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Patient-drug-disease (PDD) Graph dataset, utilising Electronic medical records (EMRS) and biomedical Knowledge graphs. The novel framework to construct the PDD graph is described in the associated publication.PDD is an RDF graph consisting of PDD facts, where a PDD fact is represented by an RDF triple to indicate that a patient takes a drug or a patient is diagnosed with a disease. For instance, (pdd:274671, pdd:diagnosed, sepsis)Data files are in .nt N-Triple format, a line-based syntax for an RDF graph. These can be accessed via openly-available text edit software.diagnose_icd_information.nt - contains RDF triples mapping patients to diagnoses. For example:(pdd:18740, pdd:diagnosed, icd99592),where pdd:18740 is a patient entity, and icd99592 is the ICD-9 code of sepsis.drug_patients.nt- contains RDF triples mapping patients to drugs. For example:(pdd:18740, pdd:prescribed, aspirin),where pdd:18740 is a patient entity, and aspirin is the drug's name.Background:Electronic medical records contain multi-format electronic medical data that consist of an abundance of medical knowledge. Faced with patients' symptoms, experienced caregivers make the right medical decisions based on their professional knowledge, which accurately grasps relationships between symptoms, diagnoses and corresponding treatments. In the associated paper, we aim to capture these relationships by constructing a large and high-quality heterogenous graph linking patients, diseases, and drugs (PDD) in EMRs. Specifically, we propose a novel framework to extract important medical entities from MIMIC-III (Medical Information Mart for Intensive Care III) and automatically link them with the existing biomedical knowledge graphs, including ICD-9 ontology and DrugBank. The PDD graph presented in this paper is accessible on the Web via the SPARQL endpoint as well as in .nt format in this repository, and provides a pathway for medical discovery and applications, such as effective treatment recommendations.De-identificationIt is necessary to mention that MIMIC-III contains clinical information of patients. Although the protected health information was de-identifed, researchers who seek to use more clinical data should complete an on-line training course and then apply for the permission to download the complete MIMIC-III dataset: https://mimic.physionet.org/
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Total Construction Spending: Office in the United States was 104120.00000 Mil. of $ in April of 2025, according to the United States Federal Reserve. Historically, Total Construction Spending: Office in the United States reached a record high of 105422.00000 in January of 2025 and a record low of 34390.00000 in February of 2011. Trading Economics provides the current actual value, an historical data chart and related indicators for Total Construction Spending: Office in the United States - last updated from the United States Federal Reserve on June of 2025.
ECM Community Support Services tables for a Quarterly Implementation Report. Including the County and Plan Details for both ECM and Community Support.This Medi-Cal Enhanced Care Management (ECM) and Community Supports Calendar Year Quarterly Implementation Report provides a comprehensive overview of ECM and Community Supports implementation in the programs' first year. It includes data at the state, county, and plan levels on total members served, utilization, and provider networks.ECM is a statewide MCP benefit that provides person-centered, community-based care management to the highest need members. The Department of Health Care Services (DHCS) and its MCP partners began implementing ECM in phases by Populations of Focus (POFs), with the first three POFs launching statewide in CY 2022.Community Supports are services that address members’ health-related social needs and help them avoid higher, costlier levels of care. Although it is optional for MCPs to offer these services, every Medi-Cal MCP offered Community Supports in 2022, and at least two Community Supports services were offered and available in every county by the end of the year.
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Spain: Internet users, percent of population: The latest value from 2023 is 95.45 percent, an increase from 94.49 percent in 2022. In comparison, the world average is 87.67 percent, based on data from 59 countries. Historically, the average for Spain from 1990 to 2023 is 46.36 percent. The minimum value, 0.01 percent, was reached in 1990 while the maximum of 95.45 percent was recorded in 2023.
Graffiti is an urban phenomenon that is increasingly attracting the interest of the sciences. To the best of our knowledge, no suitable data corpora are available for systematic research until now. The Information System Graffiti in Germany project (Ingrid) closes this gap by dealing with graffiti image collections that have been made available to the project for public use. Within Ingrid, the graffiti images are collected, digitized and annotated. With this work, we aim to support the rapid access to a comprehensive data source on Ingrid targeted especially by researchers. In particular, we present IngridKG, an RDF knowledge graph of annotated graffiti, abides by the Linked Data and FAIR principles. We weekly update IngridKG by augmenting the new annotated graffiti to our knowledge graph. Our generation pipeline applies RDF data conversion, link discovery and data fusion approaches to the original data. The current version of IngridKG contains 460,640,154 triples and is linked to 3 other knowledge graphs by over 200,000 links. In our use case studies, we demonstrate the usefulness of our knowledge graph for different applications.
ECM Community Support Services tables for a Quarterly Implementation Report. Including the County and Plan Details for both ECM and Community Support.This Medi-Cal Enhanced Care Management (ECM) and Community Supports Calendar Year Quarterly Implementation Report provides a comprehensive overview of ECM and Community Supports implementation in the programs' first year. It includes data at the state, county, and plan levels on total members served, utilization, and provider networks.ECM is a statewide MCP benefit that provides person-centered, community-based care management to the highest need members. The Department of Health Care Services (DHCS) and its MCP partners began implementing ECM in phases by Populations of Focus (POFs), with the first three POFs launching statewide in CY 2022.Community Supports are services that address members’ health-related social needs and help them avoid higher, costlier levels of care. Although it is optional for MCPs to offer these services, every Medi-Cal MCP offered Community Supports in 2022, and at least two Community Supports services were offered and available in every county by the end of the year.
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United States - Gross domestic product: Imputations was 3726.90400 Bil. of $ in January of 2022, according to the United States Federal Reserve. Historically, United States - Gross domestic product: Imputations reached a record high of 3726.90400 in January of 2022 and a record low of 6.89400 in January of 1933. Trading Economics provides the current actual value, an historical data chart and related indicators for United States - Gross domestic product: Imputations - last updated from the United States Federal Reserve on July of 2025.
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San Marino: PISA math scores: The latest value from is index points, unavailable from index points in . In comparison, the world average is 0.000 index points, based on data from countries. Historically, the average for San Marino from to is index points. The minimum value, index points, was reached in while the maximum of index points was recorded in .
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Home Vacancy Rate for New York was 1.00% in January of 2024, according to the United States Federal Reserve. Historically, Home Vacancy Rate for New York reached a record high of 2.70 in January of 2011 and a record low of 1.00 in January of 2022. Trading Economics provides the current actual value, an historical data chart and related indicators for Home Vacancy Rate for New York - last updated from the United States Federal Reserve on July of 2025.
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Bureau of Labor Statistics Industrialized Countries - Import Price Index by Origin (NAICS): Paper Manufacturing for Industrialized Countries was 113.50000 Index 2010=100 in April of 2025, according to the United States Federal Reserve. Historically, Bureau of Labor Statistics Industrialized Countries - Import Price Index by Origin (NAICS): Paper Manufacturing for Industrialized Countries reached a record high of 120.70000 in December of 2022 and a record low of 90.30000 in March of 2017. Trading Economics provides the current actual value, an historical data chart and related indicators for Bureau of Labor Statistics Industrialized Countries - Import Price Index by Origin (NAICS): Paper Manufacturing for Industrialized Countries - last updated from the United States Federal Reserve on June of 2025.
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Bureau of Labor Statistics Industrialized Countries - Import Price Index: Other electrical equipment and component manufacturing for Industrialized Countries was 140.50000 Index 2010=100 in December of 2019, according to the United States Federal Reserve. Historically, Bureau of Labor Statistics Industrialized Countries - Import Price Index: Other electrical equipment and component manufacturing for Industrialized Countries reached a record high of 140.50000 in December of 2019 and a record low of 92.60000 in January of 2017. Trading Economics provides the current actual value, an historical data chart and related indicators for Bureau of Labor Statistics Industrialized Countries - Import Price Index: Other electrical equipment and component manufacturing for Industrialized Countries - last updated from the United States Federal Reserve on June of 2025.
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Business Applications for Michigan was 10.09000 % Chg. from Yr. Ago in May of 2025, according to the United States Federal Reserve. Historically, Business Applications for Michigan reached a record high of 700.00000 in January of 2013 and a record low of -88.85000 in January of 2025. Trading Economics provides the current actual value, an historical data chart and related indicators for Business Applications for Michigan - last updated from the United States Federal Reserve on July of 2025.
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United States - All Employees, Construction was 8226.00000 Thous. of Persons in April of 2025, according to the United States Federal Reserve. Historically, United States - All Employees, Construction reached a record high of 8458.00000 in August of 2024 and a record low of 961.00000 in January of 1940. Trading Economics provides the current actual value, an historical data chart and related indicators for United States - All Employees, Construction - last updated from the United States Federal Reserve on June of 2025.
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United States - Producer Price Index by Commodity: Data Processing and Related Services: Data Management, Information Transformation and Other Services was 99.57100 Index Dec 2008=100 in May of 2025, according to the United States Federal Reserve. Historically, United States - Producer Price Index by Commodity: Data Processing and Related Services: Data Management, Information Transformation and Other Services reached a record high of 100.80000 in April of 2014 and a record low of 98.30000 in January of 2009. Trading Economics provides the current actual value, an historical data chart and related indicators for United States - Producer Price Index by Commodity: Data Processing and Related Services: Data Management, Information Transformation and Other Services - last updated from the United States Federal Reserve on June of 2025.
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All-Transactions House Price Index for Ann Arbor, MI (MSA) was 323.04000 Index 1995 Q1=100 in January of 2025, according to the United States Federal Reserve. Historically, All-Transactions House Price Index for Ann Arbor, MI (MSA) reached a record high of 323.04000 in January of 2025 and a record low of 46.01000 in April of 1978. Trading Economics provides the current actual value, an historical data chart and related indicators for All-Transactions House Price Index for Ann Arbor, MI (MSA) - last updated from the United States Federal Reserve on July of 2025.
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U.S. Granted Utility Patents Originating in an Undetermined Statistical Area in California was 0.00000 Number in January of 2015, according to the United States Federal Reserve. Historically, U.S. Granted Utility Patents Originating in an Undetermined Statistical Area in California reached a record high of 1.00000 in January of 2006 and a record low of 0.00000 in January of 2001. Trading Economics provides the current actual value, an historical data chart and related indicators for U.S. Granted Utility Patents Originating in an Undetermined Statistical Area in California - last updated from the United States Federal Reserve on July of 2025.
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Retirement Age Women in Estonia remained unchanged at 64.75 Years in 2025 from 64.75 Years in 2024. This dataset provides - Estonia Retirement Age Women - actual values, historical data, forecast, chart, statistics, economic calendar and news.
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Information Earnings in Nevada was 2952433.00000 Thous. of $ in October of 2024, according to the United States Federal Reserve. Historically, Information Earnings in Nevada reached a record high of 2978504.00000 in January of 2021 and a record low of 738452.00000 in January of 1998. Trading Economics provides the current actual value, an historical data chart and related indicators for Information Earnings in Nevada - last updated from the United States Federal Reserve on July of 2025.
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United States - Nonprofit institution income was 550.55600 Bil. of $ in January of 2023, according to the United States Federal Reserve. Historically, United States - Nonprofit institution income reached a record high of 593.40200 in January of 2021 and a record low of 133.18200 in January of 1992. Trading Economics provides the current actual value, an historical data chart and related indicators for United States - Nonprofit institution income - last updated from the United States Federal Reserve on July of 2025.
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United States - M1 (DISCONTINUED) was 18105.10000 Bil. of $ in February of 2021, according to the United States Federal Reserve. Historically, United States - M1 (DISCONTINUED) reached a record high of 18151.40000 in January of 2021 and a record low of 273.40000 in January of 1975. Trading Economics provides the current actual value, an historical data chart and related indicators for United States - M1 (DISCONTINUED) - last updated from the United States Federal Reserve on July of 2025.
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Patient-drug-disease (PDD) Graph dataset, utilising Electronic medical records (EMRS) and biomedical Knowledge graphs. The novel framework to construct the PDD graph is described in the associated publication.PDD is an RDF graph consisting of PDD facts, where a PDD fact is represented by an RDF triple to indicate that a patient takes a drug or a patient is diagnosed with a disease. For instance, (pdd:274671, pdd:diagnosed, sepsis)Data files are in .nt N-Triple format, a line-based syntax for an RDF graph. These can be accessed via openly-available text edit software.diagnose_icd_information.nt - contains RDF triples mapping patients to diagnoses. For example:(pdd:18740, pdd:diagnosed, icd99592),where pdd:18740 is a patient entity, and icd99592 is the ICD-9 code of sepsis.drug_patients.nt- contains RDF triples mapping patients to drugs. For example:(pdd:18740, pdd:prescribed, aspirin),where pdd:18740 is a patient entity, and aspirin is the drug's name.Background:Electronic medical records contain multi-format electronic medical data that consist of an abundance of medical knowledge. Faced with patients' symptoms, experienced caregivers make the right medical decisions based on their professional knowledge, which accurately grasps relationships between symptoms, diagnoses and corresponding treatments. In the associated paper, we aim to capture these relationships by constructing a large and high-quality heterogenous graph linking patients, diseases, and drugs (PDD) in EMRs. Specifically, we propose a novel framework to extract important medical entities from MIMIC-III (Medical Information Mart for Intensive Care III) and automatically link them with the existing biomedical knowledge graphs, including ICD-9 ontology and DrugBank. The PDD graph presented in this paper is accessible on the Web via the SPARQL endpoint as well as in .nt format in this repository, and provides a pathway for medical discovery and applications, such as effective treatment recommendations.De-identificationIt is necessary to mention that MIMIC-III contains clinical information of patients. Although the protected health information was de-identifed, researchers who seek to use more clinical data should complete an on-line training course and then apply for the permission to download the complete MIMIC-III dataset: https://mimic.physionet.org/