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authorChristoph Helma <helma@in-silico.ch>2015-12-15 17:28:31 +0100
committerChristoph Helma <helma@in-silico.ch>2015-12-15 17:28:31 +0100
commit9c785ea4c33001a88e801233bf3a7da505792c36 (patch)
tree2a3329346544fe0946942ec2a6002bdd65c55679
parent7d094e529df126bba3f30c8a039972062678c39c (diff)
activity comparison of datasets
-rw-r--r--loael-dataset-comparison.rb113
-rw-r--r--loael-dataset-comparison.svg796
-rw-r--r--loael-variability.rb89
-rw-r--r--loael_variance.svg1067
-rwxr-xr-xoriginal/Korrektur.txt6
-rwxr-xr-xoriginal/LOAEL-Duplicates-mg.csv218
-rwxr-xr-xoriginal/LOAEL-Duplicates-mmol.csv218
-rw-r--r--original/LOAEL.zipbin0 -> 923157 bytes
-rwxr-xr-xoriginal/LOAEL2.xlsbin0 -> 752128 bytes
-rwxr-xr-xoriginal/LOAEL_log_mg.csv566
-rwxr-xr-xoriginal/LOAEL_log_mg_corrected_smiles.csv568
-rwxr-xr-xoriginal/LOAEL_log_mmol.csv563
-rwxr-xr-xoriginal/LOAEL_log_mmol_corrected_smiles.csv568
-rwxr-xr-xoriginal/LOAEL_mg.csv566
-rwxr-xr-xoriginal/LOAEL_mg_corrected_smiles.csv568
-rw-r--r--original/NOAEL-LOAEL_dv.xlsx (renamed from regression/NOAEL-LOAEL_dv.xlsx)bin331117 -> 331117 bytes
-rw-r--r--original/NOAEL-LOAEL_elena_email_20150306.xlsx (renamed from regression/NOAEL-LOAEL_elena_email_20150306.xlsx)bin245908 -> 245908 bytes
-rwxr-xr-xoriginal/box.pngbin0 -> 4481 bytes
-rwxr-xr-xoriginal/deviation_analysis.R30
-rwxr-xr-xoriginal/gr_m_var.pngbin0 -> 11258 bytes
-rwxr-xr-xoriginal/loael_in_drei_formaten.Rbin0 -> 64105 bytes
-rwxr-xr-xoriginal/loael_in_drei_formaten_corrected_smiles.Rbin0 -> 75533 bytes
-rwxr-xr-xoriginal/qq.pngbin0 -> 14729 bytes
-rwxr-xr-xoriginal/qq_resid.pngbin0 -> 9438 bytes
-rw-r--r--paper/SMARTS_InteLigand.txt983
-rw-r--r--paper/functional-groups.csv307
-rw-r--r--paper/functional-groups.rb31
-rw-r--r--paper/functional-groups.txt307
-rw-r--r--paper/functional-groups.yaml309
-rw-r--r--paper/loael-dataset-comparison-all-compounds.pdfbin0 -> 67739 bytes
-rw-r--r--paper/loael-dataset-comparison-all-compounds.svg1953
-rw-r--r--paper/loael-dataset-comparison-common-compounds.pdfbin0 -> 71753 bytes
-rw-r--r--paper/loael-dataset-comparison-common-compounds.svg1954
-rw-r--r--paper/loael-dataset-comparison.rb73
-rw-r--r--paper/loael-dataset-correlation.pdfbin0 -> 23237 bytes
-rw-r--r--paper/loael-dataset-correlation.svg387
-rw-r--r--paper/loael-variability.rb61
-rw-r--r--paper/loael.html384
-rw-r--r--paper/loael.pdf205
-rw-r--r--paper/loael.rst31
-rw-r--r--regression/LOAEL_mg_corrected_smiles.csv568
-rw-r--r--regression/LOAEL_mg_corrected_smiles_mmol.csv568
42 files changed, 12532 insertions, 1525 deletions
diff --git a/loael-dataset-comparison.rb b/loael-dataset-comparison.rb
deleted file mode 100644
index ad708d3..0000000
--- a/loael-dataset-comparison.rb
+++ /dev/null
@@ -1,113 +0,0 @@
-require_relative '../lazar/lib/lazar'
-include OpenTox
-#$mongo.database.drop
-#$gridfs = $mongo.database.fs # recreate GridFS indexes
-# compare duplicates within datasets
-old = Dataset.from_csv_file File.join(File.dirname(__FILE__),"regression","LOAEL_mmol_corrected_smiles.csv")
-new = Dataset.from_csv_file File.join(File.dirname(__FILE__),"regression","swissRat_chron_LOAEL.csv")
-
-combined_compounds = old.compound_ids & new.compound_ids
-
-compound_vector = []
-value_vector = []
-dataset_vector = []
-
-combined_compounds.each do |cid|
- c = Compound.find cid
- old.values(c,old.features.first).each do |v|
- compound_vector << c.smiles
- value_vector << -Math.log(v)
- dataset_vector << old.name
- end
- new.values(c,new.features.first).each do |v|
- compound_vector << c.smiles
- value_vector << -Math.log(v)
- dataset_vector << new.name
- end
-end
-
-R.assign "smi", compound_vector
-R.assign "values", value_vector
-R.assign "dataset", dataset_vector
-R.eval "df <- data.frame(factor(smi),values,factor(dataset))"
-R.eval "img <- ggplot(df, aes(smi,values,ymin = min(values), ymax=max(values),color=dataset))"
-R.eval "img <- img + scale_x_discrete(breaks=NULL) + geom_point() + coord_flip() + ylab('-log(LOAEL)') + xlab('Compound')"
-R.eval "ggsave(file='/home/ch/opentox/lazar-nestec-data/loael-dataset-comparison.svg', plot=img)"
-
-=begin
-
-vars = []
-
-[old, new].each do |dataset|
- vars << []
- #vars[dataset.name] = []
- p dataset.name
- p dataset.compounds.size
- p dataset.duplicates(dataset.features.first).size
- dataset.duplicates.each do |cid,values|
- R.assign "values", values
- var = R.eval("var(-log(values))").to_f
- vars.last << var
- #smi = Compound.find(cid).smiles
- smi = cid.to_s
- values.each do |val|
- compound_vector << smi
- value_vector << - Math.log(val)
- dataset_vector << dataset.name
- end
- #vars << { :var => var, :values => values, :smiles => smi }
- end
- #vars.sort!{|a,b| a[:var] <=> b[:var]}
- #vars.each do |dup|
- #dup[:values].each do |v|
- #compound_vector << dup[:smiles]
- #value_vector << v
- #end
- #end
-end
-#p vars
-# TODO statistical test for variances
-R.assign "vars1", vars[0]
-R.assign "vars2", vars[1]
-print "p-value: #{R.eval("t.test(vars1,vars2)$p.value").to_f}"
-
-R.assign "smi", compound_vector
-R.assign "values", value_vector
-R.assign "dataset", dataset_vector
-R.eval "df <- data.frame(factor(smi),values,factor(dataset))"
-R.eval "img <- ggplot(df, aes(smi,values,ymin = min(values), ymax=max(values),color=dataset))"
-R.eval "img <- img + scale_x_discrete(breaks=NULL) + geom_point() + coord_flip()"# + xlab('-log(LOAEL)'), ylab('Compound')"
-R.eval "ggsave(file='/home/ch/opentox/lazar-nestec-data/loael_variance.svg', plot=img)"
-#R.eval "print(img)"
-#R.eval "write.csv(df,'/home/ch/opentox/lazar-nestec-data/loael.csv')"
-#`inkview /home/ch/opentox/lazar-nestec-data/loael_variance.svg`
-#R.eval "ggsave(file='test.svg', plot=img)"
-# compare datasets
-# compare combined datasets
-file = File.join(File.dirname(__FILE__),"regression","LOAEL-rat-combined.csv")
-d = Dataset.from_csv_file file
-replicates = []
-compounds = d.compound_ids.uniq
-sds = []
-compounds.each do |cid|
- compound_idxs = d.compound_ids.each_index.select{|i| d.compound_ids[i] == cid}
- if compound_idxs.size > 1
- vals = compound_idxs.collect{|i| d.data_entries[i].first }
- R.assign "values", vals
- #sd = R.eval("sd(-log(values))").to_f
- sd = R.eval("var(values)").to_f
- sds << { :sd => sd, :values => vals, :smiles => Compound.find(cid).smiles }
- #replicates << compound_idxs.collect{|i| d.data_entries[i].first }
- #replicates[Compound.find(cid).smiles] = compound_idxs.collect{|i| d.data_entries[i].first }
- end
-end
-p sds.sort{|a,b| a[:sd] <=> b[:sd]}
-#R.assign "replicates", replicates
-#R.assign "compounds", compounds.collect{|id| Compound.find id }
-#R.eval "df = data.frame(compounds,replicates)"
-#library(ggplot2)
-#qplot(compounds, replicates, data=df, geom="boxplot")
-#p replicates.to_json
-#p replicates.size
-# http://www.unc.edu/courses/2008spring/psyc/270/001/variance.html
-=end
diff --git a/loael-dataset-comparison.svg b/loael-dataset-comparison.svg
deleted file mode 100644
index 665c236..0000000
--- a/loael-dataset-comparison.svg
+++ /dev/null
@@ -1,796 +0,0 @@
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-<svg xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" width="503pt" height="503pt" viewBox="0 0 503 503" version="1.1">
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diff --git a/loael-variability.rb b/loael-variability.rb
deleted file mode 100644
index 99e6c34..0000000
--- a/loael-variability.rb
+++ /dev/null
@@ -1,89 +0,0 @@
-require_relative '../lazar/lib/lazar'
-include OpenTox
-#$mongo.database.drop
-#$gridfs = $mongo.database.fs # recreate GridFS indexes
-# compare duplicates within datasets
-old = Dataset.from_csv_file File.join(File.dirname(__FILE__),"regression","LOAEL_mmol_corrected_smiles.csv")
-new = Dataset.from_csv_file File.join(File.dirname(__FILE__),"regression","swissRat_chron_LOAEL.csv")
-combined = Dataset.from_csv_file File.join(File.dirname(__FILE__),"regression","LOAEL-rat-combined.csv")
-
-compound_vector = []
-value_vector = []
-dataset_vector = []
-
-vars = []
-
-[old, new].each do |dataset|
- vars << []
- #vars[dataset.name] = []
- p dataset.name
- p dataset.compounds.size
- p dataset.duplicates(dataset.features.first).size
- dataset.duplicates.each do |cid,values|
- R.assign "values", values
- var = R.eval("var(-log(values))").to_f
- vars.last << var
- #smi = Compound.find(cid).smiles
- smi = cid.to_s
- values.each do |val|
- compound_vector << smi
- value_vector << - Math.log(val)
- dataset_vector << dataset.name
- end
- #vars << { :var => var, :values => values, :smiles => smi }
- end
- #vars.sort!{|a,b| a[:var] <=> b[:var]}
- #vars.each do |dup|
- #dup[:values].each do |v|
- #compound_vector << dup[:smiles]
- #value_vector << v
- #end
- #end
-end
-#p vars
-# TODO statistical test for variances
-R.assign "vars1", vars[0]
-R.assign "vars2", vars[1]
-print "p-value: #{R.eval("t.test(vars1,vars2)$p.value").to_f}"
-
-R.assign "smi", compound_vector
-R.assign "values", value_vector
-R.assign "dataset", dataset_vector
-R.eval "df <- data.frame(factor(smi),values,factor(dataset))"
-R.eval "img <- ggplot(df, aes(smi,values,ymin = min(values), ymax=max(values),color=dataset))"
-R.eval "img <- img + scale_x_discrete(breaks=NULL) + geom_point() + coord_flip()"# + xlab('-log(LOAEL)'), ylab('Compound')"
-R.eval "ggsave(file='/home/ch/opentox/lazar-nestec-data/loael_variance.svg', plot=img)"
-#R.eval "print(img)"
-#R.eval "write.csv(df,'/home/ch/opentox/lazar-nestec-data/loael.csv')"
-#`inkview /home/ch/opentox/lazar-nestec-data/loael_variance.svg`
-#R.eval "ggsave(file='test.svg', plot=img)"
-=begin
-# compare datasets
-# compare combined datasets
-file = File.join(File.dirname(__FILE__),"regression","LOAEL-rat-combined.csv")
-d = Dataset.from_csv_file file
-replicates = []
-compounds = d.compound_ids.uniq
-sds = []
-compounds.each do |cid|
- compound_idxs = d.compound_ids.each_index.select{|i| d.compound_ids[i] == cid}
- if compound_idxs.size > 1
- vals = compound_idxs.collect{|i| d.data_entries[i].first }
- R.assign "values", vals
- #sd = R.eval("sd(-log(values))").to_f
- sd = R.eval("var(values)").to_f
- sds << { :sd => sd, :values => vals, :smiles => Compound.find(cid).smiles }
- #replicates << compound_idxs.collect{|i| d.data_entries[i].first }
- #replicates[Compound.find(cid).smiles] = compound_idxs.collect{|i| d.data_entries[i].first }
- end
-end
-p sds.sort{|a,b| a[:sd] <=> b[:sd]}
-#R.assign "replicates", replicates
-#R.assign "compounds", compounds.collect{|id| Compound.find id }
-#R.eval "df = data.frame(compounds,replicates)"
-#library(ggplot2)
-#qplot(compounds, replicates, data=df, geom="boxplot")
-#p replicates.to_json
-#p replicates.size
-# http://www.unc.edu/courses/2008spring/psyc/270/001/variance.html
-=end
diff --git a/loael_variance.svg b/loael_variance.svg
index 8dd54db..657f50f 100644
--- a/loael_variance.svg
+++ b/loael_variance.svg
@@ -9,66 +9,72 @@
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diff --git a/original/Korrektur.txt b/original/Korrektur.txt
new file mode 100755
index 0000000..39c0274
--- /dev/null
+++ b/original/Korrektur.txt
@@ -0,0 +1,6 @@
+ROW,ID,SMILES,MOLWT,COMMENT
+1,5,C1=C(C(=CC(=C1NN=C3C2=C(C=C([S]([O-])(=O)=O)C=C2)C=CC3=O)OC)[S]([O-])(=O)=O)C.[Na+].[Na+],496.42,"SMILES could not be read by obabel"
+36,194,C1=C(C(=CC=C1OC2=CC=C(C=C2Cl)C(F)(F)F)[N+](=O)[O-])C(=O)[O-].[Na+],383.64,"SMILES could not be read by obabel"
+65,299,C(C1C2C(C(O)C(O1)OC8C(OC(OC7C(OC(OC6C(OC(OC5C(C(C(OC4C(C(C(OC3C(C(C(O2)OC3CO)O)O)OC4CO)O)O)OC5CO)O)O)C(C6O)O)CO)C(C7O)O)CO)C(C8O)O)CO)O)O,1134.99,"SMILES was truncated"
+138,549,O=[S](NC1CCCCC1)(=O)[O-].[Na+],201.22,"SMILES could not be read by obabel"
+398,997,[C@@]14([C@@H]5OCC1=CC=C[C@@H]([C@H](O[C@H]2C[C@@H]([C@H]([C@@H](O2)C)O[C@H]3C[C@@H]([C@H]([C@@H](O3)C)O)OC)OC)C(=CC[C@@H]6C[C@H](OC([C@@H]4C=C([C@H]5O)C)=O)C[C@]7(O6)O[C@@H]([C@H](C=C7)C)[C@H](CC)C)C)C)O,873.0884,"SMILES was truncated"
diff --git a/original/LOAEL-Duplicates-mg.csv b/original/LOAEL-Duplicates-mg.csv
new file mode 100755
index 0000000..940c92f
--- /dev/null
+++ b/original/LOAEL-Duplicates-mg.csv
@@ -0,0 +1,218 @@
+GID,SMILES,MG
+1,Clc1cc(Cl)ccc1C2(Cn3ncnc3)OC(CCC)CO2,1.3979400087
+1,Clc1cc(Cl)ccc1C2(Cn3ncnc3)OC(CCC)CO2,1.982271233
+2,n(c(nc(n1)NCC)NCC)c1Cl,0.6989700043
+2,n(c(nc(n1)NCC)NCC)c1Cl,0.7242758696
+3,CC1(C(C1C(=O)OC(C#N)C2=CC(=C(C=C2)F)OC3=CC=CC=C3)C=C(Cl)Cl)C,1.096910013
+3,CC1(C(C1C(=O)OC(C#N)C2=CC(=C(C=C2)F)OC3=CC=CC=C3)C=C(Cl)Cl)C,0.8750612634
+3,CC1(C(C1C(=O)OC(C#N)C2=CC(=C(C=C2)F)OC3=CC=CC=C3)C=C(Cl)Cl)C,0.7781512504
+3,CC1(C(C1C(=O)OC(C#N)C2=CC(=C(C=C2)F)OC3=CC=CC=C3)C=C(Cl)Cl)C,1.079181246
+4,S=P(OC)(OC)SCN1N=Nc2ccccc2C1(=O),-0.4436974992
+4,S=P(OC)(OC)SCN1N=Nc2ccccc2C1(=O),0.3521825181
+4,S=P(OC)(OC)SCN1N=Nc2ccccc2C1(=O),0.411619706
+5,OC(=O)CNCP(O)(O)=O,3
+5,OC(=O)CNCP(O)(O)=O,2.4771212547
+6,CN(=CC=C1C(C=C2)=CC=N2C)C=C1,0.5740312677
+6,CN(=CC=C1C(C=C2)=CC=N2C)C=C1,0.4065401804
+7,O=C(N(SC(Cl)(Cl)Cl)C(=O)c1cccc2)c12,2.6989700043
+7,O=C(N(SC(Cl)(Cl)Cl)C(=O)c1cccc2)c12,1.6020599913
+7,O=C(N(SC(Cl)(Cl)Cl)C(=O)c1cccc2)c12,1.6989700043
+8,CCCCOCCOCCOCC1=CC2=C(C=C1CCC)OCO2,2.3979400087
+8,CCCCOCCOCCOCC1=CC2=C(C=C1CCC)OCO2,2
+9,C(=CC=C1)(C2=C1)NC(=N2)C(=CS3)N=C3,0.3010299957
+9,C(=CC=C1)(C2=C1)NC(=N2)C(=CS3)N=C3,1.6020599913
+9,C(=CC=C1)(C2=C1)NC(=N2)C(=CS3)N=C3,1.4771212547
+10,O=C(N(C)C)Nc(ccc(c1Cl)Cl)c1,0.7781512504
+10,O=C(N(C)C)Nc(ccc(c1Cl)Cl)c1,0.7958800173
+11,CC1(C(C1(C)C)C(=O)OC(C#N)C2=CC(=CC=C2)OC3=CC=CC=C3)C,1.2889196057
+11,CC1(C(C1(C)C)C(=O)OC(C#N)C2=CC(=CC=C2)OC3=CC=CC=C3)C,1.3979400087
+12,CCC(=C1C(=O)CC(CC1=O)CC(C)SCC)NOCC=CCl,2
+12,CCC(=C1C(=O)CC(CC1=O)CC(C)SCC)NOCC=CCl,1.9344984512
+13,ClC4=C(Cl)C5(Cl)C3C1CC(C2OC12)C3C4(Cl)C5(Cl)Cl,-1.3010299957
+13,C1C2C3C(C1C4C2O4)C5(C(=C(C3(C5(Cl)Cl)Cl)Cl)Cl)Cl,-0.903089987
+13,ClC4=C(Cl)C5(Cl)C3C1CC(C2OC12)C3C4(Cl)C5(Cl)Cl,-1
+13,C1C2C3C(C1C4C2O4)C5(C(=C(C3(C5(Cl)Cl)Cl)Cl)Cl)Cl,-0.6020599913
+14,COP(=O)(NC(=O)(C))SC,1.5440680444
+14,COP(=O)(NC(=O)(C))SC,0.3979400087
+15,ClC(Cl)=CC1C(C)(C)C1C(=O)OC(C(#N))c2cccc(Oc3ccccc3)c2,1.8750612634
+15,ClC(Cl)=CC1C(C)(C)C1C(=O)OC(C(#N))c2cccc(Oc3ccccc3)c2,1.6989700043
+16,CCOP(=S)(OCC)Oc1ccc(cc1)N(=O)=O,0.5440680444
+16,CCOP(=S)(OCC)Oc1ccc(cc1)N(=O)=O,-0.3767507096
+17,CC(C)OC(=O)NC1=CC(=CC=C1)Cl,2.6989700043
+17,CC(C)OC(=O)NC1=CC(=CC=C1)Cl,3
+18,CCOC(=O)CC(SP(=S)(OC)OC)C(=O)OCC,1.6989700043
+18,CCOC(=O)CC(SP(=S)(OC)OC)C(=O)OCC,2.5563025008
+19,CC(C)(C)c2ccc(OC1CCCCC1OS(=O)OCC#C)cc2,2
+19,CC(C)(C)c2ccc(OC1CCCCC1OS(=O)OCC#C)cc2,1.278753601
+20,OC(c1ccc(Cl)cc1)(c2ccc(Cl)cc2)C(Cl)(Cl)Cl,1.3010299957
+20,OC(c1ccc(Cl)cc1)(c2ccc(Cl)cc2)C(Cl)(Cl)Cl,0.3979400087
+21,CC1=CC=CC=C1OCC2=CC=CC=C2C(=NOC)C(=O)OC,2.5740312677
+21,CC1=CC=CC=C1OCC2=CC=CC=C2C(=NOC)C(=O)OC,2.5682017241
+22,Clc1cc(Cl)cc(Cl)c1OCCN(CCC)C(=O)n2cncc2,0.8750612634
+22,Clc1cc(Cl)cc(Cl)c1OCCN(CCC)C(=O)n2cncc2,0.7075701761
+23,N(c(cccc1)c1)c(cccc2)c2,1.4913616938
+23,N(c(cccc1)c1)c(cccc2)c2,1.3979400087
+24,CC(C)(C)C(C(N1C=NC=N1)OC2=CC=C(C=C2)Cl)O,1.3979400087
+24,CC(C)(C)C(C(N1C=NC=N1)OC2=CC=C(C=C2)Cl)O,2.0211892991
+25,CCOP(=O)(NC(C)C)Oc1ccc(SC)c(C)c1,0.1760912591
+25,CCOP(=O)(NC(C)C)Oc1ccc(SC)c(C)c1,0.2304489214
+26,CNC(=O)ON=C(C)SC,1
+26,CNC(=O)ON=C(C)SC,1.3010299957
+27,CCOP(=S)(OCC)SCSC(C)(C)C,-1.3010299957
+27,CCOP(=S)(OCC)SCSC(C)(C)C,0.3010299957
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+28,C(C=C1)(=N(C=C1)CC2)C(N2=C3)=CC=C3,-0.2365720064
+28,C(C=C1)(=N(C=C1)CC2)C(N2=C3)=CC=C3,-0.2441251443
+29,COP(=S)(OC)SCN2C(=O)c1ccccc1C2(=O),1.3010299957
+29,COP(=S)(OC)SCN2C(=O)c1ccccc1C2(=O),0.9542425094
+30,CN1C=C(c2ccccc2)C(=O)C(c3cc(C(F)(F)F)ccc3)=C1,1.3979400087
+30,CN1C=C(c2ccccc2)C(=O)C(c3cc(C(F)(F)F)ccc3)=C1,1.511883361
+31,NC(CCCC1)C1,1.7671558661
+31,NC(CCCC1)C1,1.7781512504
+32,ClC(=CC=C1N)C=C1,0.7781512504
+32,C1=CC(=CC=C1N)Cl,1.096910013
+33,O=N(=O)C(C(=C1N(=O)=O)N(C(C)C)C(C)C)=CC(=C1)S(=O)(=O)N,1.5665553309
+33,O=N(=O)C(C(=C1N(=O)=O)N(C(C)C)C(C)C)=CC(=C1)S(=O)(=O)N,1.6532125138
+34,c1c(C(F)(F)F)cccc1N2C(=O)C(Cl)=C(NC)C=N2,1.2730012721
+34,c1c(C(F)(F)F)cccc1N2C(=O)C(Cl)=C(NC)C=N2,1.7096938697
+35,c(cccc1)(c1)CC,2.6106601631
+35,c(cccc1)(c1)CC,2.463892989
+36,c1cc(Cl)ccc1C(C(#N))(CCCC)Cn2ncnc2,0.9929950984
+36,CCCCC(CN1C=NC=N1)(C#N)C2=CC=C(C=C2)Cl,0.9912260757
+37,CC1C=CC=C2COC3C2(C(C=C(C3O)C)C(=O)OC4CC(CC=C(C1OC5CC(C(C(O5)C)OC6CC(C(C(O6)C)NC(=O)C)OC)OC)C)OC7(C4)C=CC(C(O7)C(C)C)C)O,0
+37,CC1C=CC=C2COC3C2(C(C=C(C3O)C)C(=O)OC4CC(CC=C(C1OC5CC(C(C(O5)C)OC6CC(C(C(O6)C)NC(=O)C)OC)OC)C)OC7(C4)C=CC(C(O7)C(C)C)C)O,0.3979400087
+38,CCOP(=S)(OCC)SCCSCC,-1
+38,CCOP(=S)(OCC)SCCSCC,-1.3979400087
+38,CCOP(=S)(OCC)SCCSCC,-0.6575773192
+39,CC(C)OC1=CC=CC(=C1)NC(=O)C2=CC=CC=C2C(F)(F)F,2.6989700043
+39,C(F)(F)(F)c1ccccc1C(=O)Nc2cccc(OC(C)C)c2,1.9395192526
+40,S=P(OC)(OC)SCN1C(=O)SC(OC)=N1,0.3010299957
+40,S=P(OC)(OC)SCN1C(=O)SC(OC)=N1,-0.096910013
+40,S=P(OC)(OC)SCN1C(=O)SC(OC)=N1,0.096910013
+40,S=P(OC)(OC)SCN1C(=O)SC(OC)=N1,0.2041199827
+41,O=C(N(OC)C)Nc(ccc(c1Cl)Cl)c1,0.7958800173
+41,O=C(N(OC)C)Nc(ccc(c1Cl)Cl)c1,0.3979400087
+42,C1=CC(=C(C(=C1)F)C(=O)NC(=O)NC2=CC(=C(C(=C2F)Cl)F)Cl)F,1.414973348
+42,C1=CC(=C(C(=C1)F)C(=O)NC(=O)NC2=CC(=C(C(=C2F)Cl)F)Cl)F,1.3979400087
+43,S=P(OCC)(OCC)Oc1ccc2C(C)=C(Cl)C(=O)Oc2c1,-0.096910013
+43,S=P(OCC)(OCC)Oc1ccc2C(C)=C(Cl)C(=O)Oc2c1,0.2304489214
+44,Clc1ccccc1c2nnc(c3ccccc3Cl)nn2,1.3010299957
+44,C1=CC=C(C(=C1)C2=NN=C(N=N2)C3=CC=CC=C3Cl)Cl,1.2380461031
+45,CC1=C(C(=O)CC1OC(=O)C2C(C2(C)C)C=C(C)C)CC=C,1.8750612634
+45,CC1=C(C(=O)CC1OC(=O)C2C(C2(C)C)C=C(C)C)CC=C,1.3891660844
+45,CC1=C(C(=O)CC1OC(=O)C2C(C2(C)C)C=C(C)C)CC=C,1.1398790864
+46,C1=C(C=C(C(=C1Cl)N)Cl)[N+](=O)[O-],2.1760912591
+46,C1=C(C=C(C(=C1Cl)N)Cl)[N+](=O)[O-],2.3802112417
+47,CCOP(=S)(OCC)OC1=NC(=C(C=C1Cl)Cl)Cl,1
+47,CCOP(=S)(OCC)OC1=NC(=C(C=C1Cl)Cl)Cl,0
+48,FC(F)(F)C(=CC(N(=O)=O)=C1N(C(C)C)C(C)C)C=C1N(=O)=O,1.6020599913
+48,FC(F)(F)C(=CC(N(=O)=O)=C1N(C(C)C)C(C)C)C=C1N(=O)=O,3
+49,CCSC(=O)N1CCCCCC1,1.1705550585
+49,CCSC(=O)N1CCCCCC1,0.3010299957
+50,ClC1C=CC2C1C3(Cl)C(=C(Cl)C2(Cl)C3(Cl)Cl)Cl,-0.6020599913
+50,C1=CC(C2C1C3(C(=C(C2(C3(Cl)Cl)Cl)Cl)Cl)Cl)Cl,-0.4202164034
+51,CC1=CC(=C(C=C1)N=CN(C)C=NC2=C(C=C(C=C2)C)C)C,1.0086001718
+51,CN(C=Nc1ccc(C)cc1C)C=Nc2ccc(C)cc2C,1
+52,c(cccc1)(c1)C=C,1.3222192947
+52,c(cccc1)(c1)C=C,2.45484486
+52,c(cccc1)(c1)C=C,2.6020599913
+53,ClC1CC2C(C1Cl)C3(Cl)C(=C(Cl)C2(Cl)C3(Cl)Cl)Cl,-0.5686362358
+53,ClC1CC2C(C1Cl)C3(Cl)C(=C(Cl)C2(Cl)C3(Cl)Cl)Cl,-0.3010299957
+53,ClC1CC2C(C1Cl)C3(Cl)C(=C(Cl)C2(Cl)C3(Cl)Cl)Cl,0.7781512504
+53,ClC1CC2C(C1Cl)C3(Cl)C(=C(Cl)C2(Cl)C3(Cl)Cl)Cl,-0.6020599913
+54,OCCO,2.3979400087
+54,C(CO)O,2.6020599913
+54,C(CO)O,3.3010299957
+54,C(CO)O,2.9637878273
+54,OCCO,3
+55,CCOP(=S)(OCC)OC1=NC(=NC(=C1)C)C(C)C,0.1760912591
+55,CCOP(=S)(OCC)OC1=NC(=NC(=C1)C)C(C)C,0.7634279936
+56,C1(=C(C(=C(C(=C1Cl)Cl)Cl)Cl)Cl)[N+](=O)[O-],2.096910013
+56,C1(=C(C(=C(C(=C1Cl)Cl)Cl)Cl)Cl)[N+](=O)[O-],2.1461280357
+57,COC(=O)c1c(Cl)c(Cl)c(C(=O)OC)c(Cl)c1Cl,2.6989700043
+57,COC(=O)c1c(Cl)c(Cl)c(C(=O)OC)c(Cl)c1Cl,1
+58,O=C(NC(=O)c(c(F)ccc1)c1F)Nc(ccc(c2)Cl)c2,0.903089987
+58,O=C(NC(=O)c(c(F)ccc1)c1F)Nc(ccc(c2)Cl)c2,0.8920946027
+58,O=C(NC(=O)c(c(F)ccc1)c1F)Nc(ccc(c2)Cl)c2,0.84509804
+59,O1C(=O)C(O)=C(O)C1C(O)CO,3.4844422076
+59,OCC(O)C1C(O)=C(O)C(=O)O1,3.1914510145
+60,O=C(O)C(Cl)(Cl)C,1.449786847
+60,CC(C(=O)O)(Cl)Cl,1.6989700043
+61,CCCCCCCCc1cc(N(=O)(=O))c(OC(=O)C=CC)c(c1)N(=O)(=O),1.6989700043
+61,CCCCCCCCc1cc(N(=O)(=O))c(OC(=O)C=CC)c(c1)N(=O)(=O),1.806179974
+62,COP(=O)(N)SC,-0.0457574906
+62,COP(N)(=O)SC,-1
+62,COP(N)(=O)SC,-0.5376020021
+63,C1=CC(=CC=C1C(C#N)C2=C(C=CC(=C2Cl)N3C(=O)NC(=O)C=N3)Cl)Cl,1.1760912591
+63,C1=CC(=CC=C1C(C#N)C2=C(C=CC(=C2Cl)N3C(=O)NC(=O)C=N3)Cl)Cl,1.361727836
+64,CCc1cccc(CC)c1N(COC)C(=O)CCl,1.1760912591
+64,CCc1cccc(CC)c1N(COC)C(=O)CCl,1.1461280357
+65,O=P(O)(O)CCCl,2.1760912591
+65,O=P(O)(O)CCCl,2.6493348587
+65,O=P(O)(O)CCCl,1.079181246
+66,C1=CC=C2C(=C1)C(=O)C3=C(C2=O)SC(=C(S3)C#N)C#N,1
+66,C1=CC=C2C(=C1)C(=O)C3=C(C2=O)SC(=C(S3)C#N)C#N,0.7781512504
+67,ClC(Cl)C(Cl)(Cl)SN2C(=O)C1CC=CCC1C2(=O),1.079181246
+67,ClC(Cl)C(Cl)(Cl)SN2C(=O)C1CC=CCC1C2(=O),1.1760912591
+68,CCN(CC)C(=O)C(Cl)=C(C)OP(=O)(OC)OC,1.0899051114
+68,CCN(CC)C(=O)C(Cl)=C(C)OP(=O)(OC)OC,0.1760912591
+69,S=P(OCC)(Sc1ccccc1)CC,0.198657087
+69,CCOP(=S)(CC)SC1=CC=CC=C1,0.6989700043
+70,C1=CC=C(C=C1)C(CCC2=CC=C(C=C2)Cl)(CN3C=NC=N3)C#N,1.6020599913
+70,C1=CC=C(C=C1)C(CCC2=CC=C(C=C2)Cl)(CN3C=NC=N3)C#N,1.4771212547
+71,N(C(=S)SSC(N(C)C)=S)(C)C,1.1760912591
+71,N(C(=S)SSC(N(C)C)=S)(C)C,1.0606978404
+71,N(C(=S)SSC(N(C)C)=S)(C)C,0.7379873263
+71,N(C(=S)SSC(N(C)C)=S)(C)C,1.079181246
+72,CCN(CC)c1nc(C)cc(OP(=S)(OC)OC)n1,0.3979400087
+72,CCN(CC)c1nc(C)cc(OP(=S)(OC)OC)n1,1.1398790864
+73,COP(=S)(OC)Oc1ccc(SC)c(C)c1,0.5740312677
+73,COP(=S)(OC)Oc1ccc(SC)c(C)c1,-0.1426675036
+73,COP(=S)(OC)Oc1ccc(SC)c(C)c1,-0.3467874862
+74,O=P(OC)(OC)OC=C(Cl)Cl,0.361727836
+74,COP(=O)(OC)OC=C(Cl)Cl,0.3324384599
+75,CCC(=O)Nc1ccc(Cl)c(Cl)c1,1.3010299957
+75,CCC(=O)Nc1ccc(Cl)c(Cl)c1,1.8808135923
+76,C1CNC(=S)N1,-0.638272164
+76,N(C(=S)NC1)C1,-0.6020599913
+76,N(C(=S)NC1)C1,0.096910013
+77,CCOC1=C(C=CC(=C1)OC2=C(C=C(C=C2)C(F)(F)F)Cl)[N+](=O)[O-],1.6020599913
+77,Clc1cc(C(F)(F)F)ccc1Oc2cc(OCC)c(N(=O)(=O))cc2,1
+78,C1CN(CCN1CCCC(=O)C2=CC=C(C=C2)F)C3=CC=CC=N3,2.0606978404
+78,C1CN(CCN1CCCC(=O)C2=CC=C(C=C2)F)C3=CC=CC=N3,1.4771212547
+79,C1=NNC(=N1)N,0.3979400087
+79,C1=NNC(=N1)N,0.6989700043
+80,ClC2C1OC1C3C2C4(Cl)C(=C(Cl)C3(Cl)C4(Cl)Cl)Cl,-0.6989700043
+80,ClC2C1OC1C3C2C4(Cl)C(=C(Cl)C3(Cl)C4(Cl)Cl)Cl,-1.6020599913
+81,COP(=O)(OC)OC(=CCl)c1cc(Cl)c(Cl)cc1Cl,2
+81,COP(=O)(OC)OC(=CCl)c1cc(Cl)c(Cl)cc1Cl,1.6989700043
+82,O=C(NC)CSP(OC)(OC)=S,-0.6020599913
+82,O=C(NC)CSP(OC)(OC)=S,0.6989700043
+83,CC(C)(C)C(=O)C(Oc1ccc(Cl)cc1)n2cncn2,1.3979400087
+83,CC(C)(C)C(=O)C(N1C=NC=N1)OC2=CC=C(C=C2)Cl,2.0569048513
+84,c(ccc(c1)Cl)(c1)C(c(ccc(c2)Cl)c2)C(Cl)(Cl)Cl,1.5051499783
+84,C1=CC(=CC=C1C(C2=CC=C(C=C2)Cl)C(Cl)(Cl)Cl)Cl,-0.6020599913
+85,CC1=C(N=C(N=C1OC(=O)N(C)C)N(C)C)C,1.096910013
+85,CC1=C(N=C(N=C1OC(=O)N(C)C)N(C)C)C,1.0899051114
+86,c(cccc1)(c1)C(C)C,2.6646419756
+86,c(cccc1)(c1)C(C)C,2.5198279938
+87,CCCN(CCC)C(=O)SCC,0.9542425094
+87,CCCN(CCC)C(=O)SCC,1.3979400087
+88,c1ccc2nc(NC(=O)OC)n(C(=O)NCCCC)c2c1,2.0606978404
+88,CCCCNC(=O)N1C2=CC=CC=C2N=C1NC(=O)OC,2.3979400087
+89,ClCCl,1.6989700043
+89,ClCCl,1.7208205818
+90,O=C(N(S(=O)(=O)Nc1cccc2)C(C)C)c12,1.6020599913
+90,O=C(N(S(=O)(=O)Nc1cccc2)C(C)C)c12,1.5440680444
+91,CC1=C(C=CC=C1COC(=O)C2C(C2(C)C)C=C(C(F)(F)F)Cl)C3=CC=CC=C3,0.6989700043
+91,c1ccccc1c2c(C)c(COC(=O)C3C(C)(C)C3C=C(Cl)C(F)(F)F)ccc2,0.6989700043
+91,c1ccccc1c2c(C)c(COC(=O)C3C(C)(C)C3C=C(Cl)C(F)(F)F)ccc2,0.903089987
+92,C(C(C(C(C1Cl)Cl)Cl)Cl)(C1Cl)Cl,0.6989700043
+92,C(C(C(C(C1Cl)Cl)Cl)Cl)(C1Cl)Cl,0.6627578317
+92,C1(C(C(C(C(C1Cl)Cl)Cl)Cl)Cl)Cl,0.6720978579
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diff --git a/original/LOAEL-Duplicates-mmol.csv b/original/LOAEL-Duplicates-mmol.csv
new file mode 100755
index 0000000..93bf8de
--- /dev/null
+++ b/original/LOAEL-Duplicates-mmol.csv
@@ -0,0 +1,218 @@
+GID,SMILES,MMOL
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diff --git a/original/LOAEL.zip b/original/LOAEL.zip
new file mode 100644
index 0000000..85a71c9
--- /dev/null
+++ b/original/LOAEL.zip
Binary files differ
diff --git a/original/LOAEL2.xls b/original/LOAEL2.xls
new file mode 100755
index 0000000..8e2d2d8
--- /dev/null
+++ b/original/LOAEL2.xls
Binary files differ
diff --git a/original/LOAEL_log_mg.csv b/original/LOAEL_log_mg.csv
new file mode 100755
index 0000000..958ea4e
--- /dev/null
+++ b/original/LOAEL_log_mg.csv
@@ -0,0 +1,566 @@
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diff --git a/original/LOAEL_log_mg_corrected_smiles.csv b/original/LOAEL_log_mg_corrected_smiles.csv
new file mode 100755
index 0000000..e7dde1f
--- /dev/null
+++ b/original/LOAEL_log_mg_corrected_smiles.csv
@@ -0,0 +1,568 @@
+SMILES,LOAEL_log_mg_kg_bw_day
+'C1=C(C(=CC(=C1NN=C3C2=C(C=C([S]([O-])(=O)=O)C=C2)C=CC3=O)OC)[S]([O-])(=O)=O)C.[Na+].[Na+]',3.57275546515422
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+'c(cccc1)(c1)C(C)C',2.66464197555613
+'O=C(OCCCC)c(c(ccc1)C(=O)OCCCC)c1',2.77815125038364
+'O=C(OCC)c(c(ccc1)C(=O)OCC)c1',3.64689362416774
+'O=C(OC(OC(OC1C)C)C1)C',2.09691001300806
+'Oc(c(ccc1)C)c1C',0.778151250383644
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+'C(C(C(C(C1Cl)Cl)Cl)Cl)(C1Cl)Cl',0.903089986991944
+'C(C(C(C(C1Cl)Cl)Cl)Cl)(C1Cl)Cl',0.602059991327962
+'CC(N(C)C)CN(C(=CC=C3)C1=C3)C(=CC=C2)C(=C2)S1',1.22010808804006
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diff --git a/original/LOAEL_log_mmol.csv b/original/LOAEL_log_mmol.csv
new file mode 100755
index 0000000..6e08c2a
--- /dev/null
+++ b/original/LOAEL_log_mmol.csv
@@ -0,0 +1,563 @@
+SMILES,LOAEL_log_mmol_kg_bw_day
+'O1C(=O)C(O)=C(O)C1C(O)CO',1.76137662853832
+'C1(C)=C(C=CC(C)=CC=CC(C)=CC=CC=C(C)C=CC=C(C)C(=O)OC)C(C)(C)CCC1',2.95101092705237
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+'Oc(c(ccc1)C)c1C',4.30879341594785
+'Oc(ccc(c1C)C)c1',3.94081663065326
+'O=C(OCC)C=C',2.60605102798022
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+'OCCO',2.39492662325430
+'c(ccc1C(=O)OCC(=O)OCC)cc1C(=O)OCC',2.04964162538818
+'O=C',2.56368333860036
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+'OCC(O)CO',1.12645271808123
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+'O=C(OC)c(c(O)ccc1)c1',2.62596180611118
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+'c(cccc1)(c1)C=C',3.69543631002744
+'O=Cc(occ1)c1',3.20450009536782
+'NCCNc1cccc2ccccc12',3.37247609215110
+'CN(C)(C)CCCl',2.64921593816204
+'O=C(Nc(ccc(c1)C(=O)CCl)c1)C',2.12695072080225
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+'CC(Oc1cc(Cl)c(Cl)cc1Cl)C(=O)(O)',4.491054148917
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diff --git a/original/LOAEL_log_mmol_corrected_smiles.csv b/original/LOAEL_log_mmol_corrected_smiles.csv
new file mode 100755
index 0000000..237830e
--- /dev/null
+++ b/original/LOAEL_log_mmol_corrected_smiles.csv
@@ -0,0 +1,568 @@
+SMILES,LOAEL_log_mmol_kg_bw_day
+'C1=C(C(=CC(=C1NN=C3C2=C(C=C([S]([O-])(=O)=O)C=C2)C=CC3=O)OC)[S]([O-])(=O)=O)C.[Na+].[Na+]',2.12309380508316
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diff --git a/original/LOAEL_mg.csv b/original/LOAEL_mg.csv
new file mode 100755
index 0000000..30dea21
--- /dev/null
+++ b/original/LOAEL_mg.csv
@@ -0,0 +1,566 @@
+SMILES,LOAEL_mg_kg_bw_day
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+'CCN1CCN(CC1)C2=C(C=C3C(=C2)N(C=C(C3=O)C(=O)O)C4CC4)F',26
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+'C1CN(CCN1CCCC(=O)C2=CC=C(C=C2)F)C3=CC=CC=N3',30
+'CC(C)NCC(COC1=CC=CC2=C1C3=CC=CC=C3N2)O',7
+'C1=CC(=CC=C1C(C#N)C2=C(C=CC(=C2Cl)N3C(=O)NC(=O)C=N3)Cl)Cl',23
+'CC1C=CC=C2COC3C2(C(C=C(C3O)C)C(=O)OC4CC(CC=C(C1OC5CC(C(C(O5)C)OC6CC(C(C(O6)C)NC(=O)C)OC)OC)C)OC7(C4)C=CC(C(O7)C(C)C)C)O',2.5
+'COP(=S)(OC)Oc1ccc(SC)c(C)c1',0.45
+'C(C(C(C(C1Cl)Cl)Cl)Cl)(C1Cl)Cl',8
+'C(C(C(C(C1Cl)Cl)Cl)Cl)(C1Cl)Cl',4
+'CC(N(C)C)CN(C(=CC=C3)C1=C3)C(=CC=C2)C(=C2)S1',16.6
+'C1=C(C=C(C(=C1Cl)N)Cl)[N+](=O)[O-]',240
+'c(cccc1)(c1)C=C',400
diff --git a/original/LOAEL_mg_corrected_smiles.csv b/original/LOAEL_mg_corrected_smiles.csv
new file mode 100755
index 0000000..e86ca2c
--- /dev/null
+++ b/original/LOAEL_mg_corrected_smiles.csv
@@ -0,0 +1,568 @@
+SMILES,LOAEL_mg_kg_bw_day
+'C1=C(C(=CC(=C1NN=C3C2=C(C=C([S]([O-])(=O)=O)C=C2)C=CC3=O)OC)[S]([O-])(=O)=O)C.[Na+].[Na+]',3739
+'O1C(=O)C(O)=C(O)C1C(O)CO',3051
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+'Oc(ccc(c1C)C)c1',14
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+'NC(=N)NC(=N)NCCc1ccccc1',73
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+'CCN(CC)C(=O)C(Cl)=C(C)OP(=O)(OC)OC',12.3
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+'Nc1c(Cl)c(Cl)nc(C(=O)(O))c1Cl',60
+'CCN(CC)c1nc(C)cc(OP(=S)(OC)OC)n1',2.5
+'Nc3ccc2cc1ccc(N)cc1nc2c3',47
+'CCC(=O)Nc1ccc(Cl)c(Cl)c1',20
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+'Oc1cc(O)c2C(=O)C(O)=C(c3cc(O)c(O)cc3)Oc2c1',2034
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+'O=[S](NC1CCCCC1)(=O)[O-].[Na+]',3602
+'O=C(OCC(C1OCC(C1O)O)O)CCCCCCCCCCC',6883
+'O(CC1O)C(C1O)C(O)COC(=O)CCCCCCCCCCCCCCCCC',7203
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+'CCN(CC)C(=O)SCc1ccc(Cl)cc1',5
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+'Cc1cc(N)ccc1NOS(O)(=O)=O',184
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+'C(CO)O',2000
+'C(CO)O',920
+'[O-][As](=O)([O-])[O-]',6.25
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+'O=N(=O)C(C(=C1N(=O)=O)N(C(C)C)C(C)C)=CC(=C1)S(=O)(=O)N',45
+'CN(=CC=C1C(C=C2)=CC=N2C)C=C1',3.75
+'C1=C(C=C(C=C1[N+](=O)[O-])[N+](=O)[O-])[N+](=O)[O-]',13.31
+'C(=C)Cl',1.3
+'C1CCC(=O)CC1',910
+'CC1(C(C1(C)C)C(=O)OC(C#N)C2=CC(=CC=C2)OC3=CC=CC=C3)C',25
+'C1=CC(=O)NNC1(=O)',500
+'CCSC(=O)N1CCCCCC1',2
+'C(C(Cl)(Cl)Cl)(O)O',135
+'ClC2C1OC1C3C2C4(Cl)C(=C(Cl)C3(Cl)C4(Cl)Cl)Cl',0.025
+'Clc1cc(C(F)(F)F)ccc1Oc2cc(OCC)c(N(=O)(=O))cc2',10
+'c1cc(Cl)ccc1C(C(#N))(CCCC)Cn2ncnc2',9.84
+'CC1=C(C=C(C=C1[N+](=O)[O-])[N+](=O)[O-])[N+](=O)[O-]',2
+'CC(C)OC(=O)C(C1=CC=C(C=C1)Br)(C2=CC=C(C=C2)Br)O',26
+'C[N+](C)(C)CCCl',130
+'CCC(=C1C(=O)CC(CC1=O)CC(C)SCC)NOCC=CCl',86
+'CC1=NC(=NC(=C1)C2CC2)NC3=CC=CC=C3',35.6
+'N(c(cccc1)c1)c(cccc2)c2',25
+'CC1(C(=O)N(C(=O)O1)NC2=CC=CC=C2)C3=CC=C(C=C3)OC4=CC=CC=C4',16.8
+'CC1(CCCCC1)C(=O)NC2=C(C(=C(C=C2)O)Cl)Cl',292
+'C1=CC(=C2C(=C1)OC(O2)(F)F)C3=CNC=C3C#N',110
+'C(F)(F)(F)c1ccccc1C(=O)Nc2cccc(OC(C)C)c2',87
+'C(CCCCN=C(N)N)CCCNCCCCCCCCN=C(N)N',19
+'C1CN(C(=N1)N[N+](=O)[O-])CC2=CN=C(C=C2)Cl',17
+'COC(=O)C12CC3=C(C1=NN(CO2)C(=O)N(C4=CC=C(C=C4)OC(F)(F)F)C(=O)OC)C=CC(=C3)Cl',3.6
+'CC1=CC=CC=C1OCC2=CC=CC=C2C(=NOC)C(=O)OC',370
+'CC1=CC(=CC(=C1)C(=O)N(C(C)(C)C)NC(=O)C2=C(C(=CC=C2)OC)C)C',411
+'C1=CC(=C(C(=C1)F)C(=O)NC(=O)NC2=CC(=C(C=C2)OC(C(OC(F)(F)F)F)(F)F)Cl)F',36
+'CC1=CC=C(C=C1)N(SC(F)(Cl)Cl)S(=O)(=O)N(C)C',18
+'CC(C)(C)C1=C(C=CC(=C1)O)O',225
+'CC(=NOCC1=CC=CC=C1C(=NOC)C(=O)OC)C2=CC(=CC=C2)C(F)(F)F',60
+'COC(=O)N(C1=CC=CC=C1COC2=NN(C=C2)C3=CC=C(C=C3)Cl)OC',9
+'CC(C)N1C(=NC(C)(C)C)SCN(C1=O)C2=CC=CC=C2',8.7
+'C1=CC=C(C(=C1)C2=NN=C(N=N2)C3=CC=CC=C3Cl)Cl',17.3
+'CCCC(=C1C(=O)CC(CC1=O)C2CCCSC2)NOCC',28
+'C1CC1NC2=NC(=C(C(=N2)N)C#N)N',22
+'C(C=C1)(=N(C=C1)CC2)C(N2=C3)=CC=C3',0.57
+'C1=CC=C2C(=C1)C(=O)C3=C(C2=O)SC(=C(S3)C#N)C#N',6
+'CCOC1=CC2=C(C=C1)NC(C=C2C)(C)C',12
+'C1=CC=C(C=C1)C(CCC2=CC=C(C=C2)Cl)(CN3C=NC=N3)C#N',30
+'CC1CN(CC(O1)C)CC(C)CC2=CC=C(C=C2)C(C)(C)C',1.7
+'C[Si](CN1C=NC=N1)(C2=CC=C(C=C2)F)C3=CC=C(C=C3)F',2
+'c1cc(Cl)cc(Cl)c1C(OCC=C)Cn2cncc2',15
+'CN(=CC=C1C(C=C2)=CC=N2C)C=C1',2.55
+'CCCCOCCOCCOCC1=CC2=C(C=C1CCC)OCO2',100
+'Clc1cc(Cl)ccc1C2(Cn3ncnc3)OC(CCC)CO2',96
+'C(=CC=C1)(C2=C1)NC(=N2)C(=CS3)N=C3',30
+'CCOC1=CC=C(C=C1)C(C)(C)COCC2=CC(=CC=C2)OC3=CC=CC=C3',26
+'CC(C)(C)c2ccc(OC1CCCCC1OS(=O)OCC#C)cc2',19
+'CC(COC1=CC=C(C=C1)OC2=CC=CC=C2)OC3=CC=CC=N3',140
+'CC(C)(C)C(=O)C(N1C=NC=N1)OC2=CC=C(C=C2)Cl',114
+'CC(C)(C)C(C(N1C=NC=N1)OC2=CC=C(C=C2)Cl)O',105
+'c1ccccc1c2c(C)c(COC(=O)C3C(C)(C)C3C=C(Cl)C(F)(F)F)ccc2',8
+'CC1(C(C1C(=O)OC(C#N)C2=CC(=C(C=C2)F)OC3=CC=CC=C3)C=C(Cl)Cl)C',6
+'CC1(C(C1C(=O)OC(C#N)C2=CC(=C(C=C2)F)OC3=CC=CC=C3)C=C(Cl)Cl)C',12
+'ClC(Cl)=CC1C(C)(C)C1C(=O)OC(C(#N))c2cccc(Oc3ccccc3)c2',50
+'ClC1CC2C(C1Cl)C3(Cl)C(=C(Cl)C2(Cl)C3(Cl)Cl)Cl',0.25
+'ClC4=C(Cl)C5(Cl)C3C1CC(C2OC12)C3C4(Cl)C5(Cl)Cl',0.1
+'C1C2C3C(C1C4C2O4)C5(C(=C(C3(C5(Cl)Cl)Cl)Cl)Cl)Cl',0.25
+'C1(C(C(C(C(C1Cl)Cl)Cl)Cl)Cl)Cl',4.7
+'CCC(=O)Nc1ccc(Cl)c(Cl)c1',76
+'C1(=C(C(=C(C(=C1Cl)Cl)Cl)Cl)Cl)[N+](=O)[O-]',140
+'C1C2C(COS(=O)O1)C3(C(=C(C2(C3(Cl)Cl)Cl)Cl)Cl)Cl',2.9
+'O=C(N(SC(Cl)(Cl)Cl)C(=O)c1cccc2)c12',50
+'CC(C(=O)O)OC1=CC=C(C=C1)OC2=C(C=C(C=N2)C(F)(F)F)Cl',0.1
+'CCCCC(CN1C=NC=N1)(C#N)C2=CC=C(C=C2)Cl',9.8
+'Clc1cc(Cl)cc(Cl)c1OCCN(CCC)C(=O)n2cncc2',5.1
+'COP(=O)(NC(=O)(C))SC',2.5
+'CCOP(=O)(OCC)OC(=CCl)C1=C(C=C(C=C1)Cl)Cl',1.5
+'CCOP(=S)(OCC)SCCSCC',0.22
+'O=P(O)(O)CCCl',12
+'CCCSP(=O)(OCC)SCCC',2.7
+'CCOP(=O)(NC(C)C)Oc1ccc(SC)c(C)c1',1.7
+'COP(=S)(OC)Oc1ccc(SC)c(C)c1',0.72
+'OC(=O)C(N)CCP(C)(=O)O',3.5
+'OC(=O)CNCP(O)(O)=O',300
+'CCOC(=O)CC(SP(=S)(OC)OC)C(=O)OCC',360
+'COP(N)(=O)SC',0.29
+'CC(=CC(=O)OC)OP(=O)(OC)OC',0.35
+'CCOP(=S)(OCC)SCSCC',0.16
+'CCOP(=S)(OCC)SCSC(C)(C)C',0.06
+'S=P(OC)(OC)SCN1N=Nc2ccccc2C1(=O)',2.58
+'CCOP(=S)(OCC)OC1=NC(=C(C=C1Cl)Cl)Cl',1
+'CCOP(=S)(OCC)OC1=NC(=NC(=C1)C)C(C)C',5.8
+'CCC1=NC(=CC(=N1)OP(=S)(OC)OC)OCC',0.45
+'S=P(OC)(OC)SCN1C(=O)SC(OC)=N1',1.6
+'CCOP(=S)(OCC)SCN1C2=C(C=C(C=C2)Cl)OC1=O',2
+'COP(=S)(OC)SCN2C(=O)c1ccccc1C2(=O)',9
+'CCOC(=O)C1=CN2C(=CC(=N2)OP(=S)(OCC)OCC)N=C1C',4
+'CCOP(=S)(OCC)OC1=NN(C=N1)C2=CC=CC=C2',1.3
+'O=C(Oc(c(c(ccc1)cc2)c1)c2)NC',60
+'CC1=CC(=CC(=C1SC)C)OC(=O)NC',9.3
+'CNC(=O)ON=C(C)SC',20
+'CCCOC(=O)NCCCN(C)C',680
+'COC(=O)NC1=NC2=CC=CC=C2N1',75
+'CC1=C(N=C(N=C1OC(=O)N(C)C)N(C)C)C',12.3
+'CNC(=O)CCSCCSP(=O)(OC)OC',0.54
+'N(C(=S)SSC(N(C)C)=S)(C)C',12
+'C1=NNC(=N1)N',5
+'CCCCCCCCc1cc(N(=O)(=O))c(OC(=O)C=CC)c(c1)N(=O)(=O)',64
+'C1=CC=C(C=C1)[Sn](C2=CC=CC=C2)C3=CC=CC=C3',0.3
+'O=C(NC(=O)c(c(F)ccc1)c1F)Nc(ccc(c2)Cl)c2',7
+'N(C(=S)NC1)C1',1.25
+'C1=CC(=C(C(=C1)F)C(=O)NC(=O)NC2=CC(=C(C(=C2F)Cl)F)Cl)F',25
+'CCCSC1=CC2=C(C=C1)N=C(N2)NC(=O)OC',20
+'C1CN(CCN1CCCC(=O)C2=CC=C(C=C2)F)C3=CC=CC=N3',115
+'CC1(C2C(C3C(C(=O)C(=C(N)O)C(=O)C3(C(=O)C2=C(C4=C(C=CC(=C41)Cl)O)O)O)N(C)C)O)O',5200
+'CC1=CC(=C(C=C1NC(=O)C2=CC(=CC(=C2O)I)I)Cl)C(C#N)C3=CC=C(C=C3)Cl',10
+'CN1CC2CC1CN2C3=C(C=C4C(=C3)N(C=C(C4=O)C(=O)O)C5CC5)F',50
+'C1=CC(=CC=C1C(C#N)C2=C(C=CC(=C2Cl)N3C(=O)NC(=O)C=N3)Cl)Cl',15
+'CC1=NC=C(N1C)[N+](=O)[O-]',15
+'CCN1CCN(CC1)C2=C(C=C3C(=C2)N(C=C(C3=O)C(=O)O)C4CC4)F',26
+'CC1C=CC=C2COC3C2(C(C=C(C3O)C)C(=O)OC4CC(CC=C(C1OC5CC(C(C(O5)C)OC6CC(C(C(O6)C)NC(=O)C)OC)OC)C)OC7(C4)C=CC(C(O7)C(C)C)C)O',1
+'COCC(=O)NC1=C(C=CC(=C1)SC2=CC=CC=C2)NC(=NC(=O)OC)NC(=O)OC',40
+'CC1CCC2=C3N1C=C(C(=O)C3=CC(=C2)F)C(=O)O',400
+'COC(=O)NC1=NC2=C(N1)C=C(C=C2)S(=O)C3=CC=CC=C3',2
+'CC1(C2CC3C(C(=O)C(=C(N)O)C(=O)C3(C(=O)C2=C(C4=C1C=CC=C4O)O)O)N(C)C)O',150
+'C1CN(CCN1CCCC(=O)C2=CC=C(C=C2)F)C3=CC=CC=N3',30
+'CC(C)NCC(COC1=CC=CC2=C1C3=CC=CC=C3N2)O',7
+'C1=CC(=CC=C1C(C#N)C2=C(C=CC(=C2Cl)N3C(=O)NC(=O)C=N3)Cl)Cl',23
+'CC1C=CC=C2COC3C2(C(C=C(C3O)C)C(=O)OC4CC(CC=C(C1OC5CC(C(C(O5)C)OC6CC(C(C(O6)C)NC(=O)C)OC)OC)C)OC7(C4)C=CC(C(O7)C(C)C)C)O',2.5
+'COP(=S)(OC)Oc1ccc(SC)c(C)c1',0.45
+'C(C(C(C(C1Cl)Cl)Cl)Cl)(C1Cl)Cl',8
+'C(C(C(C(C1Cl)Cl)Cl)Cl)(C1Cl)Cl',4
+'CC(N(C)C)CN(C(=CC=C3)C1=C3)C(=CC=C2)C(=C2)S1',16.6
+'C1=C(C=C(C(=C1Cl)N)Cl)[N+](=O)[O-]',240
+'c(cccc1)(c1)C=C',400
diff --git a/regression/NOAEL-LOAEL_dv.xlsx b/original/NOAEL-LOAEL_dv.xlsx
index 34361cf..34361cf 100644
--- a/regression/NOAEL-LOAEL_dv.xlsx
+++ b/original/NOAEL-LOAEL_dv.xlsx
Binary files differ
diff --git a/regression/NOAEL-LOAEL_elena_email_20150306.xlsx b/original/NOAEL-LOAEL_elena_email_20150306.xlsx
index be6065a..be6065a 100644
--- a/regression/NOAEL-LOAEL_elena_email_20150306.xlsx
+++ b/original/NOAEL-LOAEL_elena_email_20150306.xlsx
Binary files differ
diff --git a/original/box.png b/original/box.png
new file mode 100755
index 0000000..9b450e5
--- /dev/null
+++ b/original/box.png
Binary files differ
diff --git a/original/deviation_analysis.R b/original/deviation_analysis.R
new file mode 100755
index 0000000..7e94616
--- /dev/null
+++ b/original/deviation_analysis.R
@@ -0,0 +1,30 @@
+# GID ("group id") indicates groups (measurements per molecule)
+# MMOL indicates measurements
+mydata = read.csv("LOAEL-Duplicates-mmol.csv")
+
+
+# list of per-group deviations from the means (errors)
+group_deviation = lapply(split(mydata,mydata$GID),function(x)
+
+# list of per-group variances
+group_var=lapply(group_deviation, function(x) var(x))
+
+# list of per-group means
+group_mean = lapply(split(mydata, mydata$GID), function(x) mean(x$MMOL))
+
+# gr mean vs gr var
+png("gr_m_var.png")
+plot(log(unlist(lapply(group_deviation, function(x) var(x)))) ~ unlist(group_mean), ylab='Group variance of residuals (ln)', xlab='Group mean', main="Group mean vs Group variance")
+dev.off()
+
+# pooled residuals (plot result shows no interaction)
+pooled_residuals = as.vector(unlist(group_deviation))
+
+# S-form indicates heavier tails of standard normal, but no skew visible
+png("qq_resid.png")
+qqnorm(pooled_residuals,main="QQ pooled residuals")
+dev.off()
+
+
+cat(paste("SD of pooled residuals:",sd(pooled_residuals),"\n"))
+
diff --git a/original/gr_m_var.png b/original/gr_m_var.png
new file mode 100755
index 0000000..78e4df6
--- /dev/null
+++ b/original/gr_m_var.png
Binary files differ
diff --git a/original/loael_in_drei_formaten.R b/original/loael_in_drei_formaten.R
new file mode 100755
index 0000000..6d6ee47
--- /dev/null
+++ b/original/loael_in_drei_formaten.R
Binary files differ
diff --git a/original/loael_in_drei_formaten_corrected_smiles.R b/original/loael_in_drei_formaten_corrected_smiles.R
new file mode 100755
index 0000000..2d7f5f9
--- /dev/null
+++ b/original/loael_in_drei_formaten_corrected_smiles.R
Binary files differ
diff --git a/original/qq.png b/original/qq.png
new file mode 100755
index 0000000..d8aae52
--- /dev/null
+++ b/original/qq.png
Binary files differ
diff --git a/original/qq_resid.png b/original/qq_resid.png
new file mode 100755
index 0000000..c0ad8ce
--- /dev/null
+++ b/original/qq_resid.png
Binary files differ
diff --git a/paper/SMARTS_InteLigand.txt b/paper/SMARTS_InteLigand.txt
new file mode 100644
index 0000000..23bc6e2
--- /dev/null
+++ b/paper/SMARTS_InteLigand.txt
@@ -0,0 +1,983 @@
+#
+# SMARTS Patterns for Functional Group Classification
+#
+# written by Christian Laggner
+# Copyright 2005 Inte:Ligand Software-Entwicklungs und Consulting GmbH
+#
+# Released under the Lesser General Public License (LGPL license)
+# see http://www.gnu.org/copyleft/lesser.html
+# Modified from Version 221105
+#####################################################################################################
+
+# General Stuff:
+# These patters were written in an attempt to represent the classification of organic compounds
+# from the viewpoint of an organic chemist.
+# They are often very restrictive. This may be generally a good thing, but it also takes some time
+# for filtering/indexing large compound sets.
+# For filtering undesired groups (in druglike compounds) one will want to have more general patterns
+# (e.g. you don't want *any* halide of *any* acid, *neither* aldehyde *nor* formyl esters and amides, ...).
+#
+
+# Part I: Carbon
+# ==============
+
+
+# I.1: Carbon-Carbon Bonds
+# ------------------------
+
+# I.1.1 Alkanes:
+
+Primary_carbon: [CX4H3][#6]
+
+Secondary_carbon: [CX4H2]([#6])[#6]
+
+Tertiary_carbon: [CX4H1]([#6])([#6])[#6]
+
+Quaternary_carbon: [CX4]([#6])([#6])([#6])[#6]
+
+
+# I.1.2 C-C double and Triple Bonds
+
+Alkene: [CX3;$([H2]),$([H1][#6]),$(C([#6])[#6])]=[CX3;$([H2]),$([H1][#6]),$(C([#6])[#6])]
+# sp2 C may be substituted only by C or H -
+# does not hit ketenes and allenes, nor enamines, enols and the like
+
+Alkyne: [CX2]#[CX2]
+# non-carbon substituents (e.g. alkynol ethers) are rather rare, thus no further discrimination
+
+Allene: [CX3]=[CX2]=[CX3]
+
+
+# I.2: One Carbon-Hetero Bond
+# ---------------------------
+
+
+# I.2.1 Alkyl Halogenides
+
+Alkylchloride: [ClX1][CX4]
+# will also hit chloromethylethers and the like, but no chloroalkenes, -alkynes or -aromats
+# a more restrictive version can be obtained by modifying the Alcohol string.
+
+Alkylfluoride: [FX1][CX4]
+
+Alkylbromide: [BrX1][CX4]
+
+Alkyliodide: [IX1][CX4]
+
+
+# I.2.2 Alcohols and Ethers
+
+Alcohol: [OX2H][CX4;!$(C([OX2H])[O,S,#7,#15])]
+# nonspecific definition, no acetals, aminals, and the like
+
+Primary_alcohol: [OX2H][CX4H2;!$(C([OX2H])[O,S,#7,#15])]
+
+Secondary_alcohol: [OX2H][CX4H;!$(C([OX2H])[O,S,#7,#15])]
+
+Tertiary_alcohol: [OX2H][CX4D4;!$(C([OX2H])[O,S,#7,#15])]
+
+Dialkylether: [OX2]([CX4;!$(C([OX2])[O,S,#7,#15,F,Cl,Br,I])])[CX4;!$(C([OX2])[O,S,#7,#15])]
+# no acetals and the like; no enolethers
+
+Dialkylthioether: [SX2]([CX4;!$(C([OX2])[O,S,#7,#15,F,Cl,Br,I])])[CX4;!$(C([OX2])[O,S,#7,#15])]
+# no acetals and the like; no enolethers
+
+Alkylarylether: [OX2](c)[CX4;!$(C([OX2])[O,S,#7,#15,F,Cl,Br,I])]
+# no acetals and the like; no enolethers
+
+Diarylether: [c][OX2][c]
+
+Alkylarylthioether: [SX2](c)[CX4;!$(C([OX2])[O,S,#7,#15,F,Cl,Br,I])]
+
+Diarylthioether: [c][SX2][c]
+
+Oxonium: [O+;!$([O]~[!#6]);!$([S]*~[#7,#8,#15,#16])]
+# can't be aromatic, thus O and not #8
+
+# I.2.3 Amines
+
+Amine: [NX3+0,NX4+;!$([N]~[!#6]);!$([N]*~[#7,#8,#15,#16])]
+# hits all amines (prim/sec/tert/quart), including ammonium salts, also enamines, but not amides, imides, aminals, ...
+
+# the following amines include also the protonated forms
+
+Primary_aliph_amine: [NX3H2+0,NX4H3+;!$([N][!C]);!$([N]*~[#7,#8,#15,#16])]
+
+Secondary_aliph_amine: [NX3H1+0,NX4H2+;!$([N][!C]);!$([N]*~[#7,#8,#15,#16])]
+
+Tertiary_aliph_amine: [NX3H0+0,NX4H1+;!$([N][!C]);!$([N]*~[#7,#8,#15,#16])]
+
+Quaternary_aliph_ammonium: [NX4H0+;!$([N][!C]);!$([N]*~[#7,#8,#15,#16])]
+
+Primary_arom_amine: [NX3H2+0,NX4H3+]c
+
+Secondary_arom_amine: [NX3H1+0,NX4H2+;!$([N][!c]);!$([N]*~[#7,#8,#15,#16])]
+
+Tertiary_arom_amine: [NX3H0+0,NX4H1+;!$([N][!c]);!$([N]*~[#7,#8,#15,#16])]
+
+Quaternary_arom_ammonium: [NX4H0+;!$([N][!c]);!$([N]*~[#7,#8,#15,#16])]
+
+Secondary_mixed_amine: [NX3H1+0,NX4H2+;$([N]([c])[C]);!$([N]*~[#7,#8,#15,#16])]
+
+Tertiary_mixed_amine: [NX3H0+0,NX4H1+;$([N]([c])([C])[#6]);!$([N]*~[#7,#8,#15,#16])]
+
+Quaternary_mixed_ammonium: [NX4H0+;$([N]([c])([C])[#6][#6]);!$([N]*~[#7,#8,#15,#16])]
+
+Ammonium: [N+;!$([N]~[!#6]);!$(N=*);!$([N]*~[#7,#8,#15,#16])]
+# only C and H substituents allowed. Quaternary or protonated amines
+# NX4+ or Nv4+ is not recognized by Daylight's depictmatch if less than four C are present
+
+
+# I.2.4 Others
+
+Alkylthiol: [SX2H][CX4;!$(C([SX2H])~[O,S,#7,#15])]
+
+Dialkylthioether: [SX2]([CX4;!$(C([SX2])[O,S,#7,#15,F,Cl,Br,I])])[CX4;!$(C([SX2])[O,S,#7,#15])]
+
+Alkylarylthioether: [SX2](c)[CX4;!$(C([SX2])[O,S,#7,#15])]
+
+Disulfide: [SX2D2][SX2D2]
+
+1,2-Aminoalcohol: [OX2H][CX4;!$(C([OX2H])[O,S,#7,#15,F,Cl,Br,I])][CX4;!$(C([N])[O,S,#7,#15])][NX3;!$(NC=[O,S,N])]
+# does not hit alpha-amino acids, enaminoalcohols, 1,2-aminoacetals, o-aminophenols, etc.
+
+1,2-Diol: [OX2H][CX4;!$(C([OX2H])[O,S,#7,#15])][CX4;!$(C([OX2H])[O,S,#7,#15])][OX2H]
+# does not hit alpha-hydroxy acids, enolalcohols, 1,2-hydroxyacetals, 1,2-diphenols, etc.
+
+1,1-Diol: [OX2H][CX4;!$(C([OX2H])([OX2H])[O,S,#7,#15])][OX2H]
+
+Hydroperoxide: [OX2H][OX2]
+#does not neccessarily have to be connected to a carbon atom, includes also hydrotrioxides
+
+Peroxo: [OX2D2][OX2D2]
+
+Organolithium_compounds: [LiX1][#6,#14]
+
+Organomagnesium_compounds: [MgX2][#6,#14]
+# not restricted to Grignard compounds, also dialkyl Mg
+
+Organometallic_compounds: [!#1;!#5;!#6;!#7;!#8;!#9;!#14;!#15;!#16;!#17;!#33;!#34;!#35;!#52;!#53;!#85]~[#6;!-]
+# very general, includes all metals covalently bound to carbon
+
+
+# I.3: Two Carbon-Hetero Bonds (Carbonyl and Derivatives)
+# ----------------------------
+
+# I.3.1 Double Bond to Hetero
+
+Aldehyde: [$([CX3H][#6]),$([CX3H2])]=[OX1]
+# hits aldehydes including formaldehyde
+
+Ketone: [#6][CX3](=[OX1])[#6]
+# does not include oxo-groups connected to a (hetero-) aromatic ring
+
+Thioaldehyde: [$([CX3H][#6]),$([CX3H2])]=[SX1]
+
+Thioketone: [#6][CX3](=[SX1])[#6]
+# does not include thioxo-groups connected to a (hetero-) aromatic ring
+
+Imine: [NX2;$([N][#6]),$([NH]);!$([N][CX3]=[#7,#8,#15,#16])]=[CX3;$([CH2]),$([CH][#6]),$([C]([#6])[#6])]
+# nitrogen is not part of an amidelike strukture, nor of an aromatic ring, but can be part of an aminal or similar
+
+Immonium: [NX3+;!$([N][!#6]);!$([N][CX3]=[#7,#8,#15,#16])]
+
+Oxime: [NX2](=[CX3;$([CH2]),$([CH][#6]),$([C]([#6])[#6])])[OX2H]
+
+Oximether: [NX2](=[CX3;$([CH2]),$([CH][#6]),$([C]([#6])[#6])])[OX2][#6;!$(C=[#7,#8])]
+# ether, not ester or amide; does not hit isoxazole
+
+
+# I.3.2. Two Single Bonds to Hetero
+
+Acetal: [OX2]([#6;!$(C=[O,S,N])])[CX4;!$(C(O)(O)[!#6])][OX2][#6;!$(C=[O,S,N])]
+# does not hit hydroxy-methylesters, ketenacetals, hemiacetals, orthoesters, etc.
+
+Hemiacetal: [OX2H][CX4;!$(C(O)(O)[!#6])][OX2][#6;!$(C=[O,S,N])]
+
+Aminal: [NX3v3;!$(NC=[#7,#8,#15,#16])]([#6])[CX4;!$(C(N)(N)[!#6])][NX3v3;!$(NC=[#7,#8,#15,#16])][#6]
+# Ns are not part of an amide or similar. v3 ist to exclude nitro and similar groups
+
+Hemiaminal: [NX3v3;!$(NC=[#7,#8,#15,#16])]([#6])[CX4;!$(C(N)(N)[!#6])][OX2H]
+
+Thioacetal: [SX2]([#6;!$(C=[O,S,N])])[CX4;!$(C(S)(S)[!#6])][SX2][#6;!$(C=[O,S,N])]
+
+Thiohemiacetal: [SX2]([#6;!$(C=[O,S,N])])[CX4;!$(C(S)(S)[!#6])][OX2H]
+
+Halogen_acetal_like: [NX3v3,SX2,OX2;!$(*C=[#7,#8,#15,#16])][CX4;!$(C([N,S,O])([N,S,O])[!#6])][FX1,ClX1,BrX1,IX1]
+# hits chloromethylenethers and other reactive alkylating agents
+
+Acetal_like: [NX3v3,SX2,OX2;!$(*C=[#7,#8,#15,#16])][CX4;!$(C([N,S,O])([N,S,O])[!#6])][FX1,ClX1,BrX1,IX1,NX3v3,SX2,OX2;!$(*C=[#7,#8,#15,#16])]
+# includes all of the above and other combinations (S-C-N, hydrates, ...), but still no aminomethylenesters and similar
+
+Halogenmethylen_ester_and_similar: [NX3v3,SX2,OX2;$(**=[#7,#8,#15,#16])][CX4;!$(C([N,S,O])([N,S,O])[!#6])][FX1,ClX1,BrX1,IX1]
+# also reactive alkylating agents. Acid does not have to be carboxylic acid, also S- and P-based acids allowed
+
+NOS_methylen_ester_and_similar: [NX3v3,SX2,OX2;$(**=[#7,#8,#15,#16])][CX4;!$(C([N,S,O])([N,S,O])[!#6])][NX3v3,SX2,OX2;!$(*C=[#7,#8,#15,#16])]
+# Same as above, but N,O or S instead of halogen. Ester/amide allowed only on one side
+
+Hetero_methylen_ester_and_similar: [NX3v3,SX2,OX2;$(**=[#7,#8,#15,#16])][CX4;!$(C([N,S,O])([N,S,O])[!#6])][FX1,ClX1,BrX1,IX1,NX3v3,SX2,OX2;!$(*C=[#7,#8,#15,#16])]
+# Combination of the last two patterns
+
+Cyanhydrine: [NX1]#[CX2][CX4;$([CH2]),$([CH]([CX2])[#6]),$(C([CX2])([#6])[#6])][OX2H]
+
+
+# I.3.3 Single Bond to Hetero, C=C Double Bond (Enols and Similar)
+
+Chloroalkene: [ClX1][CX3]=[CX3]
+
+Fluoroalkene: [FX1][CX3]=[CX3]
+
+Bromoalkene: [BrX1][CX3]=[CX3]
+
+Iodoalkene: [IX1][CX3]=[CX3]
+
+Enol: [OX2H][CX3;$([H1]),$(C[#6])]=[CX3]
+# no phenols
+
+Endiol: [OX2H][CX3;$([H1]),$(C[#6])]=[CX3;$([H1]),$(C[#6])][OX2H]
+# no 1,2-diphenols, ketenacetals, ...
+
+Enolether: [OX2]([#6;!$(C=[N,O,S])])[CX3;$([H0][#6]),$([H1])]=[CX3]
+# finds also endiodiethers, but not enolesters, no aromats
+
+Enolester: [OX2]([CX3]=[OX1])[#6X3;$([#6][#6]),$([H1])]=[#6X3;!$(C[OX2H])]
+
+
+Enamine: [NX3;$([NH2][CX3]),$([NH1]([CX3])[#6]),$([N]([CX3])([#6])[#6]);!$([N]*=[#7,#8,#15,#16])][CX3;$([CH]),$([C][#6])]=[CX3]
+# does not hit amines attached to aromatic rings, nor may the nitrogen be aromatic
+
+Thioenol: [SX2H][CX3;$([H1]),$(C[#6])]=[CX3]
+
+Thioenolether: [SX2]([#6;!$(C=[N,O,S])])[CX3;$(C[#6]),$([CH])]=[CX3]
+
+
+# I.4: Three Carbon-Hetero Bonds (Carboxyl and Derivatives)
+# ------------------------------
+
+Acylchloride: [CX3;$([R0][#6]),$([H1R0])](=[OX1])[ClX1]
+
+Acylfluoride: [CX3;$([R0][#6]),$([H1R0])](=[OX1])[FX1]
+
+Acylbromide: [CX3;$([R0][#6]),$([H1R0])](=[OX1])[BrX1]
+
+Acyliodide: [CX3;$([R0][#6]),$([H1R0])](=[OX1])[IX1]
+
+Acylhalide: [CX3;$([R0][#6]),$([H1R0])](=[OX1])[FX1,ClX1,BrX1,IX1]
+# all of the above
+
+
+# The following contains all simple carboxylic combinations of O, N, S, & Hal -
+# - acids, esters, amides, ... as well as a few extra cases (anhydride, hydrazide...)
+# Cyclic structures (including aromats) like lactones, lactames, ... got their own
+# definitions. Structures where both heteroatoms are part of an aromatic ring
+# (oxazoles, imidazoles, ...) were excluded.
+
+Carboxylic_acid: [CX3;$([R0][#6]),$([H1R0])](=[OX1])[$([OX2H]),$([OX1-])]
+# includes carboxylate anions
+
+Carboxylic_ester: [CX3;$([R0][#6]),$([H1R0])](=[OX1])[OX2][#6;!$(C=[O,N,S])]
+# does not hit anhydrides or lactones
+
+Lactone: [#6][#6X3R](=[OX1])[#8X2][#6;!$(C=[O,N,S])]
+# may also be aromatic
+
+Carboxylic_anhydride: [CX3;$([H0][#6]),$([H1])](=[OX1])[#8X2][CX3;$([H0][#6]),$([H1])](=[OX1])
+# anhydride formed by two carboxylic acids, no mixed anhydrides (e.g. between carboxylic acid and sulfuric acid); may be part of a ring, even aromatic
+
+Carboxylic_acid_derivative: [$([#6X3H0][#6]),$([#6X3H])](=[!#6])[!#6]
+# includes most of the structures of I.4 and many more, also 1,3-heteroaromatics such as isoxazole
+
+Carbothioic_acid: [CX3;!R;$([C][#6]),$([CH]);$([C](=[OX1])[$([SX2H]),$([SX1-])]),$([C](=[SX1])[$([OX2H]),$([OX1-])])]
+# hits both tautomeric forms, as well as anions
+
+Carbothioic_S_ester: [CX3;$([R0][#6]),$([H1R0])](=[OX1])[SX2][#6;!$(C=[O,N,S])]
+
+Carbothioic_S_lactone: [#6][#6X3R](=[OX1])[#16X2][#6;!$(C=[O,N,S])]
+# may also be aromatic
+
+Carbothioic_O_ester: [CX3;$([H0][#6]),$([H1])](=[SX1])[OX2][#6;!$(C=[O,N,S])]
+
+Carbothioic_O_lactone: [#6][#6X3R](=[SX1])[#8X2][#6;!$(C=[O,N,S])]
+
+Carbothioic_halide: [CX3;$([H0][#6]),$([H1])](=[SX1])[FX1,ClX1,BrX1,IX1]
+
+Carbodithioic_acid: [CX3;!R;$([C][#6]),$([CH]);$([C](=[SX1])[SX2H])]
+
+Carbodithioic_ester: [CX3;!R;$([C][#6]),$([CH]);$([C](=[SX1])[SX2][#6;!$(C=[O,N,S])])]
+
+Carbodithiolactone: [#6][#6X3R](=[SX1])[#16X2][#6;!$(C=[O,N,S])]
+
+
+Amide: [CX3;$([R0][#6]),$([H1R0])](=[OX1])[#7X3;$([H2]),$([H1][#6;!$(C=[O,N,S])]),$([#7]([#6;!$(C=[O,N,S])])[#6;!$(C=[O,N,S])])]
+# does not hit lactames
+
+Primary_amide: [CX3;$([R0][#6]),$([H1R0])](=[OX1])[NX3H2]
+
+Secondary_amide: [CX3;$([R0][#6]),$([H1R0])](=[OX1])[#7X3H1][#6;!$(C=[O,N,S])]
+
+Tertiary_amide: [CX3;$([R0][#6]),$([H1R0])](=[OX1])[#7X3H0]([#6;!$(C=[O,N,S])])[#6;!$(C=[O,N,S])]
+
+Lactam: [#6R][#6X3R](=[OX1])[#7X3;$([H1][#6;!$(C=[O,N,S])]),$([H0]([#6;!$(C=[O,N,S])])[#6;!$(C=[O,N,S])])]
+# cyclic amides, may also be aromatic
+
+Alkyl_imide: [#6X3;$([H0][#6]),$([H1])](=[OX1])[#7X3H0]([#6])[#6X3;$([H0][#6]),$([H1])](=[OX1])
+# may be part of a ring, even aromatic. only C allowed at central N. May also be triacyl amide
+
+N_hetero_imide: [#6X3;$([H0][#6]),$([H1])](=[OX1])[#7X3H0]([!#6])[#6X3;$([H0][#6]),$([H1])](=[OX1])
+# everything else than H or C at central N
+
+Imide_acidic: [#6X3;$([H0][#6]),$([H1])](=[OX1])[#7X3H1][#6X3;$([H0][#6]),$([H1])](=[OX1])
+# can be deprotonated
+
+Thioamide: [$([CX3;!R][#6]),$([CX3H;!R])](=[SX1])[#7X3;$([H2]),$([H1][#6;!$(C=[O,N,S])]),$([#7]([#6;!$(C=[O,N,S])])[#6;!$(C=[O,N,S])])]
+# does not hit thiolactames
+
+Thiolactam: [#6R][#6X3R](=[SX1])[#7X3;$([H1][#6;!$(C=[O,N,S])]),$([H0]([#6;!$(C=[O,N,S])])[#6;!$(C=[O,N,S])])]
+# cyclic thioamides, may also be aromatic
+
+
+Oximester: [#6X3;$([H0][#6]),$([H1])](=[OX1])[#8X2][#7X2]=,:[#6X3;$([H0]([#6])[#6]),$([H1][#6]),$([H2])]
+# may also be part of a ring / aromatic
+
+Amidine: [NX3;!$(NC=[O,S])][CX3;$([CH]),$([C][#6])]=[NX2;!$(NC=[O,S])]
+# only basic amidines, not as part of aromatic ring (e.g. imidazole)
+
+Hydroxamic_acid: [CX3;$([H0][#6]),$([H1])](=[OX1])[#7X3;$([H1]),$([H0][#6;!$(C=[O,N,S])])][$([OX2H]),$([OX1-])]
+
+Hydroxamic_acid_ester: [CX3;$([H0][#6]),$([H1])](=[OX1])[#7X3;$([H1]),$([H0][#6;!$(C=[O,N,S])])][OX2][#6;!$(C=[O,N,S])]
+# does not hit anhydrides of carboxylic acids withs hydroxamic acids
+
+
+Imidoacid: [CX3R0;$([H0][#6]),$([H1])](=[NX2;$([H1]),$([H0][#6;!$(C=[O,N,S])])])[$([OX2H]),$([OX1-])]
+# not cyclic
+
+Imidoacid_cyclic: [#6R][#6X3R](=,:[#7X2;$([H1]),$([H0][#6;!$(C=[O,N,S])])])[$([OX2H]),$([OX1-])]
+# the enamide-form of lactames. may be aromatic like 2-hydroxypyridine
+
+Imidoester: [CX3R0;$([H0][#6]),$([H1])](=[NX2;$([H1]),$([H0][#6;!$(C=[O,N,S])])])[OX2][#6;!$(C=[O,N,S])]
+# esters of the above structures. no anhydrides.
+
+Imidolactone: [#6R][#6X3R](=,:[#7X2;$([H1]),$([H0][#6;!$(C=[O,N,S])])])[OX2][#6;!$(C=[O,N,S])]
+# no oxazoles and similar
+
+Imidothioacid: [CX3R0;$([H0][#6]),$([H1])](=[NX2;$([H1]),$([H0][#6;!$(C=[O,N,S])])])[$([SX2H]),$([SX1-])]
+# not cyclic
+
+Imidothioacid_cyclic: [#6R][#6X3R](=,:[#7X2;$([H1]),$([H0][#6;!$(C=[O,N,S])])])[$([SX2H]),$([SX1-])]
+# the enamide-form of thiolactames. may be aromatic like 2-thiopyridine
+
+Imidothioester: [CX3R0;$([H0][#6]),$([H1])](=[NX2;$([H1]),$([H0][#6;!$(C=[O,N,S])])])[SX2][#6;!$(C=[O,N,S])]
+# thioesters of the above structures. no anhydrides.
+
+Imidothiolactone: [#6R][#6X3R](=,:[#7X2;$([H1]),$([H0][#6;!$(C=[O,N,S])])])[SX2][#6;!$(C=[O,N,S])]
+# no thioxazoles and similar
+
+Amidine: [#7X3v3;!$(N([#6X3]=[#7X2])C=[O,S])][CX3R0;$([H1]),$([H0][#6])]=[NX2v3;!$(N(=[#6X3][#7X3])C=[O,S])]
+# only basic amidines, not substituted by carbonyl or thiocarbonyl, not as part of a ring
+
+Imidolactam: [#6][#6X3R;$([H0](=[NX2;!$(N(=[#6X3][#7X3])C=[O,S])])[#7X3;!$(N([#6X3]=[#7X2])C=[O,S])]),$([H0](-[NX3;!$(N([#6X3]=[#7X2])C=[O,S])])=,:[#7X2;!$(N(=[#6X3][#7X3])C=[O,S])])]
+# one of the two C~N bonds is part of a ring (may be aromatic), but not both - thus no imidazole
+
+Imidoylhalide: [CX3R0;$([H0][#6]),$([H1])](=[NX2;$([H1]),$([H0][#6;!$(C=[O,N,S])])])[FX1,ClX1,BrX1,IX1]
+# not cyclic
+
+Imidoylhalide_cyclic: [#6R][#6X3R](=,:[#7X2;$([H1]),$([H0][#6;!$(C=[O,N,S])])])[FX1,ClX1,BrX1,IX1]
+# may also be aromatic
+
+# may be ring, aromatic, substituted with carbonyls, hetero, ...
+# (everything else would get too complicated)
+
+Amidrazone: [$([$([#6X3][#6]),$([#6X3H])](=[#7X2v3])[#7X3v3][#7X3v3]),$([$([#6X3][#6]),$([#6X3H])]([#7X3v3])=[#7X2v3][#7X3v3])]
+# hits both tautomers. as above, it may be ring, aromatic, substituted with carbonyls, hetero, ...
+
+
+Alpha_aminoacid: [NX3,NX4+;!$([N]~[!#6]);!$([N]*~[#7,#8,#15,#16])][C][CX3](=[OX1])[OX2H,OX1-]
+# N may be alkylated, but not part of an amide (as in peptides), ionic forms are included
+# includes also non-natural aminoacids with double-bonded or two aliph./arom. substituents at alpha-C
+# N may not be aromatic as in 1H-pyrrole-2-carboxylic acid
+
+Alpha_hydroxyacid: [OX2H][C][CX3](=[OX1])[OX2H,OX1-]
+
+Peptide_middle: [NX3;$([N][CX3](=[OX1])[C][NX3,NX4+])][C][CX3](=[OX1])[NX3;$([N][C][CX3](=[OX1])[NX3,OX2,OX1-])]
+# finds peptidic structures which are neither C- nor N-terminal. Both neighbours must be amino-acids/peptides
+
+Peptide_C_term: [NX3;$([N][CX3](=[OX1])[C][NX3,NX4+])][C][CX3](=[OX1])[OX2H,OX1-]
+# finds C-terminal amino acids
+
+Peptide_N_term: [NX3,NX4+;!$([N]~[!#6]);!$([N]*~[#7,#8,#15,#16])][C][CX3](=[OX1])[NX3;$([N][C][CX3](=[OX1])[NX3,OX2,OX1-])]
+# finds N-terminal amino acids. As above, N may be substituted, but not part of an amide-bond.
+
+
+Carboxylic_orthoester: [#6][OX2][CX4;$(C[#6]),$([CH])]([OX2][#6])[OX2][#6]
+# hits also anhydride like struktures (e. g. HC(OMe)2-OC=O residues)
+
+Ketene: [CX3]=[CX2]=[OX1]
+
+Ketenacetal: [#7X2,#8X3,#16X2;$(*[#6,#14])][#6X3]([#7X2,#8X3,#16X2;$(*[#6,#14])])=[#6X3]
+# includes aminals, silylacetals, ketenesters, etc. C=C DB is not aromatic, everything else may be
+
+Nitrile: [NX1]#[CX2]
+# includes cyanhydrines
+
+Isonitrile: [CX1-]#[NX2+]
+
+
+Vinylogous_carbonyl_or_carboxyl_derivative: [#6X3](=[OX1])[#6X3]=,:[#6X3][#7,#8,#16,F,Cl,Br,I]
+# may be part of a ring, even aromatic
+
+Vinylogous_acid: [#6X3](=[OX1])[#6X3]=,:[#6X3][$([OX2H]),$([OX1-])]
+
+Vinylogous_ester: [#6X3](=[OX1])[#6X3]=,:[#6X3][#6;!$(C=[O,N,S])]
+
+Vinylogous_amide: [#6X3](=[OX1])[#6X3]=,:[#6X3][#7X3;$([H2]),$([H1][#6;!$(C=[O,N,S])]),$([#7]([#6;!$(C=[O,N,S])])[#6;!$(C=[O,N,S])])]
+
+Vinylogous_halide: [#6X3](=[OX1])[#6X3]=,:[#6X3][FX1,ClX1,BrX1,IX1]
+
+
+
+# I.5: Four Carbon-Hetero Bonds (Carbonic Acid and Derivatives)
+# -----------------------------
+
+Carbonic_acid_dieester: [#6;!$(C=[O,N,S])][#8X2][#6X3](=[OX1])[#8X2][#6;!$(C=[O,N,S])]
+# may be part of a ring, even aromatic
+
+Carbonic_acid_esterhalide: [#6;!$(C=[O,N,S])][OX2;!R][CX3](=[OX1])[OX2][FX1,ClX1,BrX1,IX1]
+
+Carbonic_acid_monoester: [#6;!$(C=[O,N,S])][OX2;!R][CX3](=[OX1])[$([OX2H]),$([OX1-])]
+# unstable
+
+Carbonic_acid_derivatives: [!#6][#6X3](=[!#6])[!#6]
+
+
+Thiocarbonic_acid_dieester: [#6;!$(C=[O,N,S])][#8X2][#6X3](=[SX1])[#8X2][#6;!$(C=[O,N,S])]
+# may be part of a ring, even aromatic
+
+Thiocarbonic_acid_esterhalide: [#6;!$(C=[O,N,S])][OX2;!R][CX3](=[SX1])[OX2][FX1,ClX1,BrX1,IX1]
+
+Thiocarbonic_acid_monoester: [#6;!$(C=[O,N,S])][OX2;!R][CX3](=[SX1])[$([OX2H]),$([OX1-])]
+
+
+Urea:[#7X3;!$([#7][!#6])][#6X3](=[OX1])[#7X3;!$([#7][!#6])]
+# no check whether part of imide, biuret, etc. Aromatic structures are only hit if
+# both N share no double bonds, like in the dioxo-form of uracil
+
+Thiourea: [#7X3;!$([#7][!#6])][#6X3](=[SX1])[#7X3;!$([#7][!#6])]
+
+Isourea: [#7X2;!$([#7][!#6])]=,:[#6X3]([#8X2&!$([#8][!#6]),OX1-])[#7X3;!$([#7][!#6])]
+# O may be substituted. no check whether further amide-like bonds are present. Aromatic
+# structures are only hit if single bonded N shares no additional double bond, like in
+# the 1-hydroxy-3-oxo form of uracil
+
+Isothiourea: [#7X2;!$([#7][!#6])]=,:[#6X3]([#16X2&!$([#16][!#6]),SX1-])[#7X3;!$([#7][!#6])]
+
+Guanidine: [N;v3X3,v4X4+][CX3](=[N;v3X2,v4X3+])[N;v3X3,v4X4+]
+# also hits guanidinium salts. v3 and v4 to avoid nitroamidines
+
+Carbaminic_acid: [NX3]C(=[OX1])[O;X2H,X1-]
+# quite unstable, unlikely to be found. Also hits salts
+
+Urethan: [#7X3][#6](=[OX1])[#8X2][#6]
+# also hits when part of a ring, no check whether the last C is part of carbonyl
+
+Biuret: [#7X3][#6](=[OX1])[#7X3][#6](=[OX1])[#7X3]
+
+Semicarbazide: [#7X3][#7X3][#6X3]([#7X3;!$([#7][#7])])=[OX1]
+
+Carbazide: [#7X3][#7X3][#6X3]([#7X3][#7X3])=[OX1]
+
+Semicarbazone: [#7X2](=[#6])[#7X3][#6X3]([#7X3;!$([#7][#7])])=[OX1]
+
+Carbazone: [#7X2](=[#6])[#7X3][#6X3]([#7X3][#7X3])=[OX1]
+
+Thiosemicarbazide: [#7X3][#7X3][#6X3]([#7X3;!$([#7][#7])])=[SX1]
+
+Thiocarbazide: [#7X3][#7X3][#6X3]([#7X3][#7X3])=[SX1]
+
+Thiosemicarbazone: [#7X2](=[#6])[#7X3][#6X3]([#7X3;!$([#7][#7])])=[SX1]
+
+Thiocarbazone: [#7X2](=[#6])[#7X3][#6X3]([#7X3][#7X3])=[SX1]
+
+
+Isocyanate: [NX2]=[CX2]=[OX1]
+
+Cyanate: [OX2][CX2]#[NX1]
+
+Isothiocyanate: [NX2]=[CX2]=[SX1]
+
+Thiocyanate: [SX2][CX2]#[NX1]
+
+Carbodiimide: [NX2]=[CX2]=[NX2]
+
+Orthocarbonic_derivatives: [CX4H0]([O,S,#7])([O,S,#7])([O,S,#7])[O,S,#7,F,Cl,Br,I]
+# halogen allowed just once, to avoid mapping to -OCF3 and similar groups (much more
+# stable as for example C(OCH3)4)
+
+
+# I.6 Aromatics
+# -------------
+
+# I know that this classification is not very logical, arylamines are found under I.2 ...
+
+Phenol: [OX2H][c]
+
+1,2-Diphenol: [OX2H][c][c][OX2H]
+
+Arylchloride: [Cl][c]
+
+Arylfluoride: [F][c]
+
+Arylbromide: [Br][c]
+
+Aryliodide: [I][c]
+
+Arylthiol: [SX2H][c]
+
+Iminoarene: [c]=[NX2;$([H1]),$([H0][#6;!$([C]=[N,S,O])])]
+# N may be substituted with H or C, but not carbonyl or similar
+# aromatic atom is always C, not S or P (these are not planar when substituted)
+
+Oxoarene: [c]=[OX1]
+
+Thioarene: [c]=[SX1]
+
+Hetero_N_basic_H: [nX3H1+0]
+# as in pyrole. uncharged to exclude pyridinium ions
+
+Hetero_N_basic_no_H: [nX3H0+0]
+# as in N-methylpyrole. uncharged to exclude pyridinium ions
+
+Hetero_N_nonbasic: [nX2,nX3+]
+# as in pyridine, pyridinium
+
+Hetero_O: [o]
+
+Hetero_S: [sX2]
+# X2 because Daylight's depictmatch falsely describes C1=CS(=O)C=C1 as aromatic
+# (is not planar because of lonepair at S)
+
+Heteroaromatic: [a;!c]
+
+
+# Part II: N, S, P, Si, B
+# =======================
+
+
+# II.1 Nitrogen
+# -------------
+
+Nitrite: [NX2](=[OX1])[O;$([X2]),$([X1-])]
+# hits nitrous acid, its anion, esters, and other O-substituted derivatives
+
+Thionitrite: [SX2][NX2]=[OX1]
+
+Nitrate: [$([NX3](=[OX1])(=[OX1])[O;$([X2]),$([X1-])]),$([NX3+]([OX1-])(=[OX1])[O;$([X2]),$([X1-])])]
+# hits nitric acid, its anion, esters, and other O-substituted derivatives
+
+Nitro: [$([NX3](=O)=O),$([NX3+](=O)[O-])][!#8]
+# hits nitro groups attached to C,N, ... but not nitrates
+
+Nitroso: [NX2](=[OX1])[!#7;!#8]
+# no nitrites, no nitrosamines
+
+Azide: [NX1]~[NX2]~[NX2,NX1]
+# hits both mesomeric forms, also anion
+
+Acylazide: [CX3](=[OX1])[NX2]~[NX2]~[NX1]
+
+Diazo: [$([#6]=[NX2+]=[NX1-]),$([#6-]-[NX2+]#[NX1])]
+
+Diazonium: [#6][NX2+]#[NX1]
+
+Nitrosamine: [#7;!$(N*=O)][NX2]=[OX1]
+
+Nitrosamide: [NX2](=[OX1])N-*=O
+# includes nitrososulfonamides
+
+N-Oxide: [$([#7+][OX1-]),$([#7v5]=[OX1]);!$([#7](~[O])~[O]);!$([#7]=[#7])]
+# Hits both forms. Won't hit azoxy, nitro, nitroso, or nitrate.
+
+
+Hydrazine: [NX3;$([H2]),$([H1][#6]),$([H0]([#6])[#6]);!$(NC=[O,N,S])][NX3;$([H2]),$([H1][#6]),$([H0]([#6])[#6]);!$(NC=[O,N,S])]
+# no hydrazides
+
+Hydrazone: [NX3;$([H2]),$([H1][#6]),$([H0]([#6])[#6]);!$(NC=[O,N,S])][NX2]=[#6]
+
+Hydroxylamine: [NX3;$([H2]),$([H1][#6]),$([H0]([#6])[#6]);!$(NC=[O,N,S])][OX2;$([H1]),$(O[#6;!$(C=[N,O,S])])]
+# no discrimination between O-, N-, and O,N-substitution
+
+
+# II.2 Sulfur
+# -----------
+
+Sulfon: [$([SX4](=[OX1])(=[OX1])([#6])[#6]),$([SX4+2]([OX1-])([OX1-])([#6])[#6])]
+# can't be aromatic, thus S and not #16
+
+Sulfoxide: [$([SX3](=[OX1])([#6])[#6]),$([SX3+]([OX1-])([#6])[#6])]
+
+Sulfonium: [S+;!$([S]~[!#6]);!$([S]*~[#7,#8,#15,#16])]
+# can't be aromatic, thus S and not #16
+
+Sulfuric_acid: [SX4](=[OX1])(=[OX1])([$([OX2H]),$([OX1-])])[$([OX2H]),$([OX1-])]
+# includes anions
+
+Sulfuric_monoester: [SX4](=[OX1])(=[OX1])([$([OX2H]),$([OX1-])])[OX2][#6;!$(C=[O,N,S])]
+
+Sulfuric_diester: [SX4](=[OX1])(=[OX1])([OX2][#6;!$(C=[O,N,S])])[OX2][#6;!$(C=[O,N,S])]
+
+Sulfuric_monoamide: [SX4](=[OX1])(=[OX1])([#7X3;$([H2]),$([H1][#6;!$(C=[O,N,S])]),$([#7]([#6;!$(C=[O,N,S])])[#6;!$(C=[O,N,S])])])[$([OX2H]),$([OX1-])]
+
+Sulfuric_diamide: [SX4](=[OX1])(=[OX1])([#7X3;$([H2]),$([H1][#6;!$(C=[O,N,S])]),$([#7]([#6;!$(C=[O,N,S])])[#6;!$(C=[O,N,S])])])[#7X3;$([H2]),$([H1][#6;!$(C=[O,N,S])]),$([#7]([#6;!$(C=[O,N,S])])[#6;!$(C=[O,N,S])])]
+
+Sulfuric_esteramide: [SX4](=[OX1])(=[OX1])([#7X3][#6;!$(C=[O,N,S])])[OX2][#6;!$(C=[O,N,S])]
+
+Sulfuric_derivative: [SX4D4](=[!#6])(=[!#6])([!#6])[!#6]
+# everything else (would not be a "true" derivative of sulfuric acid, if one of the substituents were less electronegative
+# than sulfur, but this should be very very rare, anyway)
+
+
+
+#### sulfurous acid and derivatives missing!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!
+
+
+
+
+Sulfonic_acid: [SX4;$([H1]),$([H0][#6])](=[OX1])(=[OX1])[$([OX2H]),$([OX1-])]
+
+Sulfonamide: [SX4;$([H1]),$([H0][#6])](=[OX1])(=[OX1])[#7X3;$([H2]),$([H1][#6;!$(C=[O,N,S])]),$([#7]([#6;!$(C=[O,N,S])])[#6;!$(C=[O,N,S])])]
+
+Sulfonic_ester: [SX4;$([H1]),$([H0][#6])](=[OX1])(=[OX1])[OX2][#6;!$(C=[O,N,S])]
+
+Sulfonic_halide: [SX4;$([H1]),$([H0][#6])](=[OX1])(=[OX1])[FX1,ClX1,BrX1,IX1]
+
+Sulfonic_derivative: [SX4;$([H1]),$([H0][#6])](=[!#6])(=[!#6])[!#6]
+# includes all of the above and many more
+# for comparison: this is what "all sulfonic derivatives but not the ones above" would look like:
+# [$([SX4;$([H1]),$([H0][#6])](=[!#6])(=[!#6;!O])[!#6]),$([SX4;$([H1]),$([H0][#6])](=[OX1])(=[OX1])[!$([FX1,ClX1,BrX1,IX1]);!$([#6]);!$([OX2H]);!$([OX1-]);!$([OX2][#6;!$(C=[O,N,S])]);!$([#7X3;$([H2]),$([H1][#6;!$(C=[O,N,S])]),$([#7]([#6;!$(C=[O,N,S])])[#6;!$(C=[O,N,S])])])])]
+
+
+Sulfinic_acid: [SX3;$([H1]),$([H0][#6])](=[OX1])[$([OX2H]),$([OX1-])]
+
+Sulfinic_amide: [SX3;$([H1]),$([H0][#6])](=[OX1])[#7X3;$([H2]),$([H1][#6;!$(C=[O,N,S])]),$([#7]([#6;!$(C=[O,N,S])])[#6;!$(C=[O,N,S])])]
+
+Sulfinic_ester: [SX3;$([H1]),$([H0][#6])](=[OX1])[OX2][#6;!$(C=[O,N,S])]
+
+Sulfinic_halide: [SX3;$([H1]),$([H0][#6])](=[OX1])[FX1,ClX1,BrX1,IX1]
+
+Sulfinic_derivative: [SX3;$([H1]),$([H0][#6])](=[!#6])[!#6]
+
+Sulfenic_acid: [SX2;$([H1]),$([H0][#6])][$([OX2H]),$([OX1-])]
+
+Sulfenic_amide: [SX2;$([H1]),$([H0][#6])][#7X3;$([H2]),$([H1][#6;!$(C=[O,N,S])]),$([#7]([#6;!$(C=[O,N,S])])[#6;!$(C=[O,N,S])])]
+
+Sulfenic_ester: [SX2;$([H1]),$([H0][#6])][OX2][#6;!$(C=[O,N,S])]
+
+Sulfenic_halide: [SX2;$([H1]),$([H0][#6])][FX1,ClX1,BrX1,IX1]
+
+Sulfenic_derivative: [SX2;$([H1]),$([H0][#6])][!#6]
+
+
+# II.3 Phosphorous
+# ----------------
+
+Phosphine: [PX3;$([H3]),$([H2][#6]),$([H1]([#6])[#6]),$([H0]([#6])([#6])[#6])]
+# similar to amine, but less restrictive: includes also amide- and aminal-analogues
+
+Phosphine_oxide: [PX4;$([H3]=[OX1]),$([H2](=[OX1])[#6]),$([H1](=[OX1])([#6])[#6]),$([H0](=[OX1])([#6])([#6])[#6])]
+
+Phosphonium: [P+;!$([P]~[!#6]);!$([P]*~[#7,#8,#15,#16])]
+# similar to Ammonium
+
+Phosphorylen: [PX4;$([H3]=[CX3]),$([H2](=[CX3])[#6]),$([H1](=[CX3])([#6])[#6]),$([H0](=[CX3])([#6])([#6])[#6])]
+
+
+# conventions for the following acids and derivatives:
+# acids find protonated and deprotonated acids
+# esters do not find mixed anhydrides ( ...P-O-C(=O))
+# derivatives: subtituents which go in place of the OH and =O are not H or C (may also be O,
+# thus including acids and esters)
+
+Phosphonic_acid: [PX4;$([H1]),$([H0][#6])](=[OX1])([$([OX2H]),$([OX1-])])[$([OX2H]),$([OX1-])]
+# includes anions
+
+Phosphonic_monoester: [PX4;$([H1]),$([H0][#6])](=[OX1])([$([OX2H]),$([OX1-])])[OX2][#6;!$(C=[O,N,S])]
+
+Phosphonic_diester: [PX4;$([H1]),$([H0][#6])](=[OX1])([OX2][#6;!$(C=[O,N,S])])[OX2][#6;!$(C=[O,N,S])]
+
+Phosphonic_monoamide: [PX4;$([H1]),$([H0][#6])](=[OX1])([$([OX2H]),$([OX1-])])[#7X3;$([H2]),$([H1][#6;!$(C=[O,N,S])]),$([#7]([#6;!$(C=[O,N,S])])[#6;!$(C=[O,N,S])])]
+
+Phosphonic_diamide: [PX4;$([H1]),$([H0][#6])](=[OX1])([#7X3;$([H2]),$([H1][#6;!$(C=[O,N,S])]),$([#7]([#6;!$(C=[O,N,S])])[#6;!$(C=[O,N,S])])])[#7X3;$([H2]),$([H1][#6;!$(C=[O,N,S])]),$([#7]([#6;!$(C=[O,N,S])])[#6;!$(C=[O,N,S])])]
+
+Phosphonic_esteramide: [PX4;$([H1]),$([H0][#6])](=[OX1])([OX2][#6;!$(C=[O,N,S])])[#7X3;$([H2]),$([H1][#6;!$(C=[O,N,S])]),$([#7]([#6;!$(C=[O,N,S])])[#6;!$(C=[O,N,S])])]
+
+Phosphonic_acid_derivative: [PX4;$([H1]),$([H0][#6])](=[!#6])([!#6])[!#6]
+# all of the above and much more
+
+
+Phosphoric_acid: [PX4D4](=[OX1])([$([OX2H]),$([OX1-])])([$([OX2H]),$([OX1-])])[$([OX2H]),$([OX1-])]
+# includes anions
+
+Phosphoric_monoester: [PX4D4](=[OX1])([$([OX2H]),$([OX1-])])([$([OX2H]),$([OX1-])])[OX2][#6;!$(C=[O,N,S])]
+
+Phosphoric_diester: [PX4D4](=[OX1])([$([OX2H]),$([OX1-])])([OX2][#6;!$(C=[O,N,S])])[OX2][#6;!$(C=[O,N,S])]
+
+Phosphoric_triester: [PX4D4](=[OX1])([OX2][#6;!$(C=[O,N,S])])([OX2][#6;!$(C=[O,N,S])])[OX2][#6;!$(C=[O,N,S])]
+
+Phosphoric_monoamide: [PX4D4](=[OX1])([$([OX2H]),$([OX1-])])([$([OX2H]),$([OX1-])])[#7X3;$([H2]),$([H1][#6;!$(C=[O,N,S])]),$([#7]([#6;!$(C=[O,N,S])])[#6;!$(C=[O,N,S])])]
+
+Phosphoric_diamide: [PX4D4](=[OX1])([$([OX2H]),$([OX1-])])([#7X3;$([H2]),$([H1][#6;!$(C=[O,N,S])]),$([#7]([#6;!$(C=[O,N,S])])[#6;!$(C=[O,N,S])])])[#7X3;$([H2]),$([H1][#6;!$(C=[O,N,S])]),$([#7]([#6;!$(C=[O,N,S])])[#6;!$(C=[O,N,S])])]
+
+Phosphoric_triamide: [PX4D4](=[OX1])([#7X3;$([H2]),$([H1][#6;!$(C=[O,N,S])]),$([#7]([#6;!$(C=[O,N,S])])[#6;!$(C=[O,N,S])])])([#7X3;$([H2]),$([H1][#6;!$(C=[O,N,S])]),$([#7]([#6;!$(C=[O,N,S])])[#6;!$(C=[O,N,S])])])[#7X3;$([H2]),$([H1][#6;!$(C=[O,N,S])]),$([#7]([#6;!$(C=[O,N,S])])[#6;!$(C=[O,N,S])])]
+
+Phosphoric_monoestermonoamide: [PX4D4](=[OX1])([$([OX2H]),$([OX1-])])([OX2][#6;!$(C=[O,N,S])])[#7X3;$([H2]),$([H1][#6;!$(C=[O,N,S])]),$([#7]([#6;!$(C=[O,N,S])])[#6;!$(C=[O,N,S])])]
+
+Phosphoric_diestermonoamide: [PX4D4](=[OX1])([OX2][#6;!$(C=[O,N,S])])([OX2][#6;!$(C=[O,N,S])])[#7X3;$([H2]),$([H1][#6;!$(C=[O,N,S])]),$([#7]([#6;!$(C=[O,N,S])])[#6;!$(C=[O,N,S])])]
+
+Phosphoric_monoesterdiamide: [PX4D4](=[OX1])([OX2][#6;!$(C=[O,N,S])])([#7X3;$([H2]),$([H1][#6;!$(C=[O,N,S])]),$([#7]([#6;!$(C=[O,N,S])])[#6;!$(C=[O,N,S])])])[#7X3;$([H2]),$([H1][#6;!$(C=[O,N,S])]),$([#7]([#6;!$(C=[O,N,S])])[#6;!$(C=[O,N,S])])]
+
+Phosphoric_acid_derivative: [PX4D4](=[!#6])([!#6])([!#6])[!#6]
+
+
+Phosphinic_acid: [PX4;$([H2]),$([H1][#6]),$([H0]([#6])[#6])](=[OX1])[$([OX2H]),$([OX1-])]
+
+Phosphinic_ester: [PX4;$([H2]),$([H1][#6]),$([H0]([#6])[#6])](=[OX1])[OX2][#6;!$(C=[O,N,S])]
+
+Phosphinic_amide: [PX4;$([H2]),$([H1][#6]),$([H0]([#6])[#6])](=[OX1])[#7X3;$([H2]),$([H1][#6;!$(C=[O,N,S])]),$([#7]([#6;!$(C=[O,N,S])])[#6;!$(C=[O,N,S])])]
+
+Phosphinic_acid_derivative: [PX4;$([H2]),$([H1][#6]),$([H0]([#6])[#6])](=[!#6])[!#6]
+
+
+Phosphonous_acid: [PX3;$([H1]),$([H0][#6])]([$([OX2H]),$([OX1-])])[$([OX2H]),$([OX1-])]
+
+Phosphonous_monoester: [PX3;$([H1]),$([H0][#6])]([$([OX2H]),$([OX1-])])[OX2][#6;!$(C=[O,N,S])]
+
+Phosphonous_diester: [PX3;$([H1]),$([H0][#6])]([OX2][#6;!$(C=[O,N,S])])[OX2][#6;!$(C=[O,N,S])]
+
+Phosphonous_monoamide: [PX3;$([H1]),$([H0][#6])]([$([OX2H]),$([OX1-])])[#7X3;$([H2]),$([H1][#6;!$(C=[O,N,S])]),$([#7]([#6;!$(C=[O,N,S])])[#6;!$(C=[O,N,S])])]
+
+Phosphonous_diamide: [PX3;$([H1]),$([H0][#6])]([#7X3;$([H2]),$([H1][#6;!$(C=[O,N,S])]),$([#7]([#6;!$(C=[O,N,S])])[#6;!$(C=[O,N,S])])])[#7X3;$([H2]),$([H1][#6;!$(C=[O,N,S])]),$([#7]([#6;!$(C=[O,N,S])])[#6;!$(C=[O,N,S])])]
+
+Phosphonous_esteramide: [PX3;$([H1]),$([H0][#6])]([OX2][#6;!$(C=[O,N,S])])[#7X3;$([H2]),$([H1][#6;!$(C=[O,N,S])]),$([#7]([#6;!$(C=[O,N,S])])[#6;!$(C=[O,N,S])])]
+
+Phosphonous_derivatives: [PX3;$([D2]),$([D3][#6])]([!#6])[!#6]
+
+
+Phosphinous_acid: [PX3;$([H2]),$([H1][#6]),$([H0]([#6])[#6])][$([OX2H]),$([OX1-])]
+
+Phosphinous_ester: [PX3;$([H2]),$([H1][#6]),$([H0]([#6])[#6])][OX2][#6;!$(C=[O,N,S])]
+
+Phosphinous_amide: [PX3;$([H2]),$([H1][#6]),$([H0]([#6])[#6])][#7X3;$([H2]),$([H1][#6;!$(C=[O,N,S])]),$([#7]([#6;!$(C=[O,N,S])])[#6;!$(C=[O,N,S])])]
+
+Phosphinous_derivatives: [PX3;$([H2]),$([H1][#6]),$([H0]([#6])[#6])][!#6]
+
+
+# II.4 Silicon
+# ------------
+
+Quart_silane: [SiX4]([#6])([#6])([#6])[#6]
+# four C-substituents. non-reactive, non-toxic, in experimental phase for drug development
+
+Non-quart_silane: [SiX4;$([H1]([#6])([#6])[#6]),$([H2]([#6])[#6]),$([H3][#6]),$([H4])]
+# has 1-4 hydride(s), reactive. Daylight's depictmatch does not add hydrogens automatically to
+# the free positions at Si, thus Hs had to be added implicitly
+
+Silylmonohalide: [SiX4]([FX1,ClX1,BrX1,IX1])([#6])([#6])[#6]
+# reagents for inserting protection groups
+
+Het_trialkylsilane: [SiX4]([!#6])([#6])([#6])[#6]
+# mostly acid-labile protection groups such as trimethylsilyl-ethers
+
+Dihet_dialkylsilane: [SiX4]([!#6])([!#6])([#6])[#6]
+
+Trihet_alkylsilane: [SiX4]([!#6])([!#6])([!#6])[#6]
+
+Silicic_acid_derivative: [SiX4]([!#6])([!#6])([!#6])[!#6]
+# four substituent which are neither C nor H
+
+
+# II.5 Boron
+# ----------
+
+Trialkylborane: [BX3]([#6])([#6])[#6]
+# also carbonyls allowed
+
+Boric_acid_derivatives: [BX3]([!#6])([!#6])[!#6]
+# includes acids, esters, amides, ... H-substituent at B is very rare.
+
+Boronic_acid_derivative: [BX3]([!#6])([!#6])[!#6]
+# # includes acids, esters, amides, ...
+
+Borohydride: [BH1,BH2,BH3,BH4]
+# at least one H attached to B
+
+Quaternary_boron: [BX4]
+# mostly borates (negative charge), in complex with Lewis-base
+
+
+
+# Part III: Some Special Patterns
+# ===============================
+
+
+# III.1 Chains
+# ------------
+
+# some simple chains
+
+
+
+# III.2 Rings
+# -----------
+
+Aromatic: a
+
+Heterocyclic: [!#6;!R0]
+# may be aromatic or not
+
+Epoxide: [OX2r3]1[#6r3][#6r3]1
+# toxic/reactive. may be annelated to aromat, but must not be aromatic itself (oxirane-2,3-dione)
+
+NH_aziridine: [NX3H1r3]1[#6r3][#6r3]1
+# toxic/reactive according to Maybridge's garbage filter
+
+Spiro: [D4R;$(*(@*)(@*)(@*)@*)]
+# at least two different rings can be found which are sharing just one atom.
+# these two rings can be connected by a third ring, so it matches also some
+# bridged systems, like morphine
+
+Annelated_rings: [R;$(*(@*)(@*)@*);!$([R2;$(*(@*)(@*)(@*)@*)])]@[R;$(*(@*)(@*)@*);!$([R2;$(*(@*)(@*)(@*)@*)])]
+# two different rings sharing exactly two atoms
+
+Bridged_rings: [R;$(*(@*)(@*)@*);!$([D4R;$(*(@*)(@*)(@*)@*)]);!$([R;$(*(@*)(@*)@*);!$([R2;$(*(@*)(@*)(@*)@*)])]@[R;$(*(@*)(@*)@*);!$([R2;$(*(@*)(@*)(@*)@*)])])]
+# part of two or more rings, not spiro, not annelated -> finds bridgehead atoms,
+# but only if they are not annelated at the same time - otherwise impossible (?)
+# to distinguish from non-bridgehead annelated atoms
+
+# some basic ring-patterns (just size, no other information):
+
+
+
+
+
+# III.3 Sugars and Nucleosides/Nucleotides, Steroids
+# --------------------------------------------------
+
+# because of the large variety of sugar derivatives, different patterns can be applied.
+# The choice of patterns and their combinations will depend on the contents of the database
+# e.g. natural products, nucleoside analoges with modified sugars, ... as well as on the
+# desired restriction
+
+
+Sugar_pattern_1: [OX2;$([r5]1@C@C@C(O)@C1),$([r6]1@C@C@C(O)@C(O)@C1)]
+# 5 or 6-membered ring containing one O and at least one (r5) or two (r6) oxygen-substituents.
+
+Sugar_pattern_2: [OX2;$([r5]1@C(!@[OX2,NX3,SX2,FX1,ClX1,BrX1,IX1])@C@C@C1),$([r6]1@C(!@[OX2,NX3,SX2,FX1,ClX1,BrX1,IX1])@C@C@C@C1)]
+# 5 or 6-membered ring containing one O and an acetal-like bond at postion 2.
+
+Sugar_pattern_combi: [OX2;$([r5]1@C(!@[OX2,NX3,SX2,FX1,ClX1,BrX1,IX1])@C@C(O)@C1),$([r6]1@C(!@[OX2,NX3,SX2,FX1,ClX1,BrX1,IX1])@C@C(O)@C(O)@C1)]
+# combination of the two above
+
+Sugar_pattern_2_reducing: [OX2;$([r5]1@C(!@[OX2H1])@C@C@C1),$([r6]1@C(!@[OX2H1])@C@C@C@C1)]
+# 5 or 6-membered cyclic hemi-acetal
+
+Sugar_pattern_2_alpha: [OX2;$([r5]1@[C@@](!@[OX2,NX3,SX2,FX1,ClX1,BrX1,IX1])@C@C@C1),$([r6]1@[C@@](!@[OX2,NX3,SX2,FX1,ClX1,BrX1,IX1])@C@C@C@C1)]
+# 5 or 6-membered cyclic hemi-acetal
+
+Sugar_pattern_2_beta: [OX2;$([r5]1@[C@](!@[OX2,NX3,SX2,FX1,ClX1,BrX1,IX1])@C@C@C1),$([r6]1@[C@](!@[OX2,NX3,SX2,FX1,ClX1,BrX1,IX1])@C@C@C@C1)]
+# 5 or 6-membered cyclic hemi-acetal
+
+##Poly_sugar_1: ([OX2;$([r5]1@C@C@C(O)@C1),$([r6]1@C@C@C(O)@C(O)@C1)].[OX2;$([r5]1@C@C@C(O)@C1),$([r6]1@C@C@C(O)@C(O)@C1)])
+# pattern1 occours more than once (in same molecule, but moieties don't have to be adjacent!)
+
+##Poly_sugar_2: ([OX2;$([r5]1@C(!@[OX2,NX3,SX2,FX1,ClX1,BrX1,IX1])@C@C@C1),$([r6]1@C(!@[OX2,NX3,SX2,FX1,ClX1,BrX1,IX1])@C@C@C@C1)].[OX2;$([r5]1@C(!@[OX2,NX3,SX2,FX1,ClX1,BrX1,IX1])@C@C@C1),$([r6]1@C(!@[OX2,NX3,SX2,FX1,ClX1,BrX1,IX1])@C@C@C@C1)])
+# pattern2 occours more than once (in same molecule, but moieties don't have to be adjacent!)
+
+
+# III.4 Everything else...
+# ------------------------
+
+Conjugated_double_bond: *=*[*]=,#,:[*]
+
+Conjugated_tripple_bond: *#*[*]=,#,:[*]
+
+Cis_double_bond: */[D2]=[D2]\*
+# only one single-bonded substituent on each DB-atom. no aromats.
+# only found when character of DB is explicitely stated.
+
+Trans_double_bond: */[D2]=[D2]/*
+# analog
+
+Mixed_anhydrides: [$(*=O),$([#16,#14,#5]),$([#7]([#6]=[OX1]))][#8X2][$(*=O),$([#16,#14,#5]),$([#7]([#6]=[OX1]))]
+# should hits all combinations of two acids
+
+Halogen_on_hetero: [FX1,ClX1,BrX1,IX1][!#6]
+
+Halogen_multi_subst: [F,Cl,Br,I;!$([X1]);!$([X0-])]
+# Halogen which is not mono-substituted nor an anion, e.g. chlorate.
+# Most of these cases should be also filtered by Halogen_on_hetero.
+
+Trifluoromethyl: [FX1][CX4;!$([H0][Cl,Br,I]);!$([F][C]([F])([F])[F])]([FX1])([FX1])
+# C with three F attached, connected to anything which is not another halogen
+
+C_ONS_bond: [#6]~[#7,#8,#16]
+# probably all drug-like molecules have at least one O, N, or S connected to a C -> nice filter
+
+## Mixture: (*).(*)
+# two or more seperate parts, may also be salt
+# component-level grouping is not yet supported in Open Babel Version 2.0
+
+
+Charged: [!+0]
+
+Anion: [-1,-2,-3,-4,-5,-6,-7]
+
+Kation: [+1,+2,+3,+4,+5,+6,+7]
+
+Salt: ([-1,-2,-3,-4,-5,-6,-7]).([+1,+2,+3,+4,+5,+6,+7])
+# two or more seperate components with opposite charges
+
+##Zwitterion: ([-1,-2,-3,-4,-5,-6,-7].[+1,+2,+3,+4,+5,+6,+7])
+# both negative and positive charges somewhere within the same molecule.
+
+1,3-Tautomerizable: [$([#7X2,OX1,SX1]=*[!H0;!$([a;!n])]),$([#7X3,OX2,SX2;!H0]*=*),$([#7X3,OX2,SX2;!H0]*:n)]
+# 1,3 migration of H allowed. Includes keto/enol and amide/enamide.
+# Aromatic rings must stay aromatic - no keto form of phenol
+
+1,5-Tautomerizable: [$([#7X2,OX1,SX1]=,:**=,:*[!H0;!$([a;!n])]),$([#7X3,OX2,SX2;!H0]*=**=*),$([#7X3,OX2,SX2;!H0]*=,:**:n)]
+
+Rotatable_bond: [!$(*#*)&!D1]-!@[!$(*#*)&!D1]
+# taken from http://www.daylight.com/support/contrib/smarts/content.html
+
+Michael_acceptor: [CX3]=[CX3][$([CX3]=[O,N,S]),$(C#[N]),$([S,P]=[OX1]),$([NX3]=O),$([NX3+](=O)[O-])]
+# the classical case: C=C near carbonyl, nitrile, nitro, or similar
+# Oxo-heteroaromats and similar are not included.
+
+Dicarbodiazene: [CX3](=[OX1])[NX2]=[NX2][CX3](=[OX1])
+# Michael-like acceptor, see Mitsunobu reaction
+
+# H-Bond_donor:
+
+# H-Bond_acceptor:
+
+# Pos_ionizable:
+
+# Neg_ionizable:
+
+# Unlikely_ions:
+# O+,N-,C+,C-, ...
+
+CH-acidic: [$([CX4;!$([H0]);!$(C[!#6;!$([P,S]=O);!$(N(~O)~O)])][$([CX3]=[O,N,S]),$(C#[N]),$([S,P]=[OX1]),$([NX3]=O),$([NX3+](=O)[O-]);!$(*[S,O,N;H1,H2]);!$([*+0][S,O;X1-])]),$([CX4;!$([H0])]1[CX3]=[CX3][CX3]=[CX3]1)]
+# C-H alpha to carbony, nitro or similar, C is not double-bonded, only C, H, S,P=O and nitro substituents allowed.
+# pentadiene is included. acids, their salts, prim./sec. amides, and imides are excluded.
+# hits also CH-acidic_strong
+
+CH-acidic_strong: [CX4;!$([H0]);!$(C[!#6;!$([P,S]=O);!$(N(~O)~O)])]([$([CX3]=[O,N,S]),$(C#[N]),$([S,P]=[OX1]),$([NX3]=O),$([NX3+](=O)[O-]);!$(*[S,O,N;H1,H2]);!$([*+0][S,O;X1-])])[$([CX3]=[O,N,S]),$(C#[N]),$([S,P]=[OX1]),$([NX3]=O),$([NX3+](=O)[O-]);!$(*[S,O,N;H1,H2]);!$([*+0][S,O;X1-])]
+# same as above (without pentadiene), but carbonyl or similar on two or three sides
+
+Chiral_center_specified: [$([*@](~*)(~*)(*)*),$([*@H](*)(*)*),$([*@](~*)(*)*),$([*@H](~*)~*)]
+# Hits atoms with tetrahedral chirality, if chiral center is specified in the SMILES string
+# depictmach does not find oxonium, sulfonium, or sulfoxides!
+
+# Chiral_center_unspecified: [$([*@?](~*)(~*)(*)*),$([*@?H](*)(*)*),$([*@?](~*)(*)*),$([*@?H](~*)~*)]
+# Hits atoms with tetrahedral chirality, if chiral center is not specified in the SMILES string
+# "@?" (unspecified chirality) is not yet supported in Open Babel Version 2.0
+ \ No newline at end of file
diff --git a/paper/functional-groups.csv b/paper/functional-groups.csv
new file mode 100644
index 0000000..414c28c
--- /dev/null
+++ b/paper/functional-groups.csv
@@ -0,0 +1,307 @@
+Primary_carbon, 303, 287
+Secondary_carbon, 147, 149
+Tertiary_carbon, 91, 73
+Quaternary_carbon, 58, 60
+Alkene, 39, 30
+Alkyne, 5, 8
+Allene, 0, 0
+Alkylchloride, 71, 41
+Alkylfluoride, 52, 74
+Alkylbromide, 5, 3
+Alkyliodide, 0, 0
+Alcohol, 44, 27
+Primary_alcohol, 12, 2
+Secondary_alcohol, 23, 10
+Tertiary_alcohol, 18, 21
+Dialkylether, 35, 32
+Dialkylthioether, 14, 6
+Alkylarylether, 62, 90
+Diarylether, 35, 47
+Alkylarylthioether, 11, 10
+Diarylthioether, 3, 0
+Oxonium, 0, 0
+Amine, 66, 41
+Primary_aliph_amine, 8, 3
+Secondary_aliph_amine, 2, 2
+Tertiary_aliph_amine, 16, 9
+Quaternary_aliph_ammonium, 1, 6
+Primary_arom_amine, 26, 15
+Secondary_arom_amine, 2, 1
+Tertiary_arom_amine, 19, 0
+Quaternary_arom_ammonium, 0, 0
+Secondary_mixed_amine, 8, 3
+Tertiary_mixed_amine, 14, 7
+Quaternary_mixed_ammonium, 0, 0
+Ammonium, 1, 6
+Alkylthiol, 0, 0
+Dialkylthioether, 10, 4
+Alkylarylthioether, 10, 10
+Disulfide, 4, 2
+1,2-Aminoalcohol, 5, 0
+1,2-Diol, 12, 3
+1,1-Diol, 1, 0
+Hydroperoxide, 0, 0
+Peroxo, 0, 0
+Organolithium_compounds, 0, 0
+Organomagnesium_compounds, 0, 0
+Organometallic_compounds, 1, 5
+Aldehyde, 3, 1
+Ketone, 21, 25
+Thioaldehyde, 0, 0
+Thioketone, 0, 0
+Imine, 0, 0
+Immonium, 0, 0
+Oxime, 0, 0
+Oximether, 7, 15
+Acetal, 13, 13
+Hemiacetal, 1, 0
+Aminal, 1, 0
+Hemiaminal, 0, 0
+Thioacetal, 0, 0
+Thiohemiacetal, 0, 0
+Halogen_acetal_like, 13, 14
+Acetal_like, 34, 30
+Halogenmethylen_ester_and_similar, 1, 0
+NOS_methylen_ester_and_similar, 18, 19
+Hetero_methylen_ester_and_similar, 19, 19
+Cyanhydrine, 0, 0
+Chloroalkene, 39, 21
+Fluoroalkene, 0, 1
+Bromoalkene, 1, 2
+Iodoalkene, 1, 0
+Enol, 4, 5
+Endiol, 2, 0
+Enolether, 2, 4
+Enolester, 0, 6
+Enamine, 0, 1
+Thioenol, 0, 0
+Thioenolether, 1, 1
+Acylchloride, 0, 0
+Acylfluoride, 0, 0
+Acylbromide, 0, 0
+Acyliodide, 0, 0
+Acylhalide, 0, 0
+Carboxylic_acid, 33, 38
+Carboxylic_ester, 0, 0
+Lactone, 11, 10
+Carboxylic_anhydride, 1, 0
+Carboxylic_acid_derivative, 215, 227
+Carbothioic_acid, 0, 0
+Carbothioic_S_ester, 1, 1
+Carbothioic_S_lactone, 0, 0
+Carbothioic_O_ester, 0, 0
+Carbothioic_O_lactone, 0, 0
+Carbothioic_halide, 0, 0
+Carbodithioic_acid, 0, 0
+Carbodithioic_ester, 0, 0
+Carbodithiolactone, 0, 0
+Amide, 38, 60
+Primary_amide, 2, 1
+Secondary_amide, 22, 36
+Tertiary_amide, 15, 23
+Lactam, 12, 18
+Alkyl_imide, 5, 4
+N_hetero_imide, 6, 3
+Imide_acidic, 0, 0
+Thioamide, 0, 0
+Thiolactam, 0, 0
+Oximester, 0, 0
+Amidine, 3, 4
+Hydroxamic_acid, 0, 0
+Hydroxamic_acid_ester, 1, 1
+Imidoacid, 0, 0
+Imidoacid_cyclic, 0, 2
+Imidoester, 0, 0
+Imidolactone, 13, 32
+Imidothioacid, 0, 0
+Imidothioacid_cyclic, 0, 0
+Imidothioester, 0, 0
+Imidothiolactone, 1, 1
+Amidine, 3, 5
+Imidolactam, 3, 2
+Imidoylhalide, 0, 0
+Imidoylhalide_cyclic, 10, 19
+Amidrazone, 0, 0
+Alpha_aminoacid, 1, 1
+Alpha_hydroxyacid, 0, 0
+Peptide_middle, 0, 0
+Peptide_C_term, 0, 0
+Peptide_N_term, 1, 0
+Carboxylic_orthoester, 0, 0
+Ketene, 0, 0
+Ketenacetal, 0, 0
+Nitrile, 35, 39
+Isonitrile, 0, 0
+Vinylogous_carbonyl_or_carboxyl_derivative, 70, 97
+Vinylogous_acid, 9, 8
+Vinylogous_ester, 113, 120
+Vinylogous_amide, 19, 24
+Vinylogous_halide, 11, 27
+Carbonic_acid_dieester, 0, 2
+Carbonic_acid_esterhalide, 0, 0
+Carbonic_acid_monoester, 0, 0
+Carbonic_acid_derivatives, 109, 131
+Thiocarbonic_acid_dieester, 0, 0
+Thiocarbonic_acid_esterhalide, 0, 0
+Thiocarbonic_acid_monoester, 0, 0
+Urea, 23, 21
+Thiourea, 4, 4
+Isourea, 0, 1
+Isothiourea, 1, 3
+Guanidine, 6, 7
+Carbaminic_acid, 0, 0
+Urethan, 34, 35
+Biuret, 1, 4
+Semicarbazide, 0, 0
+Carbazide, 0, 0
+Semicarbazone, 1, 3
+Carbazone, 0, 0
+Thiosemicarbazide, 1, 0
+Thiocarbazide, 0, 0
+Thiosemicarbazone, 0, 0
+Thiocarbazone, 0, 0
+Isocyanate, 0, 0
+Cyanate, 0, 0
+Isothiocyanate, 0, 0
+Thiocyanate, 0, 0
+Carbodiimide, 0, 0
+Orthocarbonic_derivatives, 0, 0
+Phenol, 27, 9
+1,2-Diphenol, 2, 0
+Arylchloride, 142, 163
+Arylfluoride, 22, 41
+Arylbromide, 4, 8
+Aryliodide, 1, 4
+Arylthiol, 0, 0
+Iminoarene, 0, 1
+Oxoarene, 32, 29
+Thioarene, 1, 2
+Hetero_N_basic_H, 17, 11
+Hetero_N_basic_no_H, 59, 90
+Hetero_N_nonbasic, 127, 191
+Hetero_O, 10, 12
+Hetero_S, 17, 18
+Heteroaromatic, 147, 205
+Nitrite, 0, 0
+Thionitrite, 0, 0
+Nitrate, 0, 0
+Nitro, 42, 31
+Nitroso, 0, 0
+Azide, 0, 0
+Acylazide, 0, 0
+Diazo, 0, 0
+Diazonium, 0, 0
+Nitrosamine, 0, 0
+Nitrosamide, 0, 0
+N-Oxide, 0, 1
+Hydrazine, 1, 0
+Hydrazone, 1, 0
+Hydroxylamine, 3, 0
+Sulfon, 3, 14
+Sulfoxide, 2, 3
+Sulfonium, 0, 0
+Sulfuric_acid, 0, 0
+Sulfuric_monoester, 0, 0
+Sulfuric_diester, 0, 0
+Sulfuric_monoamide, 1, 0
+Sulfuric_diamide, 0, 0
+Sulfuric_esteramide, 0, 1
+Sulfuric_derivative, 5, 8
+Sulfonic_acid, 4, 0
+Sulfonamide, 6, 9
+Sulfonic_ester, 1, 0
+Sulfonic_halide, 0, 0
+Sulfonic_derivative, 24, 29
+Sulfinic_acid, 0, 0
+Sulfinic_amide, 0, 0
+Sulfinic_ester, 0, 0
+Sulfinic_halide, 0, 0
+Sulfinic_derivative, 0, 0
+Sulfenic_acid, 0, 0
+Sulfenic_amide, 0, 0
+Sulfenic_ester, 0, 0
+Sulfenic_halide, 0, 0
+Sulfenic_derivative, 48, 34
+Phosphine, 0, 0
+Phosphine_oxide, 0, 0
+Phosphonium, 0, 0
+Phosphorylen, 0, 0
+Phosphonic_acid, 5, 5
+Phosphonic_monoester, 1, 1
+Phosphonic_diester, 2, 1
+Phosphonic_monoamide, 0, 0
+Phosphonic_diamide, 0, 0
+Phosphonic_esteramide, 0, 0
+Phosphonic_acid_derivative, 10, 7
+Phosphoric_acid, 0, 0
+Phosphoric_monoester, 0, 0
+Phosphoric_diester, 0, 0
+Phosphoric_triester, 10, 3
+Phosphoric_monoamide, 0, 0
+Phosphoric_diamide, 0, 0
+Phosphoric_triamide, 0, 0
+Phosphoric_monoestermonoamide, 0, 0
+Phosphoric_diestermonoamide, 3, 2
+Phosphoric_monoesterdiamide, 0, 0
+Phosphoric_acid_derivative, 70, 44
+Phosphinic_acid, 1, 1
+Phosphinic_ester, 0, 0
+Phosphinic_amide, 0, 0
+Phosphinic_acid_derivative, 1, 1
+Phosphonous_acid, 0, 0
+Phosphonous_monoester, 0, 0
+Phosphonous_diester, 0, 0
+Phosphonous_monoamide, 0, 0
+Phosphonous_diamide, 0, 0
+Phosphonous_esteramide, 0, 0
+Phosphonous_derivatives, 0, 0
+Phosphinous_acid, 0, 0
+Phosphinous_ester, 0, 0
+Phosphinous_amide, 0, 0
+Phosphinous_derivatives, 0, 0
+Quart_silane, 1, 2
+Non-quart_silane, 0, 0
+Silylmonohalide, 0, 0
+Het_trialkylsilane, 0, 0
+Dihet_dialkylsilane, 0, 0
+Trihet_alkylsilane, 0, 0
+Silicic_acid_derivative, 0, 0
+Trialkylborane, 0, 0
+Boric_acid_derivatives, 0, 0
+Boronic_acid_derivative, 0, 0
+Borohydride, 0, 0
+Quaternary_boron, 0, 0
+Aromatic, 402, 396
+Heterocyclic, 228, 272
+Epoxide, 11, 2
+NH_aziridine, 0, 0
+Spiro, 3, 10
+Annelated_rings, 97, 73
+Bridged_rings, 8, 4
+Sugar_pattern_1, 10, 9
+Sugar_pattern_2, 6, 7
+Sugar_pattern_combi, 4, 5
+Sugar_pattern_2_reducing, 1, 0
+Sugar_pattern_2_alpha, 1, 1
+Sugar_pattern_2_beta, 1, 1
+Conjugated_double_bond, 207, 213
+Conjugated_tripple_bond, 10, 19
+Cis_double_bond, 31, 19
+Trans_double_bond, 31, 19
+Mixed_anhydrides, 1, 0
+Halogen_on_hetero, 0, 0
+Halogen_multi_subst, 1, 6
+Trifluoromethyl, 44, 63
+C_ONS_bond, 520, 484
+Charged, 27, 51
+Anion, 26, 45
+Kation, 25, 51
+Salt, 26, 45
+1,3-Tautomerizable, 265, 296
+1,5-Tautomerizable, 124, 148
+Rotatable_bond, 488, 462
+Michael_acceptor, 33, 33
+Dicarbodiazene, 0, 0
+CH-acidic, 60, 73
+CH-acidic_strong, 1, 4
+Chiral_center_specified, 1, 2
diff --git a/paper/functional-groups.rb b/paper/functional-groups.rb
new file mode 100644
index 0000000..e961b92
--- /dev/null
+++ b/paper/functional-groups.rb
@@ -0,0 +1,31 @@
+require_relative '../../lazar/lib/lazar'
+include OpenTox
+old = Dataset.from_csv_file File.join(File.dirname(__FILE__),"..","regression","LOAEL_mg_corrected_smiles_mmol.csv")
+new = Dataset.from_csv_file File.join(File.dirname(__FILE__),"..","regression","swissRat_chron_LOAEL_mmol.csv")
+
+functional_groups = {}
+#functional_groups[:old] = {}
+#functional_groups[:new] = {}
+table = []
+#File.open("functional-groups.csv","w+") do |file|
+ File.open("functional-groups.txt").each_line do |line|
+ name, smarts = line.chomp.split ": "
+ if smarts
+ smarts_feature = Smarts.from_smarts smarts
+ oldcount = 0
+ old.compounds.each do |c|
+ oldcount += Algorithm::Descriptor.smarts_match(c,smarts_feature).first.to_i
+ end
+ newcount = 0
+ new.compounds.each do |c|
+ newcount += Algorithm::Descriptor.smarts_match(c,smarts_feature).first.to_i
+ end
+ puts "#{name}, #{oldcount}, #{newcount}"
+ else
+ p name, smarts
+ end
+ #table << [name, oldcount, newcount]
+ end
+#end
+#print table.to_csv
+#old_fp = old.compounds.collect{|c| c.fingerprint("FP4")}
diff --git a/paper/functional-groups.txt b/paper/functional-groups.txt
new file mode 100644
index 0000000..e14fd6c
--- /dev/null
+++ b/paper/functional-groups.txt
@@ -0,0 +1,307 @@
+Primary_carbon: [CX4H3][#6]
+Secondary_carbon: [CX4H2]([#6])[#6]
+Tertiary_carbon: [CX4H1]([#6])([#6])[#6]
+Quaternary_carbon: [CX4]([#6])([#6])([#6])[#6]
+Alkene: [CX3;$([H2]),$([H1][#6]),$(C([#6])[#6])]=[CX3;$([H2]),$([H1][#6]),$(C([#6])[#6])]
+Alkyne: [CX2]#[CX2]
+Allene: [CX3]=[CX2]=[CX3]
+Alkylchloride: [ClX1][CX4]
+Alkylfluoride: [FX1][CX4]
+Alkylbromide: [BrX1][CX4]
+Alkyliodide: [IX1][CX4]
+Alcohol: [OX2H][CX4;!$(C([OX2H])[O,S,#7,#15])]
+Primary_alcohol: [OX2H][CX4H2;!$(C([OX2H])[O,S,#7,#15])]
+Secondary_alcohol: [OX2H][CX4H;!$(C([OX2H])[O,S,#7,#15])]
+Tertiary_alcohol: [OX2H][CX4D4;!$(C([OX2H])[O,S,#7,#15])]
+Dialkylether: [OX2]([CX4;!$(C([OX2])[O,S,#7,#15,F,Cl,Br,I])])[CX4;!$(C([OX2])[O,S,#7,#15])]
+Dialkylthioether: [SX2]([CX4;!$(C([OX2])[O,S,#7,#15,F,Cl,Br,I])])[CX4;!$(C([OX2])[O,S,#7,#15])]
+Alkylarylether: [OX2](c)[CX4;!$(C([OX2])[O,S,#7,#15,F,Cl,Br,I])]
+Diarylether: [c][OX2][c]
+Alkylarylthioether: [SX2](c)[CX4;!$(C([OX2])[O,S,#7,#15,F,Cl,Br,I])]
+Diarylthioether: [c][SX2][c]
+Oxonium: [O+;!$([O]~[!#6]);!$([S]*~[#7,#8,#15,#16])]
+Amine: [NX3+0,NX4+;!$([N]~[!#6]);!$([N]*~[#7,#8,#15,#16])]
+Primary_aliph_amine: [NX3H2+0,NX4H3+;!$([N][!C]);!$([N]*~[#7,#8,#15,#16])]
+Secondary_aliph_amine: [NX3H1+0,NX4H2+;!$([N][!C]);!$([N]*~[#7,#8,#15,#16])]
+Tertiary_aliph_amine: [NX3H0+0,NX4H1+;!$([N][!C]);!$([N]*~[#7,#8,#15,#16])]
+Quaternary_aliph_ammonium: [NX4H0+;!$([N][!C]);!$([N]*~[#7,#8,#15,#16])]
+Primary_arom_amine: [NX3H2+0,NX4H3+]c
+Secondary_arom_amine: [NX3H1+0,NX4H2+;!$([N][!c]);!$([N]*~[#7,#8,#15,#16])]
+Tertiary_arom_amine: [NX3H0+0,NX4H1+;!$([N][!c]);!$([N]*~[#7,#8,#15,#16])]
+Quaternary_arom_ammonium: [NX4H0+;!$([N][!c]);!$([N]*~[#7,#8,#15,#16])]
+Secondary_mixed_amine: [NX3H1+0,NX4H2+;$([N]([c])[C]);!$([N]*~[#7,#8,#15,#16])]
+Tertiary_mixed_amine: [NX3H0+0,NX4H1+;$([N]([c])([C])[#6]);!$([N]*~[#7,#8,#15,#16])]
+Quaternary_mixed_ammonium: [NX4H0+;$([N]([c])([C])[#6][#6]);!$([N]*~[#7,#8,#15,#16])]
+Ammonium: [N+;!$([N]~[!#6]);!$(N=*);!$([N]*~[#7,#8,#15,#16])]
+Alkylthiol: [SX2H][CX4;!$(C([SX2H])~[O,S,#7,#15])]
+Dialkylthioether: [SX2]([CX4;!$(C([SX2])[O,S,#7,#15,F,Cl,Br,I])])[CX4;!$(C([SX2])[O,S,#7,#15])]
+Alkylarylthioether: [SX2](c)[CX4;!$(C([SX2])[O,S,#7,#15])]
+Disulfide: [SX2D2][SX2D2]
+1,2-Aminoalcohol: [OX2H][CX4;!$(C([OX2H])[O,S,#7,#15,F,Cl,Br,I])][CX4;!$(C([N])[O,S,#7,#15])][NX3;!$(NC=[O,S,N])]
+1,2-Diol: [OX2H][CX4;!$(C([OX2H])[O,S,#7,#15])][CX4;!$(C([OX2H])[O,S,#7,#15])][OX2H]
+1,1-Diol: [OX2H][CX4;!$(C([OX2H])([OX2H])[O,S,#7,#15])][OX2H]
+Hydroperoxide: [OX2H][OX2]
+Peroxo: [OX2D2][OX2D2]
+Organolithium_compounds: [LiX1][#6,#14]
+Organomagnesium_compounds: [MgX2][#6,#14]
+Organometallic_compounds: [!#1;!#5;!#6;!#7;!#8;!#9;!#14;!#15;!#16;!#17;!#33;!#34;!#35;!#52;!#53;!#85]~[#6;!-]
+Aldehyde: [$([CX3H][#6]),$([CX3H2])]=[OX1]
+Ketone: [#6][CX3](=[OX1])[#6]
+Thioaldehyde: [$([CX3H][#6]),$([CX3H2])]=[SX1]
+Thioketone: [#6][CX3](=[SX1])[#6]
+Imine: [NX2;$([N][#6]),$([NH]);!$([N][CX3]=[#7,#8,#15,#16])]=[CX3;$([CH2]),$([CH][#6]),$([C]([#6])[#6])]
+Immonium: [NX3+;!$([N][!#6]);!$([N][CX3]=[#7,#8,#15,#16])]
+Oxime: [NX2](=[CX3;$([CH2]),$([CH][#6]),$([C]([#6])[#6])])[OX2H]
+Oximether: [NX2](=[CX3;$([CH2]),$([CH][#6]),$([C]([#6])[#6])])[OX2][#6;!$(C=[#7,#8])]
+Acetal: [OX2]([#6;!$(C=[O,S,N])])[CX4;!$(C(O)(O)[!#6])][OX2][#6;!$(C=[O,S,N])]
+Hemiacetal: [OX2H][CX4;!$(C(O)(O)[!#6])][OX2][#6;!$(C=[O,S,N])]
+Aminal: [NX3v3;!$(NC=[#7,#8,#15,#16])]([#6])[CX4;!$(C(N)(N)[!#6])][NX3v3;!$(NC=[#7,#8,#15,#16])][#6]
+Hemiaminal: [NX3v3;!$(NC=[#7,#8,#15,#16])]([#6])[CX4;!$(C(N)(N)[!#6])][OX2H]
+Thioacetal: [SX2]([#6;!$(C=[O,S,N])])[CX4;!$(C(S)(S)[!#6])][SX2][#6;!$(C=[O,S,N])]
+Thiohemiacetal: [SX2]([#6;!$(C=[O,S,N])])[CX4;!$(C(S)(S)[!#6])][OX2H]
+Halogen_acetal_like: [NX3v3,SX2,OX2;!$(*C=[#7,#8,#15,#16])][CX4;!$(C([N,S,O])([N,S,O])[!#6])][FX1,ClX1,BrX1,IX1]
+Acetal_like: [NX3v3,SX2,OX2;!$(*C=[#7,#8,#15,#16])][CX4;!$(C([N,S,O])([N,S,O])[!#6])][FX1,ClX1,BrX1,IX1,NX3v3,SX2,OX2;!$(*C=[#7,#8,#15,#16])]
+Halogenmethylen_ester_and_similar: [NX3v3,SX2,OX2;$(**=[#7,#8,#15,#16])][CX4;!$(C([N,S,O])([N,S,O])[!#6])][FX1,ClX1,BrX1,IX1]
+NOS_methylen_ester_and_similar: [NX3v3,SX2,OX2;$(**=[#7,#8,#15,#16])][CX4;!$(C([N,S,O])([N,S,O])[!#6])][NX3v3,SX2,OX2;!$(*C=[#7,#8,#15,#16])]
+Hetero_methylen_ester_and_similar: [NX3v3,SX2,OX2;$(**=[#7,#8,#15,#16])][CX4;!$(C([N,S,O])([N,S,O])[!#6])][FX1,ClX1,BrX1,IX1,NX3v3,SX2,OX2;!$(*C=[#7,#8,#15,#16])]
+Cyanhydrine: [NX1]#[CX2][CX4;$([CH2]),$([CH]([CX2])[#6]),$(C([CX2])([#6])[#6])][OX2H]
+Chloroalkene: [ClX1][CX3]=[CX3]
+Fluoroalkene: [FX1][CX3]=[CX3]
+Bromoalkene: [BrX1][CX3]=[CX3]
+Iodoalkene: [IX1][CX3]=[CX3]
+Enol: [OX2H][CX3;$([H1]),$(C[#6])]=[CX3]
+Endiol: [OX2H][CX3;$([H1]),$(C[#6])]=[CX3;$([H1]),$(C[#6])][OX2H]
+Enolether: [OX2]([#6;!$(C=[N,O,S])])[CX3;$([H0][#6]),$([H1])]=[CX3]
+Enolester: [OX2]([CX3]=[OX1])[#6X3;$([#6][#6]),$([H1])]=[#6X3;!$(C[OX2H])]
+Enamine: [NX3;$([NH2][CX3]),$([NH1]([CX3])[#6]),$([N]([CX3])([#6])[#6]);!$([N]*=[#7,#8,#15,#16])][CX3;$([CH]),$([C][#6])]=[CX3]
+Thioenol: [SX2H][CX3;$([H1]),$(C[#6])]=[CX3]
+Thioenolether: [SX2]([#6;!$(C=[N,O,S])])[CX3;$(C[#6]),$([CH])]=[CX3]
+Acylchloride: [CX3;$([R0][#6]),$([H1R0])](=[OX1])[ClX1]
+Acylfluoride: [CX3;$([R0][#6]),$([H1R0])](=[OX1])[FX1]
+Acylbromide: [CX3;$([R0][#6]),$([H1R0])](=[OX1])[BrX1]
+Acyliodide: [CX3;$([R0][#6]),$([H1R0])](=[OX1])[IX1]
+Acylhalide: [CX3;$([R0][#6]),$([H1R0])](=[OX1])[FX1,ClX1,BrX1,IX1]
+Carboxylic_acid: [CX3;$([R0][#6]),$([H1R0])](=[OX1])[$([OX2H]),$([OX1-])]
+Carboxylic_ester: [CX3;$([R0][#6]),$([H1R0])](=[OX1])[OX2][#6;!$(C=[O,N,S])]
+Lactone: [#6][#6X3R](=[OX1])[#8X2][#6;!$(C=[O,N,S])]
+Carboxylic_anhydride: [CX3;$([H0][#6]),$([H1])](=[OX1])[#8X2][CX3;$([H0][#6]),$([H1])](=[OX1])
+Carboxylic_acid_derivative: [$([#6X3H0][#6]),$([#6X3H])](=[!#6])[!#6]
+Carbothioic_acid: [CX3;!R;$([C][#6]),$([CH]);$([C](=[OX1])[$([SX2H]),$([SX1-])]),$([C](=[SX1])[$([OX2H]),$([OX1-])])]
+Carbothioic_S_ester: [CX3;$([R0][#6]),$([H1R0])](=[OX1])[SX2][#6;!$(C=[O,N,S])]
+Carbothioic_S_lactone: [#6][#6X3R](=[OX1])[#16X2][#6;!$(C=[O,N,S])]
+Carbothioic_O_ester: [CX3;$([H0][#6]),$([H1])](=[SX1])[OX2][#6;!$(C=[O,N,S])]
+Carbothioic_O_lactone: [#6][#6X3R](=[SX1])[#8X2][#6;!$(C=[O,N,S])]
+Carbothioic_halide: [CX3;$([H0][#6]),$([H1])](=[SX1])[FX1,ClX1,BrX1,IX1]
+Carbodithioic_acid: [CX3;!R;$([C][#6]),$([CH]);$([C](=[SX1])[SX2H])]
+Carbodithioic_ester: [CX3;!R;$([C][#6]),$([CH]);$([C](=[SX1])[SX2][#6;!$(C=[O,N,S])])]
+Carbodithiolactone: [#6][#6X3R](=[SX1])[#16X2][#6;!$(C=[O,N,S])]
+Amide: [CX3;$([R0][#6]),$([H1R0])](=[OX1])[#7X3;$([H2]),$([H1][#6;!$(C=[O,N,S])]),$([#7]([#6;!$(C=[O,N,S])])[#6;!$(C=[O,N,S])])]
+Primary_amide: [CX3;$([R0][#6]),$([H1R0])](=[OX1])[NX3H2]
+Secondary_amide: [CX3;$([R0][#6]),$([H1R0])](=[OX1])[#7X3H1][#6;!$(C=[O,N,S])]
+Tertiary_amide: [CX3;$([R0][#6]),$([H1R0])](=[OX1])[#7X3H0]([#6;!$(C=[O,N,S])])[#6;!$(C=[O,N,S])]
+Lactam: [#6R][#6X3R](=[OX1])[#7X3;$([H1][#6;!$(C=[O,N,S])]),$([H0]([#6;!$(C=[O,N,S])])[#6;!$(C=[O,N,S])])]
+Alkyl_imide: [#6X3;$([H0][#6]),$([H1])](=[OX1])[#7X3H0]([#6])[#6X3;$([H0][#6]),$([H1])](=[OX1])
+N_hetero_imide: [#6X3;$([H0][#6]),$([H1])](=[OX1])[#7X3H0]([!#6])[#6X3;$([H0][#6]),$([H1])](=[OX1])
+Imide_acidic: [#6X3;$([H0][#6]),$([H1])](=[OX1])[#7X3H1][#6X3;$([H0][#6]),$([H1])](=[OX1])
+Thioamide: [$([CX3;!R][#6]),$([CX3H;!R])](=[SX1])[#7X3;$([H2]),$([H1][#6;!$(C=[O,N,S])]),$([#7]([#6;!$(C=[O,N,S])])[#6;!$(C=[O,N,S])])]
+Thiolactam: [#6R][#6X3R](=[SX1])[#7X3;$([H1][#6;!$(C=[O,N,S])]),$([H0]([#6;!$(C=[O,N,S])])[#6;!$(C=[O,N,S])])]
+Oximester: [#6X3;$([H0][#6]),$([H1])](=[OX1])[#8X2][#7X2]=,:[#6X3;$([H0]([#6])[#6]),$([H1][#6]),$([H2])]
+Amidine: [NX3;!$(NC=[O,S])][CX3;$([CH]),$([C][#6])]=[NX2;!$(NC=[O,S])]
+Hydroxamic_acid: [CX3;$([H0][#6]),$([H1])](=[OX1])[#7X3;$([H1]),$([H0][#6;!$(C=[O,N,S])])][$([OX2H]),$([OX1-])]
+Hydroxamic_acid_ester: [CX3;$([H0][#6]),$([H1])](=[OX1])[#7X3;$([H1]),$([H0][#6;!$(C=[O,N,S])])][OX2][#6;!$(C=[O,N,S])]
+Imidoacid: [CX3R0;$([H0][#6]),$([H1])](=[NX2;$([H1]),$([H0][#6;!$(C=[O,N,S])])])[$([OX2H]),$([OX1-])]
+Imidoacid_cyclic: [#6R][#6X3R](=,:[#7X2;$([H1]),$([H0][#6;!$(C=[O,N,S])])])[$([OX2H]),$([OX1-])]
+Imidoester: [CX3R0;$([H0][#6]),$([H1])](=[NX2;$([H1]),$([H0][#6;!$(C=[O,N,S])])])[OX2][#6;!$(C=[O,N,S])]
+Imidolactone: [#6R][#6X3R](=,:[#7X2;$([H1]),$([H0][#6;!$(C=[O,N,S])])])[OX2][#6;!$(C=[O,N,S])]
+Imidothioacid: [CX3R0;$([H0][#6]),$([H1])](=[NX2;$([H1]),$([H0][#6;!$(C=[O,N,S])])])[$([SX2H]),$([SX1-])]
+Imidothioacid_cyclic: [#6R][#6X3R](=,:[#7X2;$([H1]),$([H0][#6;!$(C=[O,N,S])])])[$([SX2H]),$([SX1-])]
+Imidothioester: [CX3R0;$([H0][#6]),$([H1])](=[NX2;$([H1]),$([H0][#6;!$(C=[O,N,S])])])[SX2][#6;!$(C=[O,N,S])]
+Imidothiolactone: [#6R][#6X3R](=,:[#7X2;$([H1]),$([H0][#6;!$(C=[O,N,S])])])[SX2][#6;!$(C=[O,N,S])]
+Amidine: [#7X3v3;!$(N([#6X3]=[#7X2])C=[O,S])][CX3R0;$([H1]),$([H0][#6])]=[NX2v3;!$(N(=[#6X3][#7X3])C=[O,S])]
+Imidolactam: [#6][#6X3R;$([H0](=[NX2;!$(N(=[#6X3][#7X3])C=[O,S])])[#7X3;!$(N([#6X3]=[#7X2])C=[O,S])]),$([H0](-[NX3;!$(N([#6X3]=[#7X2])C=[O,S])])=,:[#7X2;!$(N(=[#6X3][#7X3])C=[O,S])])]
+Imidoylhalide: [CX3R0;$([H0][#6]),$([H1])](=[NX2;$([H1]),$([H0][#6;!$(C=[O,N,S])])])[FX1,ClX1,BrX1,IX1]
+Imidoylhalide_cyclic: [#6R][#6X3R](=,:[#7X2;$([H1]),$([H0][#6;!$(C=[O,N,S])])])[FX1,ClX1,BrX1,IX1]
+Amidrazone: [$([$([#6X3][#6]),$([#6X3H])](=[#7X2v3])[#7X3v3][#7X3v3]),$([$([#6X3][#6]),$([#6X3H])]([#7X3v3])=[#7X2v3][#7X3v3])]
+Alpha_aminoacid: [NX3,NX4+;!$([N]~[!#6]);!$([N]*~[#7,#8,#15,#16])][C][CX3](=[OX1])[OX2H,OX1-]
+Alpha_hydroxyacid: [OX2H][C][CX3](=[OX1])[OX2H,OX1-]
+Peptide_middle: [NX3;$([N][CX3](=[OX1])[C][NX3,NX4+])][C][CX3](=[OX1])[NX3;$([N][C][CX3](=[OX1])[NX3,OX2,OX1-])]
+Peptide_C_term: [NX3;$([N][CX3](=[OX1])[C][NX3,NX4+])][C][CX3](=[OX1])[OX2H,OX1-]
+Peptide_N_term: [NX3,NX4+;!$([N]~[!#6]);!$([N]*~[#7,#8,#15,#16])][C][CX3](=[OX1])[NX3;$([N][C][CX3](=[OX1])[NX3,OX2,OX1-])]
+Carboxylic_orthoester: [#6][OX2][CX4;$(C[#6]),$([CH])]([OX2][#6])[OX2][#6]
+Ketene: [CX3]=[CX2]=[OX1]
+Ketenacetal: [#7X2,#8X3,#16X2;$(*[#6,#14])][#6X3]([#7X2,#8X3,#16X2;$(*[#6,#14])])=[#6X3]
+Nitrile: [NX1]#[CX2]
+Isonitrile: [CX1-]#[NX2+]
+Vinylogous_carbonyl_or_carboxyl_derivative: [#6X3](=[OX1])[#6X3]=,:[#6X3][#7,#8,#16,F,Cl,Br,I]
+Vinylogous_acid: [#6X3](=[OX1])[#6X3]=,:[#6X3][$([OX2H]),$([OX1-])]
+Vinylogous_ester: [#6X3](=[OX1])[#6X3]=,:[#6X3][#6;!$(C=[O,N,S])]
+Vinylogous_amide: [#6X3](=[OX1])[#6X3]=,:[#6X3][#7X3;$([H2]),$([H1][#6;!$(C=[O,N,S])]),$([#7]([#6;!$(C=[O,N,S])])[#6;!$(C=[O,N,S])])]
+Vinylogous_halide: [#6X3](=[OX1])[#6X3]=,:[#6X3][FX1,ClX1,BrX1,IX1]
+Carbonic_acid_dieester: [#6;!$(C=[O,N,S])][#8X2][#6X3](=[OX1])[#8X2][#6;!$(C=[O,N,S])]
+Carbonic_acid_esterhalide: [#6;!$(C=[O,N,S])][OX2;!R][CX3](=[OX1])[OX2][FX1,ClX1,BrX1,IX1]
+Carbonic_acid_monoester: [#6;!$(C=[O,N,S])][OX2;!R][CX3](=[OX1])[$([OX2H]),$([OX1-])]
+Carbonic_acid_derivatives: [!#6][#6X3](=[!#6])[!#6]
+Thiocarbonic_acid_dieester: [#6;!$(C=[O,N,S])][#8X2][#6X3](=[SX1])[#8X2][#6;!$(C=[O,N,S])]
+Thiocarbonic_acid_esterhalide: [#6;!$(C=[O,N,S])][OX2;!R][CX3](=[SX1])[OX2][FX1,ClX1,BrX1,IX1]
+Thiocarbonic_acid_monoester: [#6;!$(C=[O,N,S])][OX2;!R][CX3](=[SX1])[$([OX2H]),$([OX1-])]
+Urea: [#7X3;!$([#7][!#6])][#6X3](=[OX1])[#7X3;!$([#7][!#6])]
+Thiourea: [#7X3;!$([#7][!#6])][#6X3](=[SX1])[#7X3;!$([#7][!#6])]
+Isourea: [#7X2;!$([#7][!#6])]=,:[#6X3]([#8X2&!$([#8][!#6]),OX1-])[#7X3;!$([#7][!#6])]
+Isothiourea: [#7X2;!$([#7][!#6])]=,:[#6X3]([#16X2&!$([#16][!#6]),SX1-])[#7X3;!$([#7][!#6])]
+Guanidine: [N;v3X3,v4X4+][CX3](=[N;v3X2,v4X3+])[N;v3X3,v4X4+]
+Carbaminic_acid: [NX3]C(=[OX1])[O;X2H,X1-]
+Urethan: [#7X3][#6](=[OX1])[#8X2][#6]
+Biuret: [#7X3][#6](=[OX1])[#7X3][#6](=[OX1])[#7X3]
+Semicarbazide: [#7X3][#7X3][#6X3]([#7X3;!$([#7][#7])])=[OX1]
+Carbazide: [#7X3][#7X3][#6X3]([#7X3][#7X3])=[OX1]
+Semicarbazone: [#7X2](=[#6])[#7X3][#6X3]([#7X3;!$([#7][#7])])=[OX1]
+Carbazone: [#7X2](=[#6])[#7X3][#6X3]([#7X3][#7X3])=[OX1]
+Thiosemicarbazide: [#7X3][#7X3][#6X3]([#7X3;!$([#7][#7])])=[SX1]
+Thiocarbazide: [#7X3][#7X3][#6X3]([#7X3][#7X3])=[SX1]
+Thiosemicarbazone: [#7X2](=[#6])[#7X3][#6X3]([#7X3;!$([#7][#7])])=[SX1]
+Thiocarbazone: [#7X2](=[#6])[#7X3][#6X3]([#7X3][#7X3])=[SX1]
+Isocyanate: [NX2]=[CX2]=[OX1]
+Cyanate: [OX2][CX2]#[NX1]
+Isothiocyanate: [NX2]=[CX2]=[SX1]
+Thiocyanate: [SX2][CX2]#[NX1]
+Carbodiimide: [NX2]=[CX2]=[NX2]
+Orthocarbonic_derivatives: [CX4H0]([O,S,#7])([O,S,#7])([O,S,#7])[O,S,#7,F,Cl,Br,I]
+Phenol: [OX2H][c]
+1,2-Diphenol: [OX2H][c][c][OX2H]
+Arylchloride: [Cl][c]
+Arylfluoride: [F][c]
+Arylbromide: [Br][c]
+Aryliodide: [I][c]
+Arylthiol: [SX2H][c]
+Iminoarene: [c]=[NX2;$([H1]),$([H0][#6;!$([C]=[N,S,O])])]
+Oxoarene: [c]=[OX1]
+Thioarene: [c]=[SX1]
+Hetero_N_basic_H: [nX3H1+0]
+Hetero_N_basic_no_H: [nX3H0+0]
+Hetero_N_nonbasic: [nX2,nX3+]
+Hetero_O: [o]
+Hetero_S: [sX2]
+Heteroaromatic: [a;!c]
+Nitrite: [NX2](=[OX1])[O;$([X2]),$([X1-])]
+Thionitrite: [SX2][NX2]=[OX1]
+Nitrate: [$([NX3](=[OX1])(=[OX1])[O;$([X2]),$([X1-])]),$([NX3+]([OX1-])(=[OX1])[O;$([X2]),$([X1-])])]
+Nitro: [$([NX3](=O)=O),$([NX3+](=O)[O-])][!#8]
+Nitroso: [NX2](=[OX1])[!#7;!#8]
+Azide: [NX1]~[NX2]~[NX2,NX1]
+Acylazide: [CX3](=[OX1])[NX2]~[NX2]~[NX1]
+Diazo: [$([#6]=[NX2+]=[NX1-]),$([#6-]-[NX2+]#[NX1])]
+Diazonium: [#6][NX2+]#[NX1]
+Nitrosamine: [#7;!$(N*=O)][NX2]=[OX1]
+Nitrosamide: [NX2](=[OX1])N-*=O
+N-Oxide: [$([#7+][OX1-]),$([#7v5]=[OX1]);!$([#7](~[O])~[O]);!$([#7]=[#7])]
+Hydrazine: [NX3;$([H2]),$([H1][#6]),$([H0]([#6])[#6]);!$(NC=[O,N,S])][NX3;$([H2]),$([H1][#6]),$([H0]([#6])[#6]);!$(NC=[O,N,S])]
+Hydrazone: [NX3;$([H2]),$([H1][#6]),$([H0]([#6])[#6]);!$(NC=[O,N,S])][NX2]=[#6]
+Hydroxylamine: [NX3;$([H2]),$([H1][#6]),$([H0]([#6])[#6]);!$(NC=[O,N,S])][OX2;$([H1]),$(O[#6;!$(C=[N,O,S])])]
+Sulfon: [$([SX4](=[OX1])(=[OX1])([#6])[#6]),$([SX4+2]([OX1-])([OX1-])([#6])[#6])]
+Sulfoxide: [$([SX3](=[OX1])([#6])[#6]),$([SX3+]([OX1-])([#6])[#6])]
+Sulfonium: [S+;!$([S]~[!#6]);!$([S]*~[#7,#8,#15,#16])]
+Sulfuric_acid: [SX4](=[OX1])(=[OX1])([$([OX2H]),$([OX1-])])[$([OX2H]),$([OX1-])]
+Sulfuric_monoester: [SX4](=[OX1])(=[OX1])([$([OX2H]),$([OX1-])])[OX2][#6;!$(C=[O,N,S])]
+Sulfuric_diester: [SX4](=[OX1])(=[OX1])([OX2][#6;!$(C=[O,N,S])])[OX2][#6;!$(C=[O,N,S])]
+Sulfuric_monoamide: [SX4](=[OX1])(=[OX1])([#7X3;$([H2]),$([H1][#6;!$(C=[O,N,S])]),$([#7]([#6;!$(C=[O,N,S])])[#6;!$(C=[O,N,S])])])[$([OX2H]),$([OX1-])]
+Sulfuric_diamide: [SX4](=[OX1])(=[OX1])([#7X3;$([H2]),$([H1][#6;!$(C=[O,N,S])]),$([#7]([#6;!$(C=[O,N,S])])[#6;!$(C=[O,N,S])])])[#7X3;$([H2]),$([H1][#6;!$(C=[O,N,S])]),$([#7]([#6;!$(C=[O,N,S])])[#6;!$(C=[O,N,S])])]
+Sulfuric_esteramide: [SX4](=[OX1])(=[OX1])([#7X3][#6;!$(C=[O,N,S])])[OX2][#6;!$(C=[O,N,S])]
+Sulfuric_derivative: [SX4D4](=[!#6])(=[!#6])([!#6])[!#6]
+Sulfonic_acid: [SX4;$([H1]),$([H0][#6])](=[OX1])(=[OX1])[$([OX2H]),$([OX1-])]
+Sulfonamide: [SX4;$([H1]),$([H0][#6])](=[OX1])(=[OX1])[#7X3;$([H2]),$([H1][#6;!$(C=[O,N,S])]),$([#7]([#6;!$(C=[O,N,S])])[#6;!$(C=[O,N,S])])]
+Sulfonic_ester: [SX4;$([H1]),$([H0][#6])](=[OX1])(=[OX1])[OX2][#6;!$(C=[O,N,S])]
+Sulfonic_halide: [SX4;$([H1]),$([H0][#6])](=[OX1])(=[OX1])[FX1,ClX1,BrX1,IX1]
+Sulfonic_derivative: [SX4;$([H1]),$([H0][#6])](=[!#6])(=[!#6])[!#6]
+Sulfinic_acid: [SX3;$([H1]),$([H0][#6])](=[OX1])[$([OX2H]),$([OX1-])]
+Sulfinic_amide: [SX3;$([H1]),$([H0][#6])](=[OX1])[#7X3;$([H2]),$([H1][#6;!$(C=[O,N,S])]),$([#7]([#6;!$(C=[O,N,S])])[#6;!$(C=[O,N,S])])]
+Sulfinic_ester: [SX3;$([H1]),$([H0][#6])](=[OX1])[OX2][#6;!$(C=[O,N,S])]
+Sulfinic_halide: [SX3;$([H1]),$([H0][#6])](=[OX1])[FX1,ClX1,BrX1,IX1]
+Sulfinic_derivative: [SX3;$([H1]),$([H0][#6])](=[!#6])[!#6]
+Sulfenic_acid: [SX2;$([H1]),$([H0][#6])][$([OX2H]),$([OX1-])]
+Sulfenic_amide: [SX2;$([H1]),$([H0][#6])][#7X3;$([H2]),$([H1][#6;!$(C=[O,N,S])]),$([#7]([#6;!$(C=[O,N,S])])[#6;!$(C=[O,N,S])])]
+Sulfenic_ester: [SX2;$([H1]),$([H0][#6])][OX2][#6;!$(C=[O,N,S])]
+Sulfenic_halide: [SX2;$([H1]),$([H0][#6])][FX1,ClX1,BrX1,IX1]
+Sulfenic_derivative: [SX2;$([H1]),$([H0][#6])][!#6]
+Phosphine: [PX3;$([H3]),$([H2][#6]),$([H1]([#6])[#6]),$([H0]([#6])([#6])[#6])]
+Phosphine_oxide: [PX4;$([H3]=[OX1]),$([H2](=[OX1])[#6]),$([H1](=[OX1])([#6])[#6]),$([H0](=[OX1])([#6])([#6])[#6])]
+Phosphonium: [P+;!$([P]~[!#6]);!$([P]*~[#7,#8,#15,#16])]
+Phosphorylen: [PX4;$([H3]=[CX3]),$([H2](=[CX3])[#6]),$([H1](=[CX3])([#6])[#6]),$([H0](=[CX3])([#6])([#6])[#6])]
+Phosphonic_acid: [PX4;$([H1]),$([H0][#6])](=[OX1])([$([OX2H]),$([OX1-])])[$([OX2H]),$([OX1-])]
+Phosphonic_monoester: [PX4;$([H1]),$([H0][#6])](=[OX1])([$([OX2H]),$([OX1-])])[OX2][#6;!$(C=[O,N,S])]
+Phosphonic_diester: [PX4;$([H1]),$([H0][#6])](=[OX1])([OX2][#6;!$(C=[O,N,S])])[OX2][#6;!$(C=[O,N,S])]
+Phosphonic_monoamide: [PX4;$([H1]),$([H0][#6])](=[OX1])([$([OX2H]),$([OX1-])])[#7X3;$([H2]),$([H1][#6;!$(C=[O,N,S])]),$([#7]([#6;!$(C=[O,N,S])])[#6;!$(C=[O,N,S])])]
+Phosphonic_diamide: [PX4;$([H1]),$([H0][#6])](=[OX1])([#7X3;$([H2]),$([H1][#6;!$(C=[O,N,S])]),$([#7]([#6;!$(C=[O,N,S])])[#6;!$(C=[O,N,S])])])[#7X3;$([H2]),$([H1][#6;!$(C=[O,N,S])]),$([#7]([#6;!$(C=[O,N,S])])[#6;!$(C=[O,N,S])])]
+Phosphonic_esteramide: [PX4;$([H1]),$([H0][#6])](=[OX1])([OX2][#6;!$(C=[O,N,S])])[#7X3;$([H2]),$([H1][#6;!$(C=[O,N,S])]),$([#7]([#6;!$(C=[O,N,S])])[#6;!$(C=[O,N,S])])]
+Phosphonic_acid_derivative: [PX4;$([H1]),$([H0][#6])](=[!#6])([!#6])[!#6]
+Phosphoric_acid: [PX4D4](=[OX1])([$([OX2H]),$([OX1-])])([$([OX2H]),$([OX1-])])[$([OX2H]),$([OX1-])]
+Phosphoric_monoester: [PX4D4](=[OX1])([$([OX2H]),$([OX1-])])([$([OX2H]),$([OX1-])])[OX2][#6;!$(C=[O,N,S])]
+Phosphoric_diester: [PX4D4](=[OX1])([$([OX2H]),$([OX1-])])([OX2][#6;!$(C=[O,N,S])])[OX2][#6;!$(C=[O,N,S])]
+Phosphoric_triester: [PX4D4](=[OX1])([OX2][#6;!$(C=[O,N,S])])([OX2][#6;!$(C=[O,N,S])])[OX2][#6;!$(C=[O,N,S])]
+Phosphoric_monoamide: [PX4D4](=[OX1])([$([OX2H]),$([OX1-])])([$([OX2H]),$([OX1-])])[#7X3;$([H2]),$([H1][#6;!$(C=[O,N,S])]),$([#7]([#6;!$(C=[O,N,S])])[#6;!$(C=[O,N,S])])]
+Phosphoric_diamide: [PX4D4](=[OX1])([$([OX2H]),$([OX1-])])([#7X3;$([H2]),$([H1][#6;!$(C=[O,N,S])]),$([#7]([#6;!$(C=[O,N,S])])[#6;!$(C=[O,N,S])])])[#7X3;$([H2]),$([H1][#6;!$(C=[O,N,S])]),$([#7]([#6;!$(C=[O,N,S])])[#6;!$(C=[O,N,S])])]
+Phosphoric_triamide: [PX4D4](=[OX1])([#7X3;$([H2]),$([H1][#6;!$(C=[O,N,S])]),$([#7]([#6;!$(C=[O,N,S])])[#6;!$(C=[O,N,S])])])([#7X3;$([H2]),$([H1][#6;!$(C=[O,N,S])]),$([#7]([#6;!$(C=[O,N,S])])[#6;!$(C=[O,N,S])])])[#7X3;$([H2]),$([H1][#6;!$(C=[O,N,S])]),$([#7]([#6;!$(C=[O,N,S])])[#6;!$(C=[O,N,S])])]
+Phosphoric_monoestermonoamide: [PX4D4](=[OX1])([$([OX2H]),$([OX1-])])([OX2][#6;!$(C=[O,N,S])])[#7X3;$([H2]),$([H1][#6;!$(C=[O,N,S])]),$([#7]([#6;!$(C=[O,N,S])])[#6;!$(C=[O,N,S])])]
+Phosphoric_diestermonoamide: [PX4D4](=[OX1])([OX2][#6;!$(C=[O,N,S])])([OX2][#6;!$(C=[O,N,S])])[#7X3;$([H2]),$([H1][#6;!$(C=[O,N,S])]),$([#7]([#6;!$(C=[O,N,S])])[#6;!$(C=[O,N,S])])]
+Phosphoric_monoesterdiamide: [PX4D4](=[OX1])([OX2][#6;!$(C=[O,N,S])])([#7X3;$([H2]),$([H1][#6;!$(C=[O,N,S])]),$([#7]([#6;!$(C=[O,N,S])])[#6;!$(C=[O,N,S])])])[#7X3;$([H2]),$([H1][#6;!$(C=[O,N,S])]),$([#7]([#6;!$(C=[O,N,S])])[#6;!$(C=[O,N,S])])]
+Phosphoric_acid_derivative: [PX4D4](=[!#6])([!#6])([!#6])[!#6]
+Phosphinic_acid: [PX4;$([H2]),$([H1][#6]),$([H0]([#6])[#6])](=[OX1])[$([OX2H]),$([OX1-])]
+Phosphinic_ester: [PX4;$([H2]),$([H1][#6]),$([H0]([#6])[#6])](=[OX1])[OX2][#6;!$(C=[O,N,S])]
+Phosphinic_amide: [PX4;$([H2]),$([H1][#6]),$([H0]([#6])[#6])](=[OX1])[#7X3;$([H2]),$([H1][#6;!$(C=[O,N,S])]),$([#7]([#6;!$(C=[O,N,S])])[#6;!$(C=[O,N,S])])]
+Phosphinic_acid_derivative: [PX4;$([H2]),$([H1][#6]),$([H0]([#6])[#6])](=[!#6])[!#6]
+Phosphonous_acid: [PX3;$([H1]),$([H0][#6])]([$([OX2H]),$([OX1-])])[$([OX2H]),$([OX1-])]
+Phosphonous_monoester: [PX3;$([H1]),$([H0][#6])]([$([OX2H]),$([OX1-])])[OX2][#6;!$(C=[O,N,S])]
+Phosphonous_diester: [PX3;$([H1]),$([H0][#6])]([OX2][#6;!$(C=[O,N,S])])[OX2][#6;!$(C=[O,N,S])]
+Phosphonous_monoamide: [PX3;$([H1]),$([H0][#6])]([$([OX2H]),$([OX1-])])[#7X3;$([H2]),$([H1][#6;!$(C=[O,N,S])]),$([#7]([#6;!$(C=[O,N,S])])[#6;!$(C=[O,N,S])])]
+Phosphonous_diamide: [PX3;$([H1]),$([H0][#6])]([#7X3;$([H2]),$([H1][#6;!$(C=[O,N,S])]),$([#7]([#6;!$(C=[O,N,S])])[#6;!$(C=[O,N,S])])])[#7X3;$([H2]),$([H1][#6;!$(C=[O,N,S])]),$([#7]([#6;!$(C=[O,N,S])])[#6;!$(C=[O,N,S])])]
+Phosphonous_esteramide: [PX3;$([H1]),$([H0][#6])]([OX2][#6;!$(C=[O,N,S])])[#7X3;$([H2]),$([H1][#6;!$(C=[O,N,S])]),$([#7]([#6;!$(C=[O,N,S])])[#6;!$(C=[O,N,S])])]
+Phosphonous_derivatives: [PX3;$([D2]),$([D3][#6])]([!#6])[!#6]
+Phosphinous_acid: [PX3;$([H2]),$([H1][#6]),$([H0]([#6])[#6])][$([OX2H]),$([OX1-])]
+Phosphinous_ester: [PX3;$([H2]),$([H1][#6]),$([H0]([#6])[#6])][OX2][#6;!$(C=[O,N,S])]
+Phosphinous_amide: [PX3;$([H2]),$([H1][#6]),$([H0]([#6])[#6])][#7X3;$([H2]),$([H1][#6;!$(C=[O,N,S])]),$([#7]([#6;!$(C=[O,N,S])])[#6;!$(C=[O,N,S])])]
+Phosphinous_derivatives: [PX3;$([H2]),$([H1][#6]),$([H0]([#6])[#6])][!#6]
+Quart_silane: [SiX4]([#6])([#6])([#6])[#6]
+Non-quart_silane: [SiX4;$([H1]([#6])([#6])[#6]),$([H2]([#6])[#6]),$([H3][#6]),$([H4])]
+Silylmonohalide: [SiX4]([FX1,ClX1,BrX1,IX1])([#6])([#6])[#6]
+Het_trialkylsilane: [SiX4]([!#6])([#6])([#6])[#6]
+Dihet_dialkylsilane: [SiX4]([!#6])([!#6])([#6])[#6]
+Trihet_alkylsilane: [SiX4]([!#6])([!#6])([!#6])[#6]
+Silicic_acid_derivative: [SiX4]([!#6])([!#6])([!#6])[!#6]
+Trialkylborane: [BX3]([#6])([#6])[#6]
+Boric_acid_derivatives: [BX3]([!#6])([!#6])[!#6]
+Boronic_acid_derivative: [BX3]([!#6])([!#6])[!#6]
+Borohydride: [BH1,BH2,BH3,BH4]
+Quaternary_boron: [BX4]
+Aromatic: a
+Heterocyclic: [!#6;!R0]
+Epoxide: [OX2r3]1[#6r3][#6r3]1
+NH_aziridine: [NX3H1r3]1[#6r3][#6r3]1
+Spiro: [D4R;$(*(@*)(@*)(@*)@*)]
+Annelated_rings: [R;$(*(@*)(@*)@*);!$([R2;$(*(@*)(@*)(@*)@*)])]@[R;$(*(@*)(@*)@*);!$([R2;$(*(@*)(@*)(@*)@*)])]
+Bridged_rings: [R;$(*(@*)(@*)@*);!$([D4R;$(*(@*)(@*)(@*)@*)]);!$([R;$(*(@*)(@*)@*);!$([R2;$(*(@*)(@*)(@*)@*)])]@[R;$(*(@*)(@*)@*);!$([R2;$(*(@*)(@*)(@*)@*)])])]
+Sugar_pattern_1: [OX2;$([r5]1@C@C@C(O)@C1),$([r6]1@C@C@C(O)@C(O)@C1)]
+Sugar_pattern_2: [OX2;$([r5]1@C(!@[OX2,NX3,SX2,FX1,ClX1,BrX1,IX1])@C@C@C1),$([r6]1@C(!@[OX2,NX3,SX2,FX1,ClX1,BrX1,IX1])@C@C@C@C1)]
+Sugar_pattern_combi: [OX2;$([r5]1@C(!@[OX2,NX3,SX2,FX1,ClX1,BrX1,IX1])@C@C(O)@C1),$([r6]1@C(!@[OX2,NX3,SX2,FX1,ClX1,BrX1,IX1])@C@C(O)@C(O)@C1)]
+Sugar_pattern_2_reducing: [OX2;$([r5]1@C(!@[OX2H1])@C@C@C1),$([r6]1@C(!@[OX2H1])@C@C@C@C1)]
+Sugar_pattern_2_alpha: [OX2;$([r5]1@[C@@](!@[OX2,NX3,SX2,FX1,ClX1,BrX1,IX1])@C@C@C1),$([r6]1@[C@@](!@[OX2,NX3,SX2,FX1,ClX1,BrX1,IX1])@C@C@C@C1)]
+Sugar_pattern_2_beta: [OX2;$([r5]1@[C@](!@[OX2,NX3,SX2,FX1,ClX1,BrX1,IX1])@C@C@C1),$([r6]1@[C@](!@[OX2,NX3,SX2,FX1,ClX1,BrX1,IX1])@C@C@C@C1)]
+Conjugated_double_bond: *=*[*]=,#,:[*]
+Conjugated_tripple_bond: *#*[*]=,#,:[*]
+Cis_double_bond: */[D2]=[D2]\*
+Trans_double_bond: */[D2]=[D2]/*
+Mixed_anhydrides: [$(*=O),$([#16,#14,#5]),$([#7]([#6]=[OX1]))][#8X2][$(*=O),$([#16,#14,#5]),$([#7]([#6]=[OX1]))]
+Halogen_on_hetero: [FX1,ClX1,BrX1,IX1][!#6]
+Halogen_multi_subst: [F,Cl,Br,I;!$([X1]);!$([X0-])]
+Trifluoromethyl: [FX1][CX4;!$([H0][Cl,Br,I]);!$([F][C]([F])([F])[F])]([FX1])([FX1])
+C_ONS_bond: [#6]~[#7,#8,#16]
+Charged: [!+0]
+Anion: [-1,-2,-3,-4,-5,-6,-7]
+Kation: [+1,+2,+3,+4,+5,+6,+7]
+Salt: ([-1,-2,-3,-4,-5,-6,-7]).([+1,+2,+3,+4,+5,+6,+7])
+1,3-Tautomerizable: [$([#7X2,OX1,SX1]=*[!H0;!$([a;!n])]),$([#7X3,OX2,SX2;!H0]*=*),$([#7X3,OX2,SX2;!H0]*:n)]
+1,5-Tautomerizable: [$([#7X2,OX1,SX1]=,:**=,:*[!H0;!$([a;!n])]),$([#7X3,OX2,SX2;!H0]*=**=*),$([#7X3,OX2,SX2;!H0]*=,:**:n)]
+Rotatable_bond: [!$(*#*)&!D1]-!@[!$(*#*)&!D1]
+Michael_acceptor: [CX3]=[CX3][$([CX3]=[O,N,S]),$(C#[N]),$([S,P]=[OX1]),$([NX3]=O),$([NX3+](=O)[O-])]
+Dicarbodiazene: [CX3](=[OX1])[NX2]=[NX2][CX3](=[OX1])
+CH-acidic: [$([CX4;!$([H0]);!$(C[!#6;!$([P,S]=O);!$(N(~O)~O)])][$([CX3]=[O,N,S]),$(C#[N]),$([S,P]=[OX1]),$([NX3]=O),$([NX3+](=O)[O-]);!$(*[S,O,N;H1,H2]);!$([*+0][S,O;X1-])]),$([CX4;!$([H0])]1[CX3]=[CX3][CX3]=[CX3]1)]
+CH-acidic_strong: [CX4;!$([H0]);!$(C[!#6;!$([P,S]=O);!$(N(~O)~O)])]([$([CX3]=[O,N,S]),$(C#[N]),$([S,P]=[OX1]),$([NX3]=O),$([NX3+](=O)[O-]);!$(*[S,O,N;H1,H2]);!$([*+0][S,O;X1-])])[$([CX3]=[O,N,S]),$(C#[N]),$([S,P]=[OX1]),$([NX3]=O),$([NX3+](=O)[O-]);!$(*[S,O,N;H1,H2]);!$([*+0][S,O;X1-])]
+Chiral_center_specified: [$([*@](~*)(~*)(*)*),$([*@H](*)(*)*),$([*@](~*)(*)*),$([*@H](~*)~*)]
diff --git a/paper/functional-groups.yaml b/paper/functional-groups.yaml
new file mode 100644
index 0000000..eb6e5f4
--- /dev/null
+++ b/paper/functional-groups.yaml
@@ -0,0 +1,309 @@
+Primary_carbon': '[CX4H3][#6]'
+Secondary_carbon': '[CX4H2]([#6])[#6]'
+Tertiary_carbon': '[CX4H1]([#6])([#6])[#6]'
+Quaternary_carbon': '[CX4]([#6])([#6])([#6])[#6]'
+Alkene': '[CX3;'([H2]),$([H1][#6]),$(C([#6])[#6])]=[CX3;$([H2]),$([H1][#6]),$(C([#6])[#6])]'
+Alkyne': '[CX2]#[CX2]'
+Allene': '[CX3]=[CX2]=[CX3]'
+Alkylchloride': '[ClX1][CX4]'
+Alkylfluoride': '[FX1][CX4]'
+Alkylbromide': '[BrX1][CX4]'
+Alkyliodide': '[IX1][CX4]'
+Alcohol': '[OX2H][CX4;!'(C([OX2H])[O,S,#7,#15])]'
+Primary_alcohol': '[OX2H][CX4H2;!'(C([OX2H])[O,S,#7,#15])]'
+Secondary_alcohol': '[OX2H][CX4H;!'(C([OX2H])[O,S,#7,#15])]'
+Tertiary_alcohol': '[OX2H][CX4D4;!'(C([OX2H])[O,S,#7,#15])]'
+Dialkylether': '[OX2]([CX4;!'(C([OX2])[O,S,#7,#15,F,Cl,Br,I])])[CX4;!$(C([OX2])[O,S,#7,#15])]'
+Dialkylthioether': '[SX2]([CX4;!'(C([OX2])[O,S,#7,#15,F,Cl,Br,I])])[CX4;!$(C([OX2])[O,S,#7,#15])]'
+Alkylarylether': '[OX2](c)[CX4;!'(C([OX2])[O,S,#7,#15,F,Cl,Br,I])]'
+Diarylether': '[c][OX2][c]'
+Alkylarylthioether': '[SX2](c)[CX4;!'(C([OX2])[O,S,#7,#15,F,Cl,Br,I])]'
+Diarylthioether': '[c][SX2][c]'
+Oxonium': '[O+;!'([O]~[!#6]);!$([S]*~[#7,#8,#15,#16])]'
+Amine': '[NX3+0,NX4+;!'([N]~[!#6]);!$([N]*~[#7,#8,#15,#16])]'
+Primary_aliph_amine': '[NX3H2+0,NX4H3+;!'([N][!C]);!$([N]*~[#7,#8,#15,#16])]'
+Secondary_aliph_amine': '[NX3H1+0,NX4H2+;!'([N][!C]);!$([N]*~[#7,#8,#15,#16])]'
+Tertiary_aliph_amine': '[NX3H0+0,NX4H1+;!'([N][!C]);!$([N]*~[#7,#8,#15,#16])]'
+Quaternary_aliph_ammonium': '[NX4H0+;!'([N][!C]);!$([N]*~[#7,#8,#15,#16])]'
+Primary_arom_amine': '[NX3H2+0,NX4H3+]c'
+Secondary_arom_amine': '[NX3H1+0,NX4H2+;!'([N][!c]);!$([N]*~[#7,#8,#15,#16])]'
+Tertiary_arom_amine': '[NX3H0+0,NX4H1+;!'([N][!c]);!$([N]*~[#7,#8,#15,#16])]'
+Quaternary_arom_ammonium': '[NX4H0+;!'([N][!c]);!$([N]*~[#7,#8,#15,#16])]'
+Secondary_mixed_amine': '[NX3H1+0,NX4H2+;'([N]([c])[C]);!$([N]*~[#7,#8,#15,#16])]'
+Tertiary_mixed_amine': '[NX3H0+0,NX4H1+;'([N]([c])([C])[#6]);!$([N]*~[#7,#8,#15,#16])]'
+Quaternary_mixed_ammonium': '[NX4H0+;'([N]([c])([C])[#6][#6]);!$([N]*~[#7,#8,#15,#16])]'
+Ammonium': '[N+;!'([N]~[!#6]);!$(N=*);!$([N]*~[#7,#8,#15,#16])]'
+Alkylthiol': '[SX2H][CX4;!'(C([SX2H])~[O,S,#7,#15])]'
+Dialkylthioether': '[SX2]([CX4;!'(C([SX2])[O,S,#7,#15,F,Cl,Br,I])])[CX4;!$(C([SX2])[O,S,#7,#15])]'
+Alkylarylthioether': '[SX2](c)[CX4;!'(C([SX2])[O,S,#7,#15])]'
+Disulfide': '[SX2D2][SX2D2]'
+1,2-Aminoalcohol': '[OX2H][CX4;!'(C([OX2H])[O,S,#7,#15,F,Cl,Br,I])][CX4;!$(C([N])[O,S,#7,#15])][NX3;!$(NC=[O,S,N])]'
+1,2-Diol': '[OX2H][CX4;!'(C([OX2H])[O,S,#7,#15])][CX4;!$(C([OX2H])[O,S,#7,#15])][OX2H]'
+1,1-Diol': '[OX2H][CX4;!'(C([OX2H])([OX2H])[O,S,#7,#15])][OX2H]'
+Hydroperoxide': '[OX2H][OX2]'
+Peroxo': '[OX2D2][OX2D2]'
+Organolithium_compounds': '[LiX1][#6,#14]'
+Organomagnesium_compounds': '[MgX2][#6,#14]'
+Organometallic_compounds': '[!#1;!#5;!#6;!#7;!#8;!#9;!#14;!#15;!#16;!#17;!#33;!#34;!#35;!#52;!#53;!#85]~[#6;!-]'
+Aldehyde': '['([CX3H][#6]),$([CX3H2])]=[OX1]'
+Ketone': '[#6][CX3](=[OX1])[#6]'
+Thioaldehyde': '['([CX3H][#6]),$([CX3H2])]=[SX1]'
+Thioketone': '[#6][CX3](=[SX1])[#6]'
+Imine': '[NX2;'([N][#6]),$([NH]);!$([N][CX3]=[#7,#8,#15,#16])]=[CX3;$([CH2]),$([CH][#6]),$([C]([#6])[#6])]'
+Immonium': '[NX3+;!'([N][!#6]);!$([N][CX3]=[#7,#8,#15,#16])]'
+Oxime': '[NX2](=[CX3;'([CH2]),$([CH][#6]),$([C]([#6])[#6])])[OX2H]'
+Oximether': '[NX2](=[CX3;'([CH2]),$([CH][#6]),$([C]([#6])[#6])])[OX2][#6;!$(C=[#7,#8])]'
+Acetal': '[OX2]([#6;!'(C=[O,S,N])])[CX4;!$(C(O)(O)[!#6])][OX2][#6;!$(C=[O,S,N])]'
+Hemiacetal': '[OX2H][CX4;!'(C(O)(O)[!#6])][OX2][#6;!$(C=[O,S,N])]'
+Aminal': '[NX3v3;!'(NC=[#7,#8,#15,#16])]([#6])[CX4;!$(C(N)(N)[!#6])][NX3v3;!$(NC=[#7,#8,#15,#16])][#6] '
+Hemiaminal': '[NX3v3;!'(NC=[#7,#8,#15,#16])]([#6])[CX4;!$(C(N)(N)[!#6])][OX2H]'
+Thioacetal': '[SX2]([#6;!'(C=[O,S,N])])[CX4;!$(C(S)(S)[!#6])][SX2][#6;!$(C=[O,S,N])]'
+Thiohemiacetal': '[SX2]([#6;!'(C=[O,S,N])])[CX4;!$(C(S)(S)[!#6])][OX2H]'
+Halogen_acetal_like': '[NX3v3,SX2,OX2;!'(*C=[#7,#8,#15,#16])][CX4;!$(C([N,S,O])([N,S,O])[!#6])][FX1,ClX1,BrX1,IX1]'
+Acetal_like': '[NX3v3,SX2,OX2;!'(*C=[#7,#8,#15,#16])][CX4;!$(C([N,S,O])([N,S,O])[!#6])][FX1,ClX1,BrX1,IX1,NX3v3,SX2,OX2;!$(*C=[#7,#8,#15,#16])]'
+Halogenmethylen_ester_and_similar': '[NX3v3,SX2,OX2;'(**=[#7,#8,#15,#16])][CX4;!$(C([N,S,O])([N,S,O])[!#6])][FX1,ClX1,BrX1,IX1]'
+NOS_methylen_ester_and_similar': '[NX3v3,SX2,OX2;'(**=[#7,#8,#15,#16])][CX4;!$(C([N,S,O])([N,S,O])[!#6])][NX3v3,SX2,OX2;!$(*C=[#7,#8,#15,#16])]'
+Hetero_methylen_ester_and_similar': '[NX3v3,SX2,OX2;'(**=[#7,#8,#15,#16])][CX4;!$(C([N,S,O])([N,S,O])[!#6])][FX1,ClX1,BrX1,IX1,NX3v3,SX2,OX2;!$(*C=[#7,#8,#15,#16])]'
+Cyanhydrine': '[NX1]#[CX2][CX4;'([CH2]),$([CH]([CX2])[#6]),$(C([CX2])([#6])[#6])][OX2H]'
+Chloroalkene': '[ClX1][CX3]=[CX3]'
+Fluoroalkene': '[FX1][CX3]=[CX3]'
+Bromoalkene': '[BrX1][CX3]=[CX3]'
+Iodoalkene': '[IX1][CX3]=[CX3]'
+Enol': '[OX2H][CX3;'([H1]),$(C[#6])]=[CX3]'
+Endiol': '[OX2H][CX3;'([H1]),$(C[#6])]=[CX3;$([H1]),$(C[#6])][OX2H]'
+Enolether': '[OX2]([#6;!'(C=[N,O,S])])[CX3;$([H0][#6]),$([H1])]=[CX3]'
+Enolester': '[OX2]([CX3]=[OX1])[#6X3;'([#6][#6]),$([H1])]=[#6X3;!$(C[OX2H])]'
+Enamine': '[NX3;'([NH2][CX3]),$([NH1]([CX3])[#6]),$([N]([CX3])([#6])[#6]);!$([N]*=[#7,#8,#15,#16])][CX3;$([CH]),$([C][#6])]=[CX3]'
+Thioenol': '[SX2H][CX3;'([H1]),$(C[#6])]=[CX3]'
+Thioenolether': '[SX2]([#6;!'(C=[N,O,S])])[CX3;$(C[#6]),$([CH])]=[CX3]'
+Acylchloride': '[CX3;'([R0][#6]),$([H1R0])](=[OX1])[ClX1] '
+Acylfluoride': '[CX3;'([R0][#6]),$([H1R0])](=[OX1])[FX1] '
+Acylbromide': '[CX3;'([R0][#6]),$([H1R0])](=[OX1])[BrX1] '
+Acyliodide': '[CX3;'([R0][#6]),$([H1R0])](=[OX1])[IX1]'
+Acylhalide': '[CX3;'([R0][#6]),$([H1R0])](=[OX1])[FX1,ClX1,BrX1,IX1]'
+Carboxylic_acid': '[CX3;'([R0][#6]),$([H1R0])](=[OX1])[$([OX2H]),$([OX1-])]'
+Carboxylic_ester': ' [CX3;'([R0][#6]),$([H1R0])](=[OX1])[OX2][#6;!$(C=[O,N,S])]'
+Lactone': '[#6][#6X3R](=[OX1])[#8X2][#6;!'(C=[O,N,S])]'
+Carboxylic_anhydride': '[CX3;'([H0][#6]),$([H1])](=[OX1])[#8X2][CX3;$([H0][#6]),$([H1])](=[OX1])'
+Carboxylic_acid_derivative': '['([#6X3H0][#6]),$([#6X3H])](=[!#6])[!#6]'
+Carbothioic_acid': '[CX3;!R;'([C][#6]),$([CH]);$([C](=[OX1])[$([SX2H]),$([SX1-])]),$([C](=[SX1])[$([OX2H]),$([OX1-])])]'
+Carbothioic_S_ester': '[CX3;'([R0][#6]),$([H1R0])](=[OX1])[SX2][#6;!$(C=[O,N,S])]'
+Carbothioic_S_lactone': '[#6][#6X3R](=[OX1])[#16X2][#6;!'(C=[O,N,S])]'
+Carbothioic_O_ester': '[CX3;'([H0][#6]),$([H1])](=[SX1])[OX2][#6;!$(C=[O,N,S])]'
+Carbothioic_O_lactone': '[#6][#6X3R](=[SX1])[#8X2][#6;!'(C=[O,N,S])]'
+Carbothioic_halide': '[CX3;'([H0][#6]),$([H1])](=[SX1])[FX1,ClX1,BrX1,IX1]'
+Carbodithioic_acid': '[CX3;!R;'([C][#6]),$([CH]);$([C](=[SX1])[SX2H])]'
+Carbodithioic_ester': '[CX3;!R;'([C][#6]),$([CH]);$([C](=[SX1])[SX2][#6;!$(C=[O,N,S])])]'
+Carbodithiolactone': '[#6][#6X3R](=[SX1])[#16X2][#6;!'(C=[O,N,S])]'
+Amide': '[CX3;'([R0][#6]),$([H1R0])](=[OX1])[#7X3;$([H2]),$([H1][#6;!$(C=[O,N,S])]),$([#7]([#6;!$(C=[O,N,S])])[#6;!$(C=[O,N,S])])]'
+Primary_amide': '[CX3;'([R0][#6]),$([H1R0])](=[OX1])[NX3H2]'
+Secondary_amide': '[CX3;'([R0][#6]),$([H1R0])](=[OX1])[#7X3H1][#6;!$(C=[O,N,S])]'
+Tertiary_amide': '[CX3;'([R0][#6]),$([H1R0])](=[OX1])[#7X3H0]([#6;!$(C=[O,N,S])])[#6;!$(C=[O,N,S])]'
+Lactam': '[#6R][#6X3R](=[OX1])[#7X3;'([H1][#6;!$(C=[O,N,S])]),$([H0]([#6;!$(C=[O,N,S])])[#6;!$(C=[O,N,S])])]'
+Alkyl_imide': '[#6X3;'([H0][#6]),$([H1])](=[OX1])[#7X3H0]([#6])[#6X3;$([H0][#6]),$([H1])](=[OX1])'
+N_hetero_imide': '[#6X3;'([H0][#6]),$([H1])](=[OX1])[#7X3H0]([!#6])[#6X3;$([H0][#6]),$([H1])](=[OX1])'
+Imide_acidic': '[#6X3;'([H0][#6]),$([H1])](=[OX1])[#7X3H1][#6X3;$([H0][#6]),$([H1])](=[OX1])'
+Thioamide': '['([CX3;!R][#6]),$([CX3H;!R])](=[SX1])[#7X3;$([H2]),$([H1][#6;!$(C=[O,N,S])]),$([#7]([#6;!$(C=[O,N,S])])[#6;!$(C=[O,N,S])])]'
+Thiolactam': '[#6R][#6X3R](=[SX1])[#7X3;'([H1][#6;!$(C=[O,N,S])]),$([H0]([#6;!$(C=[O,N,S])])[#6;!$(C=[O,N,S])])]'
+Oximester': '[#6X3;'([H0][#6]),$([H1])](=[OX1])[#8X2][#7X2]=,:[#6X3;$([H0]([#6])[#6]),$([H1][#6]),$([H2])]'
+Amidine': '[NX3;!'(NC=[O,S])][CX3;$([CH]),$([C][#6])]=[NX2;!$(NC=[O,S])]'
+Hydroxamic_acid': '[CX3;'([H0][#6]),$([H1])](=[OX1])[#7X3;$([H1]),$([H0][#6;!$(C=[O,N,S])])][$([OX2H]),$([OX1-])]'
+Hydroxamic_acid_ester': '[CX3;'([H0][#6]),$([H1])](=[OX1])[#7X3;$([H1]),$([H0][#6;!$(C=[O,N,S])])][OX2][#6;!$(C=[O,N,S])]'
+Imidoacid': '[CX3R0;'([H0][#6]),$([H1])](=[NX2;$([H1]),$([H0][#6;!$(C=[O,N,S])])])[$([OX2H]),$([OX1-])]'
+Imidoacid_cyclic': '[#6R][#6X3R](=,:[#7X2;'([H1]),$([H0][#6;!$(C=[O,N,S])])])[$([OX2H]),$([OX1-])] '
+Imidoester': '[CX3R0;'([H0][#6]),$([H1])](=[NX2;$([H1]),$([H0][#6;!$(C=[O,N,S])])])[OX2][#6;!$(C=[O,N,S])]'
+Imidolactone': '[#6R][#6X3R](=,:[#7X2;'([H1]),$([H0][#6;!$(C=[O,N,S])])])[OX2][#6;!$(C=[O,N,S])]'
+Imidothioacid': '[CX3R0;'([H0][#6]),$([H1])](=[NX2;$([H1]),$([H0][#6;!$(C=[O,N,S])])])[$([SX2H]),$([SX1-])]'
+Imidothioacid_cyclic': '[#6R][#6X3R](=,:[#7X2;'([H1]),$([H0][#6;!$(C=[O,N,S])])])[$([SX2H]),$([SX1-])] '
+Imidothioester': '[CX3R0;'([H0][#6]),$([H1])](=[NX2;$([H1]),$([H0][#6;!$(C=[O,N,S])])])[SX2][#6;!$(C=[O,N,S])]'
+Imidothiolactone': '[#6R][#6X3R](=,:[#7X2;'([H1]),$([H0][#6;!$(C=[O,N,S])])])[SX2][#6;!$(C=[O,N,S])]'
+Amidine': '[#7X3v3;!'(N([#6X3]=[#7X2])C=[O,S])][CX3R0;$([H1]),$([H0][#6])]=[NX2v3;!$(N(=[#6X3][#7X3])C=[O,S])]'
+Imidolactam': '[#6][#6X3R;'([H0](=[NX2;!$(N(=[#6X3][#7X3])C=[O,S])])[#7X3;!$(N([#6X3]=[#7X2])C=[O,S])]),$([H0](-[NX3;!$(N([#6X3]=[#7X2])C=[O,S])])=,:[#7X2;!$(N(=[#6X3][#7X3])C=[O,S])])] '
+Imidoylhalide': '[CX3R0;'([H0][#6]),$([H1])](=[NX2;$([H1]),$([H0][#6;!$(C=[O,N,S])])])[FX1,ClX1,BrX1,IX1]'
+Imidoylhalide_cyclic': '[#6R][#6X3R](=,:[#7X2;'([H1]),$([H0][#6;!$(C=[O,N,S])])])[FX1,ClX1,BrX1,IX1]'
+ '
+Amidrazone': '['([$([#6X3][#6]),$([#6X3H])](=[#7X2v3])[#7X3v3][#7X3v3]),$([$([#6X3][#6]),$([#6X3H])]([#7X3v3])=[#7X2v3][#7X3v3])]'
+Alpha_aminoacid': '[NX3,NX4+;!'([N]~[!#6]);!$([N]*~[#7,#8,#15,#16])][C][CX3](=[OX1])[OX2H,OX1-]'
+Alpha_hydroxyacid': '[OX2H][C][CX3](=[OX1])[OX2H,OX1-]'
+Peptide_middle': '[NX3;'([N][CX3](=[OX1])[C][NX3,NX4+])][C][CX3](=[OX1])[NX3;$([N][C][CX3](=[OX1])[NX3,OX2,OX1-])]'
+Peptide_C_term': '[NX3;'([N][CX3](=[OX1])[C][NX3,NX4+])][C][CX3](=[OX1])[OX2H,OX1-]'
+Peptide_N_term': '[NX3,NX4+;!'([N]~[!#6]);!$([N]*~[#7,#8,#15,#16])][C][CX3](=[OX1])[NX3;$([N][C][CX3](=[OX1])[NX3,OX2,OX1-])]'
+Carboxylic_orthoester': '[#6][OX2][CX4;'(C[#6]),$([CH])]([OX2][#6])[OX2][#6] '
+Ketene': '[CX3]=[CX2]=[OX1]'
+Ketenacetal': '[#7X2,#8X3,#16X2;'(*[#6,#14])][#6X3]([#7X2,#8X3,#16X2;$(*[#6,#14])])=[#6X3]'
+Nitrile': '[NX1]#[CX2]'
+Isonitrile': '[CX1-]#[NX2+]'
+Vinylogous_carbonyl_or_carboxyl_derivative': '[#6X3](=[OX1])[#6X3]=,:[#6X3][#7,#8,#16,F,Cl,Br,I]'
+Vinylogous_acid': '[#6X3](=[OX1])[#6X3]=,:[#6X3]['([OX2H]),$([OX1-])]'
+Vinylogous_ester': '[#6X3](=[OX1])[#6X3]=,:[#6X3][#6;!'(C=[O,N,S])]'
+Vinylogous_amide': '[#6X3](=[OX1])[#6X3]=,:[#6X3][#7X3;'([H2]),$([H1][#6;!$(C=[O,N,S])]),$([#7]([#6;!$(C=[O,N,S])])[#6;!$(C=[O,N,S])])]'
+Vinylogous_halide': '[#6X3](=[OX1])[#6X3]=,:[#6X3][FX1,ClX1,BrX1,IX1]'
+Carbonic_acid_dieester': '[#6;!'(C=[O,N,S])][#8X2][#6X3](=[OX1])[#8X2][#6;!$(C=[O,N,S])]'
+Carbonic_acid_esterhalide': '[#6;!'(C=[O,N,S])][OX2;!R][CX3](=[OX1])[OX2][FX1,ClX1,BrX1,IX1]'
+Carbonic_acid_monoester': '[#6;!'(C=[O,N,S])][OX2;!R][CX3](=[OX1])[$([OX2H]),$([OX1-])]'
+Carbonic_acid_derivatives': '[!#6][#6X3](=[!#6])[!#6]'
+Thiocarbonic_acid_dieester': '[#6;!'(C=[O,N,S])][#8X2][#6X3](=[SX1])[#8X2][#6;!$(C=[O,N,S])]'
+Thiocarbonic_acid_esterhalide': '[#6;!'(C=[O,N,S])][OX2;!R][CX3](=[SX1])[OX2][FX1,ClX1,BrX1,IX1]'
+Thiocarbonic_acid_monoester': '[#6;!'(C=[O,N,S])][OX2;!R][CX3](=[SX1])[$([OX2H]),$([OX1-])]'
+Urea:[#7X3;!'([#7][!#6])][#6X3](=[OX1])[#7X3;!$([#7][!#6])]'
+Thiourea': '[#7X3;!'([#7][!#6])][#6X3](=[SX1])[#7X3;!$([#7][!#6])]'
+Isourea': '[#7X2;!'([#7][!#6])]=,:[#6X3]([#8X2&!$([#8][!#6]),OX1-])[#7X3;!$([#7][!#6])]'
+Isothiourea': '[#7X2;!'([#7][!#6])]=,:[#6X3]([#16X2&!$([#16][!#6]),SX1-])[#7X3;!$([#7][!#6])]'
+Guanidine': '[N;v3X3,v4X4+][CX3](=[N;v3X2,v4X3+])[N;v3X3,v4X4+]'
+Carbaminic_acid': '[NX3]C(=[OX1])[O;X2H,X1-]'
+Urethan': '[#7X3][#6](=[OX1])[#8X2][#6]'
+Biuret': '[#7X3][#6](=[OX1])[#7X3][#6](=[OX1])[#7X3]'
+Semicarbazide': '[#7X3][#7X3][#6X3]([#7X3;!'([#7][#7])])=[OX1]'
+Carbazide': '[#7X3][#7X3][#6X3]([#7X3][#7X3])=[OX1]'
+Semicarbazone': '[#7X2](=[#6])[#7X3][#6X3]([#7X3;!'([#7][#7])])=[OX1]'
+Carbazone': '[#7X2](=[#6])[#7X3][#6X3]([#7X3][#7X3])=[OX1]'
+Thiosemicarbazide': '[#7X3][#7X3][#6X3]([#7X3;!'([#7][#7])])=[SX1]'
+Thiocarbazide': '[#7X3][#7X3][#6X3]([#7X3][#7X3])=[SX1]'
+Thiosemicarbazone': '[#7X2](=[#6])[#7X3][#6X3]([#7X3;!'([#7][#7])])=[SX1]'
+Thiocarbazone': '[#7X2](=[#6])[#7X3][#6X3]([#7X3][#7X3])=[SX1]'
+Isocyanate': '[NX2]=[CX2]=[OX1]'
+Cyanate': '[OX2][CX2]#[NX1]'
+Isothiocyanate': '[NX2]=[CX2]=[SX1]'
+Thiocyanate': '[SX2][CX2]#[NX1]'
+Carbodiimide': '[NX2]=[CX2]=[NX2]'
+Orthocarbonic_derivatives': '[CX4H0]([O,S,#7])([O,S,#7])([O,S,#7])[O,S,#7,F,Cl,Br,I]'
+Phenol': '[OX2H][c]'
+1,2-Diphenol': '[OX2H][c][c][OX2H]'
+Arylchloride': '[Cl][c]'
+Arylfluoride': '[F][c]'
+Arylbromide': '[Br][c]'
+Aryliodide': '[I][c]'
+Arylthiol': '[SX2H][c]'
+Iminoarene': '[c]=[NX2;'([H1]),$([H0][#6;!$([C]=[N,S,O])])]'
+Oxoarene': '[c]=[OX1]'
+Thioarene': '[c]=[SX1]'
+Hetero_N_basic_H': '[nX3H1+0]'
+Hetero_N_basic_no_H': '[nX3H0+0]'
+Hetero_N_nonbasic': '[nX2,nX3+]'
+Hetero_O': '[o]'
+Hetero_S': '[sX2]'
+Heteroaromatic': '[a;!c]'
+Nitrite': '[NX2](=[OX1])[O;'([X2]),$([X1-])]'
+Thionitrite': '[SX2][NX2]=[OX1]'
+Nitrate': '['([NX3](=[OX1])(=[OX1])[O;$([X2]),$([X1-])]),$([NX3+]([OX1-])(=[OX1])[O;$([X2]),$([X1-])])] '
+Nitro': '['([NX3](=O)=O),$([NX3+](=O)[O-])][!#8]'
+Nitroso': '[NX2](=[OX1])[!#7;!#8]'
+Azide': '[NX1]~[NX2]~[NX2,NX1]'
+Acylazide': '[CX3](=[OX1])[NX2]~[NX2]~[NX1]'
+Diazo': '['([#6]=[NX2+]=[NX1-]),$([#6-]-[NX2+]#[NX1])] '
+Diazonium': '[#6][NX2+]#[NX1]'
+Nitrosamine': '[#7;!'(N*=O)][NX2]=[OX1]'
+Nitrosamide': '[NX2](=[OX1])N-*=O'
+N-Oxide': '['([#7+][OX1-]),$([#7v5]=[OX1]);!$([#7](~[O])~[O]);!$([#7]=[#7])] '
+Hydrazine': '[NX3;'([H2]),$([H1][#6]),$([H0]([#6])[#6]);!$(NC=[O,N,S])][NX3;$([H2]),$([H1][#6]),$([H0]([#6])[#6]);!$(NC=[O,N,S])]'
+Hydrazone': '[NX3;'([H2]),$([H1][#6]),$([H0]([#6])[#6]);!$(NC=[O,N,S])][NX2]=[#6]'
+Hydroxylamine': '[NX3;'([H2]),$([H1][#6]),$([H0]([#6])[#6]);!$(NC=[O,N,S])][OX2;$([H1]),$(O[#6;!$(C=[N,O,S])])]'
+Sulfon': '['([SX4](=[OX1])(=[OX1])([#6])[#6]),$([SX4+2]([OX1-])([OX1-])([#6])[#6])]'
+Sulfoxide': '['([SX3](=[OX1])([#6])[#6]),$([SX3+]([OX1-])([#6])[#6])]'
+Sulfonium': '[S+;!'([S]~[!#6]);!$([S]*~[#7,#8,#15,#16])]'
+Sulfuric_acid': '[SX4](=[OX1])(=[OX1])(['([OX2H]),$([OX1-])])[$([OX2H]),$([OX1-])]'
+Sulfuric_monoester': '[SX4](=[OX1])(=[OX1])(['([OX2H]),$([OX1-])])[OX2][#6;!$(C=[O,N,S])]'
+Sulfuric_diester': '[SX4](=[OX1])(=[OX1])([OX2][#6;!'(C=[O,N,S])])[OX2][#6;!$(C=[O,N,S])]'
+Sulfuric_monoamide': '[SX4](=[OX1])(=[OX1])([#7X3;'([H2]),$([H1][#6;!$(C=[O,N,S])]),$([#7]([#6;!$(C=[O,N,S])])[#6;!$(C=[O,N,S])])])[$([OX2H]),$([OX1-])]'
+Sulfuric_diamide': '[SX4](=[OX1])(=[OX1])([#7X3;'([H2]),$([H1][#6;!$(C=[O,N,S])]),$([#7]([#6;!$(C=[O,N,S])])[#6;!$(C=[O,N,S])])])[#7X3;$([H2]),$([H1][#6;!$(C=[O,N,S])]),$([#7]([#6;!$(C=[O,N,S])])[#6;!$(C=[O,N,S])])]'
+Sulfuric_esteramide': '[SX4](=[OX1])(=[OX1])([#7X3][#6;!'(C=[O,N,S])])[OX2][#6;!$(C=[O,N,S])]'
+Sulfuric_derivative': '[SX4D4](=[!#6])(=[!#6])([!#6])[!#6]'
+Sulfonic_acid': '[SX4;'([H1]),$([H0][#6])](=[OX1])(=[OX1])[$([OX2H]),$([OX1-])]'
+Sulfonamide': '[SX4;'([H1]),$([H0][#6])](=[OX1])(=[OX1])[#7X3;$([H2]),$([H1][#6;!$(C=[O,N,S])]),$([#7]([#6;!$(C=[O,N,S])])[#6;!$(C=[O,N,S])])]'
+Sulfonic_ester': '[SX4;'([H1]),$([H0][#6])](=[OX1])(=[OX1])[OX2][#6;!$(C=[O,N,S])]'
+Sulfonic_halide': '[SX4;'([H1]),$([H0][#6])](=[OX1])(=[OX1])[FX1,ClX1,BrX1,IX1]'
+Sulfonic_derivative': '[SX4;'([H1]),$([H0][#6])](=[!#6])(=[!#6])[!#6]'
+Sulfinic_acid': '[SX3;'([H1]),$([H0][#6])](=[OX1])[$([OX2H]),$([OX1-])]'
+Sulfinic_amide': '[SX3;'([H1]),$([H0][#6])](=[OX1])[#7X3;$([H2]),$([H1][#6;!$(C=[O,N,S])]),$([#7]([#6;!$(C=[O,N,S])])[#6;!$(C=[O,N,S])])]'
+Sulfinic_ester': '[SX3;'([H1]),$([H0][#6])](=[OX1])[OX2][#6;!$(C=[O,N,S])]'
+Sulfinic_halide': '[SX3;'([H1]),$([H0][#6])](=[OX1])[FX1,ClX1,BrX1,IX1]'
+Sulfinic_derivative': '[SX3;'([H1]),$([H0][#6])](=[!#6])[!#6]'
+Sulfenic_acid': '[SX2;'([H1]),$([H0][#6])][$([OX2H]),$([OX1-])]'
+Sulfenic_amide': '[SX2;'([H1]),$([H0][#6])][#7X3;$([H2]),$([H1][#6;!$(C=[O,N,S])]),$([#7]([#6;!$(C=[O,N,S])])[#6;!$(C=[O,N,S])])]'
+Sulfenic_ester': '[SX2;'([H1]),$([H0][#6])][OX2][#6;!$(C=[O,N,S])]'
+Sulfenic_halide': '[SX2;'([H1]),$([H0][#6])][FX1,ClX1,BrX1,IX1]'
+Sulfenic_derivative': '[SX2;'([H1]),$([H0][#6])][!#6]'
+Phosphine': '[PX3;'([H3]),$([H2][#6]),$([H1]([#6])[#6]),$([H0]([#6])([#6])[#6])]'
+Phosphine_oxide': '[PX4;'([H3]=[OX1]),$([H2](=[OX1])[#6]),$([H1](=[OX1])([#6])[#6]),$([H0](=[OX1])([#6])([#6])[#6])]'
+Phosphonium': '[P+;!'([P]~[!#6]);!$([P]*~[#7,#8,#15,#16])]'
+Phosphorylen': '[PX4;'([H3]=[CX3]),$([H2](=[CX3])[#6]),$([H1](=[CX3])([#6])[#6]),$([H0](=[CX3])([#6])([#6])[#6])]'
+Phosphonic_acid': '[PX4;'([H1]),$([H0][#6])](=[OX1])([$([OX2H]),$([OX1-])])[$([OX2H]),$([OX1-])]'
+Phosphonic_monoester': '[PX4;'([H1]),$([H0][#6])](=[OX1])([$([OX2H]),$([OX1-])])[OX2][#6;!$(C=[O,N,S])]'
+Phosphonic_diester': '[PX4;'([H1]),$([H0][#6])](=[OX1])([OX2][#6;!$(C=[O,N,S])])[OX2][#6;!$(C=[O,N,S])]'
+Phosphonic_monoamide': '[PX4;'([H1]),$([H0][#6])](=[OX1])([$([OX2H]),$([OX1-])])[#7X3;$([H2]),$([H1][#6;!$(C=[O,N,S])]),$([#7]([#6;!$(C=[O,N,S])])[#6;!$(C=[O,N,S])])]'
+Phosphonic_diamide': '[PX4;'([H1]),$([H0][#6])](=[OX1])([#7X3;$([H2]),$([H1][#6;!$(C=[O,N,S])]),$([#7]([#6;!$(C=[O,N,S])])[#6;!$(C=[O,N,S])])])[#7X3;$([H2]),$([H1][#6;!$(C=[O,N,S])]),$([#7]([#6;!$(C=[O,N,S])])[#6;!$(C=[O,N,S])])]'
+Phosphonic_esteramide': '[PX4;'([H1]),$([H0][#6])](=[OX1])([OX2][#6;!$(C=[O,N,S])])[#7X3;$([H2]),$([H1][#6;!$(C=[O,N,S])]),$([#7]([#6;!$(C=[O,N,S])])[#6;!$(C=[O,N,S])])]'
+Phosphonic_acid_derivative': '[PX4;'([H1]),$([H0][#6])](=[!#6])([!#6])[!#6]'
+Phosphoric_acid': '[PX4D4](=[OX1])(['([OX2H]),$([OX1-])])([$([OX2H]),$([OX1-])])[$([OX2H]),$([OX1-])]'
+Phosphoric_monoester': '[PX4D4](=[OX1])(['([OX2H]),$([OX1-])])([$([OX2H]),$([OX1-])])[OX2][#6;!$(C=[O,N,S])]'
+Phosphoric_diester': '[PX4D4](=[OX1])(['([OX2H]),$([OX1-])])([OX2][#6;!$(C=[O,N,S])])[OX2][#6;!$(C=[O,N,S])]'
+Phosphoric_triester': '[PX4D4](=[OX1])([OX2][#6;!'(C=[O,N,S])])([OX2][#6;!$(C=[O,N,S])])[OX2][#6;!$(C=[O,N,S])]'
+Phosphoric_monoamide': '[PX4D4](=[OX1])(['([OX2H]),$([OX1-])])([$([OX2H]),$([OX1-])])[#7X3;$([H2]),$([H1][#6;!$(C=[O,N,S])]),$([#7]([#6;!$(C=[O,N,S])])[#6;!$(C=[O,N,S])])]'
+Phosphoric_diamide': '[PX4D4](=[OX1])(['([OX2H]),$([OX1-])])([#7X3;$([H2]),$([H1][#6;!$(C=[O,N,S])]),$([#7]([#6;!$(C=[O,N,S])])[#6;!$(C=[O,N,S])])])[#7X3;$([H2]),$([H1][#6;!$(C=[O,N,S])]),$([#7]([#6;!$(C=[O,N,S])])[#6;!$(C=[O,N,S])])]'
+Phosphoric_triamide': '[PX4D4](=[OX1])([#7X3;'([H2]),$([H1][#6;!$(C=[O,N,S])]),$([#7]([#6;!$(C=[O,N,S])])[#6;!$(C=[O,N,S])])])([#7X3;$([H2]),$([H1][#6;!$(C=[O,N,S])]),$([#7]([#6;!$(C=[O,N,S])])[#6;!$(C=[O,N,S])])])[#7X3;$([H2]),$([H1][#6;!$(C=[O,N,S])]),$([#7]([#6;!$(C=[O,N,S])])[#6;!$(C=[O,N,S])])]'
+Phosphoric_monoestermonoamide': '[PX4D4](=[OX1])(['([OX2H]),$([OX1-])])([OX2][#6;!$(C=[O,N,S])])[#7X3;$([H2]),$([H1][#6;!$(C=[O,N,S])]),$([#7]([#6;!$(C=[O,N,S])])[#6;!$(C=[O,N,S])])]'
+Phosphoric_diestermonoamide': '[PX4D4](=[OX1])([OX2][#6;!'(C=[O,N,S])])([OX2][#6;!$(C=[O,N,S])])[#7X3;$([H2]),$([H1][#6;!$(C=[O,N,S])]),$([#7]([#6;!$(C=[O,N,S])])[#6;!$(C=[O,N,S])])]'
+Phosphoric_monoesterdiamide': '[PX4D4](=[OX1])([OX2][#6;!'(C=[O,N,S])])([#7X3;$([H2]),$([H1][#6;!$(C=[O,N,S])]),$([#7]([#6;!$(C=[O,N,S])])[#6;!$(C=[O,N,S])])])[#7X3;$([H2]),$([H1][#6;!$(C=[O,N,S])]),$([#7]([#6;!$(C=[O,N,S])])[#6;!$(C=[O,N,S])])]'
+Phosphoric_acid_derivative': '[PX4D4](=[!#6])([!#6])([!#6])[!#6]'
+Phosphinic_acid': '[PX4;'([H2]),$([H1][#6]),$([H0]([#6])[#6])](=[OX1])[$([OX2H]),$([OX1-])]'
+Phosphinic_ester': '[PX4;'([H2]),$([H1][#6]),$([H0]([#6])[#6])](=[OX1])[OX2][#6;!$(C=[O,N,S])]'
+Phosphinic_amide': '[PX4;'([H2]),$([H1][#6]),$([H0]([#6])[#6])](=[OX1])[#7X3;$([H2]),$([H1][#6;!$(C=[O,N,S])]),$([#7]([#6;!$(C=[O,N,S])])[#6;!$(C=[O,N,S])])]'
+Phosphinic_acid_derivative': '[PX4;'([H2]),$([H1][#6]),$([H0]([#6])[#6])](=[!#6])[!#6]'
+Phosphonous_acid': '[PX3;'([H1]),$([H0][#6])]([$([OX2H]),$([OX1-])])[$([OX2H]),$([OX1-])]'
+Phosphonous_monoester': '[PX3;'([H1]),$([H0][#6])]([$([OX2H]),$([OX1-])])[OX2][#6;!$(C=[O,N,S])]'
+Phosphonous_diester': '[PX3;'([H1]),$([H0][#6])]([OX2][#6;!$(C=[O,N,S])])[OX2][#6;!$(C=[O,N,S])]'
+Phosphonous_monoamide': '[PX3;'([H1]),$([H0][#6])]([$([OX2H]),$([OX1-])])[#7X3;$([H2]),$([H1][#6;!$(C=[O,N,S])]),$([#7]([#6;!$(C=[O,N,S])])[#6;!$(C=[O,N,S])])]'
+Phosphonous_diamide': '[PX3;'([H1]),$([H0][#6])]([#7X3;$([H2]),$([H1][#6;!$(C=[O,N,S])]),$([#7]([#6;!$(C=[O,N,S])])[#6;!$(C=[O,N,S])])])[#7X3;$([H2]),$([H1][#6;!$(C=[O,N,S])]),$([#7]([#6;!$(C=[O,N,S])])[#6;!$(C=[O,N,S])])]'
+Phosphonous_esteramide': '[PX3;'([H1]),$([H0][#6])]([OX2][#6;!$(C=[O,N,S])])[#7X3;$([H2]),$([H1][#6;!$(C=[O,N,S])]),$([#7]([#6;!$(C=[O,N,S])])[#6;!$(C=[O,N,S])])]'
+Phosphonous_derivatives': '[PX3;'([D2]),$([D3][#6])]([!#6])[!#6]'
+Phosphinous_acid': '[PX3;'([H2]),$([H1][#6]),$([H0]([#6])[#6])][$([OX2H]),$([OX1-])]'
+Phosphinous_ester': '[PX3;'([H2]),$([H1][#6]),$([H0]([#6])[#6])][OX2][#6;!$(C=[O,N,S])]'
+Phosphinous_amide': '[PX3;'([H2]),$([H1][#6]),$([H0]([#6])[#6])][#7X3;$([H2]),$([H1][#6;!$(C=[O,N,S])]),$([#7]([#6;!$(C=[O,N,S])])[#6;!$(C=[O,N,S])])]'
+Phosphinous_derivatives': '[PX3;'([H2]),$([H1][#6]),$([H0]([#6])[#6])][!#6]'
+Quart_silane': '[SiX4]([#6])([#6])([#6])[#6]'
+Non-quart_silane': '[SiX4;'([H1]([#6])([#6])[#6]),$([H2]([#6])[#6]),$([H3][#6]),$([H4])]'
+Silylmonohalide': '[SiX4]([FX1,ClX1,BrX1,IX1])([#6])([#6])[#6]'
+Het_trialkylsilane': '[SiX4]([!#6])([#6])([#6])[#6]'
+Dihet_dialkylsilane': '[SiX4]([!#6])([!#6])([#6])[#6]'
+Trihet_alkylsilane': '[SiX4]([!#6])([!#6])([!#6])[#6]'
+Silicic_acid_derivative': '[SiX4]([!#6])([!#6])([!#6])[!#6]'
+Trialkylborane': '[BX3]([#6])([#6])[#6] '
+Boric_acid_derivatives': '[BX3]([!#6])([!#6])[!#6]'
+Boronic_acid_derivative': '[BX3]([!#6])([!#6])[!#6]'
+Borohydride': '[BH1,BH2,BH3,BH4]'
+Quaternary_boron': '[BX4]'
+Aromatic': 'a'
+Heterocyclic': '[!#6;!R0]'
+Epoxide': '[OX2r3]1[#6r3][#6r3]1'
+NH_aziridine': '[NX3H1r3]1[#6r3][#6r3]1'
+Spiro': '[D4R;'(*(@*)(@*)(@*)@*)]'
+Annelated_rings': '[R;'(*(@*)(@*)@*);!$([R2;$(*(@*)(@*)(@*)@*)])]@[R;$(*(@*)(@*)@*);!$([R2;$(*(@*)(@*)(@*)@*)])]'
+Bridged_rings': '[R;'(*(@*)(@*)@*);!$([D4R;$(*(@*)(@*)(@*)@*)]);!$([R;$(*(@*)(@*)@*);!$([R2;$(*(@*)(@*)(@*)@*)])]@[R;$(*(@*)(@*)@*);!$([R2;$(*(@*)(@*)(@*)@*)])])]'
+Sugar_pattern_1': '[OX2;'([r5]1@C@C@C(O)@C1),$([r6]1@C@C@C(O)@C(O)@C1)]'
+Sugar_pattern_2': '[OX2;'([r5]1@C(!@[OX2,NX3,SX2,FX1,ClX1,BrX1,IX1])@C@C@C1),$([r6]1@C(!@[OX2,NX3,SX2,FX1,ClX1,BrX1,IX1])@C@C@C@C1)]'
+Sugar_pattern_combi': '[OX2;'([r5]1@C(!@[OX2,NX3,SX2,FX1,ClX1,BrX1,IX1])@C@C(O)@C1),$([r6]1@C(!@[OX2,NX3,SX2,FX1,ClX1,BrX1,IX1])@C@C(O)@C(O)@C1)]'
+Sugar_pattern_2_reducing': '[OX2;'([r5]1@C(!@[OX2H1])@C@C@C1),$([r6]1@C(!@[OX2H1])@C@C@C@C1)]'
+Sugar_pattern_2_alpha': '[OX2;'([r5]1@[C@@](!@[OX2,NX3,SX2,FX1,ClX1,BrX1,IX1])@C@C@C1),$([r6]1@[C@@](!@[OX2,NX3,SX2,FX1,ClX1,BrX1,IX1])@C@C@C@C1)]'
+Sugar_pattern_2_beta': '[OX2;'([r5]1@[C@](!@[OX2,NX3,SX2,FX1,ClX1,BrX1,IX1])@C@C@C1),$([r6]1@[C@](!@[OX2,NX3,SX2,FX1,ClX1,BrX1,IX1])@C@C@C@C1)]'
+Conjugated_double_bond': '*=*[*]=,#,:[*]'
+Conjugated_tripple_bond': '*#*[*]=,#,:[*]'
+Cis_double_bond': '*/[D2]=[D2]\*'
+Trans_double_bond': '*/[D2]=[D2]/*'
+Mixed_anhydrides': '['(*=O),$([#16,#14,#5]),$([#7]([#6]=[OX1]))][#8X2][$(*=O),$([#16,#14,#5]),$([#7]([#6]=[OX1]))]'
+Halogen_on_hetero': '[FX1,ClX1,BrX1,IX1][!#6]'
+Halogen_multi_subst': '[F,Cl,Br,I;!'([X1]);!$([X0-])]'
+Trifluoromethyl': '[FX1][CX4;!'([H0][Cl,Br,I]);!$([F][C]([F])([F])[F])]([FX1])([FX1])'
+C_ONS_bond': '[#6]~[#7,#8,#16]'
+Charged': '[!+0]'
+Anion': '[-1,-2,-3,-4,-5,-6,-7]'
+Kation': '[+1,+2,+3,+4,+5,+6,+7]'
+Salt': '([-1,-2,-3,-4,-5,-6,-7]).([+1,+2,+3,+4,+5,+6,+7])'
+1,3-Tautomerizable': '['([#7X2,OX1,SX1]=*[!H0;!$([a;!n])]),$([#7X3,OX2,SX2;!H0]*=*),$([#7X3,OX2,SX2;!H0]*:n)]'
+1,5-Tautomerizable': '['([#7X2,OX1,SX1]=,:**=,:*[!H0;!$([a;!n])]),$([#7X3,OX2,SX2;!H0]*=**=*),$([#7X3,OX2,SX2;!H0]*=,:**:n)]'
+Rotatable_bond': '[!'(*#*)&!D1]-!@[!$(*#*)&!D1]'
+Michael_acceptor': '[CX3]=[CX3]['([CX3]=[O,N,S]),$(C#[N]),$([S,P]=[OX1]),$([NX3]=O),$([NX3+](=O)[O-])]'
+Dicarbodiazene': '[CX3](=[OX1])[NX2]=[NX2][CX3](=[OX1])'
+CH-acidic': '['([CX4;!$([H0]);!$(C[!#6;!$([P,S]=O);!$(N(~O)~O)])][$([CX3]=[O,N,S]),$(C#[N]),$([S,P]=[OX1]),$([NX3]=O),$([NX3+](=O)[O-]);!$(*[S,O,N;H1,H2]);!$([*+0][S,O;X1-])]),$([CX4;!$([H0])]1[CX3]=[CX3][CX3]=[CX3]1)]'
+CH-acidic_strong': '[CX4;!'([H0]);!$(C[!#6;!$([P,S]=O);!$(N(~O)~O)])]([$([CX3]=[O,N,S]),$(C#[N]),$([S,P]=[OX1]),$([NX3]=O),$([NX3+](=O)[O-]);!$(*[S,O,N;H1,H2]);!$([*+0][S,O;X1-])])[$([CX3]=[O,N,S]),$(C#[N]),$([S,P]=[OX1]),$([NX3]=O),$([NX3+](=O)[O-]);!$(*[S,O,N;H1,H2]);!$([*+0][S,O;X1-])]'
+Chiral_center_specified': '['([*@](~*)(~*)(*)*),$([*@H](*)(*)*),$([*@](~*)(*)*),$([*@H](~*)~*)]'
+ '
diff --git a/paper/loael-dataset-comparison-all-compounds.pdf b/paper/loael-dataset-comparison-all-compounds.pdf
new file mode 100644
index 0000000..ee34390
--- /dev/null
+++ b/paper/loael-dataset-comparison-all-compounds.pdf
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diff --git a/paper/loael-dataset-comparison-all-compounds.svg b/paper/loael-dataset-comparison-all-compounds.svg
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diff --git a/paper/loael-dataset-comparison.rb b/paper/loael-dataset-comparison.rb
new file mode 100644
index 0000000..c1602ad
--- /dev/null
+++ b/paper/loael-dataset-comparison.rb
@@ -0,0 +1,73 @@
+require_relative '../../lazar/lib/lazar'
+include OpenTox
+#$mongo.database.drop
+#$gridfs = $mongo.database.fs # recreate GridFS indexes
+old = Dataset.from_csv_file File.join(File.dirname(__FILE__),"..","regression","LOAEL_mg_corrected_smiles_mmol.csv")
+new = Dataset.from_csv_file File.join(File.dirname(__FILE__),"..","regression","swissRat_chron_LOAEL_mmol.csv")
+
+combined_compounds = old.compound_ids & new.compound_ids
+
+compound_vector = []
+value_vector = []
+dataset_vector = []
+
+old_median = []
+new_median = []
+
+errors = []
+combined_compounds.each do |cid|
+ c = Compound.find cid
+ old_values = old.values(c,old.features.first)
+ old_median << -Math.log(old_values.mean)
+ old_values.each do |v|
+ compound_vector << c.smiles
+ value_vector << -Math.log(v.to_f)
+ dataset_vector << old.name
+ end
+ new_values = new.values(c,new.features.first)
+ new_median << -Math.log(new_values.mean)
+ new_values.each do |v|
+ compound_vector << c.smiles
+ value_vector << -Math.log(v)
+ dataset_vector << new.name
+ end
+end
+old_median.each_index do |i|
+ errors[i] = (old_median[i] - new_median[i]).abs unless old_median[i] == new_median[i]
+end
+rmse = 0
+mae = 0
+errors.compact.each do |e|
+ rmse += e**2
+ mae += e
+end
+rmse = Math.sqrt(rmse/errors.size)
+mae = mae/errors.size
+
+=begin
+R.assign "smi", compound_vector
+R.assign "values", value_vector
+R.assign "dataset", dataset_vector
+R.eval "df <- data.frame(factor(smi),values,factor(dataset))"
+R.eval "df$smi <- reorder(df$factor.smi,df$values)"
+R.eval "img <- ggplot(df, aes(smi,values,ymin = min(values), ymax=max(values),color=dataset))"
+R.eval "img <- img + ylab('-log(LOAEL mg/kg_bw/day)') + xlab('Compound') + theme(axis.text.x = element_blank())"
+R.eval "img <- img + geom_point()"
+
+R.eval "ggsave(file='/home/ch/opentox/lazar-nestec-data/loael-dataset-comparison-mmol_kg_day.svg', plot=img,width=12, height=8)"
+=end
+
+R.assign "old", old_median
+R.assign "new", new_median
+=begin
+R.eval "df <- data.frame(old,new)"
+R.eval "img <- ggplot(df, aes(old,new))"
+R.eval "img <- img + geom_point()"
+#R.eval "img <- img + geom_smooth(method=lm) "
+R.eval "img <- img + geom_abline(intercept=0.0) "
+R.eval "ggsave(file='/home/ch/opentox/lazar-nestec-data/loael-dataset-correlation.svg', plot=img,width=12, height=8)"
+=end
+puts "Correlation old/new:"
+puts "\tr^2: #{R.eval("cor(old,new,use='complete')").to_f**2}"
+puts "\tRMSE: #{rmse}"
+puts "\tMAE: #{mae}"
diff --git a/paper/loael-dataset-correlation.pdf b/paper/loael-dataset-correlation.pdf
new file mode 100644
index 0000000..3e0a042
--- /dev/null
+++ b/paper/loael-dataset-correlation.pdf
Binary files differ
diff --git a/paper/loael-dataset-correlation.svg b/paper/loael-dataset-correlation.svg
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index 0000000..1ce514e
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diff --git a/paper/loael-variability.rb b/paper/loael-variability.rb
new file mode 100644
index 0000000..ae74c3f
--- /dev/null
+++ b/paper/loael-variability.rb
@@ -0,0 +1,61 @@
+require_relative '../lazar/lib/lazar'
+include OpenTox
+#$mongo.database.drop
+#$gridfs = $mongo.database.fs # recreate GridFS indexes
+# compare duplicates within datasets
+#old = Dataset.from_csv_file File.join(File.dirname(__FILE__),"regression","LOAEL_mmol_corrected_smiles.csv")
+old = Dataset.from_csv_file File.join(File.dirname(__FILE__),"regression","LOAEL_mg_corrected_smiles_mmol.csv")
+#new = Dataset.from_csv_file File.join(File.dirname(__FILE__),"regression","swissRat_chron_LOAEL.csv")
+new = Dataset.from_csv_file File.join(File.dirname(__FILE__),"regression","swissRat_chron_LOAEL_mmol.csv")
+#combined = Dataset.from_csv_file File.join(File.dirname(__FILE__),"regression","LOAEL-rat-combined.csv")
+
+compound_vector = []
+value_vector = []
+dataset_vector = []
+
+vars = []
+
+[old, new].each do |dataset|
+ vars << []
+ #vars[dataset.name] = []
+ p dataset.name
+ p dataset.compounds.size
+ p dataset.duplicates(dataset.features.first).size
+ dataset.duplicates.each do |cid,values|
+ R.assign "values", values
+ var = R.eval("var(-log(values))").to_f
+ vars.last << var
+ #smi = Compound.find(cid).smiles
+ smi = cid.to_s
+ values.each do |val|
+ compound_vector << smi
+ value_vector << - Math.log(val)
+ dataset_vector << dataset.name
+ end
+ #vars << { :var => var, :values => values, :smiles => smi }
+ end
+ #vars.sort!{|a,b| a[:var] <=> b[:var]}
+ #vars.each do |dup|
+ #dup[:values].each do |v|
+ #compound_vector << dup[:smiles]
+ #value_vector << v
+ #end
+ #end
+end
+#p vars
+# TODO statistical test for variances
+R.assign "vars1", vars[0]
+R.assign "vars2", vars[1]
+print "p-value: #{R.eval("t.test(vars1,vars2)$p.value").to_f}"
+
+R.assign "smi", compound_vector
+R.assign "values", value_vector
+R.assign "dataset", dataset_vector
+R.eval "df <- data.frame(factor(smi),values,factor(dataset))"
+R.eval "df$smi <- reorder(df$factor.smi,df$values)"
+R.eval "img <- ggplot(df, aes(smi,values,ymin = min(values), ymax=max(values),color=dataset))"
+R.eval "img <- img + ylab('-log(LOAEL mg/kg_bw/day)') + xlab('Compound') + theme(axis.text.x = element_blank())"
+R.eval "img <- img + geom_point()"
+#R.eval "img <- img + scale_x_discrete(breaks=NULL) + geom_point() + coord_flip()"# + xlab('-log(LOAEL)'), ylab('Compound')"
+#R.eval "ggsave(file='/home/ch/opentox/lazar-nestec-data/loael_variance.svg', plot=img)"
+R.eval "ggsave(file='/home/ch/opentox/lazar-nestec-data/loael-variance.svg', plot=img,width=12, height=8)"
diff --git a/paper/loael.html b/paper/loael.html
new file mode 100644
index 0000000..c8c0a2d
--- /dev/null
+++ b/paper/loael.html
@@ -0,0 +1,384 @@
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+
+
+<div class="section" id="introduction">
+<h1>Introduction</h1>
+</div>
+<div class="section" id="data">
+<h1>Data</h1>
+<div class="section" id="loael-values">
+<h2>LOAEL Values</h2>
+<div class="section" id="comparison-of-variances-in-datasets">
+<h3>Comparison of variances in datasets</h3>
+<p>p-value: 0.4750771581019402</p>
+<object data="loael-variance.svg" type="image/svg+xml">
+loael-variance.svg</object>
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+<div class="section" id="comparison-of-compounds-in-both-datasets">
+<h3>Comparison of compounds in both datasets</h3>
+<object data="loael-dataset-comparison-mmol_kg_day.svg" type="image/svg+xml">
+loael-dataset-comparison-mmol_kg_day.svg</object>
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+<div class="section" id="correlation-between-datasets">
+<h3>Correlation between datasets</h3>
+<p>using means</p>
+<object data="loael-dataset-correlation.svg" type="image/svg+xml">
+loael-dataset-correlation.svg</object>
+<p>with &quot;identical&quot; values</p>
+<blockquote>
+r^2: 0.6106457754533314
+RMSE: 1.2228212261024438
+MAE: 0.801626064534318</blockquote>
+</div>
+</div>
+</div>
+<div class="section" id="models">
+<h1>Models</h1>
+</div>
+<div class="section" id="validation">
+<h1>Validation</h1>
+<p>Discussion</p>
+</div>
+</div>
+</body>
+</html>
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diff --git a/paper/loael.rst b/paper/loael.rst
index 2a5bbea..50b7a6a 100644
--- a/paper/loael.rst
+++ b/paper/loael.rst
@@ -1,9 +1,34 @@
Introduction
+------------
Data
+----
-Models
+LOAEL Values
+............
-Validation
+Comparison of variances in datasets
+~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
-Discussion
+p-value: 0.4750771581019402
+
+.. image:: loael-variance.svg
+
+
+Comparison of compounds in both datasets
+~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
+
+.. image:: loael-dataset-comparison-mmol_kg_day.svg
+
+Correlation between datasets
+~~~~~~~~~~~~~~~~~~~~~~~~~~~~
+
+using means
+
+.. image:: loael-dataset-correlation.svg
+
+with "identical" values
+
+ r^2: 0.6106457754533314
+ RMSE: 1.2228212261024438
+ MAE: 0.801626064534318
diff --git a/regression/LOAEL_mg_corrected_smiles.csv b/regression/LOAEL_mg_corrected_smiles.csv
new file mode 100644
index 0000000..b71129c
--- /dev/null
+++ b/regression/LOAEL_mg_corrected_smiles.csv
@@ -0,0 +1,568 @@
+SMILES,LOAEL_mg_kg_bw_day
+C1=C(C(=CC(=C1NN=C3C2=C(C=C([S]([O-])(=O)=O)C=C2)C=CC3=O)OC)[S]([O-])(=O)=O)C.[Na+].[Na+],3739
+O1C(=O)C(O)=C(O)C1C(O)CO,3051
+C1(C)=C(C=CC(C)=CC=CC(C)=CC=CC=C(C)C=CC=C(C)C(=O)OC)C(C)(C)CCC1,500
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+O=C(OCCCC)c(c(ccc1)C(=O)OCCCC)c1,600
+O=C(OCC)c(c(ccc1)C(=O)OCC)c1,4435
+O=C(OC(OC(OC1C)C)C1)C,125
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diff --git a/regression/LOAEL_mg_corrected_smiles_mmol.csv b/regression/LOAEL_mg_corrected_smiles_mmol.csv
new file mode 100644
index 0000000..921a53b
--- /dev/null
+++ b/regression/LOAEL_mg_corrected_smiles_mmol.csv
@@ -0,0 +1,568 @@
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