data was explored through

USAGE SUMMARY

The phrase "data was explored through" is correct and usable in written English.
It can be used when describing the methods or approaches taken to analyze or investigate data in research or analysis contexts. Example: "In this study, data was explored through various statistical methods to identify trends and patterns."

✓ Grammatically correct

Science

News & Media

Formal & Business

Human-verified examples from authoritative sources

Exact Expressions

1 human-written examples

Overlap between our diabetic DMP sites and histone modification peaks identified in Normal Human Lung Fibroblast NHLFF) ChIP-seq ENCODE data was explored through EpiExplorer and demonstrated substantial association with activating histone marks H3K4me1/2/3, H3K9ac, and H3K27ac compared to the randomly generated control data set (Fig. 3b ).

Epigenetics

Human-verified similar examples from authoritative sources

Similar Expressions

59 human-written examples

Relations in the data were explored through thematic analysis.

British Medical Journal

The recognition mechanism was explored through Job's plot, MS data, IR spectra and related theoretical calculations.

Tetrahedron Letters

The feasibility of the developed robot was explored through the experiments with image data acquired from real pavement surface.

Automation in Construction

The data were explored for negative cases.

BMJ Open

The efficiency of the modified WNNs was explored through a real-world application problem-specifically, the prediction of time-series pollution data at Texas of United States.

Applied Soft Computing

The knee was explored through a long, medial parapatellar incision.

Strategies in Trauma and Limb Reconstruction

The entire limb was explored through Doppler echography.

Annals of Intensive Care

The knee was explored through the previous mini anteromedial incision.

Journal of Orthopaedics and Traumatology

Multicollinearity between seascape metrics was explored through correlation matrices.

Plosone

Abdominal aorta was explored through the midline laparotomy.

BioMed Research International

Expert writing Tips

Best practice

When using "data was explored through", ensure the method of exploration is clearly stated to provide context and clarity. For example, "Data was explored through regression analysis to identify key predictors."

Common error

Avoid vague phrasing. Instead of saying "data was explored through various methods", specify the exact techniques used, such as "data was explored through statistical modeling and qualitative coding".

Linguistic Context

The phrase "data was explored through" functions as a passive construction, indicating that data is the subject of an action (exploration) performed by an unspecified agent. As Ludwig AI states, the phrase is usable in written English to describe methods or approaches to investigate data.

Expression frequency: Common

Frequent in

Science

70%

News & Media

15%

Formal & Business

15%

Less common in

Encyclopedias

0%

Wiki

0%

Reference

0%

Ludwig's WRAP-UP

In summary, "data was explored through" is a grammatically correct and commonly used phrase to describe the analysis of data using specific methods. As Ludwig AI confirms, it's well suited for academic and research contexts. While its frequency is common, clarity in specifying the method used is crucial. Related phrases, like "data was analyzed using" offer alternatives for varied expression. When writing, avoid vague descriptions and always specify the techniques implemented. The phrase is most often found in scientific and news publications.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

data was analyzed via

Changes the verb from "explored" to "analyzed" and the preposition from "through" to "via", implying a more direct analytical approach.

data was investigated using

Replaces "explored" with "investigated" and "through" with "using", suggesting a more formal and in-depth examination.

data was examined by means of

Substitutes "explored" with "examined" and "through" with "by means of", indicating a methodical and structured investigation.

data was assessed through

Replaces "explored" with "assessed", implying an evaluation or judgment based on the data.

data was studied via

Changes "explored" to "studied", focusing on a learning or understanding process.

data was mined to

Uses "mined" to specify extracting particular useful information. It changes focus to data mining.

a data-driven analysis was conducted

Restructures the sentence to emphasize the data-driven nature of the analysis.

the dataset was subjected to

Emphasizes the dataset and indicates a passive voice where something is happening to the dataset.

data insights were derived via

Focuses on the outcome (insights) and the method (derivation).

the information was gleaned using

Focuses on the information found within the data, utilizing a method.

FAQs

What does "data was explored through" mean?

The phrase "data was explored through" signifies that data was investigated or analyzed using a specific method or tool to discover patterns, relationships, or insights.

How can I rephrase "data was explored through"?

You can use alternatives like "data was analyzed using", "data was investigated via", or "data was examined by means of" depending on the context.

Is it better to use active or passive voice when describing data analysis?

While passive voice (e.g., "data was explored through") is common in scientific writing, active voice (e.g., "we explored the data through") can be more direct and engaging. Choose the voice that best suits your writing style and the context of your work.

What kind of analyses can be used when data is explored?

Data exploration can involve various analyses such as statistical analysis, thematic analysis, regression analysis, data mining, and machine learning. Each analysis type reveals different types of information.