mismatched data

USAGE SUMMARY

The phrase "mismatched data" is correct and usable in written English.
It can be used when referring to data that does not correspond or align properly, often in contexts like data analysis, databases, or research. Example: "The report was delayed due to the presence of mismatched data in the dataset, which required further investigation."

✓ Grammatically correct

Science

Academia

News & Media

Human-verified examples from authoritative sources

Exact Expressions

8 human-written examples

However, preliminary experiments have shown that adding mismatched data may be detrimental [6].

EURASIP Journal on Audio, Speech, and Music Processing

At the same time, mismatched data will be reduced in complex models, but the description of model will be longer.

Journal of Industrial Engineering International

This retuning process, driven by feedback from statistical models of speech and nonspeech classes, attempts to minimize the misclassification risk of mismatched data, with respect to the original statistical models.

Johns Hopkins University

In any event, randomly temporally mismatched data relating personal exposures to outdoor home predictions may also lead to increased uncertainty, but likely no bias, in the calibration coefficients.

Environmental Health: A Global Access Science Source

Through sensitivity analyses, comparing PM2.5 concentrations measured at the nearest monitor using all data within a month with that measured on days when personal data were also available, we showed the point estimates to be very similar, but the confidence intervals for the calibration coefficients estimated using the temporally mismatched data were wider.

Environmental Health: A Global Access Science Source

Two records were created as part of the data load due to mismatched data between the student, employee and/or affiliate record.

University of California, Berkeley

Human-verified similar examples from authoritative sources

Similar Expressions

52 human-written examples

It has been shown in other systems that washout models, even with a 10 min start time, statistically significantly mismatched early data and agreed better with late data [12].

EJNMMI Physics

RLMM, BRLMM, CRLMM do not use mismatch data, making ½ of the array immediately redundant.

Plosone

This mismatch causes a bubble of single stranded RNA to form and thus is subjected to RNase cleavage in the region of mismatch (data not shown).

Plosone

The process applied layers of filters to remove interfering non-miRNA sequences and provides stringent alignment for matching (zero and one mismatch data is separately aligned thereby allowing independent analysis and data mining of the two groups).

Plosone

The number of unmatched outbreaks from FAO data divided by the number of all OIE outbreaks was calculated to represent the mismatching conditions in each country and pie charts with each year's mismatching data as pie components were generated and overlaid over the country to show global mismatching situations.

Plosone

Expert writing Tips

Best practice

When dealing with "mismatched data", clearly document the discrepancies and the steps taken to address them. This transparency is crucial for maintaining data integrity and ensuring reproducibility.

Common error

Don't automatically assume "mismatched data" signifies an error. Sometimes, it reflects genuine differences or variations that are relevant to the analysis. Investigate the cause before correcting or discarding the data.

Linguistic Context

The phrase "mismatched data" functions as a noun phrase, where 'mismatched' acts as an adjective describing the nature of the data. As Ludwig AI confirms, this phrase is correct and frequently used in various contexts. The term identifies a discrepancy or lack of correspondence within a set of data points.

Expression frequency: Uncommon

Frequent in

Science

40%

Academia

30%

News & Media

15%

Less common in

Formal & Business

10%

Reference

3%

Encyclopedias

2%

Ludwig's WRAP-UP

The phrase "mismatched data" refers to data that doesn't align or correspond correctly. Grammatically sound and frequently used, it appears predominantly in scientific, academic, and technical contexts. As Ludwig AI indicates, the phrase is correct and usable in written English, making it valuable for researchers and analysts identifying discrepancies. Alternatives such as "inconsistent data" or "discordant data" can be employed for variety. When utilizing this phrase, prioritize clear documentation and verification to ensure data integrity.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

inconsistent data

Focuses on the lack of uniformity or agreement within the data.

discordant data

Highlights the lack of harmony or agreement between different pieces of data.

non-matching data

Directly points out the absence of a match between data sets.

unaligned data

Emphasizes that the data is not properly aligned or synchronized.

conflicting data

Indicates that the data presents contradictory information.

discrepant data

Suggests a notable difference or inconsistency in the data.

irregular data

Highlights that the data deviates from the norm or expected pattern.

anomalous data

Emphasizes the presence of outliers or abnormal entries in the data.

non-conforming data

Indicates that the data fails to adhere to established standards or formats.

unharmonized data

Suggests the data has not been brought into a state of agreement or consistency.

FAQs

How can I effectively use "mismatched data" in a sentence?

Use "mismatched data" to describe situations where data points don't correspond as expected, for example, "The analysis revealed significant issues due to "inconsistent data" across different databases."

What are some alternatives to saying "mismatched data"?

Depending on the context, you can use alternatives such as "inconsistent data", "discordant data", or "unaligned data".

Is it always necessary to correct "mismatched data"?

No, it's not always necessary. Sometimes "mismatched data" reflects genuine differences. Investigate the source of the mismatch before deciding whether to correct it, or whether it represents a valid point of variation.

What's the difference between "mismatched data" and "missing data"?

"Mismatched data" refers to data points that don't correspond or align properly, while "missing data" refers to data that is absent altogether. They represent distinct types of data quality issues that require different handling strategies.