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spatialEco (version 2.0-1)

Spatial Analysis and Modelling Utilities

Description

Utilities to support spatial data manipulation, query, sampling and modelling in ecological applications. Functions include models for species population density, spatial smoothing, multivariate separability, point process model for creating pseudo- absences and sub-sampling, Quadrant-based sampling and analysis, auto-logistic modeling, sampling models, cluster optimization, statistical exploratory tools and raster-based metrics.

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Install

install.packages('spatialEco')

Monthly Downloads

1,657

Version

2.0-1

License

GPL-3

Issues

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Maintainer

Jeffrey S Evans

Last Published

June 30th, 2023

Functions in spatialEco (2.0-1)

TM5

Landsat 5 TM Scene
bbox_poly

Bounding box polygon
bearing.distance

Bearing and Distance
ants

Ant Biodiversity Data
background

Background sample
all_pairwise

All pairwise combinations
aspline.downscale

Raster Downscale using adaptive regression splines
built.index

built index
breeding.density

Breeding density areas (aka, core habitat areas)
annulus.matrix

Annulus matrix
collinear

Collinearity test
chae

Canine-Human Age Equivalent
concordance

Concordance test for binomial models
cgls_urls

Provide URL's for Copernicus Global Land Service datasets
classBreaks

Class breaks
conf.interval

Confidence interval for mean or median
combine

raster combine
class.comparison

Class comparison between two nominal rasters
chen

Cross-correlation data from Chen (2015)
cor.data

Various correlation structures
daymet.tiles

DAYMET Tile ID's
correlogram

Correlogram
date_seq

date sequence
daymet.point

DAYMET point values
effect.size

Cohen's-d effect size
download.prism

Download PRISM
dahi

Diurnal Anisotropic Heat Index
curvature

Surface curvature
hsp

Hierarchical Slope Position
divergence

divergence
fuzzySum

Fuzzy Sum
focal.lmetrics

Focal landscape metrics
dissection

Dissection
group.pdf

Probability density plot by group
download.daymet

Download DAYMET
download.hansen

Download Hansen Forest 2000-2013 Change
cross.tab

Class comparison between two nominal rasters
gaussian.kernel

Gaussian Kernel
geo.buffer

Buffer geographic data
hexagons

Hexagons
hybrid.kmeans

Hybrid K-means
dispersion

Dispersion (H-prime)
knn

Spatial K nearest neighbor
lai

Leaf Area Index
idw.smoothing

Inverse Distance Weighted smoothing
insert

Insert a row or column into a data.frame
impute.loess

Impute loess
erase.point

Erase points
elev

Elevation raster
kl.divergence

Kullback-Leibler divergence (relative entropy)
csi

Cosine Similarity Index
crossCorrelation

Spatial cross correlation
kendall

Kendall tau trend with continuity correction for time-series
morans.plot

Autocorrelation Plot
land.metrics

Landscape metrics for points and polygons
local.min.max

Local minimum and maximum
loess.ci

Loess with confidence intervals
parea.sample

Percent area sample
hli

Heat Load Index
extract.vertices

Extract vertices for polygons or lines
insert.values

Insert Values
mwCorr

Dutilleul moving window bivariate raster correlation
loess.boot

Loess Bootstrap
parse.bits

Parse bits
outliers

Outliers
explode

Explodes multipart features
mean_angle

Mean Angle
overlap

Niche overlap (Warren's-I)
pp.subsample

Point process random subsample
partial.cor

Partial and Semi-partial correlation
nni

Average Nearest Neighbor Index (NNI)
plot.effect.size

Plot effect size
hli.pt

Point estimate of Heat Load Index
is.empty

is.empty
nth.values

Nth values
plot.loess.boot

Plot Loess Bootstrap
point.in.poly

Point and Polygon Intersect
poly_trend

Polynomial trend
pseudo.absence

Pseudo-absence random samples
polygon_extract

polygon raster extract
print.cross.cor

Print spatial cross correlation
raster.Zscore

Modified z-score for a raster
print.effect.size

Print effect size
raster.modified.ttest

Dutilleul moving window bivariate raster correlation
raster.gaussian.smooth

Gaussian smoothing of raster
raster.mds

Raster multidimensional scaling (MDS)
raster.change

Raster change between two nominal rasters
raster.entropy

Raster Entropy
oli.asw

Query AWS-OLI
kde.2D

2-dimensional kernel density estimate
o.ring

Inhomogeneous O-ring
moments

moments
logistic.regression

Logistic and Auto-logistic regression
print.loess.boot

Print Loess bootstrap model
pu

Biodiversity Planning Units
rasterDistance

Raster Distance
remove.holes

Remove or return polygon holes
sa.trans

Trigonometric transformation of a slope and aspect interaction
raster.moments

Raster moments
rotate.polygon

Rotate polygon
raster.transformation

Statistical transformation for rasters
raster.vol

Raster Percent Volume
raster.invert

Invert raster
raster.kendall

Kendall tau trend with continuity correction for raster time-series
quadrats

Quadrats
random.raster

Random raster
sample.line

Sample Lines
sar

Surface Area Ratio
se.news

spatialEco news
remove_duplicates

Remove duplicate geometries
sample.annulus

Sample annulus
rm.ext

Remove extension
sample.poly

Sample Polygons
max_extent

Maximum extent of multiple rasters
sampleTransect

Sample transect
optimal.k

optimalK
spatial.select

Spatial Select
sp.na.omit

sp na.omit
sf_dissolve

Dissolve polygons
rasterCorrelation

Raster correlation
separability

separability
sf.kde

Spatial kernel density estimate
stratified.random

Stratified random sample
similarity

Ecological similarity
sieve

Sieve raster data
subsample.distance

Distance-based subsampling
summary.loess.boot

Summarizing Loess bootstrap models
swvi

Senescence weighted Vegetation Index (swvi)
sg.smooth

Savitzky-Golay smoothing filter
time_to_event

Time to event
spherical.sd

Spherical Variance or Standard Deviation of Surface
spectral.separability

spectral separability
topo.distance

Topographic distance
optimized.sample.variance

Optimized sample variance
poly.regression

Local Polynomial Regression
print.poly.trend

Print poly_trend
polyPerimeter

Polygon perimeter
winsorize

Winsorize transformation
vrm

Vector Ruggedness Measure (VRM)
proximity.index

Proximity Index
squareBuffer

Square buffer
summary.cross.cor

Summary of spatial cross correlation
summary.effect.size

Summarizing effect size
raster.deviation

Raster local deviation from the global trend
srr

Surface Relief Ratio
zonal.stats

zonal.stats
wt.centroid

Weighted centroid
shift

shift
trasp

Solar-radiation Aspect Index
smooth.time.series

Smooth Raster Time-series
raster.downscale

Raster Downscale
tpi

Topographic Position Index (tpi)
sobal

Sobel-Feldman operator
shannons

Shannon's Diversity (Entropy) Index
tri

Terrain Ruggedness Index
trend.line

trend.line