Turning numbers into charts and a report
How do I turn my numbers into a chart and a PDF report?
Give the numbers in Bangla and you get a chart of sales by month, marks by subject or expenses by category, ready to download as a PDF or a picture. You enter the numbers, or your user types them in, because a built app cannot pull figures out of any ledger by itself.
What you are making
Nobody reads numbers written in a ledger, but everyone understands a chart at a glance. Here you supply the numbers, and out of them come a chart and a tidy, printable report that downloads as a PDF or a picture and can be sent to anyone.

These are the ones people build most:
- Sales by month: a bar chart for twelve months, with the total and the average.
- Marks by subject: what was scored in each subject, and which one is weak, at a glance.
- Expenses by category: groceries, rent, transport, electricity, as slices of a pie chart.
- Income against spending: two coloured bars side by side, with what is left over below.
- Attendance or progress: how many days each person came, or how far a job has got.
- A printable report: name and date on top, the chart in the middle, the list below, tidy on one page.
Step by step
Step 1: Get the numbers in order first. A plain two column list is enough, the month on the left and the amount on the right. Give it messy numbers and you will get a messy chart.
Step 2: Say which chart you want. Bars or a line to show rise and fall over time, a pie to show the parts of a whole. If you do not say, the AI will choose for you, and it may not be what you pictured.
Make a chart of my shop's sales. I am giving you the month names from January to December with the amounts. Use a bar chart with the amount written above each bar. At the top show the total sales, the average, and which was the best month. Green, text in Bangla, and it must look good on a phone.
Step 3: Decide how the numbers get in. There are two ways: you put them in now, or the page has boxes where the user types them and the chart changes as they do. The second is far more useful, because you will not have to ask for a change every month.
Step 4: Now the shape of the report. Say what goes on the one page: title and date on top, then the total and average, then the chart, then the full list. Ask for a download button at the end.
Make a monthly expenses report page. At the top, boxes where I can add a category and an amount, such as groceries 8000, rent 12000. Each time I add one, the pie chart and the list below update and the total is shown. Two buttons at the bottom, one downloads the whole report as a PDF and the other downloads it as a picture. Text and numbers in Bangla.
Step 5: Download it and see whether the file came out right, whether the Bangla text is unbroken and whether the chart is cut off. If something is off, say "the chart is not fitting in the PDF, please fix it to the page size". Then press Share and give the link to whoever needs it.
Tricks that make it better
- A line of words with the numbers. A sentence above the chart such as "sales are up 12 percent on last month" makes the report far more useful.
- Use few colours. Two or three colours read cleanly. A rainbow chart looks grand and is hard to read.
- Keep printing in mind. Saying "it should print nicely on one A4 page" keeps the report the right size, fit to hand in at an office.
- Let the list come out too. Beside the chart, add a button that downloads the numbers as a CSV, so anyone can take them into their own accounts.
- Plan for an empty page. When there are no numbers yet it should say "nothing has been added yet" rather than showing a blank white page. A small thing that makes the app feel professional.
Mistakes many people make
- Expecting the numbers to arrive by themselves. A built app cannot pull figures out of your shop ledger, your bank or any website. Either you put them in, or the user types them.
- Thinking everyone shares the same numbers. Whatever someone types on their own phone stays on their phone. You cannot see it, and neither can anyone else.
- Cramming everything into one chart. Sales, spending, profit and attendance in one chart tells you nothing. Make a separate chart for each subject.
- Not looking before sending. Beautiful on screen does not mean beautiful as a PDF. Download it once yourself before you share it.
What to do next
Once the chart and report stand up, it is a short step to a small accounts tool: a box for the day's sales, a list to choose the month, and a report at the end of the month with one press. For school work, ask for the student's name and subject marks to make a separate page for each one, ready to print for a parents' meeting. And if you need to present it, ask for the report as slides, and it can be downloaded as a slides file too.
Beginner questions
My numbers live in a notebook, can they chart?
Yes, type them in or photograph the page, the AI reads and charts them.
I have no idea which chart fits what.
You do not need to. Given the data, the AI picks: bars for months, pie for shares, lines for trends.
A new report every month?
No, add the new month to the same app and the report grows.