Used and loved by millions
Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com
comprehensive dataset
Grammar usage guide and real-world examplesUSAGE SUMMARY
"comprehensive dataset" is a correct and usable phrase in written English.
It can be used when describing a collection of data that is comprehensive or complete in its coverage of a particular topic or subject. Example: The researchers compiled a comprehensive dataset of health statistics from various countries to analyze the effectiveness of different healthcare systems.
✓ Grammatically correct
Science
News & Media
Alternative expressions(20)
complete data set
extensive data collection
comprehensive file
comprehensive information
comprehensive package
comprehensive evidence
comprehensive assortment
a detailed body of data
an extensive dataset
a large body of data
a considerable body of data
Substantial data resource
expanded dataset
comprehensive body of data
extensive collection of data
substantial body of evidence
a vast data set
extensive knowledge base
an extensive data set
a large data set
Table of contents
Usage summary
Human-verified examples
Expert writing tips
Linguistic context
Ludwig's wrap-up
Alternative expressions
FAQs
Human-verified examples from authoritative sources
Exact Expressions
60 human-written examples
These records show incidents across detention centres from October 2009 to May 2011, and is the most comprehensive dataset ever published about Australia's detention network.
News & Media
The authors collected a comprehensive dataset on NPEs, relevant patents and lawsuits between NPEs for the period 2001 and 2011.
News & Media
Over the next two years, the aim is to identify signatures for all approved drugs in America and build up a much more comprehensive dataset.
News & Media
An important challenge here is the absence of such a comprehensive dataset.
Science
To this end, we propose an experimental study, to improve the comprehensive dataset previously obtained.
Science
In this study the first comprehensive dataset of 236U in the North Atlantic Ocean is presented.
To do so adequately, one would require a more comprehensive dataset.
A comprehensive dataset of 203 substances including 132 industrial chemicals and 71 pesticides was gathered.
It is probable that Facebook boasts the broadest, deepest, and most comprehensive dataset of human information, interests, and activity ever collected.
News & Media
"With the newly available DNA sequences, we had a comprehensive dataset for the new species and described it".
News & Media
The BBP model was constructed directly from a comprehensive dataset of experimental results of SCC available in the literature.
Science
Expert writing Tips
Best practice
When aiming for clarity, specify the key characteristics of the "comprehensive dataset", such as its size, scope, or the methods used to compile it.
Common error
Avoid using "comprehensive dataset" if the data has significant gaps or limitations. Be transparent about any known biases or exclusions to maintain credibility.
Source & Trust
83%
Authority and reliability
4.5/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "comprehensive dataset" functions as a noun phrase, where "comprehensive" modifies the noun "dataset". It describes the nature and scope of the dataset, indicating its thoroughness and completeness. As Ludwig AI confirms, this phrase is commonly used in written English.
Frequent in
Science
75%
News & Media
15%
Formal & Business
5%
Less common in
Encyclopedias
0%
Wiki
0%
Reference
0%
Ludwig's WRAP-UP
The phrase "comprehensive dataset" is a common and grammatically correct term used to describe a thorough and complete collection of data. As Ludwig AI states, this phrase effectively communicates the extensive nature of a dataset, assuring its suitability for analysis and research. Predominantly used in scientific and academic contexts, as shown by the Ludwig examples, it emphasizes the breadth and depth of the data. When employing this phrase, ensure the dataset truly warrants the description by avoiding overstatement and acknowledging any existing limitations. Alternatives include "complete data set" and "extensive data collection".
More alternative expressions(10)
Phrases that express similar concepts, ordered by semantic similarity:
complete data set
Replaces "comprehensive" with "complete", emphasizing the finished and all-inclusive nature of the data.
extensive data collection
Shifts focus to the process of gathering data, using "extensive" to indicate a large scope.
thorough data compilation
Highlights the meticulous nature of assembling the data, using "thorough" to suggest careful attention to detail.
detailed data repository
Emphasizes the richness of information contained within the dataset, suggesting depth and granularity.
exhaustive data archive
Uses "exhaustive" to convey the complete and all-encompassing nature of the data collection.
wide-ranging data pool
Focuses on the breadth of the dataset, implying diversity and variety in the information included.
broad data inventory
Suggests a systematic listing of data, with "broad" indicating a wide scope of coverage.
inclusive data compendium
Highlights the all-inclusive nature of the dataset, suggesting that nothing has been excluded.
holistic data resource
Implies that the dataset offers a complete and integrated view of the subject matter.
in-depth data analysis
Focuses on the depth of analysis possible with the data, rather than the data itself.
FAQs
What does "comprehensive dataset" mean?
A "comprehensive dataset" refers to a collection of data that is complete, thorough, and inclusive, covering all or nearly all relevant aspects of a particular subject or area of study.
How can I use "comprehensive dataset" in a sentence?
You can use "comprehensive dataset" in a sentence like this: "The researchers analyzed a "comprehensive dataset" of patient records to identify trends in disease prevalence."
What are some alternatives to "comprehensive dataset"?
Alternatives to "comprehensive dataset" include "complete data set", "extensive data collection", or "thorough data compilation", depending on the specific nuance you want to convey.
What distinguishes a "comprehensive dataset" from a simple dataset?
A "comprehensive dataset" is distinguished by its completeness and depth. Unlike a simple dataset, it aims to include all relevant data points and variables, minimizing gaps and biases.
Editing plus AI, all in one place.
Stop switching between tools. Your AI writing partner for everything—polishing proposals, crafting emails, finding the right tone.
Table of contents
Usage summary
Human-verified examples
Expert writing tips
Linguistic context
Ludwig's wrap-up
Alternative expressions
FAQs
Source & Trust
83%
Authority and reliability
4.5/5
Expert rating
Real-world application tested