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Justyna Jupowicz-Kozak quote

Justyna Jupowicz-Kozak

CEO of Professional Science Editing for Scientists @ prosciediting.com

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transformed as appropriate

Grammar usage guide and real-world examples

USAGE SUMMARY

The phrase "transformed as appropriate" is correct and usable in written English.
It can be used when indicating that something should be changed or modified in a suitable or fitting manner based on the context. Example: "The data should be transformed as appropriate to ensure it meets the project's requirements."

✓ Grammatically correct

Science

Human-verified examples from authoritative sources

Exact Expressions

13 human-written examples

In order to meet ANOVA requirements, data were transformed as appropriate.

Science

Plosone

Data were tested for normality using the Ryan-Joiner normality test and transformed as appropriate (determined using Box-Cox plots).

Science

Plosone

Data nonnormally distributed were transformed as appropriate.

Continuous variables were transformed as appropriate to approximate conditional normality.

For parametric analyses, measures were square root or log, transformed as appropriate to normalize their distributions.

Before modelling, variables were transformed as appropriate to improve linearity (e.g., by taking logarithms).

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Human-verified similar examples from authoritative sources

Similar Expressions

47 human-written examples

Variables with a non-Gaussian distribution were logarithmically or square root transformed, as deemed appropriate, before statistical analysis.

Continuous variables showing a skewed distribution were transformed wherever possible using log, square root, or inverse square root transformations, as appropriate.

Unpaired t-tests and chi-square tests were used to compare clinical characteristics between cases and controls; quantitative traits were log- or square-root-transformed as appropriate to reduce non-normality.

Science

Plosone

Continuous variables were initially log-transformed as appropriate to normalize the distribution.

Effects of the two experimental factors (sperm competition risk, potential mating rate) and their interaction were assessed using general linear models, with data log-transformed as appropriate.

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Expert writing Tips

Best practice

When using "transformed as appropriate", clearly define the criteria or conditions under which the transformation is deemed necessary to avoid ambiguity.

Common error

Avoid using "transformed as appropriate" without specifying what transformations were considered or the reasons for choosing a particular transformation. Be specific about the transformations applied for transparency and reproducibility.

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

Antonio Rotolo, PhD

Digital Humanist | Computational Linguist | CEO @Ludwig.guru

Source & Trust

82%

Authority and reliability

4.5/5

Expert rating

Real-world application tested

Linguistic Context

The phrase "transformed as appropriate" functions as an adverbial phrase that modifies a verb, indicating the manner in which a transformation was performed. As Ludwig AI confirms, it denotes that the transformation was carried out in a suitable or fitting manner based on the context. This phrase is commonly used in scientific and technical writing.

Expression frequency: Common

Frequent in

Science

100%

Less common in

News & Media

0%

Formal & Business

0%

Wiki

0%

Ludwig's WRAP-UP

The phrase "transformed as appropriate" is a common and grammatically correct expression, predominantly used in scientific and academic contexts. As Ludwig AI confirms, it signifies that a transformation was performed suitably based on the context, typically to meet specific analytical requirements like normality or linearity. When using this phrase, ensure you clearly define the transformation criteria to maintain clarity and avoid ambiguity. Alternatives such as "adjusted accordingly" or "modified as required" can be used for variety, depending on the specific context.

FAQs

How can I use "transformed as appropriate" in a sentence?

You can use "transformed as appropriate" to indicate that data or variables were modified to meet certain conditions, such as normality or linearity. For example, "Data were log "transformed" "as appropriate" before analysis to ensure normal distribution".

What are some alternatives to "transformed as appropriate"?

Alternatives include "adjusted accordingly", "modified as required", or "altered where necessary". The best choice depends on the specific context and the nuance you want to convey.

When is it necessary to use "transformed as appropriate" in research?

It is often necessary to use "transformed as appropriate" when data do not meet the assumptions of statistical tests, such as normality or homogeneity of variance. Transformations can help ensure the validity of the results.

What does "transformed as appropriate" mean in the context of data analysis?

In data analysis, "transformed as appropriate" means that the data has been modified using mathematical functions (e.g., logarithmic, square root) to better fit the requirements of the statistical methods being used. The specific transformation depends on the nature of the data and the goals of the analysis.

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Source & Trust

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Authority and reliability

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Real-world application tested

Most frequent sentences: