Visualize Charts Using Groupby and Aggregate functions

Visualize Charts Using Groupby and Aggregate functions

Hello!
 
Have you been using tables to present data in mail merged documents? If so, it maybe time to try a more interesting alternative. Charts help you present data in an exciting way, and make it easy to highlight specific aspects of your data.
 
With Writer, adding charts to mail merged documents is simple. Easily create and edit charts to meet your needs using different chart types, built-in aggregation functions, and chart customization options.
 

 

Aggregation in charts / Aggregate functions in charts
Pull data from your data source and choose an aggregate function to present it within your document. Writer offers Count, Count Distinct, Sum, Average, Min, Max, and Median functions to process your data however you need.

 

1. Numerical data aggregation
Data comprised entirely of numbers (such as the number of cars sold by a company) is numerical data. Compared with raw or individual data (like a list of all cars sold), aggregated data (such as the number of a specific type of car sold every month) is more useful. Writer helps you instantly aggregate data with built-in chart functions.



Writer's charts support the following aggregate functions: Count, Count Distinct, Sum, Average, Min, Max, and Median. For example, you can apply the Count function to the monthly sales data to get the number of cars sold per month. Similarly, the Average function will show the average number of sales per month. Click here to learn what each aggregation function does.

Aggregated data helps reveal patterns, and charts make the patterns easy to understand. In the case of our example, a chart provides an overview of the car company's monthly sales performance.

2. Non-numerical data aggregation
Any data without numbers (such as yes/no answers, or answers to open-ended questions) is non-numerical data. Let's say a fast food restaurant wants to add ice cream to its menu. It can run a survey among its customers asking for their favorite ice cream flavors. From there, it can use Writer to aggregate the responses, and present them in the form of a pie chart to easily understand customers' preferences.
 

 

3. Group By and Aggregate
For detailed analysis and insights, you may choose to split data into separate groups before aggregating them. For example, in addition to the total number of cars sold in a month, you might also want to know the number of hatchbacks, sedans, and coupes sold in a month. With Writer's Group By function in charts, segregating raw data into different groups and then aggregating them becomes simpler.

 



Advanced chart tools
Make your data visually appealing and easy to understand. After choosing a chart type, use various customization options, such as colors, wrap style, margins, position of legends and data labels, and font sizes.


That's all for now! Tryout Writer's charts, advanced chart tools, and aggregate functions in mail merge, and let us know what you think.

Need any help working with charts? Write to us at support@zohowriter.com or simply leave a comment.

Happy writing!

    • Sticky Posts

    • Easily perform calculations using dates with the new DATEDIF function

      Hey Zoho Writer users! We've enhanced Zoho Writer's formula capabilities with the new DATEDIF function. This allows you to calculate the difference between dates in days, months, and years. Function syntax: =DATEDIF(start_date, end_date, unit) Inputs:

    • Zoho Writer's WordPress extensions

      Hey Zoho Writer users! Say goodbye to all your WordPress content publishing woes with Zoho Writer's WordPress extensions. Publish content with all your formatting and images, republish content when you update a document, and more—from a single window

    • Date-based conditions and filters

      Configure conditions with date  Hi everyone! We are excited to announce that you can now compare and filter data with date-based conditions. This update lets you compare date fields in a document to a reference date and display a text or value if the

    • Introducing group by, aggregation, and repeating regions in mail merge templates

      Display data exactly the way you want and highlight key insights with Zoho Writer's enhanced merge templates. We've supercharged Zoho Writer's merge templates with the capability to dynamically group, aggregate, and repeat data as blocks. You can now

    • Say hello to an improved way to merge documents!

      Automating all your documents from start to finish is now easier than ever with Writer's new merge tools.   If you haven't seen it yet, you can read the main announcement here. Here is the full list of the features we've rolled out: 1. Dynamic Table Headers

    • Recent Topics

    • Merged cells are unmerging automatically

      Hello, I have been using Zoho sheets from last 1 year. But from last week facing a issue in merged cells. While editing all merged cells in a sheet became unmerged. I merged it again, but it again unmerged. In my half an hour work I have to do this 3-4

    • Just want email and office for personal use

      I am unclear as how to how I would have just a personal email (already do have it and love it) and get to use docs, notebook, workdrive etc. In other words mostly everything I had a google. I find gocs can be free with 5gb and so can mail with 5gb. Are

    • Unable to change the "credentials of login user" option when creating a connection

      I want to create a new Desk connection where the parameter to use 'credentials of login user' is set to YES. I'm able to create a new connection but am never given the option to change this parameter. Is this a restriction of my user profile, and if so,

    • Show backordered items on packing slip

      Is it possible to show a column on the Packing Slip that shows number of backordered items when a PO is only partially filled? I would also like to see the Backordered column appear on POs after you receive items if you didn't get ALL of the items or partial amounts of items. And lastly, it would be nice to have the option of turning on the Backordered column for invoices if you only invoice for a partial order. -Tom

    • Zoho CRM Community Digest - January 2026 | Part 1

      The new year is already in motion, and the Zoho CRM Community has been buzzing with steady updates and thoughtful conversations. In this edition, we’ve pulled together the key product enhancements, Kaizen learnings, and helpful discussions from the first

    • Zoho CRM Feature Requests - SMS and Emails to Custom Modules & Time Zone Form Field

      TLDR: Add Date/Time/Timezone form field, and be able to turn off auto timezone feature. Allow for Zoho Voices CRM SMS Extension to be able to be added to custom modules, and cases. Create a feature that tracks emails by tracking the email chain, rather

    • BMO bank connection not working with either Yodlee or Plaid

      Been experiencing this issue for almost a month now. Anyone else?

    • Introducing Bigin's Add-in for Microsoft Outlook

      Hello Everyone, Email is an important way to communicate with customers and prospects. If you use Outlook.com for emails and Bigin as your CRM, the Outlook Add-in helps you connect them easily so you can see your Bigin contact details right inside Outlook.com.

    • Ask the Expert – Zoho One Admin Track : une session dédiée aux administrateurs Zoho One

      Vous administrez Zoho One et vous vous posez des questions sur la configuration, la gestion des utilisateurs, la sécurité ou encore l’optimisation de votre back-office ? Bonne nouvelle : une session Ask the Expert – Zoho One Admin Track arrive bientôt,

    • How to Associate Zoho Projects in Zoho CRM

      Hi I need script for associating projects in zoho projects to particular Account in zoho CRM side. It can be done manually but I need the automation for this process. There are no api regarding associating a project in zoho crm account. Need assistance

    • Add Claude in Zoho Cliq

      Let’s add a real AI assistant powered by Claude to your workspace this week, that your team can chat with, ask questions, and act on conversations to run AI actions on. This guide walks you through exactly how to do it, step by step, with all the code

    • Need to set workflow or journey wait time (time delay) in minutes, not hours

      Minimum wait time for both Campaigns workflows and Marketing Automation journeys is one hour. I need one or the other to be set to several minutes (fraction of the hour). I tried to solve this by entering a fraction but the wait time data type is an integer

    • Zoho Books - France

      L’équipe de Zoho France reçoit régulièrement des questions sur la conformité de ses applications de finances (Zoho Books/ Zoho Invoice) pour le marché français. Voici quelques points pour clarifier la question : Zoho Books est un logiciel de comptabilité

    • New in Office Integrator: Download documents as password-protected PDFs

      Hi users, We're excited to introduce password-protected PDF as a download option in Zoho Office Integrator's document editor. This allows you to securely share confidential information from within your web app. Highlights of the password-protected PDF

    • Sales IQ - Zobot en multilangue

      Bonjour, J'ai un Zobot installé sur mon site depuis longtemps. J'ai ajouté plusieurs langues, dans la configuration et dans le générateur de bot sans code Pourtant, le Chat continue à s'afficher en Francais. Comment enclencher le multilangue en front

    • Streamlining E-commerce Photography with AI Background Tools

      Hey Zoho Community, I’ve been messing around with ways to make product images less of a headache for fashion brands on Zoho Commerce. You know how boring generic backdrops can get, and how much time traditional photoshoots eat up, right? I tried out this

    • Unable to Assign Multiple Categories to a Single Product in Zoho Commerce

      Hello Zoho Commerce Support Team, I am facing an issue while assigning categories to products in Zoho Commerce. I want to assign multiple categories to a single product, but in the Item edit page, the Category field allows selecting only one category

    • Collapsing and expanding of lists and paragraphs

      hello Would you ever implement Collapsing and expanding of lists and paragraphs in zoho writer ? Best regards

    • Saving issue

      First problem I opened a MS word file in writer. after the work is done, it does not save instantly, I waited for like 10min and it still did not save. second problem When I save a file, then file gets saved as another copy. I just did save, not save

    • Serious problem with file that contains non-ASCII characters

      I imported many pdf files from Evernote whose names contain Hebrew characters, such as ח רבעוני - ביטוח חיים - סוף רבעון 3 - לשנת 2025.pdf I have two very serious problems: (1) Zoho Notebook cannot open the pdf file; (2) It cannot download the pdf file.

    • Zoho Finance Limitations 2.0 #3: Can't assign a Contact to a Finance Record (estimate, sales order or invoice)

      If you use a business to business scenario with different contact people within the company you can't assign a finance record (estimate, invoice, etc...) to that person. Why this matters? No way to find out which person placed the order without manual

    • Zoho Community Digest — Febrero 2026

      ¡Hola, comunidad! Un mes más os traemos las novedades más interesantes de Zoho para febrero de 2026, incluyendo actualizaciones de producto publicadas oficialmente, cambios de políticas y noticias del ecosistema. Pero antes de lanzarnos a las actualizaciones,

    • 【Zoho CRM】商談タブへのデータインポート

      Zoho使用前にエクセルで管理していた商談情報を、Zoho一括管理のため、商談タブにインポートしたいのですが、お客さまの氏名だけが紐づけられませんでした。 「Zoho CRMにインポートする項目を関連付ける」のところが画像のようになっています。 （弊社では、「姓」を「★個人データ名」という項目名に変更し、フルネームを入れて使用しています。） どのようにしたら氏名をインポートできるかご存じの方がいらっしゃいましたら、ご教示いただきたく、よろしくお願いいたします。 （投稿先が間違っていましたらご指

    • CRM Cadences recognise auto-responses

      I have leads in a Cadence. I get an auto-responder reply "I'm out of the office..." Normally Cadences seems to know that isn't a real reply and keeps the lead enrolled in the cadence. However, today, Cadences has UNENROLLED a Lead who sent an auto-reponse

    • SalesIQ Chat Notifications

      I am the admin of our salesIQ implementation. About two weeks ago, I started hearing/seeing notification for ALL chats messages from monitored agents/chat participants. I don't need to see these, we have a manager who deals with this. I can't stop the

    • How to Create a Fixed Sliding Time Window (D-45 to D-15) in Zoho Analytics ?

      Hello, I would like to create a report in Zoho Analytics based on a sliding time window between D-45 and D-15, with a fixed snapshot of that specific period. The data displayed should strictly reflect activity recorded between D-45 and D-15 only, without

    • Export Zoho Books to another accounting package?

      Is an export feature to Quickbooks or Accpac available (or a form that is easily imported by them)?  My reasons: 1) my accountant, who prepares my corporate tax return, prefers to work with their own accounting system.  If I can convert Zoho books a form that is easily importable into Quickbooks or an Accpac format, this process would be easy. 2) I don't want to keep my data in a proprietary format on the cloud somewhere without a way to easily extract it to a format that can be read my a well established

    • Anchor Links in Dashboards

      Hello,  Our dashboards frequently have multiple sections that would be more easily skipped between using anchor links. Please consider adding an anchor link feature to the text widget? This could be done by adding an anchor link option to the text widget next to the "remove" option (see screenshot). The option would assign an ID to the <div> containing the text widget in the live dashboard. Then, the chosen ID could be linked using a traditional <a href="#link_id"> in the html section of the text

    • Introducing Auto-trigger for Screening Bot

      Still manually sending screening tests after every application? Not anymore. With Auto-trigger for Screening Bot, screening now begins automatically. When a candidate applies for a job that has an attached assessment, Recruit checks whether the test has

    • Importing into Multiselect Picklist

      Hi, We just completed a trade show and one of the bits of information we collect is tool style. The application supplied by the show set this up as individual questions. For example, if the customer used Thick Turret and Trumpf style but not Thin Turret,

    • Add line item numbers to sales order/invoice creation page

      It would be really helpful if there were line numbers visible as we are creating a sales order and/or invoice. There are line numbers visible in the PDF once the sales order is created. I would like to be able to see the line numbers as I am building

    • API to Apply Retainer invoice payment to Invoice

      Hi Team, I could not find  API to apply the Retainer invoice payment to existing Invoice. Can you please help ? Attaching the screenshot

    • Reconciling a month with no transactions

      I'm treasurer for a small non profit cemetery association and I'm trying to reconcile a bank statement for a month that did not have any transactions. Do I skip the month entirely and go a month with transactions?

    • Customize your Booking page using Zia

      We’re excited to introduce an AI-based enhancement that automatically customizes your booking page effortlessly. By simply providing your business website URL, Zoho Bookings can automatically design a booking page that matches or complements your brand

    • Multiple header in the quote table???

      Hello, Is it possible in Zoho CRM to add multiple headers or sections within the Quote product table, so that when the quote is printed it shows separate sections (for example “Products” and “Services”)? To clarify, I’m asking because: This does not appear

    • Zoho mail to contacts and leads, but not to accounts?

      We use the accounts tab a lot for our business because they can be linked to the sales orders. Now we want to use the mail add on to link communication of our emails to our accounts. However this is only possible for contacts and leads? It would be convenient

    • API keys not showing in ZeptoMail dashboard

      Hi there, I'm hoping someone can provide some assistance as support isn't replying. I am trying to configure my transactional emails, but the dashboard doesn't show any of my API details - the `div` is there but it's emtpy. Every time I click "Generate

    • How Does Knowledge Base Search and Article Recommendation Work?

      Hello, I would like to understand how the Knowledge Base search engine works. Specifically, does it search based on: The article title only? The full article content? Both, the article and the content? Keywords? Tags? Also, how does the system determine

    • Zoho Books/Inventory - Restrict Items With Pricebook

      Hi Zoho Team, I'm trying to address as use case where a client needs to restrict which products certain customers can purchase. I have been able to find a way to do this based on the current Zoho Books or Zoho Inventory configuation. My feature request

    • Best Way to Integrate Zoho Campaigns with Amazon SES Without Third-Party Tools

      I am looking for the most seamless and efficient method to integrate Zoho Campaigns with Amazon SES. My goal is to avoid using any third-party automation tools like Zapier, Make, or Pabbly, and instead, leverage Zoho's native capabilities for this integration.

    • Next Page