Datastory

Data glossary

The vocabulary of data storytelling, explained without the jargon. Definitions for the open data, statistics, visualization and linked data terms that show up in our work — and probably in yours.

90 terms

Data science

Anonymization

Data anonymization is a type of process to remove sensitive information to protect the identity of individuals in datasets.

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Technology

API – Application Programming Interface

An API is an interface that defines how, for example, software applications can communicate with each other. APIs allow different software systems to interact and share data.

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Open data

Attribution

Attribution means acknowledging the source of data when using or re-publishing it, giving proper credit to the original creators or providers.

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Data science

Big Data

A collection of data so large that it cannot be stored, transmitted or processed using traditional computing techniques and requires specialized tools and methods.

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Technology

Blockchain

A blockchain is a growing list of records, called blocks, that are linked using cryptography to create a secure and tamper-evident ledger.

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Open data

Bulk Download

Data is available in 'bulk' if the entire dataset can be downloaded easily and at once, rather than having to access individual records separately.

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Open data

CC0

CC0 (a Creative Commons License) enables scientists, educators, artists and other creators to waive their copyright and place their works in the public domain.

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Civic tech

Civic Education

Civic education relates to empowering people to be well-informed, active participants in civic life through the acquisition of knowledge, skills, and values.

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Civic tech

Civic Tech

Civic technology, or civic tech, enhances the relationship between the people and government with software for communications, decision-making, service delivery, and political process.

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Technology

CKAN

An open-source software platform for creating data portals, built and maintained by the Open Knowledge Foundation.

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Technology

Cloud

Data stored 'in the cloud' is handled by a hosting company, relieving the data owner of the responsibility for maintaining the infrastructure.

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Statistics

Confounding Variable

A confounding variable is an outside influence that changes the effect of the dependent and independent variable, potentially leading to false conclusions.

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Knowledge organization

Controlled Vocabulary

Controlled vocabularies provide a way to organize knowledge for retrieval. They are carefully selected lists of words and phrases used to tag units of information.

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Statistics

Correlation does not imply causation

An easy mistake to make (a 'logical fallacy') is to draw the conclusion that, because two variables are correlated, one causes the other.

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Open data

Creative Commons

A Creative Commons (CC) license is one of several public copyright licenses that enable the free distribution of an otherwise copyrighted work.

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Civic tech

Crowdsourcing

Crowdsourcing is a sourcing model in which individuals or organisations obtain goods or services from a large, relatively open group of participants.

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Technology

CSV

CSV or Comma-separated values, is a standard format for spreadsheet data. Data values are separated by commas and each row represents a record.

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Data science

Data Cleaning

Data cleansing or data cleaning is the process of detecting and correcting (or removing) corrupt or inaccurate records from a dataset.

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Data journalism

Data Journalism

Data journalism is the use of data, storytelling and visualization to uncover, explain and present stories that are in the public interest.

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Open data

Data Portal

A data portal is any online platform which supports users in accessing datasets, typically providing search, browse, and download functionality.

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Data visualization

Data Story

A data story is a format that combines data and storytelling into a pedagogical, explanatory or exploratory narrative using visualizations.

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Data visualization

Data Visualization

Data visualization is an interdisciplinary field that deals with the graphic representation of data to communicate information clearly and efficiently.

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Data science

Dataset

A dataset is a collection of related tables of data that may be accessed individually or in combination for analysis or reporting.

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Data visualization

Datastory

A platform that explains important issues using data storytelling and interactive visualizations to make complex information accessible.

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Technology

DCAT, DCAT-AP

DCAT (Data Catalogue Vocabulary) is a standard developed by the W3C organization for describing datasets in data catalogs.

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Data science

Dimension

In a database, dimensions provide structured, categorical information about the data, such as time, geography, or product categories.

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Data science

ETL

In computing, extract, transform, load (ETL) is the general procedure of copying data from one or more sources into a destination system.

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Open data

Five Stars of Open Data

A rating system for open data proposed by Tim Berners-Lee, founder of the World Wide Web, ranging from basic availability to linked open data.

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Civic tech

Freedom of Information (FOI)

A requirement in law (e.g. the Freedom of Information Act 2000 in the UK or the FOIA in the US) for public bodies to publish certain information.

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Data science

Geodata

Any dataset where data points include a location, e.g. as latitude and longitude coordinates or geographic names.

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Technology

GeoJSON

GeoJSON is an open standard format designed for representing simple geographical features, along with their non-spatial attributes.

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Technology

GIS

GIS, or Geographical Information System, is any computer system designed to capture, store, manipulate, analyze, and present spatial or geographic data.

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Technology

Git

Git is a software for tracking changes ('version control') in any set of files – commonly used for coordinating work among programmers.

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Technology

GitHub

GitHub is a cloud-based version-control and collaboration platform for software development that uses Git.

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Data science

Granularity (data)

Granular data is data that is in small pieces, for example in its most 'raw' form before being aggregated or summarized.

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Civic tech

Hackathon

A hackathon is an event, usually hosted by a tech company or organisation, in which computer programmers collaborate intensively on software projects.

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Technology

Human Readable

Data in a format that can be conveniently read by a human. Some human-readable formats, like PDF, are not machine-readable.

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Technology

Identifier

The name of an object or concept in a database. An identifier may be the name of a variable, a unique ID, or a web address (URL).

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Technology

IETF

The Internet Engineering Task Force (IETF) is an open standards organization, which develops and promotes voluntary Internet standards.

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Technology

Interoperability

Interoperability is a characteristic of a product or system that can work with other products or systems without special effort.

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Technology

IoT, Internet of Things

The Internet of Things (IoT) describes a system of interrelated computing devices that can transfer data over a network without human interaction.

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Technology

JavaScript

JavaScript is a dynamic programming language that is mostly used for web development to make web pages interactive.

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Technology

JSON

JSON (JavaScript Object Notation) is an open standard file format, and data interchange format, that uses human-readable text.

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Open data

Linked Open Data

Linked data is structured data which is interlinked with other data so it becomes more useful through semantic queries.

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Technology

Machine Readable

Data in a data format that can be automatically read and processed by a computer, such as CSV, JSON, or XML.

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Data science

Metadata

Information about a dataset such as its title and description, method of collection, and contact information for the publisher.

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Open data

ODbL

Open Database Licence, an open licence for data that allows sharing, creating, and adapting databases while requiring attribution.

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Knowledge organization

Ontology (information science)

In computer science and information science, an ontology is a way of keeping information about a domain of knowledge using concepts and relationships.

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Open data

Open Access

The principle that access to the published papers and other results of research, should be freely available to everyone.

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Open data

Open Data

Open Data is the idea that some data should be freely available to everyone to use and republish as they wish, without restrictions.

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Open data

Open Data Charter

The International Open Data Charter is a set of principles and best practices for governments and organizations releasing open data.

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Open data

Open Definition

The Open Definition, first released by Open Knowledge in 2005, sets out under what conditions data and content can be called 'open'.

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Technology

Open Format

A file format with no restrictions, monetary or otherwise, placed upon its use and whose specification is publicly available.

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Civic tech

Open Government

Open government, in line with the open movement generally, seeks to make the operations and decisions of government more transparent.

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Technology

Open Source

Open source is source code (the code that makes up a software) that is made freely available and may be redistributed and modified.

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Technology

Open Standards

Generally understood as technical standards which are free from licencing restrictions and their specification is publicly available.

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Statistics

P-value

The P value, or calculated probability, is a statistical concept that is used in hypothesis testing to help determine statistical significance.

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Technology

PDF

PDF, or Portable Document Format, is an open file format used for exchanging documents that preserves formatting across platforms.

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Science

Peer-review

Peer review is the evaluation of work by one or more people with similar competencies as the producers of the work (peers).

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Technology

Proprietary

Proprietary software is owned by a company which restricts the ways in which it can be used, modified, or redistributed.

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Open data

PSI Directive

A directive on open data and the re-use of public sector information that requires EU member states to make their public data available.

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Open data

Public Domain

The public domain refers to creative materials that are not protected by intellectual property laws and can be used freely.

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Data science

Raw Data

Raw data, also known as primary data, are data (e.g., numbers, instrument readings) collected from a source before any processing or analysis.

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Technology

RDF

RDF, The Resource Description Framework, is a family of standards that are used to model and share data on the web in a machine-readable way.

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Technology

React

React (also known as React.js or ReactJS) is an open-source, front end, JavaScript library for building user interfaces.

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Technology

SaaS

Software as a service (or SaaS) is a way of delivering applications over the Internet—as a service hosted in the cloud.

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Data science

Scraping (data)

Data scraping is a technique in which a computer program extracts data from human-readable output coming from another program.

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Statistics

SDMX

SDMX, which stands for Statistical Data and Metadata eXchange is an international initiative that aims at standardising and modernising statistical processes.

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Technology

Semantic Web

The Semantic Web is an extension of the World Wide Web through standards set by the W3C to make Internet data machine-readable.

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Technology

Server

In computing, a server is a piece of computer hardware or software (computer program) that provides functionality for other programs or devices.

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Technology

Shapefile

The shapefile format is a geospatial data format. It is developed and regulated by Esri as an open specification for geographic information.

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Knowledge organization

SKOS

Simple Knowledge Organization System (SKOS) is a W3C recommendation designed for representation of thesauri, classification schemes, and taxonomies.

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Data science

Small Data

To provide a contrast to 'Big data', multiple definitions of 'Small data' has emerged, generally referring to data small enough to be processed traditionally.

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Data journalism

Solutions Journalism

Solutions journalism is an approach to news reporting that focuses on the responses to social problems, not just the problems themselves.

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Technology

SPARQL

SPARQL is a query language for databases. It allows retrieval and manipulation of data stored in Resource Description Framework (RDF) format.

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Data science

Spatial Data

Data that is geographic in nature with an implicit or explicit association with a location relative to Earth's surface.

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Technology

Spreadsheet

A spreadsheet is an application for organizing, analysing, and storing data in tabular form with rows and columns.

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Technology

SQL

SQL (pronounced 'sequel'), Structured Query Language, is a domain-specific language used in programming for managing data in relational databases.

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Statistics

Statistical Significance

Statistical significance is a way of quantifying whether results in data are not likely due to chance, usually using a p-value threshold.

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Data science

Structured Data

Structured data is data that adheres to a pre-defined data model and is therefore straightforward to analyse and process.

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Technology

Tab-separated values

Tab-separated values, or TSV is a standard format for spreadsheet data. As it sounds, data values are separated by tabs rather than commas.

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Knowledge organization

Taxonomy

Taxonomy is the science of naming, describing and classifying organisms or concepts in an ordered system that is indicative of natural relationships.

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Civic tech

Transparency

Transparency, as used in science, engineering, business, the humanities and in other social contexts, is operating in such a way that it is easy for others to see what actions are performed.

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Technology

Triplestore

A triplestore or RDF store is a purpose-built database for the storage and retrieval of triples through semantic queries.

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Technology

URI / URL

A Uniform Resource Identifier (URI) is a unique sequence of characters that identifies a logical or physical resource used by web technologies.

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Technology

W3C

The World Wide Web Consortium (W3C) is an international community where Member organizations work together to develop Web standards.

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Technology

Web Application

A web application or web app is computer program that runs on a web server and is accessed through a web browser over a network.

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Open data

Wikidata

Wikidata is a free and open knowledge base that can be read and edited by both humans and machines, acting as central storage for structured data.

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Open data

Wikipedia

Wikipedia is a free, collaborative, and multilingual online encyclopedia, created and maintained by a community of volunteer editors.

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Technology

XLS(X)

Microsoft Excel files are typically stored with .xls or .xlsx file extensions as proprietary formats for spreadsheet data.

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