We extract Leapfrog Hospital Safety Grades, maternity care metrics, ICU staffing, and infection rates. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake on your cadence.
Structured, schema-consistent data across all major object types — delivered clean, typed, and ready to query.
Complete list of extractable fields for Hospital Safety Grades objects from leapfroggroup.org. All fields typed and schema-versioned.
"facility_id": "LF-98214", "facility_name": "General Hospital West", "state": "CA", "current_safety_grade": "A", "survey_status": "Submitted", "total_infections_score": "Above Average", "doctors_nurses_staff_score": "Average", "last_updated": "2023-11-04T00:00:00Z"
| # | facility_id | facility_name | state | current_safety_grade | past_grades_array | survey_status |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Infection Rates objects from leapfroggroup.org. All fields typed and schema-versioned.
"facility_id": "LF-98214", "mrsa_score": 0.45, "mrsa_status": "Better than average", "c_diff_score": 0.82, "c_diff_status": "Average", "blood_infection_score": 0.31, "reporting_period_start": "2022-07-01", "national_average_comparison": "Achieved Standard"
| # | facility_id | mrsa_score | mrsa_status | c_diff_score | c_diff_status | blood_infection_score |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Maternity Care objects from leapfroggroup.org. All fields typed and schema-versioned.
"facility_id": "LF-98214", "c_section_rate": 21.4, "c_section_target_met": true, "episiotomy_rate": 2.1, "early_elective_delivery_rate": 1.5, "high_risk_delivery_capable": true, "maternity_care_standard_met": "Achieved Standard"
| # | facility_id | c_section_rate | c_section_target_met | episiotomy_rate | early_elective_delivery_rate | high_risk_delivery_capable |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Medication Safety objects from leapfroggroup.org. All fields typed and schema-versioned.
"facility_id": "LF-98214", "cpoe_implementation_status": "Fully Implemented", "cpoe_score": 95, "bcma_implementation_status": "Fully Implemented", "bcma_score": 98, "pharmacist_on_staff": true, "safe_practice_score": "Achieved Standard"
| # | facility_id | cpoe_implementation_status | cpoe_score | bcma_implementation_status | bcma_score | medication_reconciliation |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for ASC Survey Data objects from leapfroggroup.org. All fields typed and schema-versioned.
"asc_id": "ASC-4412", "facility_name": "Valley Surgery Center", "state": "AZ", "patient_experience_score": 88, "hand_hygiene_compliance": "Achieved Standard", "safe_surgery_checklist_used": true, "survey_year": 2023
| # | asc_id | facility_name | state | volume_by_procedure_category | patient_experience_score | medical_staff_credentialing |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Our Leapfrog pipeline navigates state-by-state search interfaces, expands nested quality scorecards, and maps historical grade changes across bi-annual release cycles.
Extract A to F letter grades, historical grade tracking across release cycles, and individual component scores for over 3,000 facilities.
Capture standardized infection ratios for MRSA, C. diff, CLABSI, and CAUTI, mapped against national averages.
Track C-section rates, episiotomy rates, and early elective delivery percentages for facilities offering obstetric services.
Extract CPOE and BCMA implementation scores, evaluating hospital protocols for preventing medication errors.
Parse Ambulatory Surgery Center survey responses, including procedure volumes and patient experience scores.
Identify intensivist presence and critical care staffing compliance ratios across adult and pediatric intensive care units.
Extract facility policies on serious reportable events, including billing practices following preventable errors.
Capture specialized pediatric staffing levels and pediatric-specific medication error prevention protocols.
Monitor Spring and Fall release cycles, detecting grade changes and survey status updates automatically.
Brief in. Clean data out.
Provide specific states, facility types, or request full national coverage. We define the schema together.
We configure crawlers to navigate search interfaces, expand nested scorecards, and extract historical data.
Schema validation, survey status mapping, and score normalisation before full execution.
JSON, CSV, or Parquet pushed to your S3 bucket, BigQuery dataset, or Snowflake stage.
Extracting data from leapfroggroup.org requires handling nested UI components and complex search pagination. We manage the logic so you get clean records.
The site uses geography-based search interfaces to list facilities. Our crawlers iterate systematically through all states and zip codes to guarantee 100% national coverage without missing unlisted facilities.
Detailed sub-scores for infections and practices are hidden behind JavaScript accordions and tabbed interfaces. We use Playwright to trigger these elements and extract the underlying DOM nodes.
Past safety grades are often displayed in modal popups or separate historical views. We map these into a structured time-series array for longitudinal analysis.
Facilities have varying participation levels. We standardise statuses like 'Declined to Respond', 'Did Not Meet Standard', and 'Achieved Standard' into consistent enum fields.
We monitor the Spring and Fall grade release windows, emitting diff records for facilities that experience a grade change or survey status update.
Health plans use safety grades and infection metrics for tiering facilities and designing narrow networks.
Accountable Care Organizations monitor partner facility quality metrics to ensure shared savings compliance.
Benefits consultants guide self-funded employers toward high-value, high-safety facilities for direct contracting.
Healthcare REITs evaluate tenant quality, clinical reputation, and market position during site selection.
Public health researchers correlate hospital safety grades with demographic data and regional outcomes.
Hospital systems benchmark their performance metrics against regional peers to identify operational gaps.
"Leapfrog data dictates market share for health systems and network design for payers, but manually aggregating 3,000 facility profiles is an operational anti-pattern."
Scraping leapfroggroup.org requires navigating complex search interfaces, expanding nested scorecards, and tracking bi-annual grade releases. DataFlirt handles the extraction logic, standardises the taxonomy, and delivers clean facility records directly to your data warehouse.
Everything supported by our leapfroggroup.org scraper — rendered SPA elements, auth walls, rate-limit evasion and beyond.
Open-source tooling on proven cloud infra — no vendor lock-in, full observability.
Scrapy handles crawl orchestration, deduplication, and retry logic. Playwright handles JavaScript rendering, cookie sessions, and interaction flows. Combined via scrapy-playwright middleware.
We maintain pools of residential ISP proxies across US regions. Rotation happens per-request with sticky sessions where required. IP score monitoring prevents blacklisted pool contamination.
Pipelines run on AWS Lambda (burst) and ECS (sustained). Airflow handles scheduling, dependency management, and SLA alerting. All state stored in managed Postgres.
Data delivered to where your team already works — no new tooling required.
About leapfroggroup.org scraping, legality, and pipeline operations.
Ask us directly →Scraping publicly available information from leapfroggroup.org is generally permissible. DataFlirt targets only public, non-authenticated facility and quality data. We do not circumvent authentication walls.
Leapfrog updates Hospital Safety Grades twice a year, typically in the Spring and Fall. We monitor the site for these release windows and trigger extraction runs accordingly.
We extract the letter grade, the historical grade array, and all available sub-scores across infection rates, maternity care, medication safety, and staffing protocols.
Yes. Every pipeline run produces timestamped snapshots. We capture the historical grade data presented on the site to build a longitudinal record for each facility.
Hospitals that do not receive a grade or decline to respond to the survey are extracted with null metric fields and a specific survey status flag indicating their non-participation.
Leapfrog uses proprietary facility identifiers. If you provide a crosswalk or facility address list, our pipeline can join the Leapfrog data against your existing NPI or CCN taxonomy.
We deliver structured data via JSON, CSV, Parquet, and XLS. Delivery destinations include AWS S3, Google BigQuery, Snowflake, or via direct Webhook.
20-minute scoping call. Pilot dataset within the week. Production within two. Whether you need a one-off national facility dump or continuous bi-annual monitoring across 3,000 hospitals — we scope, build, and operate the pipeline. Tell us what you need.
