{
 "name": "General dentists in Long Beach, CA: SmilesAtlas practice figures",
 "page": "https://smilesatlas.com/ca/long-beach/general/",
 "license": "https://creativecommons.org/licenses/by/4.0/",
 "columns": [
  "id",
  "kind",
  "entity",
  "attribute",
  "scenario",
  "value",
  "number",
  "unit",
  "scope",
  "input_price_scope",
  "scenario_scope",
  "formula",
  "expression",
  "source_owner",
  "source_url",
  "observed_at",
  "fixture"
 ],
 "rows": [
  {
   "id": "ca:long-beach:general:nppes_on_record",
   "kind": "aggregate",
   "entity": "ca:long-beach:general",
   "attribute": "NPI records with this specialty in the city",
   "scenario": null,
   "value": "455",
   "number": 455,
   "unit": "providers",
   "scope": "ca:long-beach:general",
   "input_price_scope": null,
   "scenario_scope": null,
   "formula": null,
   "expression": null,
   "source_owner": "CMS NPPES",
   "source_url": "https://download.cms.gov/nppes/NPI_Files.html",
   "observed_at": "2026-09-27",
   "fixture": false
  },
  {
   "id": "ca:long-beach:general:profiles",
   "kind": "aggregate",
   "entity": "ca:long-beach:general",
   "attribute": "Practices with a SmilesAtlas profile",
   "scenario": null,
   "value": "53",
   "number": 53,
   "unit": "practices",
   "scope": "ca:long-beach:general",
   "input_price_scope": null,
   "scenario_scope": null,
   "formula": null,
   "expression": null,
   "source_owner": "SmilesAtlas (NPPES records matched to a Google listing)",
   "source_url": "",
   "observed_at": "2026-09-27",
   "fixture": false
  },
  {
   "id": "ca:long-beach:general:verified",
   "kind": "aggregate",
   "entity": "ca:long-beach:general",
   "attribute": "Practices passing all four verified fields",
   "scenario": null,
   "value": "38",
   "number": 38,
   "unit": "practices",
   "scope": "ca:long-beach:general",
   "input_price_scope": null,
   "scenario_scope": null,
   "formula": null,
   "expression": null,
   "source_owner": "SmilesAtlas",
   "source_url": "",
   "observed_at": "2026-09-27",
   "fixture": false
  },
  {
   "id": "ca:long-beach:general:license_active",
   "kind": "aggregate",
   "entity": "ca:long-beach:general",
   "attribute": "Matched dentist's license listed as active by the board",
   "scenario": null,
   "value": "40",
   "number": 40,
   "unit": "practices",
   "scope": "ca:long-beach:general",
   "input_price_scope": null,
   "scenario_scope": null,
   "formula": null,
   "expression": null,
   "source_owner": "Dental Board of California",
   "source_url": "https://search.dca.ca.gov/",
   "observed_at": "2026-06-10",
   "fixture": false
  },
  {
   "id": "ca:long-beach:general:license_other",
   "kind": "aggregate",
   "entity": "ca:long-beach:general",
   "attribute": "Matched dentist's license listed with another status",
   "scenario": null,
   "value": "5",
   "number": 5,
   "unit": "practices",
   "scope": "ca:long-beach:general",
   "input_price_scope": null,
   "scenario_scope": null,
   "formula": null,
   "expression": null,
   "source_owner": "Dental Board of California",
   "source_url": "https://search.dca.ca.gov/",
   "observed_at": "2026-06-10",
   "fixture": false
  },
  {
   "id": "ca:long-beach:general:license_unmatched",
   "kind": "aggregate",
   "entity": "ca:long-beach:general",
   "attribute": "No dentist matched by license number",
   "scenario": null,
   "value": "8",
   "number": 8,
   "unit": "practices",
   "scope": "ca:long-beach:general",
   "input_price_scope": null,
   "scenario_scope": null,
   "formula": null,
   "expression": null,
   "source_owner": "Dental Board of California",
   "source_url": "https://search.dca.ca.gov/",
   "observed_at": "2026-06-10",
   "fixture": false
  },
  {
   "id": "ca:long-beach:general:address_match",
   "kind": "aggregate",
   "entity": "ca:long-beach:general",
   "attribute": "Practice ZIP matches its Google listing",
   "scenario": null,
   "value": "51",
   "number": 51,
   "unit": "practices",
   "scope": "ca:long-beach:general",
   "input_price_scope": null,
   "scenario_scope": null,
   "formula": null,
   "expression": null,
   "source_owner": "CMS NPPES; Google business listings (public)",
   "source_url": "https://download.cms.gov/nppes/NPI_Files.html",
   "observed_at": "2026-06-07",
   "fixture": false
  },
  {
   "id": "ca:long-beach:general:hours_posted",
   "kind": "aggregate",
   "entity": "ca:long-beach:general",
   "attribute": "Hours posted on the Google listing",
   "scenario": null,
   "value": "52",
   "number": 52,
   "unit": "practices",
   "scope": "ca:long-beach:general",
   "input_price_scope": null,
   "scenario_scope": null,
   "formula": null,
   "expression": null,
   "source_owner": "Google business listings (public)",
   "source_url": "",
   "observed_at": "2026-06-07",
   "fixture": false
  },
  {
   "id": "ca:long-beach:general:open_saturday",
   "kind": "aggregate",
   "entity": "ca:long-beach:general",
   "attribute": "Saturday hours posted",
   "scenario": null,
   "value": "22",
   "number": 22,
   "unit": "practices",
   "scope": "ca:long-beach:general",
   "input_price_scope": null,
   "scenario_scope": null,
   "formula": null,
   "expression": null,
   "source_owner": "Google business listings (public)",
   "source_url": "",
   "observed_at": "2026-06-07",
   "fixture": false
  },
  {
   "id": "ca:long-beach:general:open_sunday",
   "kind": "aggregate",
   "entity": "ca:long-beach:general",
   "attribute": "Sunday hours posted",
   "scenario": null,
   "value": "0",
   "number": 0,
   "unit": "practices",
   "scope": "ca:long-beach:general",
   "input_price_scope": null,
   "scenario_scope": null,
   "formula": null,
   "expression": null,
   "source_owner": "Google business listings (public)",
   "source_url": "",
   "observed_at": "2026-06-07",
   "fixture": false
  },
  {
   "id": "ca:long-beach:general:open_evening",
   "kind": "aggregate",
   "entity": "ca:long-beach:general",
   "attribute": "Open until 6pm or later on a weekday",
   "scenario": null,
   "value": "35",
   "number": 35,
   "unit": "practices",
   "scope": "ca:long-beach:general",
   "input_price_scope": null,
   "scenario_scope": null,
   "formula": null,
   "expression": null,
   "source_owner": "Google business listings (public)",
   "source_url": "",
   "observed_at": "2026-06-07",
   "fixture": false
  },
  {
   "id": "ca:long-beach:general:insurance_named",
   "kind": "aggregate",
   "entity": "ca:long-beach:general",
   "attribute": "Name accepted insurance on their own website",
   "scenario": null,
   "value": "10",
   "number": 10,
   "unit": "practices",
   "scope": "ca:long-beach:general",
   "input_price_scope": null,
   "scenario_scope": null,
   "formula": null,
   "expression": null,
   "source_owner": "Practice websites",
   "source_url": "",
   "observed_at": "2026-08-24",
   "fixture": false
  },
  {
   "id": "ca:long-beach:general:medicaid_named",
   "kind": "aggregate",
   "entity": "ca:long-beach:general",
   "attribute": "Name Medicaid or CHIP on their own website",
   "scenario": null,
   "value": "4",
   "number": 4,
   "unit": "practices",
   "scope": "ca:long-beach:general",
   "input_price_scope": null,
   "scenario_scope": null,
   "formula": null,
   "expression": null,
   "source_owner": "Practice websites",
   "source_url": "",
   "observed_at": "2026-08-24",
   "fixture": false
  },
  {
   "id": "ca:long-beach:general:accepting_new",
   "kind": "aggregate",
   "entity": "ca:long-beach:general",
   "attribute": "Say they accept new patients",
   "scenario": null,
   "value": "6",
   "number": 6,
   "unit": "practices",
   "scope": "ca:long-beach:general",
   "input_price_scope": null,
   "scenario_scope": null,
   "formula": null,
   "expression": null,
   "source_owner": "Practice websites",
   "source_url": "",
   "observed_at": "2026-08-24",
   "fixture": false
  },
  {
   "id": "ca:long-beach:general:other_language",
   "kind": "aggregate",
   "entity": "ca:long-beach:general",
   "attribute": "Name a language other than English",
   "scenario": null,
   "value": "7",
   "number": 7,
   "unit": "practices",
   "scope": "ca:long-beach:general",
   "input_price_scope": null,
   "scenario_scope": null,
   "formula": null,
   "expression": null,
   "source_owner": "Practice websites",
   "source_url": "",
   "observed_at": "2026-08-24",
   "fixture": false
  },
  {
   "id": "ca:long-beach:general:independent",
   "kind": "aggregate",
   "entity": "ca:long-beach:general",
   "attribute": "No DSO or group signal found",
   "scenario": null,
   "value": "42",
   "number": 42,
   "unit": "practices",
   "scope": "ca:long-beach:general",
   "input_price_scope": null,
   "scenario_scope": null,
   "formula": null,
   "expression": null,
   "source_owner": "SmilesAtlas ownership classification",
   "source_url": "https://smilesatlas.com/how-we-verify/",
   "observed_at": "2026-09-27",
   "fixture": false
  },
  {
   "id": "ca:long-beach:general:dso",
   "kind": "aggregate",
   "entity": "ca:long-beach:general",
   "attribute": "DSO or corporate-affiliation signal",
   "scenario": null,
   "value": "7",
   "number": 7,
   "unit": "practices",
   "scope": "ca:long-beach:general",
   "input_price_scope": null,
   "scenario_scope": null,
   "formula": null,
   "expression": null,
   "source_owner": "SmilesAtlas ownership classification",
   "source_url": "https://smilesatlas.com/how-we-verify/",
   "observed_at": "2026-09-27",
   "fixture": false
  },
  {
   "id": "ca:long-beach:general:group",
   "kind": "aggregate",
   "entity": "ca:long-beach:general",
   "attribute": "Group-affiliation signal",
   "scenario": null,
   "value": "4",
   "number": 4,
   "unit": "practices",
   "scope": "ca:long-beach:general",
   "input_price_scope": null,
   "scenario_scope": null,
   "formula": null,
   "expression": null,
   "source_owner": "SmilesAtlas ownership classification",
   "source_url": "https://smilesatlas.com/how-we-verify/",
   "observed_at": "2026-09-27",
   "fixture": false
  },
  {
   "id": "ca:long-beach:general:zip_codes",
   "kind": "aggregate",
   "entity": "ca:long-beach:general",
   "attribute": "ZIP codes with a profiled practice",
   "scenario": null,
   "value": "12",
   "number": 12,
   "unit": "ZIP codes",
   "scope": "ca:long-beach:general",
   "input_price_scope": null,
   "scenario_scope": null,
   "formula": null,
   "expression": null,
   "source_owner": "SmilesAtlas",
   "source_url": "",
   "observed_at": "2026-09-27",
   "fixture": false
  },
  {
   "id": "ca:long-beach:general:share_verified",
   "kind": "derived",
   "entity": "ca:long-beach:general",
   "attribute": "Share of profiled practices passing all verified fields",
   "scenario": null,
   "value": "71.7%",
   "number": 71.7,
   "unit": "percent",
   "scope": "ca:long-beach:general",
   "input_price_scope": null,
   "scenario_scope": null,
   "formula": "verified / profiles",
   "expression": "38 / 53 = 71.7%",
   "source_owner": "SmilesAtlas",
   "source_url": "",
   "observed_at": "2026-09-27",
   "fixture": false
  },
  {
   "id": "ca:long-beach:general:share_saturday",
   "kind": "derived",
   "entity": "ca:long-beach:general",
   "attribute": "Share of practices posting hours that list Saturday hours",
   "scenario": null,
   "value": "42.3%",
   "number": 42.3,
   "unit": "percent",
   "scope": "ca:long-beach:general",
   "input_price_scope": null,
   "scenario_scope": null,
   "formula": "open_saturday / hours_posted",
   "expression": "22 / 52 = 42.3%",
   "source_owner": "SmilesAtlas",
   "source_url": "",
   "observed_at": "2026-09-27",
   "fixture": false
  },
  {
   "id": "ca:long-beach:general:share_insurance",
   "kind": "derived",
   "entity": "ca:long-beach:general",
   "attribute": "Share of practices naming accepted insurance on their own site",
   "scenario": null,
   "value": "18.9%",
   "number": 18.9,
   "unit": "percent",
   "scope": "ca:long-beach:general",
   "input_price_scope": null,
   "scenario_scope": null,
   "formula": "insurance_named / profiles",
   "expression": "10 / 53 = 18.9%",
   "source_owner": "SmilesAtlas",
   "source_url": "",
   "observed_at": "2026-09-27",
   "fixture": false
  },
  {
   "id": "ca:long-beach:general:share_independent",
   "kind": "derived",
   "entity": "ca:long-beach:general",
   "attribute": "Share of practices with no DSO or group signal found",
   "scenario": null,
   "value": "79.2%",
   "number": 79.2,
   "unit": "percent",
   "scope": "ca:long-beach:general",
   "input_price_scope": null,
   "scenario_scope": null,
   "formula": "independent / profiles",
   "expression": "42 / 53 = 79.2%",
   "source_owner": "SmilesAtlas",
   "source_url": "",
   "observed_at": "2026-09-27",
   "fixture": false
  }
 ]
}