Author
DataApex
DataApex
Since 1991 DataApex develops and manufactures chromatography data stations. DataApex is constantly striving to provide users with efficient and up-to-date tools for chromatography data processing.
Tags
Article
Product
Software
Video
LinkedIn Logo

How to Handle Missing Compounds in Clarity Chromatographic Calculations

Tu, 7.10.2025
| Original article from: DataApex
Discover how to handle missing compounds in Clarity chromatography software with IFERROR functions. Ensure valid, accurate results even when peaks are missing.
Video placeholder
  • Photo: DataApex: How to handle not-found compounds in your calculations
  • Video: DataApex: How to handle not-found compounds in your calculations 

When processing chromatographic data, it is common to encounter cases where one or more expected compounds are not detected in the chromatogram. In such situations, their amounts are not calculated, and any formula using these missing values produces invalid results.

This issue often arises when calculating the total content of a compound group, where not all forms or isomers are always present. A reliable solution is to apply the IFERROR0 or IFERROR1 functions, which replace missing values with a defined constant (0 or 1). This ensures calculations remain valid even if compounds are absent.

Identifying Missing Compounds

  1. Open the result table and change the report type to “All peaks in calibration.”
  2. If a compound is missing from the chromatogram, no value will be displayed for that compound.

Without intervention, these empty results cannot be used in calculations.

The Role of IFERROR Functions

  • IFERROR0 replaces missing values with 0.
  • IFERROR1 replaces missing values with 1.

This approach is especially useful when summing related compounds—such as isomers—where not all forms are consistently detected.

Practical Example: Calculating Total Tocopherols

In this example, we want to calculate the total amount of tocopherols, which appear in different forms: α-, β-, and γ-tocopherol.

Problem: In the current chromatogram, α-tocopherol is missing, so the calculation of total tocopherols fails.

Step-by-Step Procedure

  1. In the result table, select the User Column used for your calculation.
  2. Right-click and choose Edit User Column.
  3. Apply the IFERROR0 function to each individual component (α-, β-, and γ-tocopherol).
    • This ensures that if one of the peaks is missing, its value will be treated as zero.
  4. Confirm the changes by clicking OK.

Now the total amount of tocopherols is successfully calculated, even though α-tocopherol is absent.

Summary

By using the IFERROR0 and IFERROR1 functions in user columns, you can:

  • Prevent invalid results caused by missing peaks.
  • Automatically substitute missing compounds with zero or one.
  • Ensure robust and reliable calculations of sums or averages across related compounds.

This method is particularly effective when analyzing compound groups in which not all forms are consistently detected.

Conclusion

Handling missing values properly is essential for maintaining accuracy in chromatographic analysis. With IFERROR functions, you can ensure that calculations remain valid and meaningful, even under non-ideal conditions.

For additional tutorials and instructional videos, visit the official YouTube channel of the software provider.

DataApex
LinkedIn Logo
 

Related content

Simultaneous Quantitation and Discovery analysis: Combining targeted and untargeted metabolomics on Orbitrap mass spectrometers

Applications
| 2026 | Thermo Fisher Scientific
Instrumentation
LC/MS, LC/MS/MS, LC/Orbitrap, LC/HRMS
Manufacturer
Thermo Fisher Scientific
Industries
Metabolomics

Analysis of Per- and Polyfluoroalkyl Substances (PFAS) in Wastewater

Applications
| 2026 | Agilent Technologies
Instrumentation
LC/MS, LC/MS/MS, LC/QQQ
Manufacturer
Agilent Technologies
Industries
Environmental

Non-Targeted Screening of Biosolids with the Xevo™ MRT Mass Spectrometer Reveals New Isoforms of PFAS

Applications
| 2026 | Waters
Instrumentation
LC/MS, LC/MS/MS, LC/TOF, LC/HRMS
Manufacturer
Waters
Industries
Environmental

High Resolution Characterization of Lipid Nanoparticles Using the Xevo™ Charge Detection Mass Spectrometry (CDMS) Instrument - Single Particle Mass Analysis of Intact LNP-mRNA Formulations

Applications
| 2026 | Waters
Instrumentation
LC/MS, LC/MS/MS, LC/HRMS, Particle characterization, LC/IT
Manufacturer
Waters
Industries
Lipidomics

Out-of-the-box workflow for PFAS quantitation using a fullscan high-resolution approach with the Orbitrap Exploris EFOX Mass Detector

Applications
| 2025 | Thermo Fisher Scientific
Instrumentation
LC/MS, LC/MS/MS, LC/Orbitrap, LC/HRMS
Manufacturer
Thermo Fisher Scientific
Industries
Environmental
 

Related articles

New trends in liquid chromatography and their utilization in analysis of beer and brewery raw materials.  Part 2. Determination of cis/trans- isomers -iso-α-acids in beer using Ultra Performance Liquid Chromatography
Scientific article | Food

New trends in liquid chromatography and their utilization in analysis of beer and brewery raw materials. Part 2. Determination of cis/trans- isomers -iso-α-acids in beer using Ultra Performance Liquid Chromatography

The Ultra High Performance Liquid Chromatography (UHPLC), which uses the principle of separation on sub-2 μm particles, was tested for the separation and determination of steric forms of iso-α-acids in beer.
The journal Kvasny Prumysl
tag
share
more
New Trends in Liquid Chromatography and Their Utilization in Analysis of Beer and Brewery Raw Materials. Part 3. Comparison of HPLC and UHPLC Determination of α- and β -Acids
Scientific article | Food

New Trends in Liquid Chromatography and Their Utilization in Analysis of Beer and Brewery Raw Materials. Part 3. Comparison of HPLC and UHPLC Determination of α- and β -Acids

The traditional method of High Performance LC (HPLC) was compared with the currently increasingly used Ultra- High Performance LC (UHPLC) on a representative group of 11 hop samples.
The journal Kvasny Prumysl
tag
share
more
How to use Special Values in User Columns in Clarity Chromatography Software
Article | Product

How to use Special Values in User Columns in Clarity Chromatography Software

Learn how to use special values in Clarity CDS to create custom user columns, automate chromatographic calculations, and improve data accuracy and efficiency in analytical workflows.
DataApex
tag
share
more
Creating Custom Calculations in Clarity Chromatography Software
Article | Product

Creating Custom Calculations in Clarity Chromatography Software

Step-by-step guide to creating custom user columns in Clarity Chromatography Software. Learn to define, manage, and share calculation expressions for automated analytical results.
DataApex
tag
share
more
 

Related content

Simultaneous Quantitation and Discovery analysis: Combining targeted and untargeted metabolomics on Orbitrap mass spectrometers

Applications
| 2026 | Thermo Fisher Scientific
Instrumentation
LC/MS, LC/MS/MS, LC/Orbitrap, LC/HRMS
Manufacturer
Thermo Fisher Scientific
Industries
Metabolomics

Analysis of Per- and Polyfluoroalkyl Substances (PFAS) in Wastewater

Applications
| 2026 | Agilent Technologies
Instrumentation
LC/MS, LC/MS/MS, LC/QQQ
Manufacturer
Agilent Technologies
Industries
Environmental

Non-Targeted Screening of Biosolids with the Xevo™ MRT Mass Spectrometer Reveals New Isoforms of PFAS

Applications
| 2026 | Waters
Instrumentation
LC/MS, LC/MS/MS, LC/TOF, LC/HRMS
Manufacturer
Waters
Industries
Environmental

High Resolution Characterization of Lipid Nanoparticles Using the Xevo™ Charge Detection Mass Spectrometry (CDMS) Instrument - Single Particle Mass Analysis of Intact LNP-mRNA Formulations

Applications
| 2026 | Waters
Instrumentation
LC/MS, LC/MS/MS, LC/HRMS, Particle characterization, LC/IT
Manufacturer
Waters
Industries
Lipidomics

Out-of-the-box workflow for PFAS quantitation using a fullscan high-resolution approach with the Orbitrap Exploris EFOX Mass Detector

Applications
| 2025 | Thermo Fisher Scientific
Instrumentation
LC/MS, LC/MS/MS, LC/Orbitrap, LC/HRMS
Manufacturer
Thermo Fisher Scientific
Industries
Environmental
 

Related articles

New trends in liquid chromatography and their utilization in analysis of beer and brewery raw materials.  Part 2. Determination of cis/trans- isomers -iso-α-acids in beer using Ultra Performance Liquid Chromatography
Scientific article | Food

New trends in liquid chromatography and their utilization in analysis of beer and brewery raw materials. Part 2. Determination of cis/trans- isomers -iso-α-acids in beer using Ultra Performance Liquid Chromatography

The Ultra High Performance Liquid Chromatography (UHPLC), which uses the principle of separation on sub-2 μm particles, was tested for the separation and determination of steric forms of iso-α-acids in beer.
The journal Kvasny Prumysl
tag
share
more
New Trends in Liquid Chromatography and Their Utilization in Analysis of Beer and Brewery Raw Materials. Part 3. Comparison of HPLC and UHPLC Determination of α- and β -Acids
Scientific article | Food

New Trends in Liquid Chromatography and Their Utilization in Analysis of Beer and Brewery Raw Materials. Part 3. Comparison of HPLC and UHPLC Determination of α- and β -Acids

The traditional method of High Performance LC (HPLC) was compared with the currently increasingly used Ultra- High Performance LC (UHPLC) on a representative group of 11 hop samples.
The journal Kvasny Prumysl
tag
share
more
How to use Special Values in User Columns in Clarity Chromatography Software
Article | Product

How to use Special Values in User Columns in Clarity Chromatography Software

Learn how to use special values in Clarity CDS to create custom user columns, automate chromatographic calculations, and improve data accuracy and efficiency in analytical workflows.
DataApex
tag
share
more
Creating Custom Calculations in Clarity Chromatography Software
Article | Product

Creating Custom Calculations in Clarity Chromatography Software

Step-by-step guide to creating custom user columns in Clarity Chromatography Software. Learn to define, manage, and share calculation expressions for automated analytical results.
DataApex
tag
share
more
 

Related content

Simultaneous Quantitation and Discovery analysis: Combining targeted and untargeted metabolomics on Orbitrap mass spectrometers

Applications
| 2026 | Thermo Fisher Scientific
Instrumentation
LC/MS, LC/MS/MS, LC/Orbitrap, LC/HRMS
Manufacturer
Thermo Fisher Scientific
Industries
Metabolomics

Analysis of Per- and Polyfluoroalkyl Substances (PFAS) in Wastewater

Applications
| 2026 | Agilent Technologies
Instrumentation
LC/MS, LC/MS/MS, LC/QQQ
Manufacturer
Agilent Technologies
Industries
Environmental

Non-Targeted Screening of Biosolids with the Xevo™ MRT Mass Spectrometer Reveals New Isoforms of PFAS

Applications
| 2026 | Waters
Instrumentation
LC/MS, LC/MS/MS, LC/TOF, LC/HRMS
Manufacturer
Waters
Industries
Environmental

High Resolution Characterization of Lipid Nanoparticles Using the Xevo™ Charge Detection Mass Spectrometry (CDMS) Instrument - Single Particle Mass Analysis of Intact LNP-mRNA Formulations

Applications
| 2026 | Waters
Instrumentation
LC/MS, LC/MS/MS, LC/HRMS, Particle characterization, LC/IT
Manufacturer
Waters
Industries
Lipidomics

Out-of-the-box workflow for PFAS quantitation using a fullscan high-resolution approach with the Orbitrap Exploris EFOX Mass Detector

Applications
| 2025 | Thermo Fisher Scientific
Instrumentation
LC/MS, LC/MS/MS, LC/Orbitrap, LC/HRMS
Manufacturer
Thermo Fisher Scientific
Industries
Environmental
 

Related articles

New trends in liquid chromatography and their utilization in analysis of beer and brewery raw materials.  Part 2. Determination of cis/trans- isomers -iso-α-acids in beer using Ultra Performance Liquid Chromatography
Scientific article | Food

New trends in liquid chromatography and their utilization in analysis of beer and brewery raw materials. Part 2. Determination of cis/trans- isomers -iso-α-acids in beer using Ultra Performance Liquid Chromatography

The Ultra High Performance Liquid Chromatography (UHPLC), which uses the principle of separation on sub-2 μm particles, was tested for the separation and determination of steric forms of iso-α-acids in beer.
The journal Kvasny Prumysl
tag
share
more
New Trends in Liquid Chromatography and Their Utilization in Analysis of Beer and Brewery Raw Materials. Part 3. Comparison of HPLC and UHPLC Determination of α- and β -Acids
Scientific article | Food

New Trends in Liquid Chromatography and Their Utilization in Analysis of Beer and Brewery Raw Materials. Part 3. Comparison of HPLC and UHPLC Determination of α- and β -Acids

The traditional method of High Performance LC (HPLC) was compared with the currently increasingly used Ultra- High Performance LC (UHPLC) on a representative group of 11 hop samples.
The journal Kvasny Prumysl
tag
share
more
How to use Special Values in User Columns in Clarity Chromatography Software
Article | Product

How to use Special Values in User Columns in Clarity Chromatography Software

Learn how to use special values in Clarity CDS to create custom user columns, automate chromatographic calculations, and improve data accuracy and efficiency in analytical workflows.
DataApex
tag
share
more
Creating Custom Calculations in Clarity Chromatography Software
Article | Product

Creating Custom Calculations in Clarity Chromatography Software

Step-by-step guide to creating custom user columns in Clarity Chromatography Software. Learn to define, manage, and share calculation expressions for automated analytical results.
DataApex
tag
share
more
 

Related content

Simultaneous Quantitation and Discovery analysis: Combining targeted and untargeted metabolomics on Orbitrap mass spectrometers

Applications
| 2026 | Thermo Fisher Scientific
Instrumentation
LC/MS, LC/MS/MS, LC/Orbitrap, LC/HRMS
Manufacturer
Thermo Fisher Scientific
Industries
Metabolomics

Analysis of Per- and Polyfluoroalkyl Substances (PFAS) in Wastewater

Applications
| 2026 | Agilent Technologies
Instrumentation
LC/MS, LC/MS/MS, LC/QQQ
Manufacturer
Agilent Technologies
Industries
Environmental

Non-Targeted Screening of Biosolids with the Xevo™ MRT Mass Spectrometer Reveals New Isoforms of PFAS

Applications
| 2026 | Waters
Instrumentation
LC/MS, LC/MS/MS, LC/TOF, LC/HRMS
Manufacturer
Waters
Industries
Environmental

High Resolution Characterization of Lipid Nanoparticles Using the Xevo™ Charge Detection Mass Spectrometry (CDMS) Instrument - Single Particle Mass Analysis of Intact LNP-mRNA Formulations

Applications
| 2026 | Waters
Instrumentation
LC/MS, LC/MS/MS, LC/HRMS, Particle characterization, LC/IT
Manufacturer
Waters
Industries
Lipidomics

Out-of-the-box workflow for PFAS quantitation using a fullscan high-resolution approach with the Orbitrap Exploris EFOX Mass Detector

Applications
| 2025 | Thermo Fisher Scientific
Instrumentation
LC/MS, LC/MS/MS, LC/Orbitrap, LC/HRMS
Manufacturer
Thermo Fisher Scientific
Industries
Environmental
 

Related articles

New trends in liquid chromatography and their utilization in analysis of beer and brewery raw materials.  Part 2. Determination of cis/trans- isomers -iso-α-acids in beer using Ultra Performance Liquid Chromatography
Scientific article | Food

New trends in liquid chromatography and their utilization in analysis of beer and brewery raw materials. Part 2. Determination of cis/trans- isomers -iso-α-acids in beer using Ultra Performance Liquid Chromatography

The Ultra High Performance Liquid Chromatography (UHPLC), which uses the principle of separation on sub-2 μm particles, was tested for the separation and determination of steric forms of iso-α-acids in beer.
The journal Kvasny Prumysl
tag
share
more
New Trends in Liquid Chromatography and Their Utilization in Analysis of Beer and Brewery Raw Materials. Part 3. Comparison of HPLC and UHPLC Determination of α- and β -Acids
Scientific article | Food

New Trends in Liquid Chromatography and Their Utilization in Analysis of Beer and Brewery Raw Materials. Part 3. Comparison of HPLC and UHPLC Determination of α- and β -Acids

The traditional method of High Performance LC (HPLC) was compared with the currently increasingly used Ultra- High Performance LC (UHPLC) on a representative group of 11 hop samples.
The journal Kvasny Prumysl
tag
share
more
How to use Special Values in User Columns in Clarity Chromatography Software
Article | Product

How to use Special Values in User Columns in Clarity Chromatography Software

Learn how to use special values in Clarity CDS to create custom user columns, automate chromatographic calculations, and improve data accuracy and efficiency in analytical workflows.
DataApex
tag
share
more
Creating Custom Calculations in Clarity Chromatography Software
Article | Product

Creating Custom Calculations in Clarity Chromatography Software

Step-by-step guide to creating custom user columns in Clarity Chromatography Software. Learn to define, manage, and share calculation expressions for automated analytical results.
DataApex
tag
share
more
Other projects
GCMS
ICPMS
Follow us
FacebookX (Twitter)LinkedInYouTube
More information
WebinarsAbout usContact usTerms of use
LabRulez s.r.o. All rights reserved. Content available under a CC BY-SA 4.0 Attribution-ShareAlike