Demonstration Datasets: Difference between revisions

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<pre>  alcohol        - Biological fluid analysis of alcoholics for discriminant analysis.
__TOC__
aminoacids      - AMINOACIDS Fluorescence EEM of 5 samples for PARAFAC.
 
arch            - ARCH Archeological artifact data set for PCA amd SIMCA examples.
==List of DataSets==
bread          - Sensory evaluation of breads.
The following is a list of the data supplied with PLS_Toolbox. It consists of the name of the file (all end in ".mat" unless otherwise specified) along with a brief description of the contents of the given file. Each file may contain one or more variables to be used.
dorrit          - DORRIT EEM of 27 samples with 4 flourophores for PARAFAC.
 
etchdata        - Engineering process data from semiconductor metal etch (MPCA).
{| class="wikitable"
fia            - UV detection of Flow Injection Analysis of hydroxy-benzaldehyde (n-way data: sample, wavelength, time).
|-
FTIR_microscopy - FTIR microscopy transect spectra of a three-layer polymer laminate.
|alcohol        || Biological fluid analysis of alcoholics for discriminant analysis.
halddata        - HALDDATA Hald cement curing data.
|-
lcms            - LC/MS electrospray of 15 surfactant solution.
|aminoacids      || AMINOACIDS Fluorescence EEM of 5 samples for PARAFAC.
lcms_compare1  - Select data from LC/MS electrospray data set.
|-
lcms_compare2  - Select data from LC/MS electrospray data set.
|arch            || ARCH Archeological artifact data set for PCA amd SIMCA examples.
lcms_compare3  - Select data from LC/MS electrospray data set.
|-
MS_time_resolved - Direct probe time profile MS of three color-coupling compounds.
|beer            || VIS-NIR transmission recorded directly on undiluted degassed beer.
MS_time_resolved_references - Reference spectra of pure compounds from MS_time_resolved.
|-
nir_data        - NIR_DATA NIR spectra of pseudo gasoline samples for STDDEMO.
|biscuit        || NIR reflectance spectra of 40 samples of biscuit dough from 1200-2398nm..
nmr_data        - NMR_DATA NMR data for GRAM demo.
|-
oesdata        - OESDATA Optical emission spectra from metal etch.
|brain_weight    || Body mass (kg) and brain mass (g) for 28 animals.
paint          - PAINT Non-linear paint formulation data.
|-
pcadata        - PCADATA Slurry Fed Ceramic Melter data.
|bread          || Sensory evaluation of breads.
plsdata        - PLSDATA SFCM data for PCR and PLS demos.
|-
:[[plslogo]]         - PLSLOGO Data used to construct the PLS logo.
|cancer          || Fluorescence EEM spectra extracted from cervical cancer images.
projdat        - PROJDAT Projection demo data for PROJDEMO.
|-
pulsdata        - Time series data from a Slurry Fed Ceramic Melter for PLSPULSM demo.
 
raman_time_resolved - Raman spectra of a time resolved reaction.
|corn_dso        || 80 samples of corn measured on 3 different NIR spectrometers with moisture, oil, protein and starch values for each of the samples is also included.
replacedata    - REPLACEDATA SFCM data for REPLACEDEMO.
|-
sawdata        - SAWDATA Surface acoustic wave sensor data.
|data_mid_IR    || Data sets for correlation spectroscopy.
statdata        - STATDATA Data sets for ANOVA and statistics STATDEMO.
|-
sugar          - SUGAR Fluorescence EEM N-way data set.
|data_near_IR    || Data sets for correlation spectroscopy.
wine            - WINE Wine demographic data set for PCA example.
|-
redbeerdata.xls  - REDBEERDATA.XLS Example spreadsheet for "Intro to MATLAB".
|dorrit          || DORRIT EEM of 27 samples with 4 flourophores for PARAFAC.
areadrdemtext.txt - AREADRDEMTEXT.TXT Text file used by AREADRDEMO.
|-
xclreadrdata.txt  - XCLREADRDATA.TXT Text file used by XCLREADRDEMO.</pre>
|Dupont_BSPC    || 10 process variables (pressure, flow, temperature) for 55 batches with 7 steps each.
|-
|etchdata        || Engineering process data from semiconductor metal etch (MPCA).
|-
|fia            || UV detection of Flow Injection Analysis of hydroxy-benzaldehyde (n-way data: sample, wavelength, time).
|-
|flucuttest      || dataset used by FLUCUTDEMO.
|-
|FTIR_microscopy || FTIR microscopy transect spectra of a three-layer polymer laminate.
|-
|gcwine          || Dynamic headspace GCMS data of red wines from different regions.
|-
|halddata        || HALDDATA Hald cement curing data.
|-
|lcms            || LC/MS electrospray of 15 surfactant solution.
|-
|lcms_compare1  || Select data from LC/MS electrospray data set.
|-
|lcms_compare2  || Select data from LC/MS electrospray data set.
|-
|lcms_compare3  || Select data from LC/MS electrospray data set.
|-
|MS_time_resolved || Direct probe time profile MS of three color-coupling compounds.
|-
|MS_time_resolved_references || Reference spectra of pure compounds from MS_time_resolved.
|-
|nir_data        || NIR_DATA NIR spectra of pseudo gasoline samples for STDDEMO.
|-
|nmr_data        || NMR_DATA NMR data for GRAM demo.
|-
|octane          || NIR spectra and octane number values of 39 gasoline samples.
|-
|oesdata        || OESDATA Optical emission spectra from metal etch.
|-
|OliveOilData    || 36 FT-IR spectra (3600 - 600 cm-1) of olive oils.
|-
|paint          || PAINT Non-linear paint formulation data.
|-
|pcadata        || PCADATA Slurry Fed Ceramic Melter data.
|-
|plsdata        || PLSDATA SFCM data for PCR and PLS demos.
|-
|plslogo        || PLSLOGO Data used to construct the PLS logo.
|-
|projdat        || PROJDAT Projection demo data for PROJDEMO.
|-
|pulsdata        || Time series data from a Slurry Fed Ceramic Melter for PLSPULSM demo.
|-
|purvardata      || Raman spectra used in "Chemometrics Tutorial" section "MATLAB Code for Pure Variable Method, (chapter 9)".
|-
|purvardata_noise || Raman spectra used in "Chemometrics Tutorial" section "MATLAB Code for Pure Variable Method, (chapter 9)".
|-
|raman_dust_particles || Raman spectra used in "Chemometrics Tutorial" section "FTIR Microscopy Example", (chapter 9).
|-
|raman_dust_particles_references || Raman spectra used in "Chemometrics Tutorial" section "FTIR Microscopy Example", (chapter 9).
|-
|raman_time_resolved || Raman spectra of a time resolved reaction, used in "Chemometrics Tutorial".
|-
|replacedata    || REPLACEDATA SFCM data for REPLACEDEMO.
|-
|sawdata        || SAWDATA Surface acoustic wave sensor data.
|-
|SBRdata_EU      || NIR transmission spectra of styrene-butadiene copolymers.
|-
|stars          || Surface temperature and light intensity values for 47 stars.
|-
|statdata        || STATDATA Data sets for ANOVA and statistics STATDEMO.
|-
|sugar          || SUGAR Fluorescence EEM N-way data set.
|-
|svmocdemo      || Synthetic sample data used by SVMOCDEMO.
|-
|wine            || WINE Wine demographic data set for PCA example.
|-
|wineregion      || Metal Composition of Wines for classification by region.
|-
|redbeerdata.xls  || REDBEERDATA.XLS Example spreadsheet for "Intro to MATLAB".
|-
|areadrdemtext.txt || AREADRDEMTEXT.TXT Text file used by AREADRDEMO.
|-
|xclreadrdata.txt  || XCLREADRDATA.TXT Text file used by XCLREADRDEMO.
|}
 
==How to Load Demo Data==
 
For MAT files, the easiest way to load demo data is using the Load Dialog Box:
 
# From the file menu Load Data (or Import Workspace/MAT File).
# When the dialog box appears click the From File button.
# Type the name of the demo MAT file to loaded and hit the return key.
# Select the variables to be loaded and click the Load button.
 
[[Image:LoadDemoData.png| |600px|Load Demo Data]]
 
 
 
(Sub topic of [[PLS_Toolbox_Topics|PLS_Toolbox_Topics]])
(Sub topic of [[PLS_Toolbox_Topics|PLS_Toolbox_Topics]])

Latest revision as of 16:41, 13 December 2017

List of DataSets

The following is a list of the data supplied with PLS_Toolbox. It consists of the name of the file (all end in ".mat" unless otherwise specified) along with a brief description of the contents of the given file. Each file may contain one or more variables to be used.

alcohol Biological fluid analysis of alcoholics for discriminant analysis.
aminoacids AMINOACIDS Fluorescence EEM of 5 samples for PARAFAC.
arch ARCH Archeological artifact data set for PCA amd SIMCA examples.
beer VIS-NIR transmission recorded directly on undiluted degassed beer.
biscuit NIR reflectance spectra of 40 samples of biscuit dough from 1200-2398nm..
brain_weight Body mass (kg) and brain mass (g) for 28 animals.
bread Sensory evaluation of breads.
cancer Fluorescence EEM spectra extracted from cervical cancer images.
corn_dso 80 samples of corn measured on 3 different NIR spectrometers with moisture, oil, protein and starch values for each of the samples is also included.
data_mid_IR Data sets for correlation spectroscopy.
data_near_IR Data sets for correlation spectroscopy.
dorrit DORRIT EEM of 27 samples with 4 flourophores for PARAFAC.
Dupont_BSPC 10 process variables (pressure, flow, temperature) for 55 batches with 7 steps each.
etchdata Engineering process data from semiconductor metal etch (MPCA).
fia UV detection of Flow Injection Analysis of hydroxy-benzaldehyde (n-way data: sample, wavelength, time).
flucuttest dataset used by FLUCUTDEMO.
FTIR_microscopy FTIR microscopy transect spectra of a three-layer polymer laminate.
gcwine Dynamic headspace GCMS data of red wines from different regions.
halddata HALDDATA Hald cement curing data.
lcms LC/MS electrospray of 15 surfactant solution.
lcms_compare1 Select data from LC/MS electrospray data set.
lcms_compare2 Select data from LC/MS electrospray data set.
lcms_compare3 Select data from LC/MS electrospray data set.
MS_time_resolved Direct probe time profile MS of three color-coupling compounds.
MS_time_resolved_references Reference spectra of pure compounds from MS_time_resolved.
nir_data NIR_DATA NIR spectra of pseudo gasoline samples for STDDEMO.
nmr_data NMR_DATA NMR data for GRAM demo.
octane NIR spectra and octane number values of 39 gasoline samples.
oesdata OESDATA Optical emission spectra from metal etch.
OliveOilData 36 FT-IR spectra (3600 - 600 cm-1) of olive oils.
paint PAINT Non-linear paint formulation data.
pcadata PCADATA Slurry Fed Ceramic Melter data.
plsdata PLSDATA SFCM data for PCR and PLS demos.
plslogo PLSLOGO Data used to construct the PLS logo.
projdat PROJDAT Projection demo data for PROJDEMO.
pulsdata Time series data from a Slurry Fed Ceramic Melter for PLSPULSM demo.
purvardata Raman spectra used in "Chemometrics Tutorial" section "MATLAB Code for Pure Variable Method, (chapter 9)".
purvardata_noise Raman spectra used in "Chemometrics Tutorial" section "MATLAB Code for Pure Variable Method, (chapter 9)".
raman_dust_particles Raman spectra used in "Chemometrics Tutorial" section "FTIR Microscopy Example", (chapter 9).
raman_dust_particles_references Raman spectra used in "Chemometrics Tutorial" section "FTIR Microscopy Example", (chapter 9).
raman_time_resolved Raman spectra of a time resolved reaction, used in "Chemometrics Tutorial".
replacedata REPLACEDATA SFCM data for REPLACEDEMO.
sawdata SAWDATA Surface acoustic wave sensor data.
SBRdata_EU NIR transmission spectra of styrene-butadiene copolymers.
stars Surface temperature and light intensity values for 47 stars.
statdata STATDATA Data sets for ANOVA and statistics STATDEMO.
sugar SUGAR Fluorescence EEM N-way data set.
svmocdemo Synthetic sample data used by SVMOCDEMO.
wine WINE Wine demographic data set for PCA example.
wineregion Metal Composition of Wines for classification by region.
redbeerdata.xls REDBEERDATA.XLS Example spreadsheet for "Intro to MATLAB".
areadrdemtext.txt AREADRDEMTEXT.TXT Text file used by AREADRDEMO.
xclreadrdata.txt XCLREADRDATA.TXT Text file used by XCLREADRDEMO.

How to Load Demo Data

For MAT files, the easiest way to load demo data is using the Load Dialog Box:

  1. From the file menu Load Data (or Import Workspace/MAT File).
  2. When the dialog box appears click the From File button.
  3. Type the name of the demo MAT file to loaded and hit the return key.
  4. Select the variables to be loaded and click the Load button.

Load Demo Data


(Sub topic of PLS_Toolbox_Topics)

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