Microplate Reader Analyzer

Advanced analysis with real curve fitting, outlier detection, and comprehensive export options.

Supported formats: CSV, Excel, TXT
Well Type Selection:
Well Concentration Unit

Processing data...

Analysis Results

Well Type Raw Value Corrected Value Concentration Unit Notes

Enhanced Analysis Features

This enhanced microplate analyzer now includes advanced curve fitting algorithms, comprehensive data validation, and robust export capabilities for professional laboratory use.

New Features: Real curve fitting algorithms, outlier detection, blank correction, data validation, and complete export functionality.

Implemented Algorithms

  • Linear Regression: Standard least squares fitting with R² calculation
  • Quadratic & Cubic Fitting: Polynomial regression for curved data
  • 4-Parameter Logistic: For sigmoidal response curves (ELISA)
  • Grubbs' Test: Statistical outlier detection
  • Dixon's Q Test: Alternative outlier detection method
  • Blank Correction: Mean or median background subtraction
  • Data Validation: Comprehensive input checking and error handling
  • Export Functions: CSV and PDF report generation

Quality Control Parameters

Parameter Description Acceptable Range
R-squared (R²) Goodness of fit for standard curve > 0.98 for most assays
Coefficient of Variation (CV) Precision of replicates < 15% for most assays
Z'-factor Assay quality metric for HTS > 0.5 (excellent)
Signal-to-Noise Ratio Signal intensity vs background > 5:1 for reliable detection