Correlation Analyzer

Advanced correlation analysis tool that calculates correlation coefficients between variables to measure the strength and direction of their linear relationships. Perfect for statistical analysis, financial modeling, scientific research, and data exploration. Features: - Multiple correlation methods (Pearson, Spearman, Kendall) - Correlation matrix generation - Statistical significance testing (p-values) - Confidence intervals calculation - Heatmap visualization - Scatter plot matrix generation - Missing value handling strategies - Outlier detection and handling - Group analysis capabilities - Detailed statistical reports Common Use Cases: - Financial market analysis and risk assessment - Scientific research and hypothesis testing - Customer behavior and marketing analysis - Healthcare and medical data analysis - Quality control and process optimization - Educational performance evaluation

CSV Data *

Target Columns (Optional)

Correlation Method

Significance Level

Missing Value Handling

Outlier Handling

Calculate Confidence Intervals

Group Column (Optional)

Column to group analysis by (e.g., category, region, department)

Generate Correlation Heatmap

Generate Scatter Plot Recommendations

Include Detailed Statistics

Show P-Values

Show Confidence Intervals

Decimal Places

Number of decimal places for correlation coefficients

API Documentation

Request Endpoint

POST /en/api/tools/correlation-analyzer

Request Parameters

Parameter Name	Type	Required	Description
inputData	textarea	Yes	-
targetColumns	textarea	No	-
correlationMethod	select	No	-
significanceLevel	select	No	-
handleMissing	select	No	-
outlierMethod	select	No	-
confidenceInterval	checkbox	No	-
groupColumn	text	No	Column to group analysis by (e.g., category, region, department)
generateHeatmap	checkbox	No	-
generateScatterPlots	checkbox	No	-
includeStatistics	checkbox	No	-
showPValues	checkbox	No	-
showConfidenceIntervals	checkbox	No	-
decimalPlaces	number	No	Number of decimal places for correlation coefficients

Response Format

{
  "result": "Processed text content",
  "error": "Error message (optional)",
  "message": "Notification message (optional)",
  "metadata": {
    "key": "value"
  }
}

Text: Text

AI MCP Documentation

Add this tool to your MCP server configuration:

{
  "mcpServers": {
    "elysiatools-correlation-analyzer": {
      "name": "correlation-analyzer",
      "description": "Advanced correlation analysis tool that calculates correlation coefficients between variables to measure the strength and direction of their linear relationships. Perfect for statistical analysis, financial modeling, scientific research, and data exploration.

Features:
- Multiple correlation methods (Pearson, Spearman, Kendall)
- Correlation matrix generation
- Statistical significance testing (p-values)
- Confidence intervals calculation
- Heatmap visualization
- Scatter plot matrix generation
- Missing value handling strategies
- Outlier detection and handling
- Group analysis capabilities
- Detailed statistical reports

Common Use Cases:
- Financial market analysis and risk assessment
- Scientific research and hypothesis testing
- Customer behavior and marketing analysis
- Healthcare and medical data analysis
- Quality control and process optimization
- Educational performance evaluation",
      "baseUrl": "https://elysiatools.com/mcp/sse?toolId=correlation-analyzer",
      "command": "",
      "args": [],
      "env": {},
      "isActive": true,
      "type": "sse"
    }
  }
}

You can chain multiple tools, e.g.: `https://elysiatools.com/mcp/sse?toolId=png-to-webp,jpg-to-webp,gif-to-webp`, max 20 tools.

If you encounter any issues, please contact us at [email protected]