Exploratory Data Analysis by Imtiaz AhmadExploratory Data Analysis by Imtiaz Ahmad

Exploratory Data Analysis

Imtiaz Ahmad

Starting at

5,000

About this service

Summary

I provide comprehensive EDA services to help you uncover hidden patterns, detect anomalies, and gain actionable insights from your data. Using Python, Pandas, Seaborn, and advanced statistical techniques, I deliver cleaned datasets, in-depth visualizations, and a detailed report to empower data-driven decision-making. Let’s transform your raw data into valuable insights.

What's included

Data Cleaning
Handling of missing values (removal, imputation, etc.). Removal of duplicates. Data type corrections (e.g., converting strings to datetime). Handling inconsistent values (e.g., standardizing categories).
Descriptive Statistics & Summary
Statistical Summary. Correlation Analysis. Outlier Detection & Handling (if any).
Data Visualization & Insights
Univariate Analysis. Bivariate & Multivariate Analysis. Interactive Visualizations (if required). Feature Importance Analysis (if relevant).
Business Insights & Recommendations
Key Takeaways Patterns, trends, and significant observations. Potential business impact and action points. Anomalies & Areas for Further Analysis Suspicious data patterns or potential errors. Hypotheses for further investigation. Recommendations for Next Steps Data transformations needed for modeling. Suggestions for predictive modeling, machine learning, or deeper analysis
Final Deliverables & Documentation
EDA Report (PDF, Jupyter Notebook, or PowerPoint). Cleaned & Processed Data (if required). Code & Scripts (Python). Presentation (Optional)

Duration

2 weeks

Skills and tools

Data Analyst

Data Modelling Analyst

Data Scientist

Data Analysis