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

    • 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

    • 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:

    • 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

    • I'm unable to send mail pthrough Zoho SMTP programmatically

      This has been working for years, but today it's been offline all day long. I see nothing anywhere on your site about this. I'm not the only one experiencing this. Downdetector has a spike of reports today

    • Can no longer send email via Django site

      This was working fine as of 11/7/25. Now I am unable to send user verification emails from a Django site on a AWS lightsail sever. When a user attempts to register the following error occurs. I have also attempted to send a test email via the shell and

    • unable to send email but able to receive email

      my email address is info@securityforceservices.ca

    • Login to server failing

      When trying to retrieve my mail, I am getting this error message -- Login to server pop.zoho.com with username (my email address) failed. It gives me the option to retry, enter password, or cancel. Then I get this message -- Sending of username did not

    • Configuration failed: 200 response not received for POST request.

      Hello, I am trying to set up a webhook to connect with an Salesforce but I receive the following error from Zoho: Configuration failed: 200 response not received for POST request I have tried testing it on webhook.site as well and receive the same error

    • Zoho Migration Assistant not working

      Hello, I am trying to use you Migration assistant to migrate emails from Rediff to Zoho. I am stuck in the first step. After downloading the migration tool, I copied the link to verify user credentials, however, after pasting the link in the browser,

    • Contacts Missing — PeopleSync/Zoho Mail

      English: In our company we use ManageEngine Mobile Device Manager (MDM), Free edition, to manage corporate mobile devices. Our usage policy does not allow personal Google accounts on these devices; therefore, Google account sync is blocked through MDM.

    • Best way to integrate Zoho with mobile app for managing customer requests with real-time notifications?

      Hello, I'm building a solution for a travel company where customers submit requests through a website, and the sales team manages these requests through a mobile app. The Requirement: Customers fill a form on the website (name, email, number of children,

    • Kaizen #57 - Mass Update API in Zoho CRM

      Hello everyone! Welcome back to yet another post in the Kaizen series. This week, we will discuss the Mass Update API in Zoho CRM. In this post, we will cover the following: 1. Introduction 2. Mass Update Records API  3. Schedule Update and Get Status

    • Getting Attachments in Zoho Desk via API

      Is there a way to get attachments into Zoho Desk via an API?      We have a process by which a zoho survey gets sent to the user as a link in a notification.    The survey has several upload fields where they can upload pdf documents.    I've created

    • Pincode based Product Restriction

      we have different types of products. 1) Very bulky items like plywood. 2) Too delicate items like glass These type of products we want to sell to local customers. Other products we want to supply all over India. There should be an option to restrict products

    • Related Lists filter

      I have Contacts showing in our Accounts module. I customized the Contacts module with an Employment Status field, with the following picklist options: "Primary Contact", "Secondary Contact", "Active Staff(not a main contact)", and "No longer employed".

    • Standalone custom function not generating logs

      Why dont't standalone custom functions generate logs when the're called from another function? I have some functions (workflow, buttons and blueprint) that have common parts, so I put that part in a standalone function which is called from the others.

    • Add "Reset MFA" Option for Zoho Creator Client Portal Users

      Hello Zoho Creator Team, We hope you are doing well. We would like to request an important enhancement related to Multi-Factor Authentication (MFA) for client portal users in Zoho Creator. Currently, Creator allows us to enforce MFA for portal users,

    • Support Bots and Automations in External Channels

      Hello Zoho Cliq Team, How are you? We actively use Zoho Cliq for collaboration, including with our external developers. For this purpose, external channels are a key tool since they work seamlessly within the same interface as all of our other channels

    • Urgent Security Feature Request – Add MFA to Zoho Projects Client Portal Hello Zoho Projects Team,

      Hello Zoho Projects Team, We hope you are doing well. We would like to submit an urgent security enhancement request regarding the Zoho Projects Client Portal. At this time, as far as we are aware, there is no Multi-Factor Authentication (MFA) available

    • Creator HTML page refresh

      Hi, I have added around 5 different html snippets in single creator page. I understand, I can refresh the entire page from page script using Navigational URLs https://help.zoho.com/portal/en/kb/creator/developer-guide/others/url-patterns/articles/navigational-urls

    • Zoho Desk - Custom Module Related List Columns on Tickets

      I have a custom module in Zoho Desk called Asana Tasks, each task has a lookup to a Ticket. On the Ticket I want to see the columns of the Asana Tasks in the related list . Is there a way to do this? Right now it just has the name of the record and I

    • What is your opinion of the new UI?

      Hi Everyone, I would like to see what everyone thinks of the new Zoho One Dashboard. I don't get it, but perhaps I'm missing something. What are your thoughts?

    • What are the OAuth scopes needed to access the Zoho MCP server?

      I think I'm authenticating with the MCP server endpoint successfully using a bearer token but I can't successfully initialize an MCP session. I'm using the official MCP Python sdk (https://github.com/modelcontextprotocol/python-sdk). I get as far as here

    • "Temporary Error" in Zoho CRM Data Source sync

      I edited my setup for the Zoho CRM to Zoho Analytics Data Source Import configuration to add some new fields. After I saved the changes, I clicked the (Sync Now) link. After a few minutes I got a Sync failure error. The only reason given is "A temporary

    • cant upload images in signature- urgent help needed. ta!

      HI, I have been trying to insert the company logo in the signature. i have tried it several times since yesterday, the longest I waited was 1 hour and 12 minutes for the pop up window to upload a 180 KB .jpg file. what am i doing wrong..  an urgent reply will be appreciated,  Ta

    • Account blocked for IMAP use

      Hello, My email client (Evolution) can't sync mail anymore. It gives the error: "Your account is temporarily blocked for IMAP use. This may happen if you exceed the maximum number of simultaneous IMAP connections allowed. Kindly try again after some time."

    • Is SMTP included in the free plan?

      My client has a Zoho Mail Free 14 day trial that ends tomorrow. She has set up a domain email address with SMTP on a third party app and is wondering if it will continue working once her plan downgrades to the free forever plan. Thanks

    • Zoho mail issue.

      I have verified my domain ohhoexpress.online by adding necessary TXT and MX records. But when I am sending email to any external email id, it is showing as zohomail.com. Also while I am sending mail to internal mail id, it is saying user not found whereas

    • My email is blocked from sending

      I get this message when I try to send any message .. > Unable to send message, Reason 554 5.1.8 Email Outgoing Blocked We have urgent emails to send and the issue continues to persist from yesterday. Please help us with this issue as soon as possibl

    • [WEBINAR] Smooth year-end closure with Zoho Books (KENYA)

      Hello there, This webinar is for all Kenyan businesses looking to wrap up their financial year smoothly! Join our free session to learn how Zoho Books can simplify your year-end process. What to expect from this webinar: - All the latest updates in Zoho

    • cannot recieve or send emails

      we are not recieving or cannot send emails.Shows sysytem error

    • Zoho Sites - contact us form

      I have added a contact us form to my website. I wanted to change the layout so I deleted the section of Contact Us form. When I again try to add the section of Contact Us form, it shows error that "This form already exists on this page."  I am unable

    • switching from POP3 to IMAPI do I need to change settings in Web email?

      hi so I am using Outlook with My Zoho mail, also have Verizon email /AOL. they no longer support POP3 and said imapi is much better, so I want to switch my ZoHo to imapai. I googled and it said i need to change it in my account....i looked at my account

    • What functionality is new in the Z025 Spaces UI dashboard compared to the previous Zoho One dashboard?

      My company is interested in creating a revamped dashboard this coming year, and are trying to weigh different platform options. The new Spaces UI is said to be a more "feature-rich" dashboard experience than the previous. Could a developer please explain

    • Collections Management: #5 Convenience on Offer, using Self-Checkout

      "Is this the right page? Oh, now, it wants my address again. Why am I being redirected?" These were the exact thoughts running through Karan's mind as he tried to subscribe to an application he genuinely liked. He clicked "Buy Now", expecting a quick

    • Tip #50- A Closer Look at the Unattended Access Dashboard- 'Insider Insights'

      Having complete visibility and quick access to everything you need certainly makes managing multiple remote devices a lot easier, and that is precisely what the Unattended Access Dashboard in Zoho Assist is designed to offer. Once you go to the Unattended

    • How to update custom multi-user field in Zoho Projects?

      I'm trying to update custom multi-user fields in Zoho Projects via a Deluge function in CRM. The code I have so far is below. It works for updating standard project fields and single-line custom fields, but it does not work to update multi-user fields.

    • Tip of the Week #75– Manage your social media messages from a single shared inbox.

      Are you tired of jumping between apps or browser tabs to reply to your business's Facebook and Instagram DMs? Handling customer messages on social media might seem simple, but switching between multiple platforms can easily lead to lost messages, duplicate

    • Zoho Map integration tasks have changed - you need to "Locate all instances of Zoho Map integration tasks in your Deluge scripts by searching for the v1 marker... before 16 January 2026"

      The Zoho Map deluge integration task has been changed (as at 21 October 2025) to provide a more structured, JSON-like response. This change affects all three Zoho Map integration tasks (Geocode, Reverse Geocode, and Distance Between). More details can

    • Using files from Zoho CRM in Gemini/ChatGPT/Claude

      Hi all, I’ve got subscriptions to Gemini and a few other AI tools which I use for tasks like data enrichment, email composition, etc. In our workflow, we often receive various documents from clients — such as process workflows, BRDs/requirement documents

    • Zoho Analytics & Zoho Creator - Modified Time value

      I'm trying to use the Zoho Creator system field 'modified time' in Zoho Analytics, but it's consistently showing 12 hours 'out' In Zoho Creator In Zoho Analytics Is this a constant difference that I just need to correct with a timezone change - or is

    • Zoho CRM - Option to create Follow-Up Task

      When completing a Zoho CRM Task, it would be very helpful if there was an option to "Complete and Create Follow-Up Task" in the pop-up which appears. It could clone the task you are closing and then show it on the screen in edit mode, all the user would

    • Portal For Different Apps

      I found some older threads on this but didn't see anything very recent. I'm new to Zoho One so forgive me if my terminology is off a bit. I was hoping set up a single point of entry into Zoho One. So, many of the apps could be found in one single place

    • Next Page