data set
MediumFormal, Technical, Academic
Definition
Meaning
A collection of related sets of information, typically organized in a structured format, used for analysis, processing, or reference.
A coherent collection of data points, often used in statistics, machine learning, and research to identify patterns, test hypotheses, or train algorithms.
Linguistics
Semantic Notes
Predominantly used in computing, statistics, and research. The term treats the collection as a singular entity, though composed of many items.
Dialectal Variation
British vs American Usage
Differences
No significant spelling or usage differences. 'Dataset' as a single compound word is equally common in both varieties, but 'data set' as two words remains standard.
Connotations
Technical connotations are identical in both varieties. May sound slightly more formal in British English everyday contexts.
Frequency
Equal frequency in technical contexts. Slightly more likely in UK academic writing, slightly more in US tech/business.
Vocabulary
Collocations
Grammar
Valency Patterns
[verb] + data set (e.g., process, clean, share)[adjective] + data set (e.g., comprehensive, annotated)data set + [prepositional phrase] (e.g., on demographics, from the survey)Vocabulary
Synonyms
Strong
Neutral
Weak
Vocabulary
Antonyms
Usage
Context Usage
Business
Used in analytics, market research, and reporting to refer to compiled customer or sales information.
Academic
Central to research methodology; a structured collection of observations or measurements for study.
Everyday
Rare in casual conversation; might appear in news about technology or privacy.
Technical
The fundamental unit for analysis in data science, statistics, and machine learning; often split into training and testing sets.
Examples
By Part of Speech
verb
British English
- They plan to data-set the survey results for longitudinal study.
- (Note: Extremely rare as verb)
American English
- The team will dataset the findings before analysis.
- (Note: Extremely rare as verb)
adjective
British English
- The data-set quality was paramount for the audit.
- (Note: Hyphenated attributive use)
American English
- We reviewed the dataset parameters.
- (Note: Compound attributive use)
Examples
By CEFR Level
- The teacher showed us a small data set about the weather.
- For my project, I need to find a good data set about animal populations.
- The researchers analyzed a comprehensive data set spanning ten years to identify economic trends.
- After cleansing the massive data set of anomalies, the algorithm's predictive accuracy improved markedly.
Learning
Memory Aids
Mnemonic
Imagine a SET of tennis balls, but each ball is a piece of DATA. A DATA SET is just a complete set of information.
Conceptual Metaphor
DATA SET AS A CONTAINER (we 'mine' it, 'explore' it, it 'contains' insights). DATA SET AS RAW MATERIAL (we 'process', 'refine', and 'shape' it).
Watch out
Common Pitfalls
Translation Traps (for Russian speakers)
- Не переводите как "набор данных" в контексте IT/статистики, это калька. Лучше использовать "массив данных" или "база данных" в зависимости от структуры.
- Избегайте "комплект данных" или "дата-набор".
Common Mistakes
- Using 'data set' as a plural (e.g., 'these data sets are' is correct).
- Misspelling as 'dataset' in very formal writing where the two-word form is preferred.
- Confusing with 'database' (a data set is often a static snapshot; a database is a dynamic system for managing data).
Practice
Quiz
In which context is 'data set' LEAST likely to be used?
FAQ
Frequently Asked Questions
Both 'data set' (open form) and 'dataset' (closed compound) are widely accepted, especially in technical fields. Style guides may vary; academic writing sometimes prefers the two-word form for clarity.
It is a singular noun. You treat it as one collection (e.g., 'This data set is large'). The plural is 'data sets'.
A data set is typically a static collection used for analysis. A database is a structured, dynamic system designed for storing, retrieving, and managing data, often supporting multiple data sets.
In British English, it's commonly /ˈdeɪtə/. In American English, both /ˈdeɪt̬ə/ (DAY-tuh) and /ˈdæt̬ə/ (DA-tuh) are used, with the former being more common in this compound.