Welcome to the "Help me with my data" project! This web development endeavor aims to provide a user-friendly platform for data preprocessing, analysis, and basic Exploratory Data Analysis (EDA). Whether you're new to data science or a seasoned practitioner, this tool will assist you in efficiently preparing your dataset and gaining valuable insights.
The simulator offers a seamless experience for data preprocessing and analysis. Here's what you can expect:
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Data Input:
- Upload an Excel or CSV file for automatic configuration of the dataset.
- Alternatively, opt for manual entry, providing the number of rows, columns, and entering values individually.
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Data Overview:
- After data input, view a comprehensive overview of your dataset, displaying all columns and rows in a page view format.
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Data Transformation:
- Utilize the transform option to clean and preprocess your data efficiently.
- Replace missing or incorrect values.
- Options include:
- series mean,
- series median,
- nearby points mean (based on a user-defined hyperparameter),
- nearby points median,
- interpolation (coming soon).
- Utilize the transform option to clean and preprocess your data efficiently.
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Analysis:
- Choose dependent and independent variables to proceed with the analysis.
- Options include:
- Descriptive analysis:
- frequency,
- mean,
- standard deviation, and
- Interquartile Range (IQR) values.
- Correlations: Examine correlations within the entire dataset or a subset of columns.
- Regression: Perform linear regression analysis.
- Clustering: Utilize K-means clustering with customizable parameters such as distance metrics (e.g., Euclidean, Manhattan, ).
- Descriptive analysis:
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With "Help me with my data," you can streamline your data preprocessing workflow and gain valuable insights from your datasets. Get started today and unlock the power of your data! 🚀
If you have any questions, feedback, or suggestions, feel free to reach out. Happy analyzing! 📈