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ade4 (version 1.7-10)

Analysis of Ecological Data: Exploratory and Euclidean Methods in Environmental Sciences

Description

Tools for multivariate data analysis. Several methods are provided for the analysis (i.e., ordination) of one-table (e.g., principal component analysis, correspondence analysis), two-table (e.g., coinertia analysis, redundancy analysis), three-table (e.g., RLQ analysis) and K-table (e.g., STATIS, multiple coinertia analysis). The philosophy of the package is described in Dray and Dufour (2007) .

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Version

Install

install.packages('ade4')

Monthly Downloads

38,204

Version

1.7-10

License

GPL (>= 2)

Maintainer

Aurélie Siberchicot

Last Published

December 15th, 2017

Functions in ade4 (1.7-10)

RV.rtest

Monte-Carlo Test on the sum of eigenvalues of a co-inertia analysis (in R).
add.scatter

Add graphics to an existing plot
ade4-internal

Internal ade4 functions
Deprecated functions

Deprecated functions in ade4
EH

Amount of Evolutionary History
abouheif.eg

Phylogenies and quantitative traits from Abouheif
ardeche

Fauna Table with double (row and column) partitioning
acacia

Spatial pattern analysis in plant communities
area.plot

Graphical Display of Areas
amova

Analysis of molecular variance
ade4-package

The ade4 package
apis108

Allelic frequencies in ten honeybees populations at eight microsatellites loci
PI2newick

Import data files from Phylogenetic Independance Package
apqe

Apportionment of Quadratic Entropy
RVdist.randtest

Tests of randomization on the correlation between two distance matrices (in R).
aravo

Distribution of Alpine plants in Aravo (Valloire, France)
adegraphicsLoaded

Utility function to test if the package adegraphics is loaded
arrival

Arrivals at an intensive care unit
aminoacyl

Codon usage
as.taxo

Taxonomy
avijons

Bird species distribution
avimedi

Fauna Table for Constrained Ordinations
atlas

Small Ecological Dataset
atya

Genetic variability of Cacadors
banque

Table of Factors
butterfly

Genetics-Ecology-Environment Triple
bwca.dpcoa

Between- and within-class double principal coordinate analysis
bca

Between-Class Analysis
cailliez

Transformation to make Euclidean a distance matrix
aviurba

Ecological Tables Triplet
capitales

Road Distances
bca.coinertia

Between-class coinertia analysis
chevaine

Enzymatic polymorphism in Leuciscus cephalus
chickenk

Veterinary epidemiological study to assess the risk factors for losses in broiler chickens
bca.rlq

Between-Class RLQ analysis
clementines

Fruit Production
coleo

Table of Fuzzy Biological Traits
bf88

Cubic Ecological Data
combine.4thcorner

Functions to combine and adjust the outputs 3-table methods
bacteria

Genomes of 43 Bacteria
discrimin.coa

Discriminant Correspondence Analysis
bsetal97

Ecological and Biological Traits
dist.binary

Computation of Distance Matrices for Binary Data
dist.quant

Computation of Distance Matrices on Quantitative Variables
buech

Buech basin
carniherbi49

Taxonomy, phylogenies and quantitative traits of carnivora and herbivora
chazeb

Charolais-Zebus
casitas

Enzymatic polymorphism in Mus musculus
disc

Rao's dissimilarity coefficient
baran95

African Estuary Fishes
discrimin

Linear Discriminant Analysis (descriptive statistic)
corkdist

Tests of randomization between distances applied to 'kdist' objetcs
doubs

Pair of Ecological Tables
corvus

Corvus morphology
dpcoa

Double principal coordinate analysis
dist.prop

Computation of Distance Matrices of Percentage Data
divc

Rao's diversity coefficient also called quadratic entropy
bicenter.wt

Double Weighted Centring
divcmax

Maximal value of Rao's diversity coefficient also called quadratic entropy
bordeaux

Wine Tasting
carni19

Phylogeny and quantative trait of carnivora
dudi.pca

Principal Component Analysis
carni70

Phylogeny and quantitative traits of carnivora
costatis

STATIS and Co-Inertia : Analysis of a series of paired ecological tables
dudi.pco

Principal Coordinates Analysis
costatis.randtest

Monte-Carlo test on a Costatis analysis (in C).
dist.dudi

Computation of the Distance Matrix from a Statistical Triplet
dudi

Duality Diagram
dagnelie.test

Dagnelie multinormality test
deug

Exam marks for some students
dudi.acm

Multiple Correspondence Analysis
dist.ktab

Mixed-variables coefficient of distance
dunedata

Dune Meadow Data
fruits

Pair of Tables
ecg

Electrocardiogram data
fuzzygenet

Reading a table of genetic data (diploid individuals)
ggtortoises

Microsatellites of Galapagos tortoises populations
dist.neig

Computation of the Distance Matrix associated to a Neighbouring Graph
granulo

Granulometric Curves
dudi.fca

Fuzzy Correspondence Analysis and Fuzzy Principal Components Analysis
irishdata

Geary's Irish Data
is.euclid

Is a Distance Matrix Euclidean?
dudi.hillsmith

Ordination of Tables mixing quantitative variables and factors
kdist2ktab

Transformation of K distance matrices (object 'kdist') into K Euclidean representations (object 'ktab')
dist.genet

Genetic distances from gene frequencies
fourthcorner

Functions to compute the fourth-corner statistic
dotchart.phylog

Representation of many quantitative variables in front of a phylogenetic tree
friday87

Faunistic K-tables
housetasks

Contingency Table
dotcircle

Representation of n values on a circle
humDNAm

human mitochondrial DNA restriction data
dudi.mix

Ordination of Tables mixing quantitative variables and factors
kdisteuclid

a way to obtain Euclidean distance matrices
ktab.list.df

Creating a K-tables from a list of data frames.
dudi.nsc

Non symmetric correspondence analysis
ktab.list.dudi

Creation of a K-tables from a list of duality diagrams
fission

Fission pattern and heritable morphological traits
macaca

Landmarks
foucart

K-tables Correspondence Analysis with the same rows and the same columns
mbpls

Multiblock partial least squares
mcoa

Multiple CO-inertia Analysis
kplot

Generic Function for Multiple Graphs in a K-tables Analysis
mafragh

Phyto-Ecological Survey
kplot.foucart

Multiple Graphs for the Foucart's Correspondence Analysis
mantel.randtest

Mantel test (correlation between two distance matrices (in C).)
mariages

Correspondence Analysis Table
lizards

Phylogeny and quantitative traits of lizards
julliot

Seed dispersal
escopage

K-tables of wine-tasting
jv73

K-tables Multi-Regions
ktab

the class of objects 'ktab' (K-tables)
euro123

Triangular Data
kplot.pta

Multiple Graphs for a Partial Triadic Analysis
gridrowcol

Complete regular grid analysis
kplot.sepan

Multiple Graphs for Separated Analyses in a K-tables
macon

Wine Tasting
hdpg

Genetic Variation In Human Populations
chatcat

Qualitative Weighted Variables
kcponds

Ponds in a nature reserve
chats

Pair of Variables
kdist

the class of objects 'kdist' (K distance matrices)
cnc2003

Frequenting movie theaters in France in 2003
ktab.data.frame

Creation of K-tables from a data frame
ktab.match2ktabs

STATIS and Co-Inertia : Analysis of a series of paired ecological tables
mantel.rtest

Mantel test (correlation between two distance matrices (in R).)
ktab.within

Process to go from a Within Analysis to a K-tables
maples

Phylogeny and quantitative traits of flowers
mstree

Minimal Spanning Tree
mbpcaiv

Multiblock principal component analysis with instrumental variables
macroloire

Assemblages of Macroinvertebrates in the Loire River (France)
mld

Multi Level Decomposition of unidimensional data
mdpcoa

Multiple Double Principal Coordinate Analysis
meau

Ecological Data : sites-variables, sites-species, where and when
mollusc

Faunistic Communities and Sampling Experiment
multispati

Multivariate spatial analysis
lascaux

Genetic/Environment and types of variables
multispati.randtest

Multivariate spatial autocorrelation test (in C)
lingoes

Transformation of a Distance Matrix for becoming Euclidean
newick.eg

Phylogenetic trees in Newick format
newick2phylog

Create phylogeny
meaudret

Ecological Data : sites-variables, sites-species, where and when
pcaiv

Principal component analysis with respect to instrumental variables
mfa

Multiple Factorial Analysis
pcaivortho

Principal Component Analysis with respect to orthogonal instrumental variables
coinertia

Coinertia Analysis
monde84

Global State of the World in 1984
morphosport

Athletes' Morphology
dudi.coa

Correspondence Analysis
originality

Originality of a species
dudi.dec

Decentred Correspondence Analysis
procuste

Simple Procruste Rotation between two sets of points
ecomor

Ecomorphological Convergence
randboot

Bootstrap simulations
randboot.multiblock

Bootstraped simulations for multiblock methods
multispati.rtest

Multivariate spatial autocorrelation test
multiblock

Display and summarize multiblock objects
neig

Neighbourhood Graphs
palm

Phylogenetic and quantitative traits of amazonian palm trees
pap

Taxonomy and quantitative traits of carnivora
njplot

Phylogeny and trait of bacteria
optimEH

Nee and May's optimizing process
rhizobium

Genetic structure of two nitrogen fixing bacteria influenced by geographical isolation and host specialization
oribatid

Oribatid mite
rhone

Physico-Chemistry Data
orthobasis

Orthonormal basis for orthonormal transform
procuste.randtest

Monte-Carlo Test on the sum of the singular values of a procustean rotation (in C).
s.hist

Display of a scatterplot and its two marginal histograms
s.logo

Representation of an object in a graph by a picture
randtest.discrimin

Monte-Carlo Test on a Discriminant Analysis (in C).
s.match

Plot of Paired Coordinates
scatter.acm

Plot of the factorial maps in a Multiple Correspondence Analysis
randtest.dpcoa

Permutation test for double principal coordinate analysis (DPCoA)
olympic

Olympic Decathlon
s.corcircle

Plot of the factorial maps of a correlation circle
pcoscaled

Simplified Analysis in Principal Coordinates
s.distri

Plot of a frequency distribution
pcw

Distribution of of tropical trees along the Panama canal
plot.phylog

Plot phylogenies
ours

A table of Qualitative Variables
within

Within-Class Analysis
piosphere

Plant traits response to grazing
randtest

Class of the Permutation Tests (in C).
between

Between-Class Analysis
randtest.amova

Permutation tests on an analysis of molecular variance (in C).
rlq

RLQ analysis
rankrock

Ordination Table
rpjdl

Avifauna and Vegetation
scatter.coa

Plot of the factorial maps for a correspondence analysis
scalewt

Compute or scale data using (weighted) means, variances and covariances (possibly for the levels of a factor)
scatter

Graphical representation of the outputs of a multivariate analysis
sco.class

1D plot of a numeric score and a factor with labels
score.pca

Graphs to Analyse a factor in PCA
orisaved

Maximal or minimal amount of originality saved under optimal conditions
seconde

Students and Subjects
perthi02

Contingency Table with a partition in Molecular Biology
phylog

Phylogeny
statico

STATIS and Co-Inertia : Analysis of a series of paired ecological tables
elec88

Electoral Data
s.image

Graph of a variable using image and contour
gearymoran

Moran's I and Geary'c randomization tests for spatial and phylogenetic autocorrelation
genet

A class of data: tables of populations and alleles
sco.gauss

Relationships between one score and qualitative variables
statico.krandtest

Monte-Carlo test on a Statico analysis (in C).
sco.label

1D plot of a numeric score with labels
table.value

Plot of the Arrays
tarentaise

Mountain Avifauna
sco.match

1D plot of a pair of numeric scores with labels
reconst

Reconstitution of Data from a Duality Diagram
sco.quant

Graph to Analyse the Relation between a Score and Quantitative Variables
s.chull

Plot of the factorial maps with polygons of contour by level of a factor
s.class

Plot of factorial maps with representation of point classes
procuste.rtest

Monte-Carlo Test on the sum of the singular values of a procustean rotation (in R).
toxicity

Homogeneous Table
randtest.between

Monte-Carlo Test on the between-groups inertia percentage (in C).
triangle.class

Triangular Representation and Groups of points
vegtf

Vegetation in Trois-Fontaines
sco.distri

Representation by mean- standard deviation of a set of weight distributions on a numeric score
ichtyo

Point sampling of fish community
score

Graphs for One Dimension
inertia.dudi

Decomposition of inertia (i.e. contributions) in multivariate methods
score.acm

Graphs to study one factor in a Multiple Correspondence Analysis
kplot.mcoa

Multiple Graphs for a Multiple Co-inertia Analysis
randtest.coinertia

Monte-Carlo test on a Co-inertia analysis (in C).
statis

STATIS, a method for analysing K-tables
randtest.pcaiv

Monte-Carlo Test on the percentage of explained (i.e. constrained) inertia
veuvage

Example for Centring in PCA
randxval

Two-fold cross-validation
rtest.discrimin

Monte-Carlo Test on a Discriminant Analysis (in R).
pta

Partial Triadic Analysis of a K-tables
s.arrow

Plot of the factorial maps for the projection of a vector basis
skulls

Morphometric Evolution
s.traject

Trajectory Plot
suprow

Projections of Supplementary Rows
s.value

Representation of a value in a graph
symbols.phylog

Representation of a quantitative variable in front of a phylogenetic tree
table.paint

Plot of the arrays by grey levels
scatter.dudi

Plot of the Factorial Maps
kplot.mfa

Multiple Graphs for a Multiple Factorial Analysis
scatter.fca

Plot of the factorial maps for a fuzzy correspondence analysis
kplot.statis

Multiple Graphs of a STATIS Analysis
krandtest

Class of the Permutation Tests (in C).
sepan

Separated Analyses in a K-tables
s.match.class

Scatterplot of two sets of coordinates and a partionning into classes
steppe

Transect in the Vegetation
s.multinom

Graph of frequency profiles (useful for instance in genetic)
testdim.multiblock

Selection of the number of dimension by two-fold cross-validation for multiblock methods
score.coa

Reciprocal scaling after a correspondence analysis
tithonia

Phylogeny and quantitative traits of flowers
tintoodiel

Tinto and Odiel estuary geochemistry
ungulates

Phylogeny and quantitative traits of ungulates.
tortues

Morphological Study of the Painted Turtle
table.phylog

Plot arrays in front of a phylogenetic tree
withinpca

Normed within principal component analysis
witwit.coa

Internal Correspondence Analysis
microsatt

Genetic Relationships between cattle breeds with microsatellites
quasieuclid

Transformation of a distance matrice to a Euclidean one
mjrochet

Phylogeny and quantitative traits of teleos fishes
niche

Method to Analyse a pair of tables : Environmental and Faunistic Data
randEH

Nee and May's random process
nipals

Non-linear Iterative Partial Least Squares (NIPALS) algorithm
rtest

Class of the Permutation Tests (in R).
presid2002

Results of the French presidential elections of 2002
rtest.between

Monte-Carlo Test on the between-groups inertia percentage (in R).
procella

Phylogeny and quantitative traits of birds
s.kde2d

Scatter Plot with Kernel Density Estimate
sarcelles

Array of Recapture of Rings
scatterutil

Graphical utility functions
s.label

Scatter Plot
sco.boxplot

Representation of the link between a variable and a set of qualitative variables
santacatalina

Indirect Ordination
syndicats

Two Questions asked on a Sample of 1000 Respondents
t3012

Average temperatures of 30 French cities
score.mix

Graphs to Analyse a factor in a Mixed Analysis
table.cont

Plot of Contingency Tables
supcol

Projections of Supplementary Columns
table.dist

Graph Display for Distance Matrices
supdist

Projection of additional items in a PCO analysis
testdim

Function to perform a test of dimensionality
triangle.plot

Triangular Plotting
taxo.eg

Examples of taxonomy
trichometeo

Pair of Ecological Data
uniquewt.df

Elimination of Duplicated Rows in a Array
yanomama

Distance Matrices
wca

Within-Class Analysis
zealand

Road distances in New-Zealand
variance.phylog

The phylogenetic ANOVA
wca.coinertia

Within-class coinertia analysis
varipart

Partition of the variation of a response multivariate table by 2 explanatory tables
woangers

Plant assemblages in woodlands of the conurbation of Angers (France)
wca.rlq

Within-Class RLQ analysis
westafrica

Freshwater fish zoogeography in west Africa
worksurv

French Worker Survey (1970)