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fields (version 6.3)

Tools for spatial data

Description

Fields is for curve, surface and function fitting with an emphasis on splines, spatial data and spatial statistics. The major methods include cubic, robust, and thin plate splines, multivariate Kriging and Kriging for large data sets. A major feature is that any covariance function implemented in R can be used for spatial prediction. There are also many useful functions for plotting and working with spatial data as images. This package also contains an implementation of a sparse matrix methods for large data sets and currently requires the sparse matrix (spam) package for testing (but not for the standard spatial functions.) Use help(fields) to get started and for an overview.

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Version

Install

install.packages('fields')

Monthly Downloads

46,589

Version

6.3

License

GPL (>= 2)

Maintainer

Douglas Nychka

Last Published

July 6th, 2010

Functions in fields (6.3)

BD

Data frame of the effect of buffer compositions on DNA strand displacement amplification. A 4-d regression data set with with replication. This is a useful test data set for exercising function fitting methods.
summary.ncdf

Summarizes a netCDF file handle
lennon

Gray image of John Lennon.
fields-stuff

Fields supporting functions
REML.test

Maximum Likelihood estimates for some Matern covariance parameters.
fields.grid

Using MKrig for predicting on a grid.
summary.Krig

Summary for Krig spatial process estimate
Krig.null.function

Default function to create fixed matrix part of spatial process model.
predict.se.Krig

Standard errors of predictions for Krig spatial process estimate
world

Plot of the world
plot.Krig

Diagnostic and summary plots of a Kriging or spline object
bplot.xy

Boxplots for conditional distribution
US

Plot of the US with state boundaries
image2lz

Some simple functions for subsetting images
rdist

Euclidean distance matrix
add.image

Adds an image to an existing plot.
stats

Calculate summary statistics
surface.Krig

Plots a surface and contours
ribbon.plot

Adds to an existing plot, a ribbon of color, based on values from a color scale, along a sequence of line segments.
Krig.Amatrix

Smoother (or "hat") matrix relating predicted values to the dependent (Y) values.
stats.bin

Bins data and finds some summary statistics.
print.Krig

Print kriging fit results.
arrow.plot

Adds arrows to a plot
RCMexample

3-hour precipitation fields from a regional climate model
Wendland

Wendland family of covariance functions and supporting numerical functions
ozone2

Daily 8-hour ozone averages for sites in the Midwest
Wimage.cov

Functions for W-transform based covariance models
RMprecip

Monthly total precipitation (mm) for August 1963 in the Rocky Mountain Region and some gridded 4km elevation data sets.
Wtransform

Quadratic W wavelet transform for 1-d vectors or rectangular or cylindrical images
sreg

Smoothing spline regression
Colorado Monthly Meteorological Data

Monthly surface meterology for Colorado 1895-1997
sim.rf

Simulates a random field
flame

Response surface experiment ionizing a reagent
The Engines:

Basic linear algebra utilities and other computations supporting the Krig function.
poisson.cov

Poisson spherical covariance function
fields internal

Fields internal and secondary functions
Wimage.info.plot

Plot to check 2-d multiresolution indexing
xline

Draw a vertical line
rdist.earth

Great circle distance matrix
qsreg

Quantile or Robust spline regression
bplot

boxplot
Tps

Thin plate spline regression
cover.design

Computes Space-Filling "Coverage" designs using Swapping Algorithm
predict.Krig

Evaluation of Krig spatial process estimate.
as.image

Creates image from irregular x,y,z
krig.image

Spatial process estimate for large irregular 2-d dats sets.
WorldBankCO2

Carbon emissions and demographic covariables by country for 1999.
splint

Cubic spline interpolation
transformx

Linear transformation
interp.surface

Fast bilinear interpolator from a grid.
drape.plot

Perspective plot draped with colors in the facets.
spam2lz

Conversion of formats for sparse matrices
set.panel

Specify a panel of plots
gcv.Krig

Finds profile likelihood and GCV estimates of smoothing parameters for splines and Kriging.
CO2

Simulated global CO2 observations
Exponential, Matern, Radial Basis

Covariance functions
US.dat

Outline of coterminous US and states.
as.surface

Creates an "surface" object from grid values.
plot.Wimage

Plots 2-d wavelet coefficents by level and type
sim.Krig

Conditonal simulation of a spatial process
fields.hints

fields - graphics hints
fields

fields - tools for spatial data
mKrig

"micro Krig" Spatial process estimate of a curve or surface, "kriging" with a known covariance function.
W.info

Gives indexing imfomration for a wavelet decompostion
smooth.2d

Kernel smoother for irregular 2-d data
tim.colors

Some useful color tables for images and tools to handle them.
Covariance functions

Exponential family, radial basis functions,cubic spline, compactly supported Wendland family and stationary covariances.
vgram

Finds a traditional or robust variogram for spatial data.
image.smooth

Kernel smoother for irregular 2-d data
rat.diet

Experiment studying an appetite supressant in rats.
colorbar.plot

Adds color scale strips to an existing plot.
image.plot

Draws image plot with a legend strip for the color scale based on either a regular grid or a grid of quadrilaterals.
image.cov

Exponential, Matern and general covariance functions for 2-d gridded locations.
grid list

Some simple functions for working with gridded data and the grid format (grid.list) used in fields.
predict.surface

Evaluates a fitted function or its standard errors as a surface object
predict.se

Standard errors of predictions
Wimage.info

Finds key indices related to a 2-d multiresolution
%d*%-methods

Multiplying diagonal matrices in Package `fields'
fields testing scripts

Testing fields functions
vgram.matrix

Computes a variogram from an image
predict.derivative

Predicted derivatives
poly.image

Image plot for cells that are irregular quadrilaterals.
plot.surface

Plots a surface
minitri

Mini triathlon results
pushpin

Adds a "push pin" to an existing 3-d plot
quilt.plot

Image plot for irregular spatial data.
ozone

Data set of ozone measurements at 20 Chicago monitoring stations.
yline

Draw horizontal lines
Krig

Kriging surface estimate