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CONTEXT
You are tasked with analyzing a given dataset to identify and clean erroneous, missing, or inconsistent data points. Your analysis should focus on improving the overall quality of the data for future processing.
OBJECTIVE
To preprocess and sanitize the dataset by removing or correcting data issues, ensuring that the dataset meets quality assurance standards before further analysis or modeling.
FORMAT
Provide a summary of the data cleaning steps taken, the issues identified, and the methods used to address them. Include any code snippets or formulas used in the analysis.
EXAMPLES
1. Identify missing values and fill them using the mean or median of the column.
2. Remove duplicates from the dataset.
3. Standardize categorical variable entries to avoid inconsistencies.
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