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performing-regression-analysis

@jeremylongshore/claude-code-plugins-plus
704
0

This skill empowers claude to perform regression analysis and modeling

Install Skill

1Download skill
2Enable skills in Claude

Open claude.ai/settings/capabilities and find the "Skills" section

3Upload to Claude

Click "Upload skill" and select the downloaded ZIP file

Note: Please verify skill by going through its instructions before using it.

SKILL.md

description This skill empowers claude to perform regression analysis and modeling using the regression-analysis-tool plugin. it analyzes datasets, generates appropriate regression models (linear, polynomial, etc.), validates the models, and provides performa...
allowed-tools Read, Write, Edit, Grep, Glob, Bash
name performing-regression-analysis
license MIT
author Jeremy Longshore <jeremy@intentsolutions.io>
version 1.0.0

Overview

This skill enables Claude to analyze data, build regression models, and provide insights into the relationships between variables. It leverages the regression-analysis-tool plugin to automate the process and ensure best practices are followed.

How It Works

  1. Data Analysis: Claude analyzes the provided data to understand its structure and identify potential relationships between variables.
  2. Model Generation: Based on the data, Claude generates appropriate regression models (e.g., linear, polynomial).
  3. Model Validation: Claude validates the generated models to ensure their accuracy and reliability.
  4. Performance Reporting: Claude provides performance metrics and insights into the model's effectiveness.

When to Use This Skill

This skill activates when you need to:

  • Perform regression analysis on a given dataset.
  • Predict future values based on existing data using regression models.
  • Understand the relationship between independent and dependent variables.
  • Evaluate the performance of a regression model.

Examples

Example 1: Predicting House Prices

User request: "Can you build a regression model to predict house prices based on square footage and number of bedrooms?"

The skill will:

  1. Analyze the provided data on house prices, square footage, and number of bedrooms.
  2. Generate a regression model (likely multiple to compare) to predict house prices.
  3. Provide performance metrics such as R-squared and RMSE.

Example 2: Analyzing Sales Trends

User request: "I need to analyze the sales data for the past year and identify any trends using regression analysis."

The skill will:

  1. Analyze the provided sales data.
  2. Generate a regression model to identify trends and patterns in the sales data.
  3. Visualize the trend and report the equation and R-squared value.

Best Practices

  • Data Preparation: Ensure the data is clean and preprocessed before performing regression analysis.
  • Model Selection: Choose the appropriate regression model based on the data and the problem.
  • Validation: Always validate the model to ensure its accuracy and reliability.

Integration

This skill works independently using the regression-analysis-tool plugin. It can be used in conjunction with other data analysis and visualization tools to provide a comprehensive understanding of the data.