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The Unscrambler® X ( a GenX suite of products ) represents the single largest redesign of CAMO Software’s flagship product The Unscrambler®. Featuring an enhanced user friendly interface, superior graphics and new state-of-the-art methods, The Unscrambler® X provides the most flexible and adaptable approach to Multivariate Data Analysis (MVA) and Design of Experiments (DoE) available. The Unscrambler® X reaches out to a wider audience of data analysts, and process control applications, while still maintaining a strong commitment to our spectroscopic & sensory data analysis users.

Descriptive Statistics

Mean/ Standard Deviation/ Quartiles/ Cross Correlations/ Scatter Effects/Kurtosis/Box-plot/Skewness/Probability Plot

Statistical Tests

Normality Test/ t-Tests/ F-Tests/ Mardia’s Multivariate Test

Cluster Analysis

K-means / K-medians Ward’s method

Hierarchical Cluster Analysis (HCA) with dendrograms

Principal Component Analysis (PCA)

Choice of using NIPALS or SVD algorithms

Rotation methods including Varimax, Equimax, Quartimax and Parsimax


Multivariate Curve Resolution (MCR)

Resolve time evolving data such as chemical reaction or chromatographic data into pure constituent profiles and pure spectra

Regression Methods

Multiple Linear Regression (MLR) / Principal Component Regression (PCR) and Partial Least Squares Regression (PLS-R)

Choice of algorithms, NIPALS and SVD for PCR and NIPALS, Kernel Methods and Orthogonal Scores for PLSR
Improved Test Set Validation options

Q-Residuals in influence plots
L-PLS, incorporating three data tables for greater insights into data structure

Advanced Classification Methods

Projection using PCA and PLS models

Soft Independent Modelling of Class Analogy (SIMCA) now also incorporating PLS models

Linear Discriminant Analysis (LDA)

Support Vector Machines (SVM) Classification with numerous kernel types

Spectral Functions


Derivatives: Moving Average/ Norris Gap/ Savitzky-Golay

Baseline Correction


Spectroscopic: Reflectance/ Transmission/ Kubelka-Munck

Scatter Correction and Advanced Functions

Multiplicative and Extended Multiplicative Scatter Correction (MSC/ EMSC)

Standard Normal Variate (SNV)



General Transforms

Improved Centre and Scale options

Spectroscopic: Reflectance/ Transmission/ Kubelka-Munck

Interaction & Squares and Individual Variable Weighting

Compute General

Fill Missing Values

Correlation Optimization Warping (COW)

Direct Data Acqusition from Spectrometers
Improved Design Wizard

Interactive design setup with full descriptions and Beginner/ Expert modes

Complete range of full and fractional factorial designs

Enhanced optimization designs including Central Composite (CCD) and Box-Behnken (BB) designs

Enhanced mixture designs including Axial, Simplex Lattice and Simplex Centroid designs

Choice of Analysis Algorithms

Classical MLR and ANOVA-PLS for non-orthogonal designs

PLSR or Scheffe Polynomials for mixture designs

Comprehensive Analysis Overview

ANOVA tables and other tabular results

Cube Plots

Response Surfaces

Analysis of Effects

Interactive Tables


MY Office : 72-3C, JALAN PUTERI 2/4, BANDAR PUTERI, 47100 PUCHONG, SELANGOR, Malaysia. Tel:+603-8063 9300 fax:+603-8063 9400
SG Office : 259, Onan Road, Singapore 424651. Tel: +65-6468 3325 Fax: +65-6764 5646