Create a data cleaning script

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  • Loading the Dataset:
    • Reads the dataset using pandas and checks for missing values with isnull().sum().
  • Handling Missing Values:
    • Numerical Features: Missing values are replaced with the mean of the respective column using fillna().
    • Categorical Features: Missing values are replaced with the most frequent value (mode) using a loop.
  • Verification:
    • Re-checks for missing values after imputation to ensure data integrity.
  • Saving the Cleaned Data:
    • Exports the cleaned dataset to a CSV file for further use.
Create a data cleaning script
12.1515.02
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How to Use Prompts

Step 1: Download the prompt after purchase.

Step 2: Paste the prompt into your text-generation tool (e.g., ChatGPT).

Step 3: Adjust parameters or use it directly to achieve your goals.

Create a data cleaning script
12.1515.02
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License Terms

Regular License:

  • Allowed for personal or non-commercial projects.
  • Cannot be resold or redistributed.
  • Limited to a single use.

Extended License:

  • Allowed for commercial projects and products.
  • Can be included in resold products, subject to restrictions.
  • Suitable for multiple uses.
Create a data cleaning script
12.1515.02
Clear