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
dataset including
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "dataset including" is correct and usable in written English.
You can use it when referring to a dataset that contains specific items or elements within it. Example: "The research paper analyzed a dataset including various demographic factors to understand the trends in health outcomes."
✓ Grammatically correct
Science
Alternative expressions(3)
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
In addition, we evaluated the proposed model with an independent dataset including 77 conotoxins.
Science
The full dataset, including face patches and visual attribute values, is freely available online [38].
The employed dataset including Landsat imageries, road networks and Digital Elevation Model (DEM).
This resulted in a dataset including 3,099 distinct compound-target combinations.
Science
A complete dataset including the demographic data is available to qualified researchers upon request.
Lastly, we provide an open dataset including subjective user evaluation results for 3D dynamic meshes.
Experiments on a challenging dataset including 2334 images demonstrate the effectiveness and efficiency of the proposed method.
Models were calibrated on the French control dataset, including a broad range of tree size, age and geographical conditions.
The DRIVE, STARE, and a local dataset including 273 retinal images are used to evaluate the proposed algorithm.
We tested the proposed HELPNI platform using publicly available 1000 Functional Connectomes dataset including over 1200 subjects.
Science
We conduct evaluation using a real-world dataset, including 1-month taxi trajectories with 27,000 taxis and 1000 facilities.
Expert writing Tips
Best practice
When describing a dataset, be specific about what the "dataset including" contains. This helps readers quickly understand the scope and relevance of your data.
Common error
Avoid vague descriptions when using "dataset including". Instead of saying "dataset including various factors", specify the key factors to enhance clarity and credibility.
Source & Trust
84%
Authority and reliability
4.6/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "dataset including" functions as a modifier, specifically describing what a dataset contains. It is a common way to specify the composition of a dataset, providing context about its elements. Ludwig AI confirms its correctness and usability.
Frequent in
Science
100%
Less common in
News & Media
0%
Formal & Business
0%
Academia
0%
Ludwig's WRAP-UP
In summary, "dataset including" is a grammatically sound and frequently used phrase, particularly in scientific and technical writing. Ludwig AI confirms that it is appropriate for describing the contents of a dataset. When using this phrase, ensure that you provide specific details about what the dataset contains to maximize clarity. Alternatives such as "dataset comprising", "dataset containing", and "dataset encompassing" can be used to add variety to your writing while maintaining precision.
More alternative expressions(10)
Phrases that express similar concepts, ordered by semantic similarity:
dataset encompassing
Replaces 'including' with a synonym that emphasizes comprehensiveness.
dataset comprising
Uses 'comprising' to specify what the dataset is made up of.
dataset containing
A straightforward alternative using 'containing' to indicate dataset contents.
dataset with
Simplifies the phrase, using 'with' to list what the dataset has.
dataset featuring
Uses 'featuring' to highlight key elements within the dataset.
dataset incorporating
Suggests the dataset integrates or adds certain elements.
dataset consisting of
More formal way of indicating the dataset's composition.
dataset made up of
Emphasizes the constituents of the dataset.
dataset that includes
Rephrases to use a relative clause, adding a bit more length.
dataset which contains
Similar to 'dataset that includes' but uses 'which'.
FAQs
How can I use "dataset including" in a sentence?
You can use "dataset including" to describe the contents of a dataset. For example, "The study utilized a dataset including demographic information and medical history."
What are some alternatives to "dataset including"?
Alternatives include "dataset comprising", "dataset containing", or "dataset encompassing".
Is it better to say "dataset including" or "dataset that includes"?
"Dataset including" is more concise and commonly used, especially in technical writing. "Dataset that includes" is grammatically correct but can sound less streamlined.
What does "dataset including" imply about the contents of the dataset?
It implies that the dataset contains, as a subset, the items or categories that follow the phrase. It does not necessarily mean those are the only contents.
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
84%
Authority and reliability
4.6/5
Expert rating
Real-world application tested