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.

Analysis of ‘CMS COVID-19 Nursing Home Dataset’ provided by Analyst-2 (analyst-2.ai), based on source dataset retrieved from https://catalog.data.gov/dataset/20a2d03c-651c-4bf6-84ad-778fdbf3c4df on 28 January 2022.

--- Dataset description provided by original source is as follows ---

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.

--- Original source retains full ownership of the source dataset ---

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

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.

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.

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.

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.

The Minimum Data Set (MDS) Frequency data summarizes health status indicators for active residents currently in nursing homes. The MDS is part of the Federally-mandated process for clinical assessment of all residents in Medicare and Medicaid certified nursing homes. This process provides a comprehensive assessment of each resident's functional capabilities and helps nursing home staff identify health problems. Care Area Assessments (CAAs) are part of this process, and provide the foundation upon which a resident's individual care plan is formulated. MDS assessments are completed for all residents in certified nursing homes, regardless of source of payment for the individual resident. MDS assessments are required for residents on admission to the nursing facility, periodically, and on discharge. All assessments are completed within specific guidelines and time frames. In most cases, participants in the assessment process are licensed health care professionals employed by the nursing home. MDS information is transmitted electronically by nursing homes to the national MDS database at CMS.

When reviewing the MDS 3.0 Frequency files, some common software programs e.g., ‘Microsoft Excel’ might inaccurately strip leading zeros from designated code values (i.e., "01" becomes "1") or misinterpret code ranges as dates (i.e., O0600 ranges such as 02-04 are misread as 04-Feb). As each piece of software is unique, if you encounter an issue when reading the CSV file of Frequency data, please open the file in a plain text editor such as ‘Notepad’ or ‘TextPad’ to review the underlying data, before reaching out to CMS for assistance.

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: NA, Public Domain

The Monthly Prescription Drug Plan Formulary and Pharmacy Network Information files contain formulary and pharmacy network data for Medicare Prescription Drug Plans and Medicare Advantage (MA) Prescription Drug Plans (with the exception of employer and Program of All-Inclusive Care for the Elderly plans). Notice: CMS has identified an issue that resulted in a 15% coinsurance for plans with Defined Standard benefits to be listed rather than a 25% coinsurance in the Beneficiary Cost File under certain scenarios. This issue affected the October 2023 to November 2024 data. CMS will re-post the corrected data in batches between now and May 2025. The following files have already been corrected and re-posted: October 2024 November 2024 These non-identifiable files are available on a monthly basis and are comprised of the following tables: Plan Information - Information such as plan name, contract ID, plan ID, service area, and plan type. Geographic Locator - MA and Prescription Drug Plans region codes and county codes. Basic Drugs Formulary - Formulary details for each plan including National Drug Codes (NDCs), cost share tier level, and indicators for step therapy, quantity limits, and prior authorization. Excluded Drugs Formulary - Enhanced alternative plans may elect to provide a supplemental benefit and cover excluded drugs. File includes formulary details for excluded drugs that are covered by the plan (for enhanced alternative plans only). Beneficiary Cost - Plan level cost sharing details for preferred, non-preferred, and mail order network pharmacies. Pharmacy Network - National Provider Identifier (NPI) numbers for each network pharmacy including preferred, retail, and mail order indicators. Indication Based Coverage Formulary File - Includes drugs covered based on FDA-approved indication for each plan. Insulin Beneficiary Cost File - Plan level cost sharing details for insulin at preferred, non-preferred and mail order network pharmacies. These are large files and can take time to download. Please read the “Agreement for Use” in the Resources section below. This document contains important information regarding timeframes for obtaining data as well as data accuracy and integrity. The Quarterly Prescription Drug Plan Formulary, Pharmacy Network, and Pricing Information is also available to access for the quarterly level information. Please note: The Part D benefit year information for plans become available in October of the year prior. For example, year 2024 data is available in the October, November and December 2023 monthly files. Year 2024 data continues to be available in the January through September 2024 monthly files, then beginning in October of 2024 year 2025 data becomes available. Estimated release dates for upcoming 2025 monthly data (files reflect data for the month in which the file is released): 2/26/25 3/26/25 4/23/25 5/21/25 6/18/25 7/30/25 8/27/25 9/24/25 Files older than contract year 2019 can be purchased.

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

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.

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.

Popular DBMS, including MySQL, Postgres, MSSQL, Redis, Mongo, Oracle, ElasticSearch, Memcashed and database managers like phpMyAdmin.

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.

CMS Medicare Part D Opioid Prescriber Summary File - Source for this map: "Opioid Prescribing Rate DY15RY17 Final" by CARLASHOFFhttps://www.arcgis.com/home/webmap/viewer.html?webmap=6b0bf8daa2fb46a1bcff5a934ffe9093A Centers for Medicare & Medicaid Services (CMS) public data set, the Medicare Part D Opioid Prescriber Summary File:https://data.cms.gov/Medicare-Part-D/Medicare-Part-D-Opioid-Prescriber-Summary-File-201/6i2k-7h8pSee Also - Medicare Part D Opioid Prescribing Mapping Tool - https://cms-oeda.maps.arcgis.com/apps/MapSeries/index.html?appid=735f83ac6e984d6fade11b241d295585CDC, U.S. Prescribing Rate Mapshttps://www.cdc.gov/drugoverdose/maps/rxrate-maps.html. . . See the Community Commons map of Opioid Prescribers by Physician - https://maps.communitycommons.org/viewer/?action=open_map&id=43553

The Facility-Level Minimum Data Set (MDS) Frequency dataset provides information for active nursing home residents on topics, such as race/ethnicity, age, or marital status; discharge dispositions; hearing, speech, and vision; cognitive patterns; mood; functional abilities and goals; bladder and bowel; active diagnoses; health conditions; swallowing/nutritional status; oral/dental status; skin conditions; medications; special treatments, procedures, and programs; restraints and alarms; and participation in assessment and goal setting.

Note: The MDS dataset contains more records than most spreadsheet programs can handle. The use of a database or statistical software is generally required. The dataset can be filtered to a more manageable size for use in a spreadsheet program by clicking on the “View Data” button. Additional filter information can be found in the methodology, if needed.

The Innovation Center Model Awardees dataset provides information about institutions that have participated in the model process, and have been awarded funding based on their efforts to design, implement, or test innovative healthcare delivery initiatives. The data includes the name of the institution, related keywords, project name, geographic reach, funding amount, real or projected 3-year savings, a summary of the institutions activities in the model, categories related to the type of healthcare initiative, stage of participation, and the URL for the model or initiative page on the CMMI website.

The Medicare Value-Based Payment Modifier (Value Modifier) data contains the performance results of de-identified practices that were subject to the Value Modifier, such as the practices' quality and cost tiers along with any applicable Value Modifier payment adjustment. The Value Modifier provided for differential payment under the Medicare Physician Fee Schedule based on the quality of care furnished to Medicare beneficiaries compared to the cost of care during a performance period. Calendar Year 2015 was the first payment adjustment period under the Value Modifier based on performance in 2013. Calendar Year 2018 was the final payment adjustment period under the Value Modifier based on performance in 2016.

The Merit-based Incentive Payment System (MIPS) under the Quality Payment Program has replaced the Value Modifier program. The Centers for Medicare & Medicaid Services (CMS) encourages everyone to learn more about the Quality Payment Program.

The Revalidation Due Date List dataset contains revalidation due dates for Medicare providers who are due to revalidate in the following six months. If a provider's due date does not fall within the ensuing six months, the due date is marked 'TBD'. In addition the dataset also includes subfiles with reassignment information for a given provider as well as due date listings for clinics and group practices and their providers.

Note: This full dataset contains more records than most spreadsheet programs can handle, which will result in an incomplete load of data. Use of a database or statistical software is required.