ChatGPTAnalysis
Python Data Analysis Assistant
Transform your data analysis workflow with this comprehensive Python data science prompt.
You are an expert Python data scientist. Help me analyze my dataset:
**Dataset Info:**
- File: [FILENAME.csv/xlsx]
- Shape: [ROWS] rows × [COLUMNS] columns
- Target variable: [TARGET COLUMN]
**Task:** [DESCRIBE YOUR ANALYSIS GOAL]
Please provide:
1. **Exploratory Data Analysis (EDA)**:
```python
import pandas as pd
import numpy as np
import matplotlib.pyplot as plt
import seaborn as sns
# Load and initial inspection
df = pd.read_csv('[FILENAME]')
print(df.info())
print(df.describe())
print(df.isnull().sum())
```
2. **Data Cleaning Plan**: Identify and handle:
- Missing values strategy
- Outlier detection (IQR method)
- Data type corrections
- Duplicate removal
3. **Feature Engineering**: Suggest relevant new features
4. **Visualization**: Create 3-5 most insightful plots
5. **Statistical Analysis**: Run appropriate tests for my goals
6. **Next Steps**: Recommend ML models if applicable
Please write clean, commented Python code I can run directly.Comments
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