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Lead Generation

Continuing Care Retirement Communities

US continuing care retirement communities (Life Plan communities) and accredited independent living, merged from CMS, CARF and state CCRC registries, with operator, ownership, levels of care and accreditation.

ccrc-communitiesccrclife-plan-communitylead-generationsenior-livingindependent-livingretirement-communitiesusa

1,659 rows in the dataset

Download the dataset

Get every row this scraper has collected as one CSV or JSONL file. If the data is older than maxAgeHours, the scraper is re-run with its configured settings first. The key needs the datasets:export scope.

DOWNLOAD_ID=$(curl -s -X POST "https://api.pandorlabs.com/v1/datasets/ccrc-communities/downloads" \  -H "Authorization: Bearer $PANDORLABS_KEY" \  -H "Content-Type: application/json" \  -d '{"maxAgeHours":24,"format":"csv"}' | jq -r '.id')while true; do  STATUS=$(curl -s "https://api.pandorlabs.com/v1/downloads/$DOWNLOAD_ID" \    -H "Authorization: Bearer $PANDORLABS_KEY" | jq -r '.status')  [ "$STATUS" != "refreshing" ] && break  sleep 5donecurl -s "https://api.pandorlabs.com/v1/downloads/$DOWNLOAD_ID/file" \  -H "Authorization: Bearer $PANDORLABS_KEY" \  -o dataset.csv

At its current 1,659 rows, this download costs 17 credits when the data is fresh enough, or 34 credits when it has to be refreshed first.

The rate is 1 credit per 100 rows cached and 2 credits live, charged on the rows in the dataset when the download becomes ready. A failed refresh is not charged. The file stays downloadable for 24 hours. See pricing.

Start a run

To choose the targets yourself, send the parameters below as input. The call returns 202 with the run; the key needs the scrapers:run scope and the account a positive credit balance.

curl -X POST "https://api.pandorlabs.com/v1/scrapers/ccrc-communities/runs" \  -H "Authorization: Bearer $PANDORLABS_KEY" \  -H "Content-Type: application/json" \  -d '{    "input": {      "states": [        "FL",        "PA",        "North Carolina"      ],      "sources": [        "nc-doi",        "ca-cdss",        "carf",        "cms"      ],      "maxItems": 100000,      "carfPrograms": [        "521",        "523"      ]    }  }'

A run is billed at the live rate once it finishes: 2 credits per 100 rows it collected. A run that collects nothing costs nothing.

Parameters

Every parameter is optional. Anything you leave out uses the default shown here; an unknown name or an invalid value is rejected with a 400 that lists each problem.

Targeting

  • states

    string[]

    States

    Two-letter codes or full names. Empty covers the whole US.

    Default
    none
    Example
    FL, PA, North Carolina
  • sources

    enum[]

    Sources

    Records describing the same campus are merged into one row, with every contributing source listed.

    Default
    ["nc-doi","ca-cdss","carf","cms"]
    Allowed values
    nc-doi
    ca-cdss
    carf
    cms
  • maxItems

    number

    Max communities

    Default
    100000
    Range
    1 to 100000

Advanced

  • carfPrograms

    enum[]

    CARF programs

    CARF program filters to sweep. Only providers holding a CCRC or Independent Senior Living accreditation are kept.

    Default
    ["521","523"]
    Allowed values
    519
    521
    523
    525
  • carfRadiusMiles

    number

    CARF search radius (mi)

    CARF answers radius searches only; the US is tiled with overlapping circles of this size.

    Default
    300
    Range
    25 to 500
  • caLicensedOnly

    boolean

    California: licensed only

    Drops pending and closed California facilities.

    Default
    true
  • concurrency

    number

    Concurrent CARF requests

    Default
    2
    Range
    1 to 6
  • requestDelayMs

    number

    Delay between requests (ms)

    Default
    300
    Range
    0 to 60000
Input as JSON Schema

The same schema the API validates against. Use it as a tool input schema or to generate a typed client.

inputSchema
{  "type": "object",  "additionalProperties": false,  "properties": {    "states": {      "type": "array",      "items": {        "type": "string"      },      "maxItems": 1000,      "title": "States",      "description": "Two-letter codes or full names. Empty covers the whole US.",      "default": [],      "examples": [        "FL, PA, North Carolina"      ]    },    "sources": {      "type": "array",      "items": {        "type": "string",        "enum": [          "nc-doi",          "ca-cdss",          "carf",          "cms"        ]      },      "uniqueItems": true,      "title": "Sources",      "description": "Records describing the same campus are merged into one row, with every contributing source listed.",      "default": [        "nc-doi",        "ca-cdss",        "carf",        "cms"      ]    },    "maxItems": {      "type": "number",      "minimum": 1,      "maximum": 100000,      "title": "Max communities",      "default": 100000    },    "carfPrograms": {      "type": "array",      "items": {        "type": "string",        "enum": [          "519",          "521",          "523",          "525"        ]      },      "uniqueItems": true,      "title": "CARF programs",      "description": "CARF program filters to sweep. Only providers holding a CCRC or Independent Senior Living accreditation are kept.",      "default": [        "521",        "523"      ]    },    "carfRadiusMiles": {      "type": "number",      "minimum": 25,      "maximum": 500,      "title": "CARF search radius (mi)",      "description": "CARF answers radius searches only; the US is tiled with overlapping circles of this size.",      "default": 300    },    "caLicensedOnly": {      "type": "boolean",      "title": "California: licensed only",      "description": "Drops pending and closed California facilities.",      "default": true    },    "concurrency": {      "type": "number",      "minimum": 1,      "maximum": 6,      "title": "Concurrent CARF requests",      "default": 2    },    "requestDelayMs": {      "type": "number",      "minimum": 0,      "maximum": 60000,      "title": "Delay between requests (ms)",      "default": 300    }  }}

Run, poll, read rows

The run is asynchronous. Poll it until it reaches a terminal status and its billing is paid, then page through its rows. Until then the rows endpoint answers 409 (still queued or running) or 402 (payment required).

RUN_ID=$(curl -s -X POST "https://api.pandorlabs.com/v1/scrapers/ccrc-communities/runs" \  -H "Authorization: Bearer $PANDORLABS_KEY" \  -H "Content-Type: application/json" \  -d '{    "input": {      "states": [        "FL",        "PA",        "North Carolina"      ],      "sources": [        "nc-doi",        "ca-cdss",        "carf",        "cms"      ],      "maxItems": 100000,      "carfPrograms": [        "521",        "523"      ]    }  }' | jq -r '.id')while true; do  RUN=$(curl -s "https://api.pandorlabs.com/v1/runs/$RUN_ID" \    -H "Authorization: Bearer $PANDORLABS_KEY")  STATUS=$(echo "$RUN" | jq -r '.status')  BILLING=$(echo "$RUN" | jq -r '.billing.status')  case "$STATUS" in queued|running) ;; *) [ "$BILLING" != "pending" ] && break ;; esac  sleep 5doneecho "$RUN" | jq '{status, rowCount, billing}'curl -s "https://api.pandorlabs.com/v1/runs/$RUN_ID/rows?page=1&limit=100" \  -H "Authorization: Bearer $PANDORLABS_KEY"

See the API reference for pagination, cancelling and listing runs.

Output fields

Rows have no fixed schema; these are the fields observed in the rows collected so far. Coverage is the share of rows where the field is present.

FieldTypeCoverage
accreditationsarray9%
accreditedboolean100%
alternate_namesarray9%
ca_facility_numberstring6%
capacitynumber6%
carf_programsarray9%
carf_provider_idstring9%
ccrc_idstring100%
certified_bedsnumber93%
citystring100%
cms_ccnstring93%
cms_overall_ratingnumber93%
community_typestring100%
countystring96%
latitudenumber100%
legal_entitystring93%
levels_of_carearray100%
licensed_byarray96%
longitudenumber100%
namestring100%
nc_doi_idstring3%
nonprofitboolean93%
operatorstring100%
ownership_typestring93%
parent_organizationstring50%
phonestring100%
source_urlsarray100%
sourcesarray100%
statestring100%
streetstring100%
tax_statusstring93%
websitestring10%
zipstring100%
created_atdate100%
first_seen_atdate100%
last_seen_atdate100%
updated_atdate100%
_idstring100%

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