Data viz is like the ultimate step in delivering insights. Analyst craft beautiful insights but sometimes they don’t have enough time to create amazing visualizations. Unfortunately, this could take away from the effectiveness of their insights
Nowadays, Ai tools can be found to assist data analysts enhance their data visualizations. With tools like ChatGPT, analysts can quickly and effortlessly create beautiful and attention-grabbing charts that effectively communicate their insights to others.
The Steps are easy. You only:
- Data Mining
- Prepare your Data
- Describe your Data to ChatGPT
- Ask your Visualization from ChatGPT
- Create your Visualization in your Python, R
let’s undergo an example
To Begin, we want to arrange data to be used, Find the dataset and cargo it in your selected Python or R. But as discussed in How To Use ChatGPT To Automate Web Scraping
For Today’s exercise, we’ll use CoinMarketCap Data (Listings Historical). we going to make use of API Fetch Data.
Please go to API Developer and register and click on on Api Documents after which take the important thing and paste within the link, The URL Should appear to be this :
The Original Data is in JSON format, But it will possibly be converted right into a table format using ChatGBT.
With our Data in Table from, it is less complicated for us to know and analyze. the table consists of columns resembling PriceUsd, Time and Date. Next, we will visualize this data to achieve more insights.
This step is kind of easy. after preparing our Data, we just have to inform ChatGPT concerning the Basics. in such a case, we give it the name of our fields:
in additional complex scenarios, it might be helpful to specify the information types for every field to ChatGPT.
Normally, Generating data viz could be a laborious and time-consuming process, impeding data exploration, disrupting the creative flow, and increasing project schedules. nonetheless, with ChatGPT, we will quickly produce and refine data visualizations with none of those challenges.
For now, we’ll request to view the expansion in pricing USD between 2020 to 2021 using ChatGPT. to attain this, we want to specify a growth pricing USD for CHatGPT to display it on the chart
Note: (on this ex, we going to make use of the Python library Plotly for visualization.)
Here’s what this looks like:
if you’ve experience with Python, chances are you’ll notice that ChatGPT has generated code to create a “time series of Bitcoin price” and plot it on charts (Note you need to use any chart just call name ex: bubble, stacked bar…..). And when you usually are not accustomed to Python.
who cares! — ChaTGPT has done the programming work for us 😂😂
Now we going to take code generated by ChatGPT and use it to create a chart of the Pricing. all we want to do is copy and paste the code right into a vs code using the extension Juypter NoteBook after which run it. and begin to explore and analyze Data.
the result? an incredible chart that shows relative growth pricing, quite fair for ten minutes of labor!
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