This is a random sampling of the 2022 public data set hosted by the Center for Medicare & Medicaid Services at:

https://data.cms.gov/provider-summary-by-type-of-service/medicare-physician-other-practitioners/medicare-physician-other-practitioners-by-provider-and-service

The complete data set for 2022 can be found there. This random sampling has 292,663 rows and 29 columns. The full set hosted at the link above is about 3GB in size with 9,755,427 rows and 29 columns. The 29 columns are:

1. National Provider Identifier (Rndrng_NPI)
2. Last Name/Organization Name of the Provider (Rndrng_Prvdr_Last_Org_Name)
3. First Name of the Provider (Rndrng_Prvdr_First_Name)
4. Middle Initial of the Provider (Rndrng_Prvdr_MI)
5. Credentials of the Provider (Rndrng_Prvdr_Crdntls)
6. Gender of the Provider (Rndrng_Prvdr_Gndr)
7. Entity Type of the Provider (Rndrng_Prvdr_Ent_Cd)
8. Street Address 1 of the Provider (Rndrng_Prvdr_St1)
9. Street Address 2 of the Provider (Rndrng_Prvdr_St2)
10. City of the Provider (Rndrng_Prvdr_City)
11. State Abbreviation of the Provider (Rndrng_Prvdr_State_Abrvtn)
12. State FIPS Code of the Provider (Rndrng_Prvdr_State_FIPS)
13. Zip Code of the Provide (Rndrng_Prvdr_Zip5)
14. RUCA Code of the Provider (Rndrng_Prvdr_RUCA)
15. RUCA Description (Rndrng_Prvdr_RUCA_Desc)
16. Country Code of the Provider (Rndrng_Prvdr_Cntry)
17. Provider Type of the Provider (Rndrng_Prvdr_Type)
18. Medicare Participation Indicator (Rndrng_Prvdr_Mdcr_Prtcptg_Ind)
19. HCPCS Code (HCPCS_Cd)
20. HCPCS Description (HCPCS_Desc)
21. HCPCS Drug Indicator (HCPCS_Drug_Ind)
22. Place of Service (Place_Of_Srvc)
23. Number of Medicare Beneficiaries (Tot_Benes)
24. Number of Services (Tot_Srvcs)
25. Number of Distinct Medicare Beneficiary/Per Day Services (Tot_Bene_Day_Srvcs)
26. Average Submitted Charge Amount (Avg_Sbmtd_Chrg)
27. Average Medicare Allowed Amount (Avg_Mdcr_Alowd_Amt)
28. Average Medicare Payment Amount (Avg_Mdcr_Pymt_Amt)
29. Average Medicare Standardized Payment Amount (Avg_Mdcr_Stdzd_Amt)

A brief description of each these columns can be found here:

https://data.cms.gov/resources/medicare-physician-other-practitioners-by-provider-and-service-data-dictionary

A full description of the data is in the 27-page document, "Medicare Fee-For-Service Provider Utilization & Payment Data Physician and Other Supplier Public Use File: A Methodological Overview" which can be found here:

www.cms.gov/research-statistics-data-and-systems/statistics-trends-and-reports/medicare-provider-charge-data/downloads/medicare-physician-and-other-supplier-puf-methodology.pdf

This data set is similar to the one posted by Tamil Selvan here https://www.kaggle.com/datasets/tamilsel/healthcare-providers-data. That data's origin is unclear, however it is very likely from same source. It has different header text and may be from one of the earlier years.

This new dataset describes the specific medications prescribed and statistics on their utilization and costs. Detailed information on the prescription drugs that individual physicians and other health care providers prescribed in 2013 under the Medicare Part D Prescription Drug Program.

Realtime Earth Satellite object tracking and orbit data for CMS-03. NORAD Identifier: 66311.

Subscribers can find out export and import data of 23 countries by HS code or product’s name. This demo is helpful for market analysis.

Context

Upon reviewing the CMS website (https://data.cms.gov/covid-19/covid-19-nursing-home-data), it was apparent a number of nursing home providers were missing from a map plot that was intended to show COVID-19 statistics. I wanted to take a deeper look into the data and just play around with a few visualizations via the CMS provided data set, however I noticed the provided set did not contain any long/lat values for the nursing homes. It could also be seen that certain providers were not being mapped on the CMS website due to string being mixed with numbers in Provider IDs assigned to each provider. New Provider IDs were assigned in rank order, alphabetically and by State. Each nursing home, along with their address was pulled and used to obtain a set of coordinates for their facility and can be joined to the original dataset via Provider ID for use.

Content

Original dataset was sourced from the cms.gov website, with Geocodio being used to geocode the coordinates for the nursing homes. Per the CMS, "The data posted by CMS is what nursing homes submitted through the Centers of Disease Control and Prevention (CDC) National Healthcare Safety Network (NHSN) system. CMS and CDC perform quality assurance checks on the data and may suppress data that appear to be erroneous. The data is not altered from what nursing homes report to the NHSN system. Data regarding numbers of new cases, suspected cases, or deaths are aggregated.". Nursing homes reported weekly COVID statistics spanning 05/24/20 - 08/05/2021, ranging from case, death, vaccination, equipment, etc. for both residents and staff. A separate table containing address information and coordinates for each individual provider is available for joining, in order to map each facility for visualization.

Acknowledgements

Original Data Source: https://data.cms.gov/covid-19/covid-19-nursing-home-data

Geocode Source: https://www.geocod.io

Non-traditional data signals from social media and employment platforms for CMS-PC stock analysis

This data package shows the Co-Morbidity Among Chronic Conditions, Inpatient Admission ER Visit Zip Code and Value-Based Insurance Design Model by the Centers for Medicare and Medicaid Services (CMS).

Subscribers can find out export and import data of 23 countries by HS code or product’s name. This demo is helpful for market analysis.

This dataset provides quarterly data submitted by nursing homes, detailing their daily nurse and non-nurse staffing levels. The data includes the hours staff are paid to work each day, categorized by staff roles such as Registered Nurses (RN), Licensed Practical Nurses (LPN), Certified Nurse Aides (CNA), and other non-nurse roles like therapists and social workers. It also incorporates the facility's daily census, derived from Minimum Data Set (MDS) submissions. The data is collected through the Payroll Based Journal (PBJ) system, a CMS initiative to obtain verifiable staffing information from nursing facilities.

Data Source:

• Centers for Medicare & Medicaid Services (CMS)
• Payroll Based Journal (PBJ) system

Purpose & Usage:

• Quality Rating: Used to calculate the staffing component of the CMS Five-Star Quality Rating System for nursing homes.
• Staffing Evaluation: Helps in evaluating the adequacy of staffing levels in nursing facilities.
• Value-Based Purchasing: Will be used in Skilled Nursing Facility (SNF) Value-Based Purchasing programs.
• Enforcement of Standards: CMS uses PBJ data to enhance the enforcement of federal nursing home staffing standards and investigate noncompliance.
• Research & Analysis: Useful for researchers and analysts studying nursing home staffing, quality of care, and healthcare policy.
• Sales & Strategy: Potentially valuable for staffing agencies to understand staffing trends and optimize resource allocation.

Update Frequency:

• Typically updated quarterly (4 times a year).

Key Data Points:

• Daily staffing hours by various staff categories (RN Director of Nursing, Registered Nurses, Licensed Practical Nurses, Certified Nurse Aides, etc.)
• Employee and contract hours for each staff category
• Facility's daily census
• Facility information (Medicare Provider Number, Name, City, State, County)
• Calendar Quarter and Work Date

Data Dictionary:

• A data dictionary is available which provides definitions for each column in the dataset. You can find it here: Payroll Based Journal Daily Nurse Staffing Data Dictionary. This data dictionary is also listed as a featured resource on the main dataset page: Payroll Based Journal Daily Nurse Staffing - CMS Data.

This data package contains free-standing Home Health Agencies Medicare cost reports by fiscal year, released annually by the Centers for Medicare and Medicaid Services (CMS). The datasets contain the highest level of Medicare cost report status.

The Nursing Home COVID-19 Public File from the Centers for Medicare & Medicaid Services, filtered for Connecticut. View the full dataset and detailed metadata here: https://data.cms.gov/Special-Programs-Initiatives-COVID-19-Nursing-Home/COVID-19-Nursing-Home-Dataset/s2uc-8wxp/

The Nursing Home COVID-19 Public File includes data reported by nursing homes to the CDC’s National Healthcare Safety Network (NHSN) system COVID-19 Long Term Care Facility Module, including Resident Impact, Facility Capacity, Staff & Personnel, and Supplies & Personal Protective Equipment, and Ventilator Capacity and Supplies Data Elements.

These are a compiled and cleaned dataset of the the original data on COVID-19 confirmed and suspected caess and confirmed deaths in U.S. Nursing Homes through 26-July 2020. The original data was obtained from the Centers for Medicare & Medicaid. Covid-19 Nursing home data. Department of Health & Human Services. 2020. Available from Data.CMS.gov: https://data.cms.gov/stories/s/bkwz-xpvg.

Non-traditional data signals from social media and employment platforms for CMS-PB stock analysis

Content

More details about each file are in the individual file descriptions.

Context

This is a dataset hosted by the Centers for Medicare & Medicaid Services (CMS). The organization has an open data platform found here and they update their information according the amount of data that is brought in. Explore CMS's Data using Kaggle and all of the data sources available through the CMS organization page!

• Update Frequency: This dataset is updated daily.

Acknowledgements

This dataset is maintained using Socrata's API and Kaggle's API. Socrata has assisted countless organizations with hosting their open data and has been an integral part of the process of bringing more data to the public.

This dataset is distributed under the following licenses: Public Domain, NA

Subscribers can find out export and import data of 23 countries by HS code or product’s name. This demo is helpful for market analysis.

Table S1. The lattice information of tobermorite (the data are from ICSD) Table S2. The crystal parameter of tobermorite 9Å Table S3. The crystal parameter of tobermorite 11Å Table S4. The crystal parameter of tobermorite 14Å The snapshot of three models (Fig. S1. Molecular structure of (a) tobermorite 9Å, (b) tobermorite 11Å, and (c) tobermorite 14Å in x,y, and z planes) Table S5 Stress and strain data for tobermorite 9Å, 11Å, and 14Å

Content

This file is a point in time snapshot of enrollment level data for providers actively enrolled in Medicare.

Context

This is a dataset hosted by the Centers for Medicare & Medicaid Services (CMS). The organization has an open data platform found here and they update their information according the amount of data that is brought in. Explore CMS's Data using Kaggle and all of the data sources available through the CMS organization page!

• Update Frequency: This dataset is updated daily.

Acknowledgements

This dataset is maintained using Socrata's API and Kaggle's API. Socrata has assisted countless organizations with hosting their open data and has been an integral part of the process of bringing more data to the public.

Cover photo by Annie Spratt on Unsplash
Unsplash Images are distributed under a unique Unsplash License.

This dataset is distributed under NA

Explore detailed Flakes import data of Cms Group Inc in the USA—product details, price, quantity, origin countries, and US ports.

Realtime Earth Satellite object tracking and orbit data for CMS-02. NORAD Identifier: 52903.

Explore detailed Pepper Juice import data of Cms Group Inc in the USA—product details, price, quantity, origin countries, and US ports.