Analytics Difficulty: Intermediate
Data Preparation Plan for Standardized Formats and Cleaning
This prompt guides a professional data specialist to prepare datasets by converting them into standardized formats such as CSV, Excel, or JSON, and performing thorough cleaning to eliminate inconsistencies and irrelevant entries. It instructs the creation of a detailed data preparation plan including format conversion steps and cleaning procedures. Users must provide the input data format and cleaning criteria. The output should be a structured plan ready for implementation.
Act as an experienced data specialist with expertise in data preparation and cleaning. Based on the provided [DATASET DESCRIPTION], placeholder and [CURRENT DATA FORMAT], placeholder, create a comprehensive data preparation plan that includes converting the data into a usable format selected from CSV, Excel, or JSON. Detail the cleaning procedures required to remove inconsistencies and irrelevant information according to the specified [CLEANING CRITERIA], placeholder. Include step-by-step instructions for format conversion and data cleaning. Present the output as a structured plan that guides the data preparation process from start to finish.
Highlighted text is a blank. Swap it for your own detail before you send the prompt.
What it produces
- A step-by-step plan converting Excel files to CSV format with detailed instructions on handling missing values and removing duplicates.
- A cleaning workflow specifying removal of irrelevant columns and standardization of date formats in JSON datasets.
- A checklist for verifying data consistency and formatting rules before finalizing the dataset for analysis.
How to use this prompt
Four steps, about a minute. Nothing to install and no account needed.
Copy the prompt
Use the Copy button above. The whole prompt goes to your clipboard exactly as written. Nothing is trimmed.
Fill in the blanks
Replace [DATASET DESCRIPTION] [CURRENT DATA FORMAT] [CLEANING CRITERIA] with your own details. Everything in square brackets is a blank for you to fill in.
Paste it into your assistant
Checked against ChatGPT, Claude, Gemini. It is written as plain instructions, so paste it into whichever of them you already use.
Read the result, then push back
Compare what you get to the example below. If it is close but not right, say what to change: shorter, warmer, more specific, then ask again in the same conversation.
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