Exploratory Data AnalysisImtiaz Ahmad
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)
Imtiaz's other services
Starting at$5,000
Duration2 weeks
Tags
MATLAB
Microsoft Excel
pandas
Tableau
Data Analyst
Data Modelling Analyst
Data Scientist
Service provided by
Imtiaz Ahmad Lahore, Pakistan
Exploratory Data AnalysisImtiaz Ahmad
Starting at$5,000
Duration2 weeks
Tags
MATLAB
Microsoft Excel
pandas
Tableau
Data Analyst
Data Modelling Analyst
Data Scientist
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)
Imtiaz's other services
$5,000