Data Cleaning and Preparation

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About this service

Summary

I clean and prepare datasets for seamless analysis, ensuring accuracy and consistency in your data workflows. Proficient in SQL, Python, and Excel, I automate cleaning processes for efficiency and reliability. My meticulous approach guarantees datasets that are analysis-ready and free of errors.

Process

Initial Assessment: Understand the dataset's purpose and client expectations.
Data Review: Identify inconsistencies, errors, or missing data.
Cleaning: Use tools like SQL or Python for cleaning and validation.
Transformation: Standardize data formats and prepare it for analysis.
Documentation: Create a log of cleaning methods for transparency.
Client Review: Share the cleaned dataset for approval.
Final Delivery: Provide the final, structured dataset along with process documentation.

What's included

  • Clean and structured datasets

    Ready-to-use data, free from errors and inconsistencies.

  • Automated cleaning workflows

    Efficient scripts to save time on repetitive tasks.

  • Data validation processes

    Systems to ensure accuracy and reliability in datasets.

  • Cleaning methods report

    Transparent documentation of steps and outcomes.


Skills and tools

Data Modelling Analyst
Data Scientist
Data Analyst
Data Analysis
Microsoft Excel
pandas
SQL
Tableau

Industries

Data Management
Data Visualization
Data Governance

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