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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com
exhibits normality
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "exhibits normality" is correct and usable in written English.
It can be used in contexts such as statistics, psychology, or any field where the concept of normality is relevant, often to describe data or behavior that conforms to expected patterns. Example: "The results of the experiment indicate that the sample exhibits normality, suggesting that the data follows a Gaussian distribution."
✓ Grammatically correct
Science
News & Media
Alternative expressions(4)
Table of contents
Usage summary
Human-verified examples
Expert writing tips
Linguistic context
Ludwig's wrap-up
Alternative expressions
FAQs
Human-verified similar examples from authoritative sources
Similar Expressions
60 human-written examples
The distributions of these 2,000 pairs of sample averages from the two compared groups were confirmed to exhibit normality using Q–Q normal plot (through qqnorm function in R) that justified the use of t-test for our purpose.
Science
I talked to a gay couple, two women, who had been married before and were now bringing up their children from previous marriages, so every day they were breaking the law because they were exhibiting the normality of their relationship in front of minors.
News & Media
This was because that the residual system upon the removal of anyone of the three enzymes was so ill-suited that its trajectories did not exhibit the normality of well-imposed biological kinetic systems, in which all trajectories tended to stabilize near some regions in the state space.
Science
The root biomass and root length data at 0.5-m depth and radial intervals exhibited non-normality due largely to the high prevalence of depth and radial segments in which no or little root material was recorded.
Some variables exhibited non-normality and hence Spearman's correlation analysis was used.
Science
As the data exhibited non-normality and heteroscedasticity (P<0.05), a 10 log transformation was employed.
Science
Data were normally distributed as determined using the Jarque Bera test for normality and exhibited equal variance as judged by Levene's test.
Science
As the distribution of some metabolites exhibit partial deviation from normality, we also chose to perform Mann–Whitney tests as a non-parametric validation (P < 0.05).
Science & Research
Residuals from the models fit for desmocollin 1 and solute carrier family 31 member 1 exhibited significant departures from normality (Shapiro-Wilk test, P < 0.05).
Science
Consequently, "standard modeling approaches" often result in models with upwardly biased predictions, and the estimated random-effects distributions may exhibit severe departures from normality.
Because the data set exhibited significant deviations from normality in both inspection of quantile-quantile plots and according to the Kolmogorov Smirnov test, the Kruskal Wallis test (PROC NPAR1WAY) was used for categorical comparisons.
Expert writing Tips
Best practice
When describing statistical data, ensure you've conducted appropriate tests (e.g. Shapiro-Wilk) to confirm that your data truly "exhibits normality" before using parametric statistical methods like t-tests or ANOVA.
Common error
Don't assume that your data "exhibits normality" simply because it looks like it might. Always use statistical tests and visual inspection (histograms, Q-Q plots) to confirm. Failing to do so can lead to incorrect conclusions from your analyses.
Source & Trust
83%
Authority and reliability
4.1/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "exhibits normality" functions as a descriptive term, primarily used in scientific and statistical contexts. It indicates that a particular set of data or observations conforms to a normal distribution or displays characteristics that are considered typical or standard. Ludwig AI confirms its correct usage.
Frequent in
Science
60%
News & Media
20%
Academia
20%
Less common in
Formal & Business
0%
Encyclopedias
0%
Wiki
0%
Ludwig's WRAP-UP
The phrase "exhibits normality" is a descriptive term primarily used in scientific, statistical, and academic contexts to indicate adherence to expected patterns or a normal distribution. Ludwig AI indicates its correct usage, although examples are limited. When describing statistical data, it's crucial to verify normality through appropriate tests and visual inspections before applying parametric methods. Alternative phrases include "shows normal distribution" and "conforms to the norm". While grammatically sound, ensure its usage aligns with its intended meaning to maintain precision and objectivity.
More alternative expressions(6)
Phrases that express similar concepts, ordered by semantic similarity:
conforms to the norm
Directly states alignment with a prevailing standard or usual state.
shows normal distribution
Focuses specifically on statistical distributions, implying a mathematical assessment of normality.
displays typical behavior
Emphasizes behavior that is standard or expected within a given context.
demonstrates expected pattern
Highlights the presence of a recurring and anticipated sequence or arrangement.
reflects standard characteristics
Indicates that certain features are in line with established norms or benchmarks.
manifests usual traits
Highlights traits or qualities that are commonly observed or anticipated.
presents a normal appearance
Focuses on the outward presentation being consistent with what is considered typical.
aligns with typicality
Emphasizes the degree to which something matches common or standard expectations.
possesses regular features
Highlights the presence of common and unremarkable attributes or components.
maintains a state of normalcy
Focuses on preserving or continuing a condition of being normal or usual.
FAQs
How can I determine if my data "exhibits normality"?
You can assess if your data "exhibits normality" by using statistical tests such as the Shapiro-Wilk test or the Kolmogorov-Smirnov test. Additionally, visually inspect histograms and Q-Q plots to check for a normal distribution shape. If tests indicate non-normality, consider data transformations or non-parametric statistical methods.
What statistical tests can I use if my data does not "exhibit normality"?
If your data does not "exhibit normality", you can use non-parametric tests such as the Mann-Whitney U test, Wilcoxon signed-rank test, or Kruskal-Wallis test. These tests do not assume a normal distribution and are suitable for analyzing non-normally distributed data.
What are some alternative phrases for "exhibits normality" in a statistical context?
In a statistical context, alternative phrases for "exhibits normality" include "shows normal distribution", "follows a normal distribution", or "conforms to a normal distribution".
What does it mean for a dataset to "exhibit normality"?
For a dataset to "exhibit normality" means that its distribution closely resembles a normal distribution, also known as a Gaussian distribution or bell curve. In a normal distribution, data points are symmetrically distributed around the mean, with most values clustered near the average.
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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
4.1/5
Expert rating
Real-world application tested