US Healthcare and Medicare Cost and Budget

**Overview**
This data package contains the information of Medicare and Medicaid healthcare spending and healthcare cost and percentages by state.

**Description**
This data package shows health care spending at medical services such as hospitals, physicians, clinics, and nursing homes etc. as well as for medical products such as medicine, prescription glasses and hearing aids. It also shows the average of annual percentage increase of health care expenditure information by state of residence and categorizes health care expenditure by service and by state of residence.

**Benefits**
- Useful for healthcare professionals which includes services of hospital care, physician and clinical services, other professional services, prescription drugs and other medical nondurables

**License Information**
The use of John Snow Labs datasets is free for personal and research purposes. For commercial use please subscribe to the [Data Library](https://www.johnsnowlabs.com/marketplace/) on John Snow Labs website. The subscription will allow you to use all John Snow Labs datasets and data packages for commercial purposes.

**Included Datasets**
- [Medicaid Health Care Spending by State](https://www.johnsnowlabs.com/marketplace/medicaid-health-care-spending-by-state)
- This dataset identifies health care spending at medical services such as hospitals, physicians, clinics, and nursing homes etc. as well as for medical products such as medicine, prescription glasses and hearing aids. This dataset pertains to Medicaid personal health care spending. Other datasets in this series include Medicare personal health care spending and personal health care spending in general.
- [Medicare Health Care Spending by State](https://www.johnsnowlabs.com/marketplace/medicare-health-care-spending-by-state)
- This dataset identifies health care spending at medical services such as hospitals, physicians, clinics, and nursing homes etc. as well as for medical products such as medicine, prescription glasses and hearing aids. This dataset pertains to Medicare personal health care spending. Other datasets in this series include Medicaid personal health care spending and personal health care spending in general.
- [US Healthcare Costs Percentage Increase by Residence](https://www.johnsnowlabs.com/marketplace/us-healthcare-costs-percentage-increase-by-residence)
- This dataset is the average of annual percentage increase of health care expenditure information by state of residence between 1991-2009. Total health spending includes all privately and publicly funded hospital care, physician services, nursing home care, and prescription drugs etc. by state of residence. This spending includes hospital spending and is the total net revenue that is calculated as gross charges less contractual adjustments, bad debts, and charity care.
- [US Healthcare Costs by Residence](https://www.johnsnowlabs.com/marketplace/us-healthcare-costs-by-residence)
- This dataset is a list of healthcare expenditure categorized by state of residence in 2009 . All health spending is displayed in millions of dollars. Total health spending includes all privately and publicly funded hospital care, physician services, nursing home care, and prescription drugs etc. by state of residence. This spending includes hospital spending and is the total net revenue that is calculated as gross charges less contractual adjustments, bad debts, and charity care.
- [US Healthcare Costs by Services and Residence](https://www.johnsnowlabs.com/marketplace/us-healthcare-costs-by-services-and-residence)
- This dataset categorizes healthcare expenditure by service and by state of residence. The columns are different services and the rows are the states. The categories of services include hospital care, physician and clinical services, other professional services, prescription drugs and other medical nondurables, nursing home care, dental services, home healthcare, medical durables and other health, residential and personal care.
- [US Healthcare Spending by State](https://www.johnsnowlabs.com/marketplace/us-healthcare-spending-by-state)
- This dataset identifies health care spending at medical services such as hospitals, physicians, clinics, and nursing homes etc. as well as for medical products such as medicine, prescription glasses and hearing aids. This dataset pertains to personal health care spending in general. Other datasets in this series include Medicaid personal health care spending and Medicare personal health care spending.

**Data Engineering Overview**
**We deliver high-quality data**
- Each dataset goes through 3 levels of quality review
- 2 Manual reviews are done by domain experts
- Then, an automated set of 60+ validations enforces every datum matches metadata & defined constraints
- Data is normalized into one unified type system
- All dates, unites, codes, currencies look the same
- All null values are normalized to the same value
- All dataset and field names are SQL and Hive compliant
- Data and Metadata
- Data is available in both CSV and Apache Parquet format, optimized for high read performance on distributed Hadoop, Spark & MPP clusters
- Metadata is provided in the open Frictionless Data standard, and its every field is normalized & validated
- Data Updates
- Data updates support replace-on-update: outdated foreign keys are deprecated, not deleted

**Our data is curated and enriched by domain experts**

Each dataset is manually curated by our team of doctors, pharmacists, public health & medical billing experts:
- Field names, descriptions, and normalized values are chosen by people who actually understand their meaning
- Healthcare & life science experts add categories, search keywords, descriptions and more to each dataset
- Both manual and automated data enrichment supported for clinical codes, providers, drugs, and geo-locations
- The data is always kept up to date – even when the source requires manual effort to get updates
- Support for data subscribers is provided directly by the domain experts who curated the data sets
- Every data source’s license is manually verified to allow for royalty-free commercial use and redistribution.

**Need Help?**
If you have questions about our products, contact us at [[e-mail]](mailto:[e-mail]).