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
a uniform distribution
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "a uniform distribution" is correct and usable in written English.
It is generally used in mathematics to refer to a frequency distribution in which all outcomes are equally likely. For example, if you toss a fair coin 10 times, you would expect to get 5 heads and 5 tails in a uniform distribution.
✓ Grammatically correct
Science
Academia
Alternative expressions(19)
an even distribution
consistent distribution
a uniform direction
a uniform structure
a consistent pattern
an even division
an even proportion
an even share
an even break
an even speed
an even layer
an even game
an even match
an even chance
an even trade
an even fight
a balanced blend
a harmonious mix
a fine equilibrium
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
The MSs are arbitrarily distributed following a uniform distribution.
The positions of the settlements are randomly distributed using a uniform distribution.
Science
Generated from a uniform distribution.
Academia
assuming a uniform distribution of an ant's positions.
Science & Research
EDS mapping reveals a uniform distribution of fluorine in the LNF15 particle, along with other elements.
Science & Research
By maximizing this term the algorithm achieves a uniform distribution of points on all related surfaces.
Science & Research
Lower SD indicates a uniform distribution of dCas9-GFP in the nucleus.
Science & Research
The scission process seems random, which suggests a uniform distribution of tension along the backbone.
Science & Research
A uniform distribution, where there's a uniform probability over interval, over the parameter space.
Academia
We chose the following: an x4 curve, followed by a uniform distribution, then another x4 curve.
Academia
Among the European-American population, there is a uniform distribution across the United States.
Academia
Expert writing Tips
Best practice
When describing data, specify the range over which the "a uniform distribution" applies to provide context. For example, state it's "a uniform distribution between 0 and 1".
Common error
Ensure you're not simply stating something is random when you specifically mean it follows "a uniform distribution". Randomness doesn't inherently imply equal probability for all outcomes.
Source & Trust
81%
Authority and reliability
4.5/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "a uniform distribution" functions as a noun phrase, typically serving as the subject or object of a sentence. It's used to describe a specific type of probability distribution. Ludwig AI affirms its correct usage.
Frequent in
Science
65%
Academia
25%
Encyclopedias
5%
Less common in
Formal & Business
2%
News & Media
2%
Reference
1%
Ludwig's WRAP-UP
In summary, "a uniform distribution" is a noun phrase that describes a probability distribution where all outcomes are equally likely. It is grammatically correct and very commonly used, primarily in scientific and academic contexts. Ludwig AI confirms its accuracy. When writing, specifying the range is crucial for clarity, and it's important not to confuse general randomness with this specific type of distribution. Related phrases include "a uniform allocation" and "an even distribution". The phrase is most often found in the authoritative sources as Nature and PlosOne.
More alternative expressions(10)
Phrases that express similar concepts, ordered by semantic similarity:
an even distribution
Uses "even" as a synonym for "uniform", emphasizing the equality of the distribution.
a uniform allocation
Replaces "distribution" with "allocation", focusing on the even assignment of resources or items.
a homogeneous distribution
Replaces "uniform" with "homogeneous", indicating that the composition or characteristics are consistent throughout.
a uniform diffusion
Emphasizes the spreading or dispersion of something evenly across an area.
consistent distribution
This emphasizes the regularity and predictability of the distribution pattern.
equal probability distribution
Specifies that each outcome has the same chance of occurring.
a uniform partitioning
Focuses on dividing something into equal parts or sections.
a uniform spreading
Highlights the even dispersal of something over a surface or area.
a uniform spread
Similar to "spreading", emphasizes the evenness of dispersal.
a standard distribution
Refers to a distribution that follows a recognized or typical pattern, implying uniformity in the deviations.
FAQs
How is "a uniform distribution" used in statistics?
In statistics, "a uniform distribution" models situations where all outcomes within a given range are equally likely. It's often used as a baseline or null hypothesis to compare against other distributions.
What is the difference between "a uniform distribution" and a normal distribution?
"A uniform distribution" implies that all values within a range are equally probable, while a normal distribution has a bell-shaped curve, meaning values near the average are more probable. They are fundamentally different distribution types.
How can I simulate data from "a uniform distribution"?
Most programming languages and statistical software packages have functions to generate random numbers from "a uniform distribution". For example, in Python, you can use the random.uniform() function.
What are some real-world examples of "a uniform distribution"?
A simple example is rolling a fair die; each number has an equal chance of appearing. Another is randomly selecting a number from a predefined range where each number has an equal chance of selection.
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
81%
Authority and reliability
4.5/5
Expert rating
Real-world application tested