Mercurial > repos > galaxyp > msi_preprocessing
changeset 3:c17eb2cc0048 draft
planemo upload for repository https://github.com/galaxyproteomics/tools-galaxyp/tree/master/tools/msi_preprocessing commit 1c808d60243bb1eeda0cd26cb4b0a17ab05de2c0
| author | galaxyp |
|---|---|
| date | Mon, 28 May 2018 12:34:27 -0400 |
| parents | 55e081b9f6ac |
| children | ada9dee67b5d |
| files | msi_preprocessing.xml test-data/Analyze75.hdr test-data/Analyze75.img test-data/Analyze75.t2m test-data/LM5_first68pixel.RData test-data/preprocessing_results1.RData test-data/preprocessing_results1.txt test-data/preprocessing_results2.RData test-data/preprocessing_results2.pdf test-data/preprocessing_results2.txt test-data/preprocessing_results3.RData test-data/preprocessing_results3.pdf test-data/preprocessing_results4.RData test-data/preprocessing_results4.txt test-data/preprocessing_results5.RData test-data/preprocessing_results5.pdf test-data/preprocessing_results5.txt |
| diffstat | 17 files changed, 1529 insertions(+), 2516 deletions(-) [+] |
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--- a/msi_preprocessing.xml Mon Apr 23 17:17:08 2018 -0400 +++ b/msi_preprocessing.xml Mon May 28 12:34:27 2018 -0400 @@ -1,9 +1,9 @@ -<tool id="mass_spectrometry_imaging_preprocessing" name="MSI preprocessing" version="1.7.0.2"> +<tool id="mass_spectrometry_imaging_preprocessing" name="MSI preprocessing" version="1.10.0.0"> <description> mass spectrometry imaging preprocessing </description> <requirements> - <requirement type="package" version="1.7.0">bioconductor-cardinal</requirement> + <requirement type="package" version="1.10.0">bioconductor-cardinal</requirement> <requirement type="package" version="2.2.1">r-gridextra</requirement> <requirement type="package" version="0.20-35">r-lattice</requirement> </requirements> @@ -11,12 +11,12 @@ <![CDATA[ #if $infile.ext == 'imzml' - cp '${infile.extra_files_path}/imzml' infile.imzML && - cp '${infile.extra_files_path}/ibd' infile.ibd && + ln -s '${infile.extra_files_path}/imzml' infile.imzML && + ln -s '${infile.extra_files_path}/ibd' infile.ibd && #elif $infile.ext == 'analyze75' - cp '${infile.extra_files_path}/hdr' infile.hdr && - cp '${infile.extra_files_path}/img' infile.img && - cp '${infile.extra_files_path}/t2m' infile.t2m && + ln -s '${infile.extra_files_path}/hdr' infile.hdr && + ln -s '${infile.extra_files_path}/img' infile.img && + ln -s '${infile.extra_files_path}/t2m' infile.t2m && #else ln -s '$infile' infile.RData && #end if @@ -32,15 +32,15 @@ library(lattice) #if $infile.ext == 'imzml' - msidata <- readMSIData('infile.imzML') + msidata = readImzML('infile') #elif $infile.ext == 'analyze75' - msidata <- readMSIData('infile.hdr') + msidata = readAnalyze('infile') #else load('infile.RData') #end if -##################################### Preparations for QC report ####################################################################################### +##################################### Preparations for QC report ############### #if $outputs.outputs_select == "quality_control": @@ -54,7 +54,7 @@ ### Read tabular file with calibrant masses: - calibrant_list = read.delim("$outputs.calibrant_file", header = FALSE, na.strings=c("","NA"), stringsAsFactors = FALSE) + calibrant_list = read.delim("$outputs.calibrant_file", header = FALSE, stringsAsFactors = FALSE) ### calculate how many input calibrant masses are valid: inputcalibrants = calibrant_list[calibrant_list[,$outputs.calibrants_column]>min(mz(msidata)) & calibrant_list[,$outputs.calibrants_column]<max(mz(msidata)),$outputs.calibrants_column] @@ -85,18 +85,19 @@ } - current_plot_raw <- vector(length(inputcalibrants), mode='list') + current_plot_raw = vector(length(inputcalibrants), mode='list') #end if -################################################### Preprocessing steps ####################################################################################### +############################### Preprocessing steps ########################### #for $method in $methods: + #if str( $method.methods_conditional.preprocessing_method ) == 'Normalization': print('Normalization') ##normalization - msidata <- normalize(msidata, method="tic") + msidata = normalize(msidata, method="tic") #if $outputs.outputs_select == "quality_control": ### values for QC table: @@ -152,13 +153,13 @@ #if str( $method.methods_conditional.methods_for_smoothing.smoothing_method) == 'gaussian': print('gaussian smoothing') - msidata <- smoothSignal(msidata, method="$method.methods_conditional.methods_for_smoothing.smoothing_method", window=$method.methods_conditional.window_smoothing, sd = $method.methods_conditional.methods_for_smoothing.sd_gaussian) + msidata = smoothSignal(msidata, method="$method.methods_conditional.methods_for_smoothing.smoothing_method", window=$method.methods_conditional.window_smoothing, sd = $method.methods_conditional.methods_for_smoothing.sd_gaussian) #elif str( $method.methods_conditional.methods_for_smoothing.smoothing_method) == 'sgolay': print('sgolay smoothing') - msidata <- smoothSignal(msidata, method="$method.methods_conditional.methods_for_smoothing.smoothing_method", window=$method.methods_conditional.window_smoothing, order = $method.methods_conditional.methods_for_smoothing.order_of_filters) + msidata = smoothSignal(msidata, method="$method.methods_conditional.methods_for_smoothing.smoothing_method", window=$method.methods_conditional.window_smoothing, order = $method.methods_conditional.methods_for_smoothing.order_of_filters) #elif str($method.methods_conditional.methods_for_smoothing.smoothing_method) == 'ma': print('sgolay smoothing') - msidata <- smoothSignal(msidata, method="$method.methods_conditional.methods_for_smoothing.smoothing_method", window=$method.methods_conditional.window_smoothing, coef = $method.methods_conditional.methods_for_smoothing.coefficients_ma_filter) + msidata = smoothSignal(msidata, method="$method.methods_conditional.methods_for_smoothing.smoothing_method", window=$method.methods_conditional.window_smoothing, coef = $method.methods_conditional.methods_for_smoothing.coefficients_ma_filter) #end if #if $outputs.outputs_select == "quality_control": @@ -226,7 +227,7 @@ align_peak_reference = msidata #elif str( $method.methods_conditional.align_ref_type.align_reference_datatype) == 'align_table': - align_reference_table = read.delim("$method.methods_conditional.align_ref_type.align_peaks_table", header = FALSE, na.strings=c("","NA"), stringsAsFactors = FALSE) + align_reference_table = read.delim("$method.methods_conditional.align_ref_type.align_peaks_table", header = FALSE, stringsAsFactors = FALSE) align_reference_column = align_reference_table[,$method.methods_conditional.align_ref_type.align_mass_column] @@ -317,7 +318,7 @@ print('peaks reduction') #if str( $method.methods_conditional.methods_for_reduction.ref_type.reference_datatype) == 'table': - reference_table = read.delim("$method.methods_conditional.methods_for_reduction.ref_type.peaks_table", header = FALSE, na.strings=c("","NA"), stringsAsFactors = FALSE) + reference_table = read.delim("$method.methods_conditional.methods_for_reduction.ref_type.peaks_table", header = FALSE, stringsAsFactors = FALSE) reference_column = reference_table[,$method.methods_conditional.methods_for_reduction.ref_type.mass_column] peak_reference = reference_column[reference_column>min(mz(msidata)) & reference_column<max(mz(msidata))] @@ -351,10 +352,25 @@ assign(paste("reduced",calibrant, sep="_"), currentimage) } #end if + + #elif str( $method.methods_conditional.preprocessing_method) == 'Transformation': + print('Transformation') + + #if str( $method.methods_conditional.transf_conditional.trans_type) == 'log2': + print('log2 transformation') + spectra(msidata)[spectra(msidata) ==0] = NA + print(paste0("Number of 0 which were converted into NA:",sum(is.na(spectra(msidata))))) + spectra(msidata) = log2(spectra(msidata)) + + #elif str( $method.methods_conditional.transf_conditional.trans_type) == 'sqrt': + print('squareroot transformation') + spectra(msidata) = sqrt(spectra(msidata)) + + #end if #end if #end for -####################################################### Outputs: RData, tabular and QC report ###################################################### +###################### Outputs: RData, tabular and QC report ################### ## save as (.RData) @@ -410,7 +426,7 @@ ]]></configfile> </configfiles> <inputs> - <param name="infile" type="data" format="imzml,rdata,analyze75" + <param name="infile" type="data" format="imzml,rdata,danalyze75" label="MSI rawdata as imzml, analyze7.5 or Cardinal MSImageSet saved as RData" help="load imzml and ibd file by uploading composite datatype imzml"/> <repeat name="methods" title="Preprocessing" min="1" max="50"> @@ -423,8 +439,8 @@ <option value="Peak_alignment">Peak alignment</option> <option value="Peak_filtering">Peak filtering</option> <option value="Data_reduction">Data reduction</option> + <option value="Transformation">Transformation</option> </param> - <when value="Normalization"/> <when value="Baseline_reduction"> <param name="blocks_baseline" type="integer" value="50" @@ -530,7 +546,7 @@ </param> <when value="bin"> <param name="bin_width" type="float" value="1" - label="The width of a bin in mz or ppm" help="Width must be greater than Range of mz values/Number of mz features"/> + label="The width of a bin in mz or ppm" help="Width must be greater than range of mz values divided by number of mz features"/> <param name="bin_units" type="select" display="radio" label="Unit for bin"> <option value="mz" selected="True">mz</option> @@ -544,7 +560,7 @@ </when> <when value="resample"> <param name="resample_step" type="float" value="1" - label="The step size in mz" help="Step size must be greater than Range of mz values/Number of mz features"/> + label="The step size in mz" help="Step size must be greater than range of mz values divided by number of mz features"/> </when> <when value="peaks"> <param name="peaks_type" type="select" display="radio" @@ -569,6 +585,16 @@ </when> </conditional> </when> + <when value="Transformation"> + <conditional name="transf_conditional"> + <param name="trans_type" type="select" label="Choose which intensity transformation you want to apply" help="logarithm base 2 (log2) or squareroot (sqrt)"> + <option value="log2" selected="True">log2</option> + <option value="sqrt">sqrt</option> + </param> + <when value="log2"/> + <when value="sqrt"/> + </conditional> + </when> </conditional> </repeat> <conditional name="outputs"> @@ -597,67 +623,79 @@ </data> </outputs> <tests> - <test> + <test expect_num_outputs="2"> <param name="infile" value="" ftype="imzml"> <composite_data value="Example_Continuous.imzML"/> <composite_data value="Example_Continuous.ibd"/> </param> <repeat name="methods"> <conditional name="methods_conditional"> - <param name="preprocessing_method" value="Normalization" /> + <param name="preprocessing_method" value="Normalization"/> + </conditional> + </repeat> + <repeat name="methods"> + <conditional name="methods_conditional"> + <param name="preprocessing_method" value="Smoothing"/> + <conditional name="methods_for_smoothing"> + <param name="smoothing_method" value="gaussian"/> + </conditional> </conditional> </repeat> <repeat name="methods"> <conditional name="methods_conditional"> - <param name="preprocessing_method" value="Smoothing" /> - <conditional name="methods_for_smoothing"> - <param name="smoothing_method" value="gaussian" /> + <param name="preprocessing_method" value="Peak_picking"/> + <conditional name="methods_for_picking"> + <param name="picking_method" value="adaptive"/> + </conditional> + <param name="blocks_picking" value="3"/> + <param name="window_picking" value="3"/> + </conditional> + </repeat> + <repeat name="methods"> + <conditional name="methods_conditional"> + <param name="preprocessing_method" value="Peak_alignment"/> + <conditional name="methods_for_alignment"> + <param name="alignment_method" value="diff"/> </conditional> </conditional> </repeat> <repeat name="methods"> <conditional name="methods_conditional"> - <param name="preprocessing_method" value="Peak_picking" /> - <conditional name="methods_for_picking"> - <param name="picking_method" value="adaptive" /> - </conditional> - <param name="blocks_picking" value="3" /> - <param name="window_picking" value="3" /> + <param name="preprocessing_method" value="Peak_filtering"/> + <param name="frequ_filtering" value="2"/> </conditional> </repeat> <repeat name="methods"> <conditional name="methods_conditional"> - <param name="preprocessing_method" value="Peak_alignment" /> - <conditional name="methods_for_alignment"> - <param name="alignment_method" value="diff" /> + <param name="preprocessing_method" value="Transformation"/> + <conditional name="transf_conditional"> + <param name="trans_type" value="sqrt"/> + </conditional> + </conditional> + </repeat> + <param name="outputs_select" value="no_quality_control"/> + <param name="output_matrix" value="True"/> + <output name="msidata_preprocessed" file="preprocessing_results1.RData" compare="sim_size"/> + <output name="matrixasoutput" file="preprocessing_results1.txt"/> + </test> + <test expect_num_outputs="3"> + <param name="infile" value="example_continous.RData" ftype="rdata"/> + <repeat name="methods"> + <conditional name="methods_conditional"> + <param name="preprocessing_method" value="Peak_picking"/> + <param name="blocks_picking" value="3"/> + <param name="window_picking" value="5"/> + <conditional name="methods_for_picking"> + <param name="picking_method" value="simple"/> </conditional> </conditional> </repeat> <repeat name="methods"> <conditional name="methods_conditional"> - <param name="preprocessing_method" value="Peak_filtering" /> - <param name="frequ_filtering" value="2"/> - </conditional> - </repeat> - <param name="outputs_select" value="no_quality_control"/> - <param name="output_matrix" value="True"/> - <output name="msidata_preprocessed" file="preprocessing_results1.RData" compare="sim_size" /> - <output name="matrixasoutput" file="preprocessing_results1.txt" /> - </test> - <test> - <param name="infile" value="example_continous.RData" ftype="rdata"/> - <repeat name="methods"> - <conditional name="methods_conditional"> - <param name="preprocessing_method" value="Peak_picking" /> - <param name="blocks_picking" value="3" /> - <param name="window_picking" value="5" /> - <param name="methods_for_picking" value="simple" /> - </conditional> - </repeat> - <repeat name="methods"> - <conditional name="methods_conditional"> - <param name="preprocessing_method" value="Peak_alignment" /> - <param name="methods_for_alignment" value="DP" /> + <param name="preprocessing_method" value="Peak_alignment"/> + <conditional name="methods_for_alignment"> + <param name="alignment_method" value="DP"/> + </conditional> </conditional> </repeat> <param name="outputs_select" value="quality_control"/> @@ -665,11 +703,11 @@ <param name="calibrants_column" value="1"/> <param name="plusminus_dalton" value="0.25"/> <param name="output_matrix" value="True"/> - <output name="msidata_preprocessed" file="preprocessing_results2.RData" compare="sim_size" /> - <output name="matrixasoutput" file="preprocessing_results2.txt" lines_diff="2" /> + <output name="msidata_preprocessed" file="preprocessing_results2.RData" compare="sim_size"/> + <output name="matrixasoutput" file="preprocessing_results2.txt" lines_diff="2"/> <output name="QC_plots" file="preprocessing_results2.pdf" compare="sim_size"/> </test> - <test> + <test expect_num_outputs="2"> <param name="infile" value="" ftype="analyze75"> <composite_data value="Analyze75.hdr"/> <composite_data value="Analyze75.img"/> @@ -677,31 +715,35 @@ </param> <repeat name="methods"> <conditional name="methods_conditional"> - <param name="preprocessing_method" value="Normalization" /> + <param name="preprocessing_method" value="Normalization"/> </conditional> </repeat> <repeat name="methods"> <conditional name="methods_conditional"> - <param name="preprocessing_method" value="Peak_picking" /> - <param name="blocks_picking" value="3" /> - <param name="window_picking" value="5" /> - <param name="methods_for_picking" value="limpic" /> + <param name="preprocessing_method" value="Peak_picking"/> + <param name="blocks_picking" value="100"/> + <param name="window_picking" value="5"/> + <conditional name="methods_for_picking"> + <param name="picking_method" value="limpic"/> + </conditional> </conditional> </repeat> <repeat name="methods"> <conditional name="methods_conditional"> - <param name="preprocessing_method" value="Peak_alignment" /> - <param name="methods_for_alignment" value="diff" /> + <param name="preprocessing_method" value="Peak_alignment"/> + <conditional name="methods_for_alignment"> + <param name="alignment_method" value="diff"/> + </conditional> </conditional> </repeat> <param name="outputs_select" value="quality_control"/> <param name="calibrant_file" ftype="tabular" value="inputcalibrantfile2.tabular"/> <param name="calibrants_column" value="1"/> <param name="plusminus_dalton" value="0.25"/> - <output name="msidata_preprocessed" file="preprocessing_results3.RData" compare="sim_size" /> + <output name="msidata_preprocessed" file="preprocessing_results3.RData" compare="sim_size"/> <output name="QC_plots" file="preprocessing_results3.pdf" compare="sim_size"/> </test> - <test> + <test expect_num_outputs="2"> <param name="infile" value="" ftype="analyze75"> <composite_data value="Analyze75.hdr"/> <composite_data value="Analyze75.img"/> @@ -709,29 +751,40 @@ </param> <repeat name="methods"> <conditional name="methods_conditional"> - <param name="preprocessing_method" value="Normalization" /> + <param name="preprocessing_method" value="Normalization"/> </conditional> </repeat> <repeat name="methods"> <conditional name="methods_conditional"> - <param name="preprocessing_method" value="Data_reduction" /> - <param name="bin_width" value="0.1" /> + <param name="preprocessing_method" value="Data_reduction"/> + <param name="bin_width" value="0.1"/> </conditional> </repeat> <param name="outputs_select" value="no_quality_control"/> <param name="output_matrix" value="True"/> - <output name="msidata_preprocessed" file="preprocessing_results4.RData" compare="sim_size" /> - <output name="matrixasoutput" file="preprocessing_results4.txt" /> + <output name="msidata_preprocessed" file="preprocessing_results4.RData" compare="sim_size"/> + <output name="matrixasoutput" file="preprocessing_results4.txt"/> </test> - <test> + <test expect_num_outputs="3"> <param name="infile" value="" ftype="imzml"> <composite_data value="Example_Continuous.imzML"/> <composite_data value="Example_Continuous.ibd"/> </param> <repeat name="methods"> <conditional name="methods_conditional"> - <param name="preprocessing_method" value="Data_reduction" /> - <param name="step_width" value="0.1" /> + <param name="preprocessing_method" value="Data_reduction"/> + <conditional name="methods_for_reduction"> + <param name="reduction_method" value="resample"/> + <param name="step_width" value="0.1"/> + </conditional> + </conditional> + </repeat> + <repeat name="methods"> + <conditional name="methods_conditional"> + <param name="preprocessing_method" value="Transformation"/> + <conditional name="transf_conditional"> + <param name="trans_type" value="log2"/> + </conditional> </conditional> </repeat> <param name="outputs_select" value="quality_control"/> @@ -739,24 +792,46 @@ <param name="calibrants_column" value="1"/> <param name="plusminus_dalton" value="0.25"/> <param name="output_matrix" value="True"/> - <output name="msidata_preprocessed" file="preprocessing_results5.RData" compare="sim_size" /> - <output name="matrixasoutput" file="preprocessing_results5.txt" /> + <output name="msidata_preprocessed" file="preprocessing_results5.RData" compare="sim_size"/> + <output name="matrixasoutput" file="preprocessing_results5.txt"/> <output name="QC_plots" file="preprocessing_results5.pdf" compare="sim_size"/> </test> </tests> <help> <![CDATA[ -Cardinal is an R package that implements statistical & computational tools for analyzing mass spectrometry imaging datasets. + +Cardinal is an R package that implements statistical & computational tools for analyzing mass spectrometry imaging datasets. `More information on Cardinal <http://cardinalmsi.org//>`_ + +This tool provides provides multiple Cardinal functions to preprocess mass-spectrometry imaging data. + +Input data: 3 types of input data can be used: -**Preprocessing steps:** +- imzml file (upload imzml and ibd file via the "composite" function) `Introduction to the imzml format <https://ms-imaging.org/wp/imzml/>`_ +- Analyze7.5 (upload hdr, img and t2m file via the "composite" function) +- Cardinal "MSImageSet" data (with variable name "msidata", saved as .RData) -- Smoothening: Smoothing of the mass peaks reduces noise and improves peak detection +Options: + - Normalization: Normalization of intensities to total ion current (TIC) - Baseline reduction: Baseline reduction removes backgroundintensity generated by chemical noise (common in MALDI datasets) -- Peak picking: relevant peaks are picked while noise-peaks are removed -- Peak alignment: after peak picking, mz inaccuracies are removed by alignment of same peaks to a common mz value -- Peak filtering: after peak picking and alignment, removes peaks that occur infrequently, such as those which only occur in a small proportion of pixels. If not sure which cutoff to chose run qualitycontrol first and decide according to the zero value plot. +- Smoothening: Smoothing of the mass peaks reduces noise and improves peak detection +- Peak picking: relevant peaks are picked while noise-peaks are removed (needs peak alignment afterwards) +- Peak alignment: only possible after peak picking, mz inaccuracies are removed by alignment of same peaks to a common mz value +- Peak filtering: works only on centroided data (after peak picking and alignment or data reduction with peak filtering), removes peaks that occur only in a small proportion of pixels. If not sure which cutoff to chose run qualitycontrol first and decide according to the zero value plot. - Data reduction: binning, resampling or peak filtering to reduce data +- Transformation: log2 or squareroot transformation of all intensities + +Output: + +- imzML file, preprocessed +- optional: pdf with heatmap of masses of interest after each preprocessing step +- optional: intensity matrix as tabular file (intensities for masses in rows and pixel in columns) + +Tip: + +- Peak alignment works only after peak picking +- Peak filtering works only on centroided data (peak picking and alignment or Data reduction peaks) + ]]> </help> <citations>
--- a/test-data/preprocessing_results1.txt Mon Apr 23 17:17:08 2018 -0400 +++ b/test-data/preprocessing_results1.txt Mon May 28 12:34:27 2018 -0400 @@ -1,12 +1,12 @@ x = 1, y = 1 x = 2, y = 1 x = 3, y = 1 x = 1, y = 2 x = 2, y = 2 x = 3, y = 2 x = 1, y = 3 x = 2, y = 3 x = 3, y = 3 -108 0 0 0 21.4511852975379 0 20.169503289191 0 22.4930472678403 25.336434051794 -115.083335876465 0 0 23.0066639012303 0 31.4126309521082 20.3357248690229 0 19.9814594597962 0 -129 26.5286460109847 13.9957017455352 0 0 6.71413602971655 0 0 0 0 -152 66.847137108336 29.9532791957541 43.8737175079842 0 26.9472533198325 0 30.3714341991534 0 58.9576233802038 -153 0 0 83.2417924617956 0 31.9827645461214 0 0 79.4313255007827 0 -157.16667175293 52.5782216511029 0 31.4094483449716 0 27.0324568777278 32.7454212129866 0 29.8998371626801 13.7034766582722 -171.16667175293 0 0 0 11.2346008004055 59.2283260107163 0 45.2070165070267 44.5877454430447 0 -255.16667175293 0 0 34.1027480034499 32.1717076497363 0 44.0620372530889 0 0 0 -329 94.7682453297842 40.5131109780631 0 0 49.5311005996047 31.1669676926492 0 0 0 -498.333343505859 0 5.96811557894752 14.8082738054463 0 0 0 0 8.96045286108667 0 -691.333374023438 0 8.09906634513768 0 0 0 9.08002723625184 7.58634560508355 0 0 +108 0 0 0 4.63154243179719 0 4.49104701480523 0 4.74268355130724 5.03353097256726 +115.083335876465 0 0 4.79652623272617 0 5.6046972221618 4.50951492613373 0 4.4700625789575 0 +129 5.15059666553155 3.74108296426786 0 0 2.59116499469188 0 0 0 0 +152 8.17600985250972 5.47295890682125 6.6237238399547 0 5.19107438974173 0 5.51102841574542 0 7.67838676938091 +153 0 0 9.12369401403815 0 5.6553306310172 0 0 8.91242534334974 0 +157.16667175293 7.25108417073633 0 5.6044132917703 0 5.19927464919174 5.72236150666721 0 5.46807435599409 3.70182072205991 +171.16667175293 0 0 0 3.3518056030154 7.69599415350066 0 6.72361632657804 6.67740559222253 0 +255.16667175293 0 0 5.83975581710827 5.67201090000154 0 6.6379241674705 0 0 0 +329 9.73489832149182 6.36499104304658 0 0 7.03783351604773 5.58273836863677 0 0 0 +498.333343505859 0 2.44297269304172 3.84815199874515 0 0 0 0 2.99340155359863 0 +691.333374023438 0 2.84588586298496 0 0 0 3.0133083539943 2.75433215228003 0 0
--- a/test-data/preprocessing_results2.txt Mon Apr 23 17:17:08 2018 -0400 +++ b/test-data/preprocessing_results2.txt Mon May 28 12:34:27 2018 -0400 @@ -1,5 +1,5 @@ x = 1, y = 1 x = 2, y = 1 x = 3, y = 1 x = 1, y = 2 x = 2, y = 2 x = 3, y = 2 x = 1, y = 3 x = 2, y = 3 x = 3, y = 3 -101.083335876465 0 0 0 0 0.35441392660141 0 0 0 0 +101.083335876465 0 0 0 0 0 0 0 0 0 101.666664123535 0 0 0 0 0 0 0 0 0 102.166664123535 0 0 0 0 0 0 0 0 0 102.75 0 0 0 0 0 0 0 0 0 @@ -20,135 +20,135 @@ 106.916664123535 0 0 0 0 0 0 0 0 0 107 0 0 0 0 0 0 0 0 0 107.083335876465 0 0 0 0 0 0 0 0 0 -107.916664123535 0 0.958661019802094 0 0 0.326941907405853 0.645754098892212 0 1.16135048866272 2.12827610969543 -109.083335876465 0 0 0 0.590304672718048 0 0 0 0 1.29508316516876 -110 0 0 0 0 0.277010440826416 0 0 0 0 +107.916664123535 0 0 0 0 0 0 0 0 0 +109.083335876465 0 0 0 0 0 0 0 0 0 +110 0 0 0 0 0 0 0 0 0 110.5 0 0 0 0 0 0 0 0 0 -111.25 0 0.328217536211014 0 0 0 0 0 0 0 +111.25 0 0 0 0 0 0 0 0 0 111.833335876465 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--- a/test-data/preprocessing_results5.txt Mon Apr 23 17:17:08 2018 -0400 +++ b/test-data/preprocessing_results5.txt Mon May 28 12:34:27 2018 -0400 @@ -1,702 +1,700 @@ x = 1, y = 1 x = 2, y = 1 x = 3, y = 1 x = 1, y = 2 x = 2, y = 2 x = 3, y = 2 x = 1, y = 3 x = 2, y = 3 x = 3, y = 3 -100 0 0 0 0 0 0 0 0 0 -101 0 0 0.049592644510227 0.0450160852633417 0.0589875884033972 0 0 0 0.164575864948953 -102 0 0 1.81904193916069e-10 3.08610207474472e-06 3.09086402960207e-06 0 0 0 8.81402948971673e-06 -103 0 0 3.93851118357196e-16 1.57921135932313e-14 1.43216974674626e-14 0 0 0 4.05096115654581e-14 -104 0 0 1.62472585961643e-23 7.87665049312971e-23 6.57921642986331e-23 0 0 0 1.84722497927693e-22 -105 0 0 2.79660366778786e-31 3.85152204040037e-31 3.22558823964605e-28 0 0 0 8.04177901984506e-28 -106 0 0 0 1.82722382503134e-37 1.03272067541794e-35 0 0 0 2.77580746146133e-35 -107 0 0 0 0 0 0 0 0 0 -108 0.10841291025281 0.282984423606346 0.0542830527816326 0.335687926659981 0.0497379051298594 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