From the course: 15 ChatGPT Tips for Everyday Data Analysis
How to fill missing values with ChatGPT - ChatGPT Tutorial
From the course: 15 ChatGPT Tips for Everyday Data Analysis
How to fill missing values with ChatGPT
You open a dataset, ready to start your analysis, and half of the important values are missing. In this video, I'll show you how to use ChatGPT to fill missing values in your data by recognizing patterns that Excel simply can't. For example, here we have customer data with missing city and state values, but if you look closely, other rows with the same zip code already show the correct location. Excel's Flash Fill cannot connect patterns across rows like this, and manually filling hundreds of records would take hours. Not a problem, just open ChatGPT and type can you fill the missing city and state values in this dataset by matching the data with complete rows. Then upload the Excel file or paste the data table directly into the chat and press enter. ChatGPT instantly analyzed the entire dataset and used completed rows in the table to identify matching patterns, then filled in every missing city and state value. And in cases where an exact match doesn't exist, ChatGPT can also use broader geographical knowledge to fill in missing data. Now all we have to do is download the new Excel file ChatGPT created for us, and we officially have a brand new, analysis-ready dataset with no missing values. ChatGPT just handled a complex data cleaning task that would have normally taken hours in seconds.
Practice while you learn with exercise files
Download the files the instructor uses to teach the course. Follow along and learn by watching, listening and practicing.
Contents
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Getting started: ChatGPT and spreadsheets1m 40s
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How to audit spreadsheets with ChatGPT1m 21s
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How to fill missing values with ChatGPT1m 11s
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How to fix inconsistent text data with ChatGPT1m 18s
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How to merge multiple spreadsheet files with ChatGPT1m 27s
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How to create date-based fields with ChatGPT1m 33s
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How to group, sort & filter data with ChatGPT1m 17s
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How to flag rows based on conditions with ChatGPT1m 6s
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How to write formulas with ChatGPT1m 16s
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How to debug formulas with ChatGPT1m 28s
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How to calculate statistics with ChatGPT1m 25s
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How to create pivot tables with ChatGPT1m 11s
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How to analyze data & create charts with ChatGPT1m 12s
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How to create python charts in excel with ChatGPT1m 12s
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How to compare datasets with ChatGPT1m 12s
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How to forecast data with ChatGPT1m 12s
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