From dea6c3edb99c35c85df377408960555f25587441 Mon Sep 17 00:00:00 2001 From: jsta Date: Wed, 15 Feb 2017 12:01:05 -0500 Subject: [PATCH] rebuild vignette --- inst/doc/DataflowR.R | 105 +++++++++++++ .../DataflowR.tex => inst/doc/DataflowR.Rnw | 144 +++++++----------- inst/doc/DataflowR.pdf | Bin 180515 -> 180593 bytes vignettes/DataflowR-concordance.tex | 5 - vignettes/DataflowR.bbl | 39 ----- vignettes/DataflowR.pdf | Bin 180593 -> 0 bytes vignettes/DataflowR.synctex.gz | Bin 60486 -> 0 bytes vignettes/DataflowR.toc | 26 ---- 8 files changed, 161 insertions(+), 158 deletions(-) create mode 100644 inst/doc/DataflowR.R rename vignettes/DataflowR.tex => inst/doc/DataflowR.Rnw (89%) delete mode 100644 vignettes/DataflowR-concordance.tex delete mode 100644 vignettes/DataflowR.bbl delete mode 100644 vignettes/DataflowR.pdf delete mode 100644 vignettes/DataflowR.synctex.gz delete mode 100644 vignettes/DataflowR.toc diff --git a/inst/doc/DataflowR.R b/inst/doc/DataflowR.R new file mode 100644 index 0000000..750a18e --- /dev/null +++ b/inst/doc/DataflowR.R @@ -0,0 +1,105 @@ +### R code from vignette source 'DataflowR.Rnw' +### Encoding: UTF-8 + +################################################### +### code chunk number 1: DataflowR.Rnw:65-67 (eval = FALSE) +################################################### +## install.packages(path.to.zip, type = "win.binary", repos = NULL, +## dependencies = TRUE) + + +################################################### +### code chunk number 2: DataflowR.Rnw:76-78 (eval = FALSE) +################################################### +## install.packages("devtools") +## devtools::install_github("jsta/DataflowR") + + +################################################### +### code chunk number 3: DataflowR.Rnw:103-104 (eval = FALSE) +################################################### +## system.file("localpath", package = "DataflowR") + + +################################################### +### code chunk number 4: DataflowR.Rnw:150-152 (eval = FALSE) +################################################### +## dt <- streamclean(yearmon = 201606, gps = "eu", eummin = 12, c6mmin = 12, +## tofile = FALSE) + + +################################################### +### code chunk number 5: DataflowR.Rnw:157-158 (eval = FALSE) +################################################### +## dt <- streamparse(yearmon = 201007, tofile = FALSE) + + +################################################### +### code chunk number 6: DataflowR.Rnw:168-169 (eval = FALSE) +################################################### +## streamqa(yearmon = 201606, parset = names(streamget(201606))[c(4:12, 16:22)]) + + +################################################### +### code chunk number 7: DataflowR.Rnw:178-179 (eval = FALSE) +################################################### +## dt <- streamget(yearmon = 201606, qa = TRUE) + + +################################################### +### code chunk number 8: DataflowR.Rnw:190-192 (eval = FALSE) +################################################### +## streaminterp(streamget(yearmon = 201606, qa = TRUE), +## paramlist = c("salinity.pss"), 201606) + + +################################################### +### code chunk number 9: DataflowR.Rnw:201-202 (eval = FALSE) +################################################### +## surfplot(rnge = c(201502), params = c("sal")) + + +################################################### +### code chunk number 10: DataflowR.Rnw:218-219 (eval = FALSE) +################################################### +## grassmap(rnge = 201505, params = c("sal")) + + +################################################### +### code chunk number 11: DataflowR.Rnw:226-228 (eval = FALSE) +################################################### +## grassmap(rnge = c(201205, 201305), params = c("sal"), +## basin = "Manatee Bay", numcol = 3, numrow = 3) + + +################################################### +### code chunk number 12: DataflowR.Rnw:236-237 (eval = FALSE) +################################################### +## grabclean(yearmon = 201410, tofile = FALSE) + + +################################################### +### code chunk number 13: DataflowR.Rnw:246-247 (eval = FALSE) +################################################### +## grabs <- grabget(rnge = c(201402, 201410)) + + +################################################### +### code chunk number 14: DataflowR.Rnw:254-256 (eval = FALSE) +################################################### +## avmap(yearmon = 201502, params = "sal", tofile = TRUE, percentcov = 0.6, +## tolerance = 1) + + +################################################### +### code chunk number 15: DataflowR.Rnw:274-275 (eval = FALSE) +################################################### +## chlcoef(yearmon = 201502, remove.flags = TRUE) + + +################################################### +### code chunk number 16: DataflowR.Rnw:282-283 (eval = FALSE) +################################################### +## chlmap(yearmon = 201502) + + diff --git a/vignettes/DataflowR.tex b/inst/doc/DataflowR.Rnw similarity index 89% rename from vignettes/DataflowR.tex rename to inst/doc/DataflowR.Rnw index 2650089..6a3feae 100644 --- a/vignettes/DataflowR.tex +++ b/inst/doc/DataflowR.Rnw @@ -39,7 +39,7 @@ %\VignetteIndexEntry{Dataflow Output Standard Operating Procedure(SOP)} \begin{document} -\input{DataflowR-concordance} +\SweaveOpts{concordance=TRUE} \maketitle \tableofcontents @@ -62,12 +62,10 @@ \section{Installing the \texttt{DataflowR} package} \subsubsection{Pre-built Installation} The \texttt{R} package \texttt{DataflowR} is distributed via a \texttt{.tar.gz} (analagous to \texttt{.zip}) package archive file. This package contains the source code for package functions as well as the archived datasets for the SFWMD Florida Bay Dataflow Monitoring Program. In RStudio, it can be installed by navigating to \texttt{Tools} -> \texttt{Install Packages...} -> \texttt{Install from:} -> \texttt{Package Archive File}. Computers running the Windows operating system can only install binary \texttt{.zip} package archive files unless they have additional compiler software installed (RTools). The \texttt{DataflowR} binary package can be installed by running the following command from the \texttt{R} console: -\begin{Schunk} -\begin{Sinput} -> install.packages(path.to.zip, type = "win.binary", repos = NULL, -+ dependencies = TRUE) -\end{Sinput} -\end{Schunk} +<>= +install.packages(path.to.zip, type = "win.binary", repos = NULL, + dependencies = TRUE) +@ where \texttt{path.to.zip} is replaced by the file path of the \texttt{.zip} file. @@ -75,12 +73,10 @@ \subsubsection{Source Installation} The \texttt{DataflowR} package can also be built directly from source code if no pre-built \texttt{.tar.gz} (\texttt{.zip}) package is available. This can be accomplished by installing the \texttt{devtools} package and running the following set of commands: -\begin{Schunk} -\begin{Sinput} -> install.packages("devtools") -> devtools::install_github("jsta/DataflowR") -\end{Sinput} -\end{Schunk} +<>= +install.packages("devtools") +devtools::install_github("jsta/DataflowR") +@ where \texttt{} and \texttt{} are replaced with your GitLab username and password. On Windows machines, the \texttt{RTools} program is required for source installation. @@ -104,11 +100,9 @@ \subsection{Data Archive} Next, load the \texttt{DataflowR} package to discover the location of the \texttt{localpath} file. Alternatively, you can discover the path to the file by running the following command: -\begin{Schunk} -\begin{Sinput} -> system.file("localpath", package = "DataflowR") -\end{Sinput} -\end{Schunk} +<>= +system.file("localpath", package = "DataflowR") +@ Update the first line of the \texttt{localpath} file to point to the location of your local copy of the Data Archive folder. End the file with a blank line. Note that if you are on a Windows machine you need to have double slashes in the text of the path: \\ @@ -153,20 +147,16 @@ \subsection{Cleaning incoming streaming data files} The \texttt{streamclean} function will gather all the records associated with the remaining streams, merge them with the \texttt{gps} target, remove leading and trailing records of all zeros, format GPS coordinates, check that conductivity to salinity calculations are correct (recalculate if neccesary), and classify records based on fathom and CERP basin designations. Variable names and column ordering are formatted consistently and a machine readable (POSIX) date-time stamp is created. -\begin{Schunk} -\begin{Sinput} -> dt <- streamclean(yearmon = 201606, gps = "eu", eummin = 12, c6mmin = 12, -+ tofile = FALSE) -\end{Sinput} -\end{Schunk} +<>= +dt <- streamclean(yearmon = 201606, gps = "eu", eummin = 12, c6mmin = 12, + tofile = FALSE) +@ Some older Dataflow surveys have undergone a "hand-cleaning" and are missing the raw inputs neccessary to run \texttt{streamclean}. In these instances, the \texttt{streamparse} function can be used to align the formatting of these files to resemble the output of \texttt{streamclean}. Specifically, the function creates a POSIX compliant date field, and reproduces the column names and ordering of a \texttt{streamclean} output. -\begin{Schunk} -\begin{Sinput} -> dt <- streamparse(yearmon = 201007, tofile = FALSE) -\end{Sinput} -\end{Schunk} +<>= +dt <- streamparse(yearmon = 201007, tofile = FALSE) +@ \subsection{QA cleaned streaming data} @@ -175,11 +165,9 @@ \subsection{QA cleaned streaming data} Cleaned data files are not modified directly. Instead, \texttt{streamqa} creates a matrix of the same size as the original data file and populates this matrix with flags. \texttt{streamqa} writes the "qafile" output to the \verb|DF_FullDataSets/QA| directory and names it as the date appended by "qa". Subsequent analyses can filter the full dataset based on these QA flags. -\begin{Schunk} -\begin{Sinput} -> streamqa(yearmon = 201606, parset = names(streamget(201606))[c(4:12, 16:22)]) -\end{Sinput} -\end{Schunk} +<>= +streamqa(yearmon = 201606, parset = names(streamget(201606))[c(4:12, 16:22)]) +@ \texttt{streamqa} can be run more than once. On the first run, a new "qafile" will be produced. Subsequent runs will pull the data (filtered by the previous qa) and edit the existing qafile. @@ -187,11 +175,9 @@ \subsection{Loading previously cleaned streaming data} The \texttt{streamget} function will retrieve previously cleaned data. The function looks for full data sets in the \verb|DF_FullDataSets| folder that match the specified \texttt{yearmon} survey date. The optional parameter \texttt{qa} is set to TRUE by default in order for \texttt{streamget} to filter the dataset by corresponding \texttt{streamqa} output. An example for the February 2015 survey is shown below. -\begin{Schunk} -\begin{Sinput} -> dt <- streamget(yearmon = 201606, qa = TRUE) -\end{Sinput} -\end{Schunk} +<>= +dt <- streamget(yearmon = 201606, qa = TRUE) +@ \subsection{Interpolating cleaned data files} @@ -201,12 +187,10 @@ \subsection{Interpolating cleaned data files} More details regarding the interpolation procedure can be found in \cite{stachelek2015application}. -\begin{Schunk} -\begin{Sinput} -> streaminterp(streamget(yearmon = 201606, qa = TRUE), -+ paramlist = c("salinity.pss"), 201606) -\end{Sinput} -\end{Schunk} +<>= +streaminterp(streamget(yearmon = 201606, qa = TRUE), + paramlist = c("salinity.pss"), 201606) +@ \subsection{\label{sec:plottingsurf}Plotting interpolated surfaces} @@ -214,11 +198,9 @@ \subsubsection{Quick plot with R graphics} A quick visual inspection of interpolated outputs can be accomplished using the \nohyphens{\texttt{surfplot}} function. The \texttt{rnge} parameter takes either a single survey date or a list of two survey dates to specify a date range for plotting. More detailed publication quality maps should be produced using a dedicated GIS program such as ArcGIS, QGIS, or GRASS GIS. -\begin{Schunk} -\begin{Sinput} -> surfplot(rnge = c(201502), params = c("sal")) -\end{Sinput} -\end{Schunk} +<>= +surfplot(rnge = c(201502), params = c("sal")) +@ % \begin{figure}[h!] @@ -233,33 +215,27 @@ \subsubsection{Detailed plotting with GRASS GIS} The \texttt{grassmap} function creates detailed publication quality maps using GRASS GIS. Individual map components (panels, legends, etc) are output to the \verb|QGIS_plotting| folder. Final map outputs are written to the working directory. The following command creates a Bay-wide salinity map for May 2015. -\begin{Schunk} -\begin{Sinput} -> grassmap(rnge = 201505, params = c("sal")) -\end{Sinput} -\end{Schunk} +<>= +grassmap(rnge = 201505, params = c("sal")) +@ \subsubsection{Producing timeseries for specific basins} The \texttt{basin} parameter of the \texttt{grassmap} function allows the user to limit (zoom-in) to a specific FATHOM basin. A listing of FATHOM basins can be found by inspecting \verb|DF_Basefile/fathom_basins_proj.shp| or by referencing \citet{cosby2005fathom}. The following command will create a series of zoomed-in salinity maps of Manatee Bay for each survey date between June 2006 and May 2015. -\begin{Schunk} -\begin{Sinput} -> grassmap(rnge = c(201205, 201305), params = c("sal"), -+ basin = "Manatee Bay", numcol = 3, numrow = 3) -\end{Sinput} -\end{Schunk} +<>= +grassmap(rnge = c(201205, 201305), params = c("sal"), + basin = "Manatee Bay", numcol = 3, numrow = 3) +@ \section{Handling discrete grab sample data} \subsection{Cleaning grab sample records} Incoming grab sample \texttt{.csv} data files should be placed in the \verb|DF_GrabSamples/Raw| folder and their file names should have the survey date in yyyymm format preappended. These files can be cleaned using the \texttt{grabclean} function. The \texttt{grabclean} function formats column names, removes columns/rows of missing data, and calculates minute averages of the streaming data that correspond to the grab sample date/times. Output is saved to the \verb|DF_GrabSamples| folder when \texttt{tofile} is set to \texttt{TRUE}. -\begin{Schunk} -\begin{Sinput} -> grabclean(yearmon = 201410, tofile = FALSE) -\end{Sinput} -\end{Schunk} +<>= +grabclean(yearmon = 201410, tofile = FALSE) +@ Suspect data records should be identified manually in the \texttt{flags} column. This becomes important in Section 6.2 because suspect data records can create problems converting between extracted and fluoresced chlorophyll. @@ -267,22 +243,18 @@ \subsection{Loading previously cleaned grab data} The \texttt{rnge} paramter takes either a single survey date or a list of two survey dates to specify a date range for retrieving cleaned grab data. -\begin{Schunk} -\begin{Sinput} -> grabs <- grabget(rnge = c(201402, 201410)) -\end{Sinput} -\end{Schunk} +<>= +grabs <- grabget(rnge = c(201402, 201410)) +@ \section{Data Analysis} \subsection{Calculating a difference-from-average surface} The \texttt{avmap} function takes a survey date as input and searches the \verb|DF_Surfaces| folder for interpolated surfaces of the same parameter within a specified number of months for each year. The number of months on either side of the input month is set using the \texttt{tolerance} parameter. The found surfaces often have different extents. The \texttt{percentcov} parameter controls the percent of all identified surveys required before a pixel is included in difference-from-average computations. Output surfaces are written to the current working directory unless the \texttt{tofile} parameter is set to \texttt{FALSE}. -\begin{Schunk} -\begin{Sinput} -> avmap(yearmon = 201502, params = "sal", tofile = TRUE, percentcov = 0.6, -+ tolerance = 1) -\end{Sinput} -\end{Schunk} +<>= +avmap(yearmon = 201502, params = "sal", tofile = TRUE, percentcov = 0.6, + tolerance = 1) +@ \begin{figure}[H] \begin{center} @@ -299,21 +271,17 @@ \subsubsection{Calculate coefficients} The final set of variable coefficients, the R\textsuperscript{2} value, the p-value, and the formula for the final fitted equation are printed (appended) to the \texttt{extractChlcoef.csv} file in the \verb|DF_GrabSamples| folder. -\begin{Schunk} -\begin{Sinput} -> chlcoef(yearmon = 201502, remove.flags = TRUE) -\end{Sinput} -\end{Schunk} +<>= +chlcoef(yearmon = 201502, remove.flags = TRUE) +@ \subsubsection{Generate extracted chlorophyll surfaces} The coefficients calculated as a result of the \texttt{chlcoef} function can be used to create an interpolated map of chlorophyll concentration. The \texttt{chlmap} function takes these coefficients and the associated fulldataset and calculates an extracted chlorophyll value for each measurement point ("extchl"). These values are interpolated using the \texttt{streaminterp} function. The output surface is stored in the \verb|DF_Surfaces| folder under the appropriate survey date folder. -\begin{Schunk} -\begin{Sinput} -> chlmap(yearmon = 201502) -\end{Sinput} -\end{Schunk} +<>= +chlmap(yearmon = 201502) +@ \medskip @@ -321,4 +289,4 @@ \subsubsection{Generate extracted chlorophyll surfaces} %\setlength{\bibsep}{0pt} \bibliography{bib} -\end{document} +\end{document} \ No newline at end of file diff --git a/inst/doc/DataflowR.pdf b/inst/doc/DataflowR.pdf index 2f80cb81223273f318172fe3da9dfb6fe0151238..e79275a262f20abafb9d818116bf7755ac9bd061 100644 GIT binary patch delta 35104 zcmV)PK()W4f(!A23y^{XF(5OMg^&v~AT=N`ATb~^AT^P{ACq7K29rerR|7LQAeVu3 z0w;g%SxHmlMijpLSM*V?ibU^f9SIZ2Oy$6q%7M&5NV4MsY>#b*@bB|pFS0h6VHxmL zr6^0S?e**LeQ#?hnG#BlMhuRWFp^P{vNYkDAjQq-%P2{yGMRnY7}`ggaeKi^nC^3KVxu&frVxwd$UOycpDs z8+!hFKH57JhH#o_%@sMH5JqW|YDP3qlhkl>UXqLGe9WSMs&OnRjXuCQ-{f%on=-W+ z^EA3Ub&rn6Tu1n%z`@m6i721KrTvmc6BsVww{n-qtHn6xDk>_tw_eZSIEUZV$@+g2 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(2015). -\newblock {\em rgrass7: Interface Between GRASS 7 Geographical Information - System and R}. -\newblock R package version 0.1-0. - -\bibitem[Cosby et~al., 2005]{cosby2005fathom} -Cosby, B., Nuttle, W., and Marshall, F. (2005). -\newblock Fathom enhancements and implementation to support development of - minimum flows and levels for florida bay. -\newblock {\em Environmental Consulting and Technology, Inc., South Florida - Water Management District. West Palm Beach, Florida}. - -\bibitem[Helsel and Hirsch, 2002]{hh2002} -Helsel, D. and Hirsch, R. (2002). -\newblock Statistical methods in water resources: {US} {G}eological {S}urvey - {T}echniques of {W}ater {R}esources {I}nvestigations, book 4, chap. - -\bibitem[Stachelek, 2014]{ipdw} -Stachelek, J. (2014). -\newblock {\em ipdw: spatial interpolation by Inverse Path Distance Weighting.} -\newblock R package version 0.2-2. - -\bibitem[Stachelek and Madden, 2015]{stachelek2015application} -Stachelek, J. and Madden, C.~J. (2015). -\newblock Application of inverse path distance weighting for high-density - spatial mapping of coastal water quality patterns. -\newblock {\em International Journal of Geographical Information Science}, - pages 1--11. - -\bibitem[Venables and Ripley, 2002]{mass} -Venables, W.~N. and Ripley, B.~D. (2002). -\newblock {\em Modern Applied Statistics with S}. -\newblock Springer, New York, fourth edition. -\newblock ISBN 0-387-95457-0. - -\end{thebibliography} diff --git a/vignettes/DataflowR.pdf b/vignettes/DataflowR.pdf deleted file mode 100644 index e4da1c2e3b2badba39d6346211b036cb2dbebffc..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 180593 zcmdqIWpv%lwk>E%96M%aW@e_u%rP@F^ENXxGseu!%*@Qp7&F_w^PPM9-9CMK^!xp! zG4_y3r7CHu)?9PVs!jS!NQ9P=juo18dVXLTnvsE-fPuh9-yE8U2bx~W$lAowlz^F$ zh2UQsG#?+dgQLBXo)xr#jkSS|y`i49ff1LGo}-?zrH!*ZouiS<|2UJkcIILvU}Gj= z1n$fPtiYxj3781j{yAp?{{B7xd*xr{On;01R$%$B0+xTj^WQ75|Jx1!-SU4o!12%Z z|98*-eVy@N9sG|T|Lq3W|DO(6{;fXazu)k$3jeDE;1fd|SsVVB5rId4ZOzF1*A)L| zbw*ZZ_W!avy@;8mqmexUy@;irqmhu2fsLWj|M(Oxs~2kG3VR|bov$i)a+P61SLV1- z$iq?x-ASXq<3Ge|_rNTpt%Cks-D=a6J_GgUSyCX6G$sT^eY?v{ zO1l0mWJ<&&czMpvE(DF@EIqj`dD?KA<=>7mAA#-m;l{VhjS^&=W;%h&nT;S~7H2NP zA{#$%Yp)#_e(W)x>s@L`LlMc>&9Sv_`#HKZx}l;7R6pc+b%-COV; zCyb0ix7}o)JXAKoaY#i))!d{#wapQ{H9zu#JVff%-rC1$kK)Sz;qej5AQCTSisX=L zsK|}_iB&W>*-_G{kkS1I%|^S=rqPb5{E6AakKRjoXMwlWr}q(#lU$1Ir+JjESk^Z} zaT-OUo)AE(Y;%ZHgU~MlEE>=PD+F}aX5aK2)=5<@HBWn88zY_CtokKL#apvQ&Ow4JC5D80Sps!G&g&6{z1qVzZ(H=SuB~+xTPy z7ZRF#PG*Kf4Rg|KCBKH*X4+O!V1t`E-p!~FeHZG3!b)r!Fg`T?IpS-%52l<}gTjKJ zH9ggxKNR0a8I@_M3-U8=OEtcqC=o5qHPit0fCO@{HCJ_Q~(%sEXg29I@zThAKFYh+I-!IK#O)GOS^n-xZCvjm@6yPud}E zJF(7I-MJ(UL=55SCm3D0e~hO{ptv}~)F;UYqt;RUFx~;R9LGT4j^)sT36_){ODa2U{=aJk9PL~ zRnTTiCBm2=+_uWE-i6GfW$5X6Z-p(B5SARff4*RA;TH)LLhy&EGe_iLOhMx8g(A6D z?(+usXS*dSM!Fl#^b-Q|_Bd~x+{ukN{TQPGh1h$iA_9wfoB#mlVw-E6|1khqs=&mrPU zZo@BZ-UtnqfP_N+OzaYqTuPoaZ<_Y21Wz|QPfjgQt9^N?E{lN8rA6WJ?FLM?9gQi? 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-\contentsline {subsection}{\numberline {3.2}GIS Software}{3}{subsection.3.2} -\contentsline {section}{\numberline {4}Handling streaming data}{4}{section.4} -\contentsline {subsection}{\numberline {4.1}Cleaning incoming streaming data files}{4}{subsection.4.1} -\contentsline {subsection}{\numberline {4.2}QA cleaned streaming data}{5}{subsection.4.2} -\contentsline {subsection}{\numberline {4.3}Loading previously cleaned streaming data}{6}{subsection.4.3} -\contentsline {subsection}{\numberline {4.4}Interpolating cleaned data files}{6}{subsection.4.4} -\contentsline {subsection}{\numberline {4.5}Plotting interpolated surfaces}{6}{subsection.4.5} -\contentsline {subsubsection}{\numberline {4.5.1}Quick plot with R graphics}{6}{subsubsection.4.5.1} -\contentsline {subsubsection}{\numberline {4.5.2}Detailed plotting with GRASS GIS}{7}{subsubsection.4.5.2} -\contentsline {subsubsection}{\numberline {4.5.3}Producing timeseries for specific basins}{7}{subsubsection.4.5.3} -\contentsline {section}{\numberline {5}Handling discrete grab sample data}{7}{section.5} -\contentsline {subsection}{\numberline {5.1}Cleaning grab sample records}{7}{subsection.5.1} -\contentsline {subsection}{\numberline {5.2}Loading previously cleaned grab data}{8}{subsection.5.2} -\contentsline {section}{\numberline {6}Data Analysis}{8}{section.6} -\contentsline {subsection}{\numberline {6.1}Calculating a difference-from-average surface}{8}{subsection.6.1} -\contentsline {subsection}{\numberline {6.2}Fit grab sample and streaming averages}{9}{subsection.6.2} -\contentsline {subsubsection}{\numberline {6.2.1}Calculate coefficients}{9}{subsubsection.6.2.1} -\contentsline {subsubsection}{\numberline {6.2.2}Generate extracted chlorophyll surfaces}{9}{subsubsection.6.2.2} -\contentsline {section}{References}{9}{subsubsection.6.2.2}