[R] Knitr/Lattice/Lyx [was: Trellis Plots: translating lattice xyplot() to ggplot()]

Rich Shepard rshepard at appl-ecosys.com
Sun Jul 12 02:21:39 CEST 2015


On Sat, 11 Jul 2015, Rich Shepard wrote:

>  Attached are the .RData file from the cwd, the test.lyx file (lyx-2.1.3),
> and the two test files from /tmp/.../lyx_tmpbuf3/.

   The .RData and .lyx files were stripped off. I'll try sending them again.

Rich
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#LyX 2.1 created this file. For more info see http://www.lyx.org/
\lyxformat 474
\begin_document
\begin_header
\textclass scrreprt
\begin_preamble
\date{}
\usepackage{textcomp,url,multicol}
%\setkomafont{sectioning}{\rmfamily}
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\options abstract=on
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\begin_modules
natbibapa
knitr
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\use_package mathtools 1
\use_package mhchem 1
\use_package stackrel 1
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\end_header

\begin_body

\begin_layout Standard
\begin_inset Flex Chunk
status open

\begin_layout Plain Layout

load('.RData')
\begin_inset Argument 1
status open

\begin_layout Plain Layout
echo=FALSE
\end_layout

\end_inset


\end_layout

\end_inset


\end_layout

\begin_layout Standard
Some text in here; separating knitr chunks.
\end_layout

\begin_layout Standard
\begin_inset Flex Chunk
status open

\begin_layout Plain Layout

carlin <- read.csv("./carlin.csv", header = TRUE, sep = ",", stringsAsFactors
 = F)
\end_layout

\end_inset


\end_layout

\begin_layout Standard
Next paragraph of text.
\end_layout

\begin_layout Standard
\begin_inset Flex Chunk
status collapsed

\begin_layout Plain Layout

carlin$sampdate <- as.Date(carlin$sampdate)
\end_layout

\begin_layout Plain Layout

str(carlin)
\end_layout

\end_inset


\end_layout

\begin_layout Standard
Another paragraph or two of text.
\end_layout

\begin_layout Standard
\begin_inset Flex Chunk
status open

\begin_layout Plain Layout

summary(carlin)
\end_layout

\end_inset

 
\end_layout

\begin_layout Standard
Plots of these distributions are the next step ...
\end_layout

\begin_layout Standard
\begin_inset Flex Chunk
status collapsed

\begin_layout Plain Layout

carlin.1 <- subset(carlin, select = siteid:CO3)
\end_layout

\begin_layout Plain Layout

carlin.2 <- subset(carlin, select = c(siteid, sampdate, Alk:Ca))
\end_layout

\begin_layout Plain Layout

carlin.3 <- subset(carlin, select = c(siteid, sampdate, Mg:Cr))
\end_layout

\begin_layout Plain Layout

carlin.4 <- subset(carlin, select = c(siteid, sampdate, Co:Hg))
\end_layout

\end_inset


\end_layout

\begin_layout Standard
To plot each chemical constituent's concentration as a function of collection
 date the data format needs to be reshaped from wide to long:
\end_layout

\begin_layout Standard
\begin_inset Flex Chunk
status collapsed

\begin_layout Plain Layout

library(reshape2)
\end_layout

\begin_layout Plain Layout

carlin.1.melt <- melt(carlin.1, na.rm = F, id.vars = c('siteid', 'sampdate'))
\end_layout

\begin_layout Plain Layout

carlin.2.melt <- melt(carlin.2, na.rm = F, id.vars = c('siteid', 'sampdate'))
\end_layout

\begin_layout Plain Layout

carlin.3.melt <- melt(carlin.3, na.rm = F, id.vars = c('siteid', 'sampdate'))
\end_layout

\begin_layout Plain Layout

carlin.4.melt <- melt(carlin.4, na.rm = F, id.vars = c('siteid', 'sampdate'))
\end_layout

\end_inset


\end_layout

\begin_layout Standard
The scatter (X-Y) plots use only measured data; missing data are not included.
 These plots show the measured values over time for each measured constituent.
 For example, Figure 
\begin_inset CommandInset ref
LatexCommand ref
reference "fig: scatter-plot group 1"

\end_inset

 shows that most chemical constitent concentrations are low and have low
 variability.
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wide false
sideways false
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\align center
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library(lattice)
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xyplot(value ~ sampdate | variable, data=carlin.1.melt, rm.na = T, ylab = 'Measured
 Value', xlab = 'Date')
\end_layout

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\end_layout

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\begin_inset Caption Standard

\begin_layout Plain Layout
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LatexCommand label
name "fig: scatter-plot group 1"

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Variability of measured values in group 1 constituents over the period of
 record at the Carlin station.
\end_layout

\end_inset


\end_layout

\begin_layout Plain Layout

\end_layout

\end_inset

Because river discharge (in cubic feet per second) spiked at about 8,000
 cfs in the mis-1980s the Y-axis for all panels in the figure have the save
 range.
 This compresses low values yet any single constituent can be plotted by
 itself and the details of its variability over time easily seen.
\end_layout

\begin_layout Standard
The second group of constituents (Figure 
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LatexCommand ref
reference "fig: scatter-plot group 2"

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)
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sideways false
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\align center
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xyplot(value ~ sampdate | variable, data=carlin.2.melt, rm.na = T, ylab = 'Measured
 Value', xlab = 'Date'
\end_layout

\end_inset


\end_layout

\begin_layout Plain Layout
\begin_inset Caption Standard

\begin_layout Plain Layout
\begin_inset CommandInset label
LatexCommand label
name "fig: scatter-plot group 2"

\end_inset

Variability of measured values in group 2 constituents over the period of
 record at the Carlin station.
\end_layout

\end_inset


\end_layout

\end_inset

 reveals that nutrients (the nitrogen compounds, phosphate, and organic
 carbon) are all consistenly low with low variability while total dissolved
 solids (TDS) concentrations are very highly variable both within years
 (as shown by the different concentrations at the same date) and across
 the period of observations.
 Alkalinity and hardness are also quite variable at both time scales.
\end_layout

\end_body
\end_document


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