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Justyna Jupowicz-Kozak quote

Justyna Jupowicz-Kozak

CEO of Professional Science Editing for Scientists @ prosciediting.com

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exhibits normality

Grammar usage guide and real-world examples

USAGE 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

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.

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

Vice

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.

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.

As the data exhibited non-normality and heteroscedasticity (P<0.05), a 10 log transformation was employed.

Data were normally distributed as determined using the Jarque Bera test for normality and exhibited equal variance as judged by Levene's test.

Science

eLife

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

Nature

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).

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.

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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.

Antonio Rotolo, PhD - Digital Humanist | Computational Linguist | CEO @Ludwig.guru

Antonio Rotolo, PhD

Digital Humanist | Computational Linguist | CEO @Ludwig.guru

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.

Expression frequency: Rare

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.

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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Source & Trust

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Authority and reliability

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Expert rating

Real-world application tested

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