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The dataset generation failed because of a cast error
Error code: DatasetGenerationCastError
Exception: DatasetGenerationCastError
Message: An error occurred while generating the dataset
All the data files must have the same columns, but at some point there are 4 new columns ({'type', 'description', 'nullable', 'constraints'}) and 13 missing columns ({'source', 'osm_id', 'operator_type', 'facility_type', 'operational_status', 'speciality', 'beds', 'emergency', 'operator', 'amenity', 'address', 'longitude', 'latitude'}).
This happened while the csv dataset builder was generating data using
hf://datasets/opendoc-pakistan/pakistan_health_facility_registry/data_dictionary.csv (at revision ebd7bf77bc10243be1bf8914217aea4f11a2ab62), ['hf://datasets/opendoc-pakistan/pakistan_health_facility_registry@ebd7bf77bc10243be1bf8914217aea4f11a2ab62/data/processed/health_facilities.csv', 'hf://datasets/opendoc-pakistan/pakistan_health_facility_registry@ebd7bf77bc10243be1bf8914217aea4f11a2ab62/data_dictionary.csv']
Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)
Traceback: Traceback (most recent call last):
File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1837, in _prepare_split_single
writer.write_table(table)
~~~~~~~~~~~~~~~~~~^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/arrow_writer.py", line 765, in write_table
self._write_table(pa_table, writer_batch_size=writer_batch_size)
~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/arrow_writer.py", line 773, in _write_table
pa_table = table_cast(pa_table, self._schema)
File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2369, in table_cast
return cast_table_to_schema(table, schema)
File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2297, in cast_table_to_schema
raise CastError(
...<3 lines>...
)
datasets.table.CastError: Couldn't cast
name: string
type: string
description: string
nullable: bool
constraints: string
-- schema metadata --
pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 849
to
{'name': Value('string'), 'facility_type': Value('string'), 'amenity': Value('string'), 'speciality': Value('string'), 'operator': Value('string'), 'operator_type': Value('float64'), 'beds': Value('float64'), 'emergency': Value('string'), 'address': Value('string'), 'operational_status': Value('float64'), 'longitude': Value('float64'), 'latitude': Value('float64'), 'osm_id': Value('int64'), 'source': Value('string')}
because column names don't match
During handling of the above exception, another exception occurred:
Traceback (most recent call last):
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1369, in compute_config_parquet_and_info_response
parquet_operations, partial, estimated_dataset_info = stream_convert_to_parquet(
~~~~~~~~~~~~~~~~~~~~~~~~~^
builder, max_dataset_size_bytes=max_dataset_size_bytes
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
)
^
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 948, in stream_convert_to_parquet
builder._prepare_split(split_generator=splits_generators[split], file_format="parquet")
~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1683, in _prepare_split
for job_id, done, content in self._prepare_split_single(
~~~~~~~~~~~~~~~~~~~~~~~~~~^
gen_kwargs=gen_kwargs, job_id=job_id, **_prepare_split_args
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
):
^
File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1839, in _prepare_split_single
raise DatasetGenerationCastError.from_cast_error(
...<4 lines>...
)
datasets.exceptions.DatasetGenerationCastError: An error occurred while generating the dataset
All the data files must have the same columns, but at some point there are 4 new columns ({'type', 'description', 'nullable', 'constraints'}) and 13 missing columns ({'source', 'osm_id', 'operator_type', 'facility_type', 'operational_status', 'speciality', 'beds', 'emergency', 'operator', 'amenity', 'address', 'longitude', 'latitude'}).
This happened while the csv dataset builder was generating data using
hf://datasets/opendoc-pakistan/pakistan_health_facility_registry/data_dictionary.csv (at revision ebd7bf77bc10243be1bf8914217aea4f11a2ab62), ['hf://datasets/opendoc-pakistan/pakistan_health_facility_registry@ebd7bf77bc10243be1bf8914217aea4f11a2ab62/data/processed/health_facilities.csv', 'hf://datasets/opendoc-pakistan/pakistan_health_facility_registry@ebd7bf77bc10243be1bf8914217aea4f11a2ab62/data_dictionary.csv']
Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)Need help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.
name string | facility_type string | amenity string | speciality null | operator null | operator_type null | beds null | emergency null | address null | operational_status null | longitude float64 | latitude float64 | osm_id int64 | source null |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Karim Bux Nursing Hostal | hospital | hospital | null | null | null | null | null | null | null | 67.064846 | 24.898128 | 5,147,825,920 | null |
Chohan Clinic | doctors | doctors | null | null | null | null | null | null | null | 74.327058 | 31.542741 | 4,387,287,290 | null |
Moosani Dental Surgery | clinic | clinic | null | null | null | null | null | null | null | 67.056008 | 24.864497 | 5,133,026,894 | null |
Aga Khan Dispensary Salimabad | clinic | clinic | null | null | null | null | null | null | null | 67.075686 | 24.934709 | 5,146,930,683 | null |
Dr Azhra Hospital | hospital | hospital | null | null | null | null | null | null | null | 67.101853 | 24.922907 | 4,793,731,858 | null |
Hospital | hospital | hospital | null | null | null | null | null | null | null | 73.151913 | 32.373558 | 5,507,599,315 | null |
Dr Dil Raj | doctor | doctors | null | null | null | null | null | null | null | 72.460068 | 34.506087 | 6,536,727,726 | null |
Fatima Hospital | hospital | hospital | null | null | null | null | null | null | null | 74.147526 | 32.307013 | 2,961,536,114 | null |
Sadia Tariq Clinic | clinic | clinic | null | null | null | null | null | null | null | 71.672653 | 29.407284 | 4,923,820,119 | null |
Kara Medical Clinic | clinic | clinic | null | null | null | null | null | null | null | 67.064195 | 24.889942 | 4,779,033,041 | null |
Pak Medico Store | pharmacy | pharmacy | null | null | null | null | null | null | null | 67.0881 | 24.87484 | 4,788,607,083 | null |
null | hospital | hospital | null | null | null | null | null | null | null | 73.581369 | 32.42991 | 4,366,015,691 | null |
Tehsil Head Quatar Hospital Jahanian | hospital | hospital | null | null | null | null | null | null | null | null | null | 531,275,744 | null |
Zahid Medical Centre & Maternity Home | hospital | hospital | null | null | null | null | null | null | null | 66.884894 | 25.027175 | 5,314,852,221 | null |
United Hospital | hospital | hospital | null | null | null | null | null | null | null | 73.137636 | 31.438768 | 5,267,889,391 | null |
Nishtar Medical College | hospital | hospital | null | null | null | null | null | null | null | 71.444061 | 30.202948 | 444,356,921 | null |
Doctors Plaza, The Plaza | hospital | hospital | null | null | null | null | null | null | null | 67.034916 | 24.821564 | 5,133,405,491 | null |
Safdar Medical Store | pharmacy | pharmacy | null | null | null | null | null | null | null | 74.871053 | 32.101178 | 4,258,681,192 | null |
Waqar Medical Store | pharmacy | pharmacy | null | null | null | null | null | null | null | 66.932226 | 24.964273 | 5,312,348,466 | null |
Kosar Medical Center | hospital | hospital | null | null | null | null | null | null | null | 67.060628 | 24.916159 | 5,286,054,986 | null |
Al Hammed Medical Store | pharmacy | pharmacy | null | null | null | null | null | null | null | 67.072678 | 24.960261 | 5,117,635,011 | null |
Hearts Pharmacy | pharmacy | pharmacy | null | null | null | null | null | null | null | 73.10651 | 33.561787 | 1,423,658,185 | null |
Karachi Psychiatric Hospital | hospital | hospital | null | null | null | null | null | null | null | 67.030941 | 24.917029 | 5,128,052,897 | null |
Altamash Institute of Dental Medicine | dentist | dentist | null | null | null | null | null | null | null | 67.021558 | 24.814703 | 4,785,000,935 | null |
SAJID MEDICAL STORE | pharmacy | pharmacy | null | null | null | null | null | null | null | 71.933637 | 34.581772 | 5,312,436,429 | null |
Faiz E Aam General Hospital And Maternity | hospital | hospital | null | null | null | null | null | null | null | 67.127644 | 25.01624 | 5,069,109,836 | null |
Homeopathic Pharmacy | pharmacy | pharmacy | null | null | null | null | null | null | null | 67.067268 | 24.881867 | 4,777,144,240 | null |
DOCTORS PLAZA | hospital | hospital | null | null | null | null | null | null | null | 68.356747 | 25.371198 | 1,088,992,109 | null |
Primary Health Center | hospital | hospital | null | null | null | null | null | null | null | 73.609949 | 33.024933 | 5,533,146,521 | null |
Shifa ul Mulk Memorial Hospital | hospital | hospital | null | null | null | null | null | null | null | 67.014008 | 25.090022 | 5,134,471,725 | null |
Al-Nasar | hospital | hospital | null | null | null | null | null | null | null | 74.303033 | 31.474864 | 5,334,281,221 | null |
Jameel Medicos | pharmacy | pharmacy | null | null | null | null | null | null | null | 67.068484 | 24.96694 | 5,084,136,016 | null |
Umar Pharmacy | hospital | hospital | null | null | null | null | null | null | null | 71.542775 | 32.581705 | 4,327,680,649 | null |
Surgimed Hospital Lahore | hospital | hospital | null | null | null | null | null | null | null | 74.351274 | 31.538094 | 5,255,279,607 | null |
Sailani Medical & Super Store | clinic | clinic | null | null | null | null | null | null | null | 67.094256 | 24.93244 | 4,739,833,631 | null |
Dr.Shagufta Zaheer Maternity Clinic | hospital | hospital | null | null | null | null | null | null | null | 73.112324 | 31.402605 | 5,259,931,219 | null |
Corner Chemist | pharmacy | pharmacy | null | null | null | null | null | null | null | 67.050647 | 24.956706 | 3,847,129,039 | null |
Shezad medical store | clinic | clinic | null | null | null | null | null | null | null | 73.078704 | 31.421078 | 6,344,941,785 | null |
RHC Mandra | hospital | hospital | null | null | null | null | null | null | null | null | null | 256,582,068 | null |
Government Veterinary Hospital Chak No 220 RB Faisalabad | hospital | hospital | null | null | null | null | null | null | null | 73.040618 | 31.418063 | 5,259,596,759 | null |
Bashir Butt Memorial Hospital | hospital | hospital | null | null | null | null | null | null | null | 74.200259 | 32.174427 | 4,905,664,785 | null |
Cavalry Hospital Lahore | hospital | hospital | null | null | null | null | null | null | null | 74.36307 | 31.501934 | 5,259,654,964 | null |
Sajid Clinic | clinic | clinic | null | null | null | null | null | null | null | 67.012995 | 24.941 | 5,147,772,667 | null |
East Side Hospital - Korangi | hospital | hospital | null | null | null | null | null | null | null | 67.118828 | 24.837999 | 4,769,518,748 | null |
Sindh Institute of Ophthalmology Eye Hospital Hyderabad | clinic | clinic | null | null | null | null | null | null | null | 68.365018 | 25.411975 | 4,838,571,870 | null |
null | pharmacy | pharmacy | null | null | null | null | null | null | null | 71.682478 | 29.391361 | 4,502,424,990 | null |
MI Room | hospital | hospital | null | null | null | null | null | null | null | 71.990297 | 34.056725 | 5,293,768,021 | null |
Sharjah Medical Store | pharmacy | pharmacy | null | null | null | null | null | null | null | 74.177106 | 32.123456 | 4,905,790,438 | null |
Umar Hospital | hospital | hospital | null | null | null | null | null | null | null | 73.080504 | 31.435249 | 5,193,820,226 | null |
null | dentist | dentist | null | null | null | null | null | null | null | 71.400771 | 30.168755 | 4,749,346,321 | null |
Rahim Hospital | doctors | doctors | null | null | null | null | null | null | null | null | null | 258,522,573 | null |
Fatma Hospital | hospital | hospital | null | null | null | null | null | null | null | 67.110807 | 24.917986 | 6,305,478,232 | null |
Al Shifa Medical and Welfare Clinic | clinic | clinic | null | null | null | null | null | null | null | 67.137485 | 24.934895 | 5,130,443,944 | null |
Noor Clinic | clinic | clinic | null | null | null | null | null | null | null | null | null | 541,330,379 | null |
BHU Basic Health Centre | clinic | clinic | null | null | null | null | null | null | null | null | null | 263,412,807 | null |
null | pharmacy | pharmacy | null | null | null | null | null | null | null | 74.354928 | 35.901657 | 6,758,748,285 | null |
Amna Skin Care and Hair Transplant | clinic | clinic | null | null | null | null | null | null | null | 72.724446 | 33.785398 | 5,416,875,311 | null |
MMC | hospital | hospital | null | null | null | null | null | null | null | 71.599578 | 34.033108 | 6,385,698,386 | null |
Shaukat Khanum Laboratory Collection Centre | pharmacy | pharmacy | null | null | null | null | null | null | null | 73.057908 | 33.709842 | 4,966,256,877 | null |
Al-Mujeeb Hospital | hospital | hospital | null | null | null | null | null | null | null | 67.065133 | 25.02393 | 5,329,382,230 | null |
Irfan Medical Store | pharmacy | pharmacy | null | null | null | null | null | null | null | 74.423978 | 32.382452 | 3,501,693,086 | null |
PPHI | clinic | clinic | null | null | null | null | null | null | null | 69.015184 | 25.434101 | 5,406,055,639 | null |
The Smart School, Iqbal Campus | hospital | hospital | null | null | null | null | null | null | null | 67.133548 | 24.928733 | 5,317,775,547 | null |
Fatima Kidney Care Hospital | hospital | hospital | null | null | null | null | null | null | null | 67.037744 | 25.002597 | 5,128,396,157 | null |
Johar Khatoon | hospital | hospital | null | null | null | null | null | null | null | null | null | 106,359,697 | null |
BMC Medical College | doctors | doctors | null | null | null | null | null | null | null | 66.974314 | 30.191222 | 4,492,365,191 | null |
heart Specialist | clinic | clinic | null | null | null | null | null | null | null | 73.742019 | 33.147045 | 6,408,007,785 | null |
null | hospital | hospital | null | null | null | null | null | null | null | 73.568293 | 32.430001 | 4,439,299,795 | null |
Hameed Hospital | hospital | hospital | null | null | null | null | null | null | null | 72.402364 | 33.879399 | 4,475,431,689 | null |
City Mart & Pharmacy | pharmacy | pharmacy | null | null | null | null | null | null | null | 67.04664 | 24.799666 | 4,788,531,526 | null |
Rehman Free Dialysis Center | hospital | hospital | null | null | null | null | null | null | null | 73.128422 | 31.434459 | 5,267,806,240 | null |
Punjab Social Security Hospital | hospital | hospital | null | null | null | null | null | null | null | null | null | 262,405,369 | null |
Taluka Hospital Lakhi | hospital | hospital | null | null | null | null | null | null | null | null | null | 295,087,045 | null |
Banaras National Hospital | hospital | hospital | null | null | null | null | null | null | null | 67.008499 | 24.943016 | 5,088,685,994 | null |
Kausar Medicos | pharmacy | pharmacy | null | null | null | null | null | null | null | 67.012186 | 24.857431 | 4,791,991,084 | null |
Aliabad, Hospital | hospital | hospital | null | null | null | null | null | null | null | 74.614497 | 36.309495 | 444,597,688 | null |
choohar chak gujranwala | clinic | clinic | null | null | null | null | null | null | null | 73.944712 | 32.032896 | 4,543,006,229 | null |
DHQ Hospital | hospital | hospital | null | null | null | null | null | null | null | null | null | 677,846,489 | null |
Labour Hospital | hospital | hospital | null | null | null | null | null | null | null | 67.932325 | 30.106247 | 3,037,408,245 | null |
Vaccine Care | clinic | clinic | null | null | null | null | null | null | null | 71.451833 | 33.994073 | 6,450,693,687 | null |
Jinnah Hospital | hospital | hospital | null | null | null | null | null | null | null | 73.129972 | 31.403694 | 5,263,913,101 | null |
The Medicos | pharmacy | pharmacy | null | null | null | null | null | null | null | 72.452588 | 34.598064 | 4,989,822,322 | null |
Hakeem Ubaid | doctors | doctors | null | null | null | null | null | null | null | 71.349467 | 29.828188 | 4,437,516,391 | null |
Haleema Medical Complex | hospital | hospital | null | null | null | null | null | null | null | 71.448791 | 30.203283 | 1,921,953,434 | null |
FAAS Pharmaceuticals | pharmacy | pharmacy | null | null | null | null | null | null | null | 66.995365 | 24.905847 | 5,092,989,974 | null |
Tawakel Medical Cenyer | clinic | clinic | null | null | null | null | null | null | null | 67.002274 | 24.952644 | 5,097,989,043 | null |
Agha Khan Diagnostic Center | hospital | hospital | null | null | null | null | null | null | null | 67.033755 | 24.938497 | 4,739,903,920 | null |
Farooq Hospital | hospital | hospital | null | null | null | null | null | null | null | 74.235773 | 31.46539 | 4,387,273,191 | null |
LRBT Eye Hospital | hospital | hospital | null | null | null | null | null | null | null | null | null | 257,133,789 | null |
Farooq e Azam Computer Institute | hospital | hospital | null | null | null | null | null | null | null | 67.052318 | 24.949322 | 5,199,415,800 | null |
Pharmic Plus | pharmacy | pharmacy | null | null | null | null | null | null | null | 67.061778 | 24.80722 | 4,770,056,042 | null |
Citi Pharmacy | pharmacy | pharmacy | null | null | null | null | null | null | null | 71.680027 | 29.39083 | 4,923,902,161 | null |
civil hospital road | hospital | hospital | null | null | null | null | null | null | null | 71.917978 | 30.2844 | 4,577,564,289 | null |
PAF Hospital | hospital | hospital | null | null | null | null | null | null | null | 72.680504 | 32.05635 | 4,320,650,680 | null |
Surgical Centre Islamabad | hospital | hospital | null | null | null | null | null | null | null | 73.033315 | 33.714944 | 6,521,223,343 | null |
Shaheen Pharmacy | pharmacy | pharmacy | null | null | null | null | null | null | null | 73.075512 | 33.729717 | 660,956,958 | null |
Tehsil Headquarters Hospital | hospital | hospital | null | null | null | null | null | null | null | 72.257976 | 36.27165 | 3,559,437,851 | null |
Mujahid Pharmacy | pharmacy | pharmacy | null | null | null | null | null | null | null | 73.118972 | 31.423242 | 5,194,296,828 | null |
Mian Meer Welfair Hospital | hospital | hospital | null | null | null | null | null | null | null | 74.357159 | 31.548434 | 5,267,413,985 | null |
Al Noor Hospital | hospital | hospital | null | null | null | null | null | null | null | null | null | 552,937,341 | null |
End of preview.
Pakistan Health Facility Registry (Geolocated)
A geolocated registry of health facilities in Pakistan (hospitals, clinics, dispensaries, pharmacies, doctors) with facility type, operator, bed counts where available, and coordinates. Derived from the OpenStreetMap-based healthsites.io export published on Open Data Pakistan, with personal-identifier columns removed.
Source: OpenDoc Pakistan
Pakistan Health Facility Registry (Geolocated)
Summary
A geolocated registry of health facilities across Pakistan — hospitals, clinics, dispensaries, doctors, dentists, and pharmacies — with facility type, operator, bed counts (where tagged), and WGS84 coordinates. It is derived from the OpenStreetMap-based healthsites.io export published on Open Data Pakistan. Personal-identifier columns present in the raw export (contact phone numbers, editor usernames, per-staff fields, UUIDs) have been removed during processing. Useful for health-access mapping, facility-density analysis, and geospatial ML.
Dataset Details
- Dataset ID:
pakistan-health-facility-registry - Version:
1.0.0 - Category:
Health - Tags:
health-facilities,hospitals,clinics,geospatial,healthsites,osm,pakistan - Language:
English - Geography:
Pakistan (nationwide, point locations) - File Formats:
CSV - Records:
2,997 facilities (2,872 named) - Update Frequency:
Irregular (as source/OSM is refreshed) - Maintainer:
OpenDoc Data Stewardship Team
Source and Provenance
- Source Name: Open Data Pakistan — "Pakistan Health Sites" (healthsites.io / OpenStreetMap export)
- Source URL: https://opendata.com.pk/dataset/pakistan-health-sites
- Source Type: Open-data portal CSV resource, originating from OpenStreetMap contributors via healthsites.io
- Collection Method: Direct download of the published CSV resource.
- Collection Date: July 2026
- Processing Pipeline: Selected facility-attribute columns; dropped PII columns (
contact_number,changeset_user,uuid,staff_doctors,staff_nurses, changeset metadata); normalisedfacility_type(healthcare tag, falling back to amenity); kept rows with a name or a coordinate pair. - Raw Data Availability: Public on the ODP portal and healthsites.io.
License
- Original License: Open Database License (ODbL) 1.0 — inherited from OpenStreetMap.
- Repository License: ODbL 1.0 (share-alike; retained to comply with the source license).
- Attribution Required: Yes — "© OpenStreetMap contributors".
- Commercial Use: Allowed under ODbL terms.
- Redistribution: Allowed under ODbL (derivative databases must remain ODbL).
- Restrictions: Must attribute OpenStreetMap contributors and healthsites.io; share-alike applies.
Intended Use
Appropriate for:
- Mapping health-facility access and geographic coverage gaps.
- Facility-density and catchment analysis.
- Geospatial ML (clustering, accessibility modelling).
Out-of-Scope Use
- Authoritative facility licensing/accreditation decisions — this is crowd-sourced OSM data, not an official registry.
- Contacting facilities — contact details have been intentionally removed.
Data Structure
Single CSV at data/processed/health_facilities.csv. One row per facility (point). See the data dictionary for all columns.
Data Dictionary
See data_dictionary.csv.
Quality Report
- Quality Score: 85 / 100
- Rating: Good (deductions: sparsely populated optional OSM columns; ODbL not in the scorer's open-license whitelist despite being an open license)
- Records: 2,997 facilities; 2,872 have a name.
- Missing Values: Many optional OSM tags (beds, operator, speciality, address) are sparsely populated — this reflects OSM coverage.
- Validation Status: Passes Frictionless tabular-data-resource schema.
- Known Issues: Coordinates and completeness vary; some points may be duplicated or stale in the underlying OSM data.
Privacy and Sensitivity Review
- Privacy Level: P0 after redaction (facility locations are public infrastructure).
- Personal Data Present: No (contact numbers, editor usernames, and per-staff fields removed).
- Sensitive Data Present: No.
- Redactions Applied: Dropped
contact_number,changeset_user,uuid,staff_doctors,staff_nurses, and changeset metadata columns. - Reviewer: OpenDoc Compliance Board
Bias, Gaps, and Limitations
- OSM coverage skews toward urban centres; rural facilities are under-represented.
- Facility typing depends on volunteer tagging quality and is not standardised to a national health taxonomy.
Example Usage
import pandas as pd
df = pd.read_csv("data/processed/health_facilities.csv")
# Count facilities by type
print(df["facility_type"].value_counts().head(10))
# Hospitals with recorded coordinates
hospitals = df[(df["facility_type"] == "hospital") & df["latitude"].notna()]
print(len(hospitals))
Citation
OpenStreetMap contributors / healthsites.io via Open Data Pakistan, "Pakistan Health Sites", curated as "Pakistan Health Facility Registry" by OpenDoc Pakistan (OpenDoc), v1.0.0, 2026. © OpenStreetMap contributors, ODbL.
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