From 8b14aeb082714cdd647cb70f95ceb3a762aa664b Mon Sep 17 00:00:00 2001 From: AlexGundlachGraham <61555921+AlexGundlachGraham@users.noreply.github.com> Date: Tue, 31 Oct 2023 10:25:33 -0500 Subject: [PATCH] Add files via upload --- ClusterInfoFile.xlsx | Bin 0 -> 12354 bytes Clustering2D__spICPTOFMS_SS.m | 341 + LICENSE | 695 +- RW.csv | 21961 ++++++++++++++++++ S1.csv | 18864 ++++++++++++++++ S2.csv | 20014 +++++++++++++++++ S3.csv | 18903 ++++++++++++++++ S4.csv | 17435 +++++++++++++++ S5.csv | 20763 +++++++++++++++++ S6.csv | 26184 ++++++++++++++++++++++ SS.csv | 38485 ++++++++++++++++++++++++++++++++ 11 files changed, 183624 insertions(+), 21 deletions(-) create mode 100644 ClusterInfoFile.xlsx create mode 100644 Clustering2D__spICPTOFMS_SS.m create mode 100644 RW.csv create mode 100644 S1.csv create mode 100644 S2.csv create mode 100644 S3.csv create mode 100644 S4.csv create mode 100644 S5.csv create mode 100644 S6.csv create mode 100644 SS.csv diff --git a/ClusterInfoFile.xlsx 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each cluster +CutoffVal=0.6; +CutoffVal_2=0.3; +OccurenceFreq=0.2; +MinPartInClstr=5; + +%FileInformation +ClusterMetaDataFile = 'ClusterInfoFile.xlsx'; +Filenames=readmatrix(ClusterMetaDataFile,'Sheet','Filename','Range',2,'OutputType','string'); +Filenames=Filenames(:,1); +ElementNames=readmatrix(ClusterMetaDataFile,'Sheet','Elements','OutputType','string'); +q_Plasma=readmatrix(ClusterMetaDataFile,'Sheet','q_plasma','OutputType','double'); +PNCCorrFactors_mL=q_Plasma(:,1).*q_Plasma(:,2); +PNCCorrFactors_mL=PNCCorrFactors_mL/1000; +NbrElements=size(ElementNames,1); + +%Section Below does the 1D Clustering. +ElementNames=reshape(ElementNames,1,NbrElements); + +ClstrProxyMassesCompile=[]; +ClstrProxyNamesCompile=[]; +ClstrNbrParticlesCompile=[]; +ClstrPNCsCompile=[]; +ClstrParticles3DCompile={}; +for b=1:size(Filenames,1) + + NPData=xlsread(append(Filenames(b),'.csv')); + + Z = linkage(NPData,'average','correlation'); + ClstrAssign=cluster(Z,'Cutoff',CutoffVal,'criterion','distance'); + NbrClusters=max(ClstrAssign); + figure(); + h=dendrogram(Z,'ColorThreshold',CutoffVal); + TitleDendrogram = append(Filenames(b),'-Dendrogram'); + title(TitleDendrogram); + saveas(gcf,TitleDendrogram); + close(gcf); + + ClstrProxyMasses = []; + ClstrProxyNames =[]; + ClstrDataNames =[]; + ClstrNbrParticles = []; + ClstrParticles3D={}; + + for i=1:NbrClusters + index=find(ClstrAssign==i); + df=NPData(index,:); + SizeClstr=size(df); + if SizeClstr(1)>MinPartInClstr + NbrEventsInCluster=sum(df>0); + SumMassesInCluster=sum(df); + df(df==0)=NaN; + OneClassProxyMeanMass=nanmean(df); + df(isnan(df))=0; + ClusterOccurance=(NbrEventsInCluster/SizeClstr(1)); + MaskOccurance=ClusterOccurance; + MaskOccurance(ClusterOccuranceOccurenceFreq)=1; + + for j=1:size(MaskOccurance) + k=find(MaskOccurance==1); + end + + for n=1:size(k,2) + ClusterElements=ElementNames(1,k); + ElementMasses_Cluster=df(:,k); + Nbr_Cluster=NbrEventsInCluster(1,k); + end + + [temp, order] = sort(Nbr_Cluster(1,:),'descend'); + ClusterElementsSort = ClusterElements(:,order); + + if size(ClusterElements,2)>2 + OneClassProxyName = append(Filenames(b),'-',ClusterElementsSort(1),ClusterElementsSort(2),ClusterElementsSort(3)); + OneClassDataName = append(Filenames(b),'_',ClusterElementsSort(1),ClusterElementsSort(2),ClusterElementsSort(3),'_Data'); + elseif size(ClusterElements,2)>1 + OneClassProxyName = append(Filenames(b),'-',ClusterElementsSort(1),ClusterElementsSort(2)); + OneClassDataName = append(Filenames(b),'_',ClusterElementsSort(1),ClusterElementsSort(2),'_Data'); + else + OneClassProxyName = append(Filenames(b),'-',ClusterElementsSort(1)); + OneClassDataName = append(Filenames(b),'_',ClusterElementsSort(1),'_Data'); + end + + + OneClassProxyMeanMass=OneClassProxyMeanMass.*MaskOccurance; + OneClassProxyMeanMass(isnan(OneClassProxyMeanMass))=0; + + + OneClassNbrParticles = SizeClstr(1); + OneClassNbrParticles(isnan(OneClassNbrParticles))=0; + + currentFile = sprintf(OneClassDataName,'.mat'); + save(currentFile,'df'); + + ClstrProxyMasses = cat(1,ClstrProxyMasses, OneClassProxyMeanMass); + ClstrProxyNames = cat(1,ClstrProxyNames,OneClassProxyName); + ClstrDataNames = cat(1,ClstrDataNames,OneClassDataName); + ClstrNbrParticles = cat(1,ClstrNbrParticles,OneClassNbrParticles); + ClstrParticles3D = cat(3,ClstrParticles3D,{df}); + + end + end + +ClstrPNCs = ClstrNbrParticles/PNCCorrFactors_mL(b); + +ClstrProxyMassesCompile=cat(1,ClstrProxyMassesCompile,ClstrProxyMasses); +ClstrProxyNamesCompile=cat(1,ClstrProxyNamesCompile,ClstrProxyNames); +ClstrNbrParticlesCompile=cat(1,ClstrNbrParticlesCompile,ClstrNbrParticles); +ClstrPNCsCompile=cat(1,ClstrPNCsCompile,ClstrPNCs); +ClstrParticles3DCompile=cat(3,ClstrParticles3DCompile,ClstrParticles3D); +end + +clear ClstrProxyMasses ClstrProxyNames ClstrDataNames ClstrNbrParticles ClstrParticles3D +clear OneClassProxyMass ClstrPNCs currentFile OneClassProxyName OneClassDataName NbrClusters +clear ClusterAssign TitleDendrogram NPData NbrEventsInCluster MaskOccurance SumMassesInCluster +clear ElementMasses_Cluster OccurenceFreq OneClassNbrParticles NbrCluster +clear ClusterElements ClusterElementsSort ClustOccurance SizeClstr df + +%Section Below does the 2D Clustering. +Z = linkage(ClstrProxyMassesCompile,'average','correlation'); +D = pdist(ClstrProxyMassesCompile); +LeafOrder = optimalleaforder(Z,D); +ClstrAssign=cluster(Z,'Cutoff',CutoffVal_2,'criterion','distance'); + +NbrClusters=max(ClstrAssign); +NbrProxyParticles=size(ClstrProxyMassesCompile); +NbrProxyParticles=NbrProxyParticles(1); + +ClstrAssignSorted=ClstrAssign(LeafOrder,:); +ClstrProxyMassesSorted = ClstrProxyMassesCompile(LeafOrder,:); +ClstrNbrParticlesSorted=ClstrNbrParticlesCompile(LeafOrder,:); +ClstrProxyNamesSorted=ClstrProxyNamesCompile(LeafOrder,:); +ClstrPNCsSorted=ClstrPNCsCompile(LeafOrder,:); +ClstrParticles3DSorted = ClstrParticles3DCompile(:,:,LeafOrder); + +ParticlesInClusters={}; +for k = 1:NbrClusters + index=find(ClstrAssignSorted==k); + OneClassParticles=[]; + for i=1:size(index) + ParticleElementMasses=cell2mat(ClstrParticles3DSorted(:,:,index(i))); + OneClassParticles=vertcat(OneClassParticles,ParticleElementMasses); + end + ParticlesInClusters=cat(3,ParticlesInClusters,OneClassParticles); +end +PlotClstrOrder=unique(ClstrAssignSorted,'stable'); +ParticlesInClusters=ParticlesInClusters(:,:,PlotClstrOrder); + +for n=1:NbrClusters + Data=cell2mat(ParticlesInClusters(:,:,n)); + DataName=strcat('2DClstr_',num2str(n)); + currentFile = sprintf(DataName,'.mat'); + save(currentFile,'Data'); +end + +clear ParticleElementMasses OneClassParticles OneClassProxyMeanMass + + +%Section Below is plotting +mycolormap=[1 1 1 + 0.817661881446838 0.803669035434723 0.959092855453491 + 0.635323822498322 0.607338070869446 0.918185710906982 + 0.45298570394516 0.411007136106491 0.877278566360474 + 0.270647615194321 0.214676186442375 0.836371421813965 + 0.275114297866821 0.234238088130951 0.870985686779022 + 0.278299987316132 0.255871415138245 0.899071455001831 + 0.27572038769722 0.278222441673279 0.91279798746109 + 0.27314081788063 0.300573468208313 0.926524519920349 + 0.270561218261719 0.322924494743347 0.940251052379608 + 0.267981618642807 0.345275491476059 0.953977525234222 + 0.265402019023895 0.367626518011093 0.967704057693481 + 0.262822449207306 0.389977544546127 0.98143059015274 + 0.260242849588394 0.412328571081161 0.995157122612 + 0.244033336639404 0.435833334922791 0.998833358287811 + 0.220642849802971 0.460257142782211 0.997285723686218 + 0.196333333849907 0.484719038009644 0.989152371883392 + 0.183404758572578 0.507371425628662 0.979795217514038 + 0.179921418428421 0.528638124465942 0.965907096862793 + 0.176438093185425 0.549904763698578 0.952019035816193 + 0.168742850422859 0.570261895656586 0.935871422290802 + 0.153999999165535 0.590200006961823 0.921800017356873 + 0.146011903882027 0.608914256095886 0.909545242786407 + 0.138023808598518 0.627628564834595 0.897290468215942 + 0.123752377927303 0.645028591156006 0.884787321090698 + 0.109480954706669 0.662428557872772 0.872284114360809 + 0.0952095240354538 0.679828584194183 0.859780967235565 + 0.0688714310526848 0.694771409034729 0.839357137680054 + 0.0296666659414768 0.708166658878326 0.81633335351944 + 0.00357142859138548 0.72026664018631 0.791700005531311 + 0.00665714265778661 0.731214284896851 0.766014277935028 + 0.0433285720646381 0.741095244884491 0.739409506320953 + 0.0963952392339706 0.75 0.712038099765778 + 0.140771433711052 0.758400022983551 0.684157133102417 + 0.171700000762939 0.766961932182312 0.655442833900452 + 0.193892866373062 0.775630950927734 0.623871445655823 + 0.216085717082024 0.784300029277802 0.592299997806549 + 0.246957138180733 0.791795253753662 0.55674284696579 + 0.290614277124405 0.797290503978729 0.518828570842743 + 0.345095902681351 0.794716358184814 0.476524502038956 + 0.399577528238297 0.7921422123909 0.434220403432846 + 0.454059153795242 0.789568066596985 0.391916334629059 + 0.50854080915451 0.786993861198425 0.349612236022949 + 0.563022434711456 0.78441971540451 0.307308167219162 + 0.617504060268402 0.781845569610596 0.265004068613052 + 0.671985685825348 0.779271423816681 0.222699999809265 + 0.724200010299683 0.769842863082886 0.191028565168381 + 0.773833334445953 0.759804785251617 0.164609521627426 + 0.820314288139343 0.74981427192688 0.153528571128845 + 0.863433361053467 0.740599989891052 0.159633338451385 + 0.903542876243591 0.733028590679169 0.177414283156395 + 0.939257144927979 0.728785693645477 0.209957137703896 + 0.972757160663605 0.729771435260773 0.239442855119705 + 0.995647609233856 0.743371427059174 0.237147614359856 + 0.989874601364136 0.767646014690399 0.223235711455345 + 0.984101593494415 0.79192066192627 0.209323808550835 + 0.978328585624695 0.816195249557495 0.195411905646324 + 0.97255551815033 0.840469837188721 0.181500002741814 + 0.966782510280609 0.864744484424591 0.167588099837303 + 0.961009502410889 0.889019072055817 0.153676196932793 + 0.963711082935333 0.912888884544373 0.137904763221741 + 0.966412723064423 0.936758756637573 0.122133336961269 + 0.969114303588867 0.960628569126129 0.106361903250217 + 0.976899981498718 0.983900010585785 0.0804999992251396 + ]; + +figure(); +h=dendrogram(Z,0,'Reorder',LeafOrder,'Labels',ClstrProxyNamesCompile,'orientation', 'left','ColorThreshold',CutoffVal_2); +saveas(gcf,'2D-Clustering'); +close(gcf); + + +figure(); +imagesc(flip(ClstrProxyMassesSorted)); +colorbar +m=colorbar; +set(m,'fontsize',10); +m.Label.String = 'Attograms'; +set(m,'LineWidth', 1); +set(m,'TickLength',0.02); +set(m,'Location','eastoutside'); +XTickArray=1:NbrElements; +YTickArray=1:size(ClstrProxyNamesSorted); +set(gca,'colorscale','log') +set(gca,'XTick',XTickArray); +set(gca,'YTick',YTickArray); +xticklabels(ElementNames) +yticklabels(flip(ClstrProxyNamesSorted)) +saveas(gcf,'ProxyMassHeatmap'); +close(gcf); + + +XTickArray=1:NbrElements; +NbrProxies=size(ClstrProxyNamesSorted); +NbrProxies=NbrProxies(1); +YTickArray=1:size(ClstrProxyNamesSorted); + +figure(); +b=barh(ClstrNbrParticlesSorted); +b.FaceColor = [0.9290 0.6940 0.1250]; +set(gca,'YTick',YTickArray); +yticklabels(ClstrProxyNamesSorted); +saveas(gcf,'ClstrNbrParticles'); +close(gcf); + + +MaxCorr=max(Z); +MaxCorr=MaxCorr(3); +XMax=MaxCorr+0.1; +YMax=NbrProxies+0.5; + +figure(); +subplot(1,20,[1,2]) +h=dendrogram(Z,0,'Reorder',LeafOrder,'orientation', 'left','ColorThreshold',CutoffVal_2); +ClstrAssign=cluster(Z,'Cutoff',CutoffVal_2,'criterion','distance'); +set(gca,'YTick',YTickArray); +set(gca,'fontsize',10) +set(gca,'LineWidth',1.5) +set(h,'LineWidth',1.5); +axis([0 XMax 0.5 YMax]); +yticklabels([]); +axis off + + +subplot(1,20,[5,16],'align') +imagesc(flip(ClstrProxyMassesSorted)); +CBTicksMin=10; +CBTicksMax=10^max((ceil(log10(max(ClstrProxyMassesSorted))))); +CBTickArray=10.^(linspace(log10(CBTicksMin),log10(CBTicksMax),log10(CBTicksMax)-log10(CBTicksMin)+1)); +colorbar +m=colorbar; +set(m,'fontsize',10); +m.Label.String = 'Attograms'; +set(m,'LineWidth', 0.5); +set(m,'TickLength',0.02); +set(m,'Ticks',CBTickArray); +set(m,'Location','eastoutside'); +set(gca,'colorscale','log') +caxis([CBTicksMin CBTicksMax]); +colormap(mycolormap); +set(gca,'XTick',XTickArray); +set(gca,'YTick',YTickArray); +set(gca,'fontsize',10) +xticklabels(ElementNames) +yticklabels(flip(ClstrProxyNamesSorted)) + + +XMin=10^(floor(log10(min(ClstrPNCsSorted)))); +XMax=10^(ceil(log10(max(ClstrPNCsSorted)))); +XTickArray=10.^(linspace(log10(XMin),log10(XMax),log10(XMax)-log10(XMin)+1)); +subplot(1,20,[18,20], 'align') +b=barh(ClstrPNCsSorted); +b.FaceColor = [0.9290 0.6940 0.1250]; +set(gca,'YTick',YTickArray); +axis([XMin XMax 0.5 YMax]); +set(gca,'YTick',[]); +set(gca,'XTick',XTickArray); +set(gca,'xscale','log') +set(gca,'fontsize',10) +set(gca,'LineWidth',1) +ax=gca; +ax.XLabel.String = 'Particles/mL'; +set(gca,'fontsize',10) +saveas(gcf,'Cluster-Heatmap'); + +clear ClstrProxyMassesCompile ClstrProxyNamesCompile ClstrNbrParticlesCompile +clear ClstrPNCsCompile ClstrParticles3DCompile Data +clear PlotClstrOrder NbrProxies MaxCorr +clear ClstrAssign currentFile index +clear i j k h n +clear temp Z order D DataName +clear XMax XMin XTickArray YMax YTickArray +clear CBTickArray CBTicksMax CBTicksMin +clear ax b m + + + diff --git a/LICENSE b/LICENSE index cf8907a..e62ec04 100644 --- a/LICENSE +++ b/LICENSE @@ -1,21 +1,674 @@ -MIT License - -Copyright (c) 2023 TOFMS-GG-Group - -Permission is hereby granted, free of charge, to any person obtaining a copy -of this software and associated documentation files (the "Software"), to deal -in the Software without restriction, including without limitation the rights -to use, copy, modify, merge, publish, distribute, sublicense, and/or sell -copies of the Software, and to permit persons to whom the Software is -furnished to do so, subject to the following conditions: - -The above copyright notice and this permission notice shall be included in all -copies or 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If not, see . + +Also add information on how to contact you by electronic and paper mail. + + If the program does terminal interaction, make it output a short +notice like this when it starts in an interactive mode: + + Copyright (C) + This program comes with ABSOLUTELY NO WARRANTY; for details type `show w'. + This is free software, and you are welcome to redistribute it + under certain conditions; type `show c' for details. + +The hypothetical commands `show w' and `show c' should show the appropriate +parts of the General Public License. Of course, your program's commands +might be different; for a GUI interface, you would use an "about box". + + You should also get your employer (if you work as a programmer) or school, +if any, to sign a "copyright disclaimer" for the program, if necessary. +For more information on this, and how to apply and follow the GNU GPL, see +. + + The GNU General Public License does not permit incorporating your program +into proprietary programs. If your program is a subroutine library, you +may consider it more useful to permit linking proprietary applications with +the library. If this is what you want to do, use the GNU Lesser General +Public License instead of this License. But first, please read +. diff --git a/RW.csv b/RW.csv new file mode 100644 index 0000000..5176b8f --- /dev/null +++ b/RW.csv @@ -0,0 +1,21961 @@ +Mg,Al,Ti,V,Mn,Fe,Co,Zn,Y,Zr,Nb,La,Nd,Ce,Ta,W,Pb +0,0,0,0,0,107.7,0,0,0,0,0,0,0,0,0,0,0 +0,0,0,0,0,117.4,0,0,0,0,0,0,0,0,0,0,0 +0,0,0,0,155.3,0,0,0,0,0,0,0,0,0,0,0,0 +0,1104.3,0,0,0,458.8,0,0,0,0,0,0,0,0,0,0,0 +0,945.2,0,0,0,5083.8,0,0,0,0,0,0,0,0,0,0,0 +0,964.5,0,0,0,1032.2,0,0,0,0,0,0,0,0,0,0,0 +0,0,0,0,0,166.1,0,0,0,0,0,0,0,0,0,0,0 +0,0,0,0,1469,189.3,0,0,0,0,0,0,0,0,0,0,0 +0,813.3,0,0,0,1067.5,0,0,0,0,0,0,0,0,0,0,0 +0,0,0,0,526.6,0,0,0,0,0,0,0,0,0,0,0,0 +0,0,0,0,0,137.4,0,0,0,0,0,0,0,0,0,0,0 +0,0,0,0,0,127,0,0,0,0,0,0,0,0,0,0,0 +0,0,0,0,475.9,1602.5,0,0,0,0,0,0,0,0,0,0,0 +0,0,0,0,0,95.1,0,0,0,0,0,0,0,0,0,0,0 +0,0,0,0,0,497.8,0,0,0,0,0,0,0,0,0,0,0 +0,0,0,0,0,113.8,0,0,0,0,0,0,0,0,0,0,0 +0,0,0,0,0,557.1,0,0,0,0,0,0,0,0,0,0,0 +0,0,0,0,0,191.7,0,0,0,0,0,0,0,0,0,0,0 +0,0,0,0,0,201.2,0,0,0,0,0,0,0,0,0,0,0 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