READ is EPA's authoritative source for information about Agency information resources, including applications/systems, datasets and models. READ is one component of the System of Registries (SoR).

This dataset contains the register of gifts and hospitality received by staff of City of York Council. The dataset contains information from May 2022 onwards and will be updated every March and September. Please note that the names of the recipients are only published for those who are Senior Officers of a grade 12 or higher.

In this project, we work on repairing three datasets:

• Trials design: This dataset was obtained from the European Union Drug Regulating Authorities Clinical Trials Database (EudraCT) register and the ground truth was created from external registries. In the dataset, multiple countries, identified by the attribute country_protocol_code, conduct the same clinical trials which is identified by eudract_number. Each clinical trial has a title that can help find informative details about the design of the trial.
• Trials population: This dataset delineates the demographic origins of participants in clinical trials primarily conducted across European countries. This dataset include structured attributes indicating whether the trial pertains to a specific gender, age group or healthy volunteers. Each of these categories is labeled as (`1') or (`0') respectively denoting whether it is included in the trials or not. It is important to note that the population category should remain consistent across all countries conducting the same clinical trial identified by an eudract_number. The ground truth samples in the dataset were established by aligning information about the trial populations provided by external registries, specifically the CT.gov database and the German Trials database. Additionally, the dataset comprises other unstructured attributes that categorize the inclusion criteria for trial participants such as inclusion.
• Allergens: This dataset contains information about products and their allergens. The data was collected from the German version of the `Alnatura' (Access date: 24 November, 2020), a free database of food products from around the world `Open Food Facts', and the websites: `Migipedia', 'Piccantino', and `Das Ist Drin'. There may be overlapping products across these websites. Each product in the dataset is identified by a unique code. Samples with the same code represent the same product but are extracted from a differentb source. The allergens are indicated by (‘2’) if present, or (‘1’) if there are traces of it, and (‘0’) if it is absent in a product. The dataset also includes information on ingredients in the products. Overall, the dataset comprises categorical structured data describing the presence, trace, or absence of specific allergens, and unstructured text describing ingredients.

N.B: Each '.zip' file contains a set of 5 '.csv' files which are part of the afro-mentioned datasets:

• "{dataset_name}_train.csv": samples used for the ML-model training. (e.g "allergens_train.csv")
• "{dataset_name}_test.csv": samples used to test the the ML-model performance. (e.g "allergens_test.csv")
• "{dataset_name}_golden_standard.csv": samples represent the ground truth of the test samples. (e.g "allergens_golden_standard.csv")
• "{dataset_name}_parker_train.csv": samples repaired using Parker Engine used for the ML-model training. (e.g "allergens_parker_train.csv")
• "{dataset_name}_parker_train.csv": samples repaired using Parker Engine used to test the the ML-model performance. (e.g "allergens_parker_test.csv")

City of Austin Open Data Terms of Use https://data.austintexas.gov/stories/s/ranj-cccq This dataset is a monthly upload of the Community Registry (www.AustinTexas.gov/CR), where community organizations such as neighborhood associations may register with the City of Austin to receive notices of land development permit applications within 500 feet of the organization's specified boundaries. This dataset can be used to contact multiple registered organizations at once by filtering/sorting, for example, by Association Type or by Association ZipCode. The organizations' boundaries can be viewed in the City's interactive map at www.AustinTexas.gov/GIS/PropertyProfile/ - the Community Registry layer is under the Boundaries/Grids folder. Austin Development Services Data Disclaimer: The data provided are for informational use only and may differ from official department data. Austin Development Services’ database is continuously updated, so reports run at different times may produce different results. Care should be taken when comparing against other reports as different data collection methods and different data sources may have been used. Austin Development Services does not assume any liability for any decision made or action taken or not taken by the recipient in reliance upon any information or data provided.

This dataset represents synthetic data derived from anonymized Norwegian Registry Data of pa aged 65 and above from 2011 to 2013. It includes the Norwegian Patient Registry (NPR), which contains hospitalization details, and the Norwegian Prescription Database (NorPD), which contains prescription details. The NPR and NorPD datasets are combined into a single CSV file. This real dataset was part of a project to study medication use in the elderly and its association with hospitalization. The project has ethical approval from the Regional Committees for Medical and Health Research Ethics in Norway (REK-Nord number: 2014/2182). The dataset was anonymized to ensure that the synthetic version could not reasonably be identical to any real-life individuals. The anonymization process was done as follows: first, only relevant information was kept from the original data set. Second, individuals' birth year and gender were replaced with randomly generated values within a plausible range of values. And last, all dates were replaced with randomly generated dates. This dataset was sufficiently scrambled to generate a synthetic dataset and was only used for the current study. The dataset has details related to Patient, Prescriber, Hospitalization, Diagnosis, Location, Medications, Prescriptions, and Prescriptions dispatched. A publication using this data to create a machine learning model for predicting hospitalization risk is under review.

This dataset provides a structured and machine-readable register of all companies recorded by the Companies Registration Office (CRO) in Ireland. It includes a daily snapshot of company records, covering both currently registered companies and historical records of dissolved or closed entities. The dataset aligns with the European Union’s Open Data Directive (Directive (EU) 2019/1024) and the Implementing Regulation (EU) 2023/138, which designates company and company ownership data as a high-value dataset. Updated daily, it ensures timely access to corporate information and is available for bulk download and API access under the Creative Commons Attribution 4.0 (CC BY 4.0) licence, allowing unrestricted reuse with appropriate attribution. By increasing transparency, accountability, and economic innovation, this dataset supports public sector initiatives, research, and digital services development.

The 1862 Act Register contains records of land and property in England and Wales, registered under the Land Registry Act 1862. It was the government’s first attempt to record property ownership information. Almost 2,000 properties were registered in 272 volumes of handwritten and typed pages, made of parchment, waxed linen or paper. Documents like deed plans and marriage certificates were often supplied to support registration applications and were usually kept in the Instrument Books as part of the record. Geographic coverage

Register of payments made as provided for in the Local Government Act 2001 to Councillors and the Register of Individual attendance records at Council Meetings for all Councillors. These registers include details of the following; Annual Representational Payment (Salary) which is subject to tax and statutory deductions. The Annual Allowance which is primarily in respect of expenses incurred through attendance at Council meetings. It is made up of three elements: travel to and from meetings, subsistence, postage and miscellaneous expenses incurred in their representational role. The amending regulations (S.I. No. 494 of 2017) provided for the introduction of a new vouched expenses allowance that elected members may choose to opt for in place of the existing fixed annual rate for miscellaneous expenses. There are attendance thresholds in place which determine the amount due to each Councillor. Payments in respect of travel and subsistence expenses incurred through attendance at conferences/seminars etc. Attendance Registers: This outlines details of Individual attendance records at Council Meetings for all Councillors. When examining these details the following should be taken into consideration; The Mayor /Deputy Mayor’s Allowance: The Local Government Act provides that a Local Authority can pay an allowance for reasonable expenses to its Mayor and Deputy Mayor for their term of office; these payments are subject to statutory deductions. Please note the term of office of Mayor and Deputy Mayor straddles two calendar years as they are elected at the annual meeting held at the end of June each year. The Strategic Policy Committee Chair Allowance is to cover all expenses relating to the position, including meetings of the Corporate Policy Group (High Level Strategic Group of the Council which meets a minimum of 12 times per year, compromising of the Mayor, Chief Executive and SPC Chairs), meetings with Local Authority Officials and /or meetings with external groups.

This is the same dataset as: Guillaume Bernard. (2022). Event Registry titles only dataset with multiple extracted features (both sparse and dense) (1.0) [Data set]. Zenodo. https://doi.org/10.5281/zenodo.6630447 But with texts degraded by OCR as described in: Guillaume Bernard. (2022). Event Registry titles dataset texts with OCR degradations (1.0) [Data set]. Zenodo. https://doi.org/10.5281/zenodo.6630828

SOA is an approach utilizing reusable components or services in order to build applications by plugging in the appropriate components. It utilizes COTS databases as part of the SOA approach and architecture. A Services Registry and Repository is used to support the automation requirements for software distribution and management. The data contained is used for Web Service, Framework Component, and Legacy Utility, including technical information, such as interfaces for web services, as well as business information including application names, descriptions, owning organizations, and contact information.

This dataset represents all sources recorded in the source register of North Rhine-Westphalia, which is independently managed by five institutions, or their sampling points on the basis of the water station map (gsk3c) of the state. The attribute table provides information about the number, location and data holders of all objects displayed within a source area and indicates the reference source. Sources from GeoBasis NRW – i.e. from state surveying – are always reference sources. All objects within a radius of 10 m around the reference source are merged under a SourceNRW_ID. Intersecting radii are combined into a larger contiguous source area. If there is no reference source of Geobasis NRW in an area, the source closest to the centre of gravity represents the reference source.

Register of payments made as provided for in the Local Government Act 2001 to Councillors and the Register of Individual attendance records at Council Meetings for all Councillors. These registers include details of the following; Annual Representational Payment (Salary) which is subject to tax and statutory deductions. The Annual Allowance which is primarily in respect of expenses incurred through attendance at Council meetings. It is made up of three elements: travel to and from meetings, subsistence, postage and miscellaneous expenses incurred in their representational role. The amending regulations (S.I. No. 494 of 2017) provided for the introduction of a new vouched expenses allowance that elected members may choose to opt for in place of the existing fixed annual rate for miscellaneous expenses. There are attendance thresholds in place which determine the amount due to each Councillor. Payments in respect of travel and subsistence expenses incurred through attendance at conferences/seminars etc. Attendance Registers: This outlines details of Individual attendance records at Council Meetings for all Councillors. When examining these details the following should be taken into consideration; The Mayor /Deputy Mayor’s Allowance: The Local Government Act provides that a Local Authority can pay an allowance for reasonable expenses to its Mayor and Deputy Mayor for their term of office; these payments are subject to statutory deductions. Please note the term of office of Mayor and Deputy Mayor straddles two calendar years as they are elected at the annual meeting held at the end of June each year. The Strategic Policy Committee Chair Allowance is to cover all expenses relating to the position, including meetings of the Corporate Policy Group (High Level Strategic Group of the Council which meets a minimum of 12 times per year, compromising of the Mayor, Chief Executive and SPC Chairs), meetings with Local Authority Officials and /or meetings with external groups.

The DIRECCT study is a multi-phase, living examination of clinical trial results dissemination throughout the COVID-19 pandemic. This dataset contains trials, registrations, and results from Phase 1 of the project, examining trials completed during the first six months of the pandemic (i.e., through 30 June 2020). This dataset is provided as a relational database of three CSVs which can joined on the id column. Data was collected using a combination of automated and manual strategies; automated searches were performed on 30 June 2020, and manual searches were performed between 21 October 2020 and 18 January 2021. Data sources for trials and registrations include the World Health Organization (WHO) International Clinical Trials Registry Platform (ICTRP) list of registered COVID-19 studies, individual clinical trial registries, and the COVID-19 TrialsTracker (https://covid19.trialstracker.net/). Data sources for results include COVID-19 Open Research Dataset Challenge (CORD-19), PubMed, EuropePMC, Google Scholar, and Google. Additional information on the project is available at the project's OSF page: http://doi.org/10.17605/osf.io/5f8j2

The Register of Public Sector Bodies in Ireland provides the basis for the preparation of Government Finance Statistics (GFS) and Excessive Deficit Procedure (EDP) reporting for Ireland. The Register is based on a number of sources including government publications, annual reports, academic databases and data collection undertaken by the CSO through the Department of Public Expenditure and Reform and the Department of Housing, Local Government and Heritage. .hidden { display: none }

Registers maintained by HM Government Registers - Registers are lists of information. Each register is the most reliable list of its kind. If you wish to know more about registers, please visit the registers guidance at https://www.gov.uk/government/publications/registers/registers Fields in this register - register, text, registry, phase, copyright, fields

The International Registry of Reproductive Pathology Database is part of pioneering work done by Dr. Kenneth McEntee to comprehensively document thousands of disease cases studies. His large and comprehensive collection of case reports and physical samples was complimented by development of the International Registry of Reproductive Pathology Database in the 1980s. The original FoxPro Database files and a migrated access version were completed by the College of Veterinary Medicine in 2016. Access CSV files were completed by the University of Illinois Library in 2017.

This dataset includes over 2000 images of shipwrecks and shipwreck relics which provides a unique insight into the State's maritime history. In addition to the images the dataset includes an extract from the South Australian Register of Historic Shipwrecks. The database includes all known shipwrecks located in South Australian and Australian waters adjacent to South Australia. It includes information pertaining to Historic Shipwreck and Historic Relics as described under the (Commonwealth) Historic Shipwrecks Act 1976 and the (South Australian) Historic Shipwrecks Act 1981. The dataset includes shipwrecks that have not yet been declared under either of these Acts. Filtering may take place to restrict the location of sensitive shipwrecks where condition assessments are pending. The Maritime Register (XML) contains the image URL which can be matched to the image name. The register also includes the shipwreck name, historical background, description of the relic, location of the shipwreck and other details. See also: https://data.sa.gov.au/data/dataset/shipwrecks

This dataset is static as of April 2010. The data is no longer updated. The data has been superceded by a new dataset, the metadata for which can be found here: https://www.data.gov.uk/dataset/f031cf17-db5b-472c-ae50-dbb4d5c0e8e6/radioactive-substances-permits-corporate-entities This record is for Approval for Access product AfA027. The Radioactive Substances Act 1993 (RSA 93) regulates the keeping and use of radioactive materials, and the disposal and accumulation of radioactive waste. Any person who keeps or uses radioactive material must either be registered or subject to an exemption. In addition to registration of premises, special provisions are made for mobile radioactive apparatus. Such equipment must be registered wherever it is kept, used, lent or hired, unless covered by an exemption. Any person who disposes of radioactive waste (or accumulates such waste for disposal) must either be authorised or subject to an exemption. The Environment Agency regulates these registrations and authorisations. The Radioactive Substances Register data is provided in 3 tables: Active_RAS_Auths contains details of active authorisations, Active_RAS_Regs contains active registrations All_RAS_Auths_and_Regs contains details of all authorisation and registration applications, as well as effective, altered and revoked permissions. The 'Active' tables are subsets of the 'All' table. Attribution statement: © Environment Agency copyright and/or database right 2015. All rights reserved.

Development of the National Register for Social Housing (NROSH) was started by the Department for Communities and Local Government (DCLG) in 2004. NROSH aimed to be a database of all social housing properties in England, with a range of details captured on each property. NROSH was transferred to the Tenant Services Authority, the social housing regulator, in April 2010 and was discontinued in May 2011. Ownership of the latest NROSH dataset passed from the TSA to the Homes and Communities Agency (HCA) when responsibility for social housing regulation passed to the Regulation Committee of the HCA in April 2012. In addition to being out of date, the records submitted by social landlords to NROSH are of varying quantity and quality with many incomplete, inaccurate or missing records. The database may also contain a number of duplicate entries. Two datasets are available. One is the latest NROSH database held by the HCA as at May 2011. This release contains a large subset of the full NROSH dataset (48 from 201 fields in total; for 4,826,417 unique property records). The data in this release does not include those fields where data could enable specific identification of vulnerable people or other sensitive personal data. It also excludes fields where a minimum completion threshold is not met (generally fields where less than 25% of records have data). There are still issues of quality, incomplete data, and potential duplication of records in the data that accompanies this release that HCA is not able to resolve. Additional information, including data that falls below the minimum quality thresholds for this release, may be requested from the HCA (Referrals & Regulatory Enquiries Team, mail@homesandcommunities.co.uk). The 48 fields included in this release are summarised and described in the two tables accompanying this metadata. The data is contained in five compressed single CSV files: NROSH Data Extract Part 1; - 2; - 3; -4 and -5. Due to the large volume of records, analysis will require database software (MS Excel will not support analysis). Also available is a snapshot of the NROSH database held by DCLG as at March 2010. The data is that which was reported by social landlords in line with the system specifications and includes a selected set of fields on property address, type of accommodation, form of structure, number of rooms and bedspaces are included.

Datatypes constraining values used by register fields and idenitifying ways in which it may be encoded a representation Registers - Registers are lists of information. Each register is the most reliable list of its kind. If you wish to know more about registers, please visit the registers guidance at https://www.gov.uk/government/publications/registers/registers Fields in this register - datatype, phase, text