01_305-CONSULTING-ENGINEERS-LLC_index.json https://mr… 1565
#> 170 2024-07-01_305-PIZZA-AT-MIA-LLC_index.json https://mr… 1562
#> 171 2024-07-01_310-DUST-CONTROL-LLC_index.json https://mr… 2986
#> 172 2024-07-01_31000-FT-LLC_UHC-EPO-Gated-INN-Only---ASO_all… https://mr… 185
#> 173 2024-07-01_31000-FT-LLC_United-Healthcare-EPO_allowed-am… https://mr… 185
#> 174 2024-07-01_31000-FT-LLC_index.json https://mr… 3514
#> 175 2024-07-01_321WEBMARKETING_index.json https://mr… 1565
#> 176 2024-07-01_32nd-Street-Surgery-Center-LLC_index.json https://mr… 1560
#> 177 2024-07-01_333-LIMITLESS-ROAD-INC_index.json https://mr… 1739
#> 178 2024-07-01_360-Ag-Solutions-LLC_index.json https://mr… 1565
#> 179 2024-07-01_360-COMMUNITIES_index.json https://mr… 1913
#> 180 2024-07-01_360-CONSULTING-INC_index.json https://mr… 1565
#> 181 2024-07-01_360-Degrees-LLC_index.json https://mr… 1741
#> 182 2024-07-01_360-ENGINEERING-GROUP-PLLC_index.json https://mr… 1739
#> 183 2024-07-01_360-Energy-Solutions-LLC_index.json https://mr… 1736
#> 184 2024-07-01_360-FINANCIAL-GROUP-LLC_index.json https://mr… 1565
#> 185 2024-07-01_360-INTERNET-MARKETING-DBA_index.json https://mr… 1736
#> 186 2024-07-01_360-LEGAL-INC_index.json https://mr… 1736
#> 187 2024-07-01_360-Solutions_index.json https://mr… 1565
#> 188 2024-07-01_360-Tour-Designs-and-Marketing-LLC_index.json https://mr… 1565
#> 189 2024-07-01_365-LABS-LLC_index.json https://mr… 1565
#> 190 2024-07-01_3700-MANAGEMENT-INC_index.json https://mr… 3149
#> 191 2024-07-01_37th-Street-Cooking-Inc_index.json https://mr… 1565
#> 192 2024-07-01_3A-COMPOSITES-USA-INC-GROUP-HEALTH-BENEFIT-PL… https://mr… 656
#> 193 2024-07-01_3A-COMPOSITES-USA-INC-GROUP-HEALTH-BENEFIT-PL… https://mr… 1578
#> 194 2024-07-01_3A-MARINE-SERVICES-INC_index.json https://mr… 1562
#> 195 2024-07-01_3C-DRYWALL-LLC_index.json https://mr… 1565
#> 196 2024-07-01_3C-Industrial-LLC_index.json https://mr… 1739
#> 197 2024-07-01_3C-METAL-USA-INC_index.json https://mr… 2982
#> 198 2024-07-01_3D-Graphite-and-Machining-Inc_index.json https://mr… 1565
#> 199 2024-07-01_3D-HEALTH-INC_index.json https://mr… 4570
#> 200 2024-07-01_3D-HOME-IMPROVEMENT_index.json https://mr… 1562
#> 201 2024-07-01_3D-Landscaping-LLC_index.json https://mr… 2982
#> 202 2024-07-01_3D-Molecular-Designs-LLC_index.json https://mr… 1741
#> 203 2024-07-01_3D-Storage-Systems-Incorporated_index.json https://mr… 1562
#> 204 2024-07-01_3D-VAPOR-LLC_index.json https://mr… 1565
#> 205 2024-07-01_3DMD-LLC_index.json https://mr… 1565
#> 206 2024-07-01_3G-CONSTRUCTION-INC_index.json https://mr… 1565
#> 207 2024-07-01_3G-CONSULTING-INC_index.json https://mr… 1739
#> 208 2024-07-01_3G-ELECTRICAL-SUPPLY-INC_index.json https://mr… 1565
#> 209 2024-07-01_3G-HOLDINGS-INC_index.json https://mr… 1565
#> 210 2024-07-01_3G-Wireless-LLC_index.json https://mr… 1562
#> 211 2024-07-01_3GIMBALS-LLC_index.json https://mr… 1565
#> 212 2024-07-01_3GS-LLC_index.json https://mr… 1739
#> 213 2024-07-01_3H2O-INC_index.json https://mr… 1562
#> 214 2024-07-01_3HB-INVESTMENTS-LLC_index.json https://mr… 1565
#> 215 2024-07-01_3I-PRODUCTS-INC_index.json https://mr… 1739
#> 216 2024-07-01_3L-Consulting-Inc_index.json https://mr… 1565
#> 217 2024-07-01_3LC-US-INC_index.json https://mr… 3151
#> 218 2024-07-01_3M-COMPANY-GROUP-HEALTH-BENEFIT-PLAN_3M-COMPA… https://mr… 171
#> 219 2024-07-01_3M-COMPANY-GROUP-HEALTH-BENEFIT-PLAN_index.js… https://mr… 694
#> 220 2024-07-01_3PL-WORLDWIDE-INC_index.json https://mr… 3008
#> 221 2024-07-01_3POINTE-RESTAURANT-GROUP-HOLDINGS-LLC_index.j… https://mr… 2261
#> 222 2024-07-01_3Q-INC_index.json https://mr… 2986
#> 223 2024-07-01_3R-RV-SERVICE-CENTER-LLC_index.json https://mr… 1562
#> 224 2024-07-01_3R-TECHNOLOGY-LLC_index.json https://mr… 3151
#> 225 2024-07-01_3S-AMERICAS-INC_index.json https://mr… 1739
#> 226 2024-07-01_3SAE-TECHNOLOGIES-INC_index.json https://mr… 1565
#> 227 2024-07-01_3SI-SECURITY-SYSTEMS_3SI-SECURITY-SYSTEMS_all… https://mr… 166
#> 228 2024-07-01_3SI-SECURITY-SYSTEMS_index.json https://mr… 950
#> 229 2024-07-01_3T-DRILLING-INC_index.json https://mr… 1564
#> 230 2024-07-01_3TC-DESIGN_index.json https://mr… 1565
#> 231 2024-07-01_3V-SIGMA-USA-INC-GROUP-HEALTH-BENEFIT-PLAN_3V… https://mr… 171
#> 232 2024-07-01_3V-SIGMA-USA-INC-GROUP-HEALTH-BENEFIT-PLAN_in… https://mr… 1557
#> 233 2024-07-01_3W-Energy-Services_index.json https://mr… 1738
#> 234 2024-07-01_3form-LLC_POS-CHOICE-PLUS_allowed-amounts.jso… https://mr… 184
#> 235 2024-07-01_3form-LLC_index.json https://mr… 1220
#> 236 2024-07-01_4-FAITH-TRUCKING-LLC_index.json https://mr… 1562
#> 237 2024-07-01_4-K-CONSTRUCTION-INC_index.json https://mr… 1562
#> 238 2024-07-01_4-Point-Capital-LLC_index.json https://mr… 1565
#> 239 2024-07-01_4-SEASONS-AIR-CONDITIONING-AND_index.json https://mr… 3499
#> 240 2024-07-01_4-SERV-SOLUTIONS-INC_index.json https://mr… 1913
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#> 952 2024-07-01_ACT-UNDERGROUND-LLC_United-Healthcare-EPO_all… https://mr… 185
#> 953 2024-07-01_ACT-UNDERGROUND-LLC_index.json https://mr… 3426
#> 954 2024-07-01_ACT-WEALTH-MANAGEMENT-LLC_index.json https://mr… 1565
#> 955 2024-07-01_ACTION-AIR-INC_index.json https://mr… 1562
#> 956 2024-07-01_ACTION-AMBULANCE-SERVICE-INC_ACTION-AMBULANCE… https://mr… 185
#> 957 2024-07-01_ACTION-AMBULANCE-SERVICE-INC_index.json https://mr… 683
#> 958 2024-07-01_ACTION-DEVELOPMENT-CORPORATION_index.json https://mr… 1565
#> 959 2024-07-01_ACTION-ELECTRICAL-SERVICES-INC_index.json https://mr… 1562
#> 960 2024-07-01_ACTION-ELECTRIC_index.json https://mr… 1562
#> 961 2024-07-01_ACTION-FIRE-AND-ALARM-INC_index.json https://mr… 1565
#> 962 2024-07-01_ACTION-GLASS-INC_index.json https://mr… 1562
#> 963 2024-07-01_ACTION-INTEGRATED-MARKETING_index.json https://mr… 1565
#> 964 2024-07-01_ACTION-LIFT-INC_index.json https://mr… 1736
#> 965 2024-07-01_ACTION-MACHINE-INC_index.json https://mr… 1562
#> 966 2024-07-01_ACTION-MENS-HEALTH_index.json https://mr… 3151
#> 967 2024-07-01_ACTION-PIG-CO_index.json https://mr… 1565
#> 968 2024-07-01_ACTION-PLATING-CORP_index.json https://mr… 1562
#> 969 2024-07-01_ACTION-PROPANE_index.json https://mr… 1565
#> 970 2024-07-01_ACTION-SEATING--MOBILITY_ACTION-SEATING--MOBI… https://mr… 166
#> 971 2024-07-01_ACTION-SEATING--MOBILITY_index.json https://mr… 1217
#> 972 2024-07-01_ACTIVATE-FOOD-ARIZONA_index.json https://mr… 1739
#> 973 2024-07-01_ACTIVE-DEPLOYMENT-SYSTEMS_index.json https://mr… 2977
#> 974 2024-07-01_ACTIVE-DEVELOPMENT-CO_index.json https://mr… 1565
#> 975 2024-07-01_ACTIVE-DISPOSAL-SERVICE-INC_index.json https://mr… 5173
#> 976 2024-07-01_ACTIVE-INTEREST-MEDIA-HOLDCO-INC-GROUP-HEALTH… https://mr… 171
#> 977 2024-07-01_ACTIVE-INTEREST-MEDIA-HOLDCO-INC-GROUP-HEALTH… https://mr… 1622
#> 978 2024-07-01_ACTIVE-PHYSICAL-THERAPY_index.json https://mr… 1562
#> 979 2024-07-01_ACTON-LINCOLN-MERCURY-INC_index.json https://mr… 1565
#> 980 2024-07-01_ACTS-FLEET-MAINTENANCE-SERVICE-INC_index.json https://mr… 1739
#> 981 2024-07-01_ACTUARIAL-RESOURCES-CORPORATION-OF-GEORGIA_in… https://mr… 1565
#> 982 2024-07-01_ACTUARIAL-RISK-MANAGEMENT-LTD_index.json https://mr… 1565
#> 983 2024-07-01_ACUDERM-INC_index.json https://mr… 2977
#> 984 2024-07-01_ACUITY-BRANDS-INC_ACUITY-BRANDS-INC_allowed-a… https://mr… 166
#> 985 2024-07-01_ACUITY-BRANDS-INC_NATIONAL-PPO_allowed-amount… https://mr… 184
#> 986 2024-07-01_ACUITY-BRANDS-INC_POS-CHOICE-PLUS_allowed-amo… https://mr… 184
#> 987 2024-07-01_ACUITY-BRANDS-INC_index.json https://mr… 4132
#> 988 2024-07-01_ACUMEN-CONSULTING-I-CORP_index.json https://mr… 1565
#> 989 2024-07-01_ACUMEN-ENTERPRISES-INC_index.json https://mr… 1910
#> 990 2024-07-01_ACUMEN-INTERNATIONAL-INC_index.json https://mr… 1912
#> 991 2024-07-01_ACUMEN-LEARNING-LLC_index.json https://mr… 3847
#> 992 2024-07-01_ACUMEN-TECHNOLOGY_index.json https://mr… 1565
#> 993 2024-07-01_ACUMEN-WEALTH-ADVISORS-LLCP_United-Healthcare… https://mr… 185
#> 994 2024-07-01_ACUMEN-WEALTH-ADVISORS-LLCP_index.json https://mr… 1842
#> 995 2024-07-01_ACUTE-CARE-INC_index.json https://mr… 1565
#> 996 2024-07-01_ACV-COMMUNITY-SERVICES-LLC_ACV-COMMUNITY-SERV… https://mr… 166
#> 997 2024-07-01_ACV-COMMUNITY-SERVICES-LLC_index.json https://mr… 1225
#> 998 2024-07-01_ACV-CORPORATE-PLLC_index.json https://mr… 1913
#> 999 2024-07-01_ACW-Holdings-LLC_index.json https://mr… 1913
#> 1000 2024-07-01_AD-ASTRA-SELECTIONS-LLC_index.json https://mr… 1739
#> # ℹ 67,072 more rowsThe path to analyzing a health insurance company’s Transparency in Coverage (TiC) files begins at their public TiC site. Centene Corporation’s is located here. To begin, you simply have to right-click and copy one of the links’ URL addresses, then assign it to an object in R:
centene_url_june <- "https://www.centene.com/content/dam/centene/Centene%20Corporate/json/DOCUMENT/2022-06-29_ambetter_index.json" # June
centene_url_sept <- "https://www.centene.com/content/dam/centene/Centene%20Corporate/json/DOCUMENT/2022-09-30_ambetter_index.json" # Sept
centene_url_dec <- "https://www.centene.com/content/dam/centene/Centene%20Corporate/json/DOCUMENT/2022-12-29_ambetter_index.json" # DecIt’s important to note that this is a Table of Contents (TOC) file. TOC files are what you’ll start with as they contain top-level information such as each plan’s name, id, market (individual or group), and the URL address of each plan’s in-network negotiated rates and out-of-network allowable amounts.
You can retrieve and parse a TOC file with the
defog_toc() function:
This returns a data frame containing 2,598 rows, so, for simplicity’s sake, I’ve limited it to the first 10 rows:
#> Error in dimnames(x) <- dn: length of 'dimnames' [2] not equal to array extentOut-of-Network Files
Next we’ll download one of the out-of-network (OON) files,
also known as “allowed amounts” files. From the results above, we can
filter the rate_type column to out_of_network
and make sure to remove duplicate URLs with {dplyr}’s
distinct() function:
centene_oon_CA <- centene_toc |>
dplyr::filter(rate_type == "out_of_network") |>
dplyr::select(location) |>
dplyr::distinct() |>
tibble::deframe()#> [1] "http://centene.com/content/dam/centene/Centene%20Corporate/json/DOCUMENT/2022-06-29_centene-management-company-llc_ambetter-ca_allowed-amounts.json"
#> [2] "http://centene.com/content/dam/centene/Centene%20Corporate/json/DOCUMENT/2022-06-29_centene-management-company-llc_ambetter-la_allowed-amounts.json"
#> [3] "http://centene.com/content/dam/centene/Centene%20Corporate/json/DOCUMENT/2022-06-29_centene-management-company-llc_ambetter-ky_allowed-amounts.json"
#> [4] "http://centene.com/content/dam/centene/Centene%20Corporate/json/DOCUMENT/2022-06-29_centene-management-company-llc_ambetter-ga_allowed-amounts.json"
#> [5] "http://centene.com/content/dam/centene/Centene%20Corporate/json/DOCUMENT/2022-06-29_centene-management-company-llc_ambetter-in_allowed-amounts.json"
#> [6] "http://centene.com/content/dam/centene/Centene%20Corporate/json/DOCUMENT/2022-06-29_centene-management-company-llc_ambetter-il_allowed-amounts.json"
#> [7] "http://centene.com/content/dam/centene/Centene%20Corporate/json/DOCUMENT/2022-06-29_centene-management-company-llc_ambetter-ar_allowed-amounts.json"
#> [8] "http://centene.com/content/dam/centene/Centene%20Corporate/json/DOCUMENT/2022-06-29_centene-management-company-llc_ambetter-az_allowed-amounts.json"
#> [9] "http://centene.com/content/dam/centene/Centene%20Corporate/json/DOCUMENT/2022-06-29_centene-management-company-llc_ambetter-fl_allowed-amounts.json"
#> [10] "http://centene.com/content/dam/centene/Centene%20Corporate/json/DOCUMENT/2022-06-29_centene-management-company-llc_ambetter-ks_allowed-amounts.json"
#> [11] "http://centene.com/content/dam/centene/Centene%20Corporate/json/DOCUMENT/2022-06-29_centene-management-company-llc_ambetter-tx_allowed-amounts.json"
#> [12] "http://centene.com/content/dam/centene/Centene%20Corporate/json/DOCUMENT/2022-06-29_centene-management-company-llc_ambetter-oh_allowed-amounts.json"
#> [13] "http://centene.com/content/dam/centene/Centene%20Corporate/json/DOCUMENT/2022-06-29_centene-management-company-llc_ambetter-mi_allowed-amounts.json"
#> [14] "http://centene.com/content/dam/centene/Centene%20Corporate/json/DOCUMENT/2022-06-29_centene-management-company-llc_ambetter-ms_allowed-amounts.json"
#> [15] "http://centene.com/content/dam/centene/Centene%20Corporate/json/DOCUMENT/2022-06-29_centene-management-company-llc_ambetter-ok_allowed-amounts.json"
#> [16] "http://centene.com/content/dam/centene/Centene%20Corporate/json/DOCUMENT/2022-06-29_centene-management-company-llc_ambetter-pa_allowed-amounts.json"
#> [17] "http://centene.com/content/dam/centene/Centene%20Corporate/json/DOCUMENT/2022-06-29_centene-management-company-llc_ambetter-nc-wellcare_allowed-amounts.json"
#> [18] "http://centene.com/content/dam/centene/Centene%20Corporate/json/DOCUMENT/2022-06-29_centene-management-company-llc_ambetter-wa_allowed-amounts.json"
#> [19] "http://centene.com/content/dam/centene/Centene%20Corporate/json/DOCUMENT/2022-06-29_centene-management-company-llc_ambetter-tn_allowed-amounts.json"
#> [20] "http://centene.com/content/dam/centene/Centene%20Corporate/json/DOCUMENT/2022-06-29_centene-management-company-llc_ambetter-nc_allowed-amounts.json"
#> [21] "http://centene.com/content/dam/centene/Centene%20Corporate/json/DOCUMENT/2022-06-29_centene-management-company-llc_ambetter-nh_allowed-amounts.json"
#> [22] "http://centene.com/content/dam/centene/Centene%20Corporate/json/DOCUMENT/2022-06-29_centene-management-company-llc_ambetter-sc_allowed-amounts.json"
#> [23] "http://centene.com/content/dam/centene/Centene%20Corporate/json/DOCUMENT/2022-06-29_centene-management-company-llc_ambetter-ne_allowed-amounts.json"
#> [24] "http://centene.com/content/dam/centene/Centene%20Corporate/json/DOCUMENT/2022-06-29_centene-management-company-llc_ambetter-mo_allowed-amounts.json"
#> [25] "http://centene.com/content/dam/centene/Centene%20Corporate/json/DOCUMENT/2022-06-29_centene-management-company-llc_ambetter-nv_allowed-amounts.json"
#> [26] "http://centene.com/content/dam/centene/Centene%20Corporate/json/DOCUMENT/2022-06-29_centene-management-company-llc_ambetter-nj_allowed-amounts.json"
#> [27] "http://centene.com/content/dam/centene/Centene%20Corporate/json/DOCUMENT/2022-06-29_centene-management-company-llc_ambetter-nm_allowed-amounts.json"Next, plug the URL object into the defog_oon() function
and retrieve the file:
centene_oon_CA_file <- defog_oon(centene_oon_CA) |>
dplyr::slice_head(n = 10)
#> Error in if (is_url(af[[1]])) {: the condition has length > 1#> Error in eval(expr, envir, enclos): object 'centene_oon_CA_file' not foundAgain, I’ve limited the output to the first ten rows for demonstration purposes, but this gives you a good idea of what an OON file contains. Next, we’ll retrieve an in-network file.
In-Network Files
The workflow for an in-network (INN) file is much the same,
though the output is different, thus the need for a different function.
This time, we filter the rate_type column to
in_network, again making sure to remove duplicate URLs:
centene_inn_CA <- centene_toc |>
dplyr::filter(rate_type == "in_network") |>
dplyr::select(location) |>
dplyr::distinct() |>
tibble::deframe()#> [1] "http://centene.com/content/dam/centene/Centene%20Corporate/json/DOCUMENT/2022-06-29_centene-management-company-llc_ambetter-ca_in-network.json"
#> [2] "http://centene.com/content/dam/centene/Centene%20Corporate/json/DOCUMENT/2022-06-29_centene-management-company-llc_ambetter-la_in-network.json"
#> [3] "https://tic2.hothprod.magellanhealth.com/CTLHC/INN/CTLHC_in-network-file-1"
#> [4] "http://centene.com/content/dam/centene/Centene%20Corporate/json/DOCUMENT/2022-06-29_centene-management-company-llc_ambetter-ky_in-network.json"
#> [5] "http://centene.com/content/dam/centene/Centene%20Corporate/json/DOCUMENT/2022-06-29_centene-management-company-llc_ambetter-ga_in-network.json"
#> [6] "https://tic2.hothprod.magellanhealth.com/CTPCH/INN/CTPCH_in-network-file-1"
#> [7] "http://centene.com/content/dam/centene/Centene%20Corporate/json/DOCUMENT/2022-06-29_centene-management-company-llc_ambetter-in_in-network.json"
#> [8] "http://centene.com/content/dam/centene/Centene%20Corporate/json/DOCUMENT/2022-06-29_centene-management-company-llc_ambetter-il_in-network.json"
#> [9] "https://tic2.hothprod.magellanhealth.com/CTMER/INN/CTMER_in-network-file-1"
#> [10] "http://centene.com/content/dam/centene/Centene%20Corporate/json/DOCUMENT/2022-06-29_centene-management-company-llc_ambetter-ar_in-network.json"
#> [11] "http://centene.com/content/dam/centene/Centene%20Corporate/json/DOCUMENT/2022-06-29_centene-management-company-llc_ambetter-az_in-network.json"
#> [12] "http://centene.com/content/dam/centene/Centene%20Corporate/json/DOCUMENT/2022-06-29_centene-management-company-llc_ambetter-fl_in-network.json"
#> [13] "https://tic2.hothprod.magellanhealth.com/CTSUN/INN/CTSUN_in-network-file-1"
#> [14] "http://centene.com/content/dam/centene/Centene%20Corporate/json/DOCUMENT/2022-06-29_centene-management-company-llc_ambetter-ks_in-network.json"
#> [15] "https://tic2.hothprod.magellanhealth.com/CTKSF/INN/CTKSF_in-network-file-1"
#> [16] "http://centene.com/content/dam/centene/Centene%20Corporate/json/DOCUMENT/2022-06-29_centene-management-company-llc_ambetter-tx_in-network.json"
#> [17] "http://centene.com/content/dam/centene/Centene%20Corporate/json/DOCUMENT/2022-06-29_centene-management-company-llc_ambetter-oh_in-network.json"
#> [18] "https://tic2.hothprod.magellanhealth.com/CTBUK/INN/CTBUK_in-network-file-1"
#> [19] "http://centene.com/content/dam/centene/Centene%20Corporate/json/DOCUMENT/2022-06-29_centene-management-company-llc_ambetter-mi_in-network.json"
#> [20] "http://centene.com/content/dam/centene/Centene%20Corporate/json/DOCUMENT/2022-06-29_centene-management-company-llc_ambetter-ms_in-network.json"
#> [21] "http://centene.com/content/dam/centene/Centene%20Corporate/json/DOCUMENT/2022-06-29_centene-management-company-llc_ambetter-ok_in-network.json"
#> [22] "http://centene.com/content/dam/centene/Centene%20Corporate/json/DOCUMENT/2022-06-29_centene-management-company-llc_ambetter-pa_in-network.json"
#> [23] "https://tic2.hothprod.magellanhealth.com/CTPEN/INN/CTPEN_in-network-file-1"
#> [24] "http://centene.com/content/dam/centene/Centene%20Corporate/json/DOCUMENT/2022-06-29_centene-management-company-llc_ambetter-nc-wellcare_in-network.json"
#> [25] "http://centene.com/content/dam/centene/Centene%20Corporate/json/DOCUMENT/2022-06-29_centene-management-company-llc_ambetter-wa_in-network.json"
#> [26] "http://centene.com/content/dam/centene/Centene%20Corporate/json/DOCUMENT/2022-06-29_centene-management-company-llc_ambetter-tn_in-network.json"
#> [27] "http://centene.com/content/dam/centene/Centene%20Corporate/json/DOCUMENT/2022-06-29_centene-management-company-llc_ambetter-nc_in-network.json"
#> [28] "http://centene.com/content/dam/centene/Centene%20Corporate/json/DOCUMENT/2022-06-29_centene-management-company-llc_ambetter-nh_in-network.json"
#> [29] "http://centene.com/content/dam/centene/Centene%20Corporate/json/DOCUMENT/2022-06-29_centene-management-company-llc_ambetter-sc_in-network.json"
#> [30] "http://centene.com/content/dam/centene/Centene%20Corporate/json/DOCUMENT/2022-06-29_centene-management-company-llc_ambetter-ne_in-network.json"
#> [31] "http://centene.com/content/dam/centene/Centene%20Corporate/json/DOCUMENT/2022-06-29_centene-management-company-llc_ambetter-mo_in-network.json"
#> [32] "https://tic2.hothprod.magellanhealth.com/CTHOM/INN/CTHOM_in-network-file-1"
#> [33] "http://centene.com/content/dam/centene/Centene%20Corporate/json/DOCUMENT/2022-06-29_centene-management-company-llc_ambetter-nv_in-network.json"
#> [34] "http://centene.com/content/dam/centene/Centene%20Corporate/json/DOCUMENT/2022-06-29_centene-management-company-llc_ambetter-nj_in-network.json"
#> [35] "http://centene.com/content/dam/centene/Centene%20Corporate/json/DOCUMENT/2022-06-29_centene-management-company-llc_ambetter-nm_in-network.json"And plug the URL object into the defog_inn()
function:
centene_inn_CA_file <- defog_inn(centene_inn_CA) |>
dplyr::slice_head(n = 10)
#> Error in if (is_url(af[[1]])) {: the condition has length > 1#> Error in eval(expr, envir, enclos): object 'centene_inn_CA_file' not foundThe output shows the first ten rows out of 141,580 total.
This is, without a doubt, an embarassment of riches for those of us in healthcare data analytics. However, there are some absent data points that would enable us to expand our analysis even further. This is where the NPPES NPI Registry API comes in handy.
Provider Data & the NPPES
Using the NPPES Registry Search, we can retrieve data such as a provider’s taxonomy, credentials, gender, NPI type, payer-specific identifiers, etc. First, we need to isolate the distinct NPIs from both the OON and INN results above. We have five distinct NPIs from the out-of-network file:
# OON file
centene_oon_npi <- centene_oon_CA_file |>
dplyr::distinct(npi) |>
unlist(use.names = FALSE)
#> Error in eval(expr, envir, enclos): object 'centene_oon_CA_file' not found#> Error in eval(expr, envir, enclos): object 'centene_oon_npi' not foundAnd 10 distinct NPIs from the in-network file:
# INN file
centene_inn_npi <- centene_inn_CA_file |>
dplyr::distinct(npi) |>
unlist(use.names = FALSE)
#> Error in eval(expr, envir, enclos): object 'centene_inn_CA_file' not found#> Error in eval(expr, envir, enclos): object 'centene_inn_npi' not foundNext, we pipe them both into {defogger}’s NPPES search function,
defog_npi(), via {purrr}’s map_dfr():
# OON file NPIs
centene_oon_npi_resp <- centene_oon_npi |>
purrr::map_dfr(defog_npi)
#> Error in eval(expr, envir, enclos): object 'centene_oon_npi' not found#> Error in eval(expr, envir, enclos): object 'centene_oon_npi_resp' not found
# INN file NPIs
centene_inn_npi_resp <- centene_inn_npi |>
purrr::map_dfr(defog_npi)
#> Error in eval(expr, envir, enclos): object 'centene_inn_npi' not found#> Error in eval(expr, envir, enclos): object 'centene_inn_npi_resp' not foundThis gives us two responses from the NPPES API, which we can unpack
with the defog_npi_wide() function:
# OON file response
centene_oon_npi_result <- centene_oon_npi_resp |>
dplyr::group_split(search) |>
purrr::map_dfr(defog_npi_wide)
#> Error in eval(expr, envir, enclos): object 'centene_oon_npi_resp' not found#> Error in eval(expr, envir, enclos): object 'centene_oon_npi_result' not found
# INN file response
centene_inn_npi_result <- centene_inn_npi_resp |>
dplyr::group_split(search) |>
purrr::map_dfr(defog_npi_wide)
#> Error in eval(expr, envir, enclos): object 'centene_inn_npi_resp' not found#> Error in eval(expr, envir, enclos): object 'centene_inn_npi_result' not foundWe can then join the two pairs of data frames for further analysis:
# OON join
centene_oon_npi_join <- dplyr::full_join(centene_oon_CA_file,
centene_oon_npi_result,
by = "npi")
#> Error in eval(expr, envir, enclos): object 'centene_oon_CA_file' not found#> Error in eval(expr, envir, enclos): object 'centene_oon_npi_join' not found
# INN join
centene_inn_npi_join <- dplyr::full_join(centene_inn_CA_file,
centene_inn_npi_result,
by = "npi")
#> Error in eval(expr, envir, enclos): object 'centene_inn_CA_file' not found#> Error in eval(expr, envir, enclos): object 'centene_inn_npi_join' not foundThese joins give us data frames with the following 68 columns:
names(centene_oon_npi_join)
#> Error in eval(expr, envir, enclos): object 'centene_oon_npi_join' not foundPlease see the Big Data: dm, arrow & duckdb vignette for an example of a much more in-depth analysis.