Lead Generation

Doctors & Medical Professionals (Switzerland)

Every licensed medical professional in Switzerland — physicians, dentists, pharmacists, chiropractors and veterinarians — with GLN, federal specialty titles, and each cantonal licence with practice address and phone.

doctors-switzerlandglnlead-generationhealthcaredoctorsswitzerlandpublic-record

106,589 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/doctors-switzerland/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 106,589 rows, this download costs 1,066 credits when the data is fresh enough, or 2,132 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/doctors-switzerland/runs" \  -H "Authorization: Bearer $PANDORLABS_KEY" \  -H "Content-Type: application/json" \  -d '{    "input": {      "physiciansOnly": false,      "concurrency": 6,      "startId": 1,      "endId": 0    }  }'

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

physiciansOnly
boolean
Physicians only
Every id still has to be fetched — the register has no profession filter that lists everyone — but only physicians are stored. Off keeps dentists, pharmacists, chiropractors and veterinarians too.
Default
false

Advanced

concurrency
number
Parallel requests
The register answers ~6 requests a second at best; more workers mostly queue.
Default
6
Range
1 to 16
startId
number
First MedReg id
Default
1
Range
at least 1
endId
number
Last MedReg id
Zero walks until `stopAfterEmpty` consecutive ids have no record.
Default
0
Range
at least 0
stopAfterEmpty
number
Stop after N empty ids
About a quarter of ids are unpublished, so gaps of a few dozen are normal. 2,000 in a row means the end of the register.
Default
2000
Range
50 to 100000
maxRecords
number
Max records per run
Default
1000000
Range
1 to 1000000

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": {    "physiciansOnly": {      "type": "boolean",      "title": "Physicians only",      "description": "Every id still has to be fetched — the register has no profession filter that lists everyone — but only physicians are stored. Off keeps dentists, pharmacists, chiropractors and veterinarians too.",      "default": false    },    "concurrency": {      "type": "number",      "minimum": 1,      "maximum": 16,      "title": "Parallel requests",      "description": "The register answers ~6 requests a second at best; more workers mostly queue.",      "default": 6    },    "startId": {      "type": "number",      "minimum": 1,      "title": "First MedReg id",      "default": 1    },    "endId": {      "type": "number",      "minimum": 0,      "title": "Last MedReg id",      "description": "Zero walks until `stopAfterEmpty` consecutive ids have no record.",      "default": 0    },    "stopAfterEmpty": {      "type": "number",      "minimum": 50,      "maximum": 100000,      "title": "Stop after N empty ids",      "description": "About a quarter of ids are unpublished, so gaps of a few dozen are normal. 2,000 in a row means the end of the register.",      "default": 2000    },    "maxRecords": {      "type": "number",      "minimum": 1,      "maximum": 1000000,      "title": "Max records per run",      "default": 1000000    }  }}

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/doctors-switzerland/runs" \  -H "Authorization: Bearer $PANDORLABS_KEY" \  -H "Content-Type: application/json" \  -d '{    "input": {      "physiciansOnly": false,      "concurrency": 6,      "startId": 1,      "endId": 0    }  }' | jq -r '.id')while true; do  RUN=$(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.

Field	Type	Coverage
address_line	string	47%
canton	string	47%
city	string	47%
diplomas	array	100%
first_name	string	100%
full_name	string	100%
gender	string	100%
gln	string	100%
has_active_licence	boolean	100%
has_licence	boolean	100%
is_physician	boolean	100%
languages	array	100%
last_name	string	100%
licences	array	100%
licensed_cantons	array	100%
nationalities	array	100%
phone	string	29%
postal_code	string	47%
practice_name	string	45%
practitioner_id	number	100%
private_titles	array	100%
profession_codes	array	100%
professions	array	100%
specialties	array	100%
specialties_de	array	100%
specialty_codes	array	100%
uid	string	20%
year_of_birth	number	100%
created_at	date	100%
first_seen_at	date	100%
last_seen_at	date	100%
updated_at	date	100%
_id	string	100%