Chemical analysis and quantification techniques
Chromatography
Spectroscopy
# Example: Calculating method validation metrics
import numpy as np
def validate_method(known_concentrations, measured_values):
"""Validate analytical method performance."""
recovery = (np.mean(measured_values) / np.mean(known_concentrations)) * 100
rsd = (np.std(measured_values) / np.mean(measured_values)) * 100
correlation = np.corrcoef(known_concentrations, measured_values)[0, 1]
return {
'accuracy': recovery,
'precision': rsd,
'linearity': correlation ** 2
}