a spectrum of data

USAGE SUMMARY

The phrase "a spectrum of data" is correct and usable in written English.
It can be used to describe a range or variety of data types or categories in a particular context, such as research or analysis. Example: "The study revealed a spectrum of data that highlighted the varying responses of participants to the new treatment."

✓ Grammatically correct

Science

News & Media

Formal & Business

Human-verified examples from authoritative sources

Exact Expressions

3 human-written examples

A purposive sampling technique was implemented to capture a spectrum of data [ 16].

BMC Complementary and Alternative Medicine

This review presents a spectrum of data regarding the link between CHD and infection.

Emerging Infectious Diseases

Finally, in contrast to most studies of endocrine-disrupting compounds, we had a spectrum of data on dose and timing, which allowed for an examination of dose response relations.

Environmental Health Perspectives

Human-verified similar examples from authoritative sources

Similar Expressions

56 human-written examples

Diagnostics in the form of protein assays provide a spectrum of clinical data, including information on acute events such as forecasting of coronary diseases, myocardial infarction, and cancer (Anderson 2010).

Environmental Health Perspectives

It is based on a spectrum of national data, including: (i) the extent of the coastal, island and archipelagic State, and that of the non independent spaces; (ii) the population; (iii) the coast length; (iv) the extent of the exclusive economic zone ; (v) the land coastline pressure indicator; and (vi) the coastal human pressure indicator.

Ocean & Coastal Management

These analyses rely on a spectrum of molecular data ranging from rDNA sequences [ 6- 16], mitochondrial protein sequences [ 17- 19], single nuclear protein-encoding genes [ 20, 21], Hox genes [ 22, 23], multiple nuclear protein-encoding sequences [ 24, 25] and phylogenomic approaches [ 26- 34].

BMC Genomics

Here, we describe a generic approach that provides for the integration of a diverse spectrum of data resources into a unified analysis framework, Galaxy (http://usegalaxy.org).org

Database : the journal of biological databases and curation

The proposed model bears some resemblance to zinc models developed in physiological studies but depicts a finer division of systemic zinc and is based on a broader spectrum of data than previous models.

Science of The Total Environment

Although its main applications are in climatological and geophysical sciences, it can be applied to a wide spectrum of data including trading, traffic, and communication to name a few.

Journal of Big Data

And he knew that shaping was hard work, the result of accumulating, examining and sorting a wide spectrum of data.

The New York Times - Arts

While this brief scanning by the TR may provide an explanation for the feeble TR/pMHC interactions alluded to earlier, it becomes increasingly important to understand the minute aspects of this vital binding over a broad spectrum of data.

Plosone

Expert writing Tips

Best practice

When using "a spectrum of data", ensure that the data types or categories you are referring to are genuinely diverse and span a considerable range to justify the use of 'spectrum' which implies completeness.

Common error

Avoid using "a spectrum of data" when referring to a small or homogenous dataset. It's more accurate to use terms like "some data" or "specific data" if the range is limited.

Linguistic Context

The phrase "a spectrum of data" functions as a noun phrase. It acts as a subject, object, or complement in a sentence, referring to a collection of diverse data points. Ludwig AI confirms this usage with examples showing its prevalence in academic and scientific contexts.

Expression frequency: Uncommon

Frequent in

Science

65%

News & Media

20%

Formal & Business

15%

Less common in

Academia

0%

Encyclopedias

0%

Wiki

0%

Ludwig's WRAP-UP

In summary, the phrase "a spectrum of data" is a grammatically sound and valid expression used to describe a wide array of information. As Ludwig AI confirms, it's most frequently found in scientific and academic contexts. While alternatives like "a range of data" or "a variety of data" exist, using "spectrum" effectively conveys a sense of completeness and diversity within the dataset. Remember to employ this phrase when you want to emphasize the comprehensive nature of your data collection and analysis. Avoid overuse in limited or homogenous contexts. Ludwig's analysis underscores the importance of selecting the right phrase to accurately reflect the scope and nature of your information.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

a range of data

Replaces "spectrum" with "range", indicating a variety but perhaps implying a more limited scope.

a variety of data

Substitutes "spectrum" with "variety", suggesting diversity but potentially lacking the ordered arrangement implied by "spectrum".

a wide array of data

Uses "wide array" instead of "spectrum", emphasizing the extensive and diverse nature of the data.

a broad collection of data

Replaces "spectrum" with "broad collection", focusing on the comprehensive nature of the gathered information.

a diverse set of data

Emphasizes the heterogeneity of the data using "diverse set" instead of "spectrum".

an assortment of data

Suggests a mix of different data types, using "assortment" to highlight the varied nature.

a comprehensive dataset

Focuses on the completeness of the data, replacing "spectrum" with the more technical term "comprehensive dataset".

a full range of information

Replaces "data" with "information" and "spectrum" with "full range", broadening the scope to include various forms of informational input.

a complete set of information

Similar to 'a comprehensive dataset' but uses "information" instead of "data", changing a degree of specificity.

extensive data resources

Rephrases to focus on the resources providing the data, using "extensive" to indicate the breadth of the data available.

FAQs

How can I use "a spectrum of data" in a sentence?

You can use "a spectrum of data" to describe a wide range of data points or types. For example, "The research team analyzed "a spectrum of data" to understand the full impact of the policy change."

What are some alternatives to "a spectrum of data"?

Alternatives include "a range of data", "a variety of data", or "a wide array of data". The best choice depends on the specific context and the nuance you want to convey.

Is it better to say "a spectrum of data" or "a range of data"?

Both phrases are correct, but "a spectrum of data" implies a more comprehensive and diverse collection than "a range of data". Use "a spectrum of data" when you want to emphasize the full breadth of the data.

What does "a spectrum of data" mean?

"A spectrum of data" refers to a comprehensive collection of diverse data points or types, covering a wide range of possibilities or variations. It suggests a thorough and varied dataset used for analysis or understanding.