diff --git a/source/PaNET.csv b/source/PaNET.csv
index 7ed1018..8990c50 100644
--- a/source/PaNET.csv
+++ b/source/PaNET.csv
@@ -160,7 +160,7 @@ ID number,,,,,,,,,,,,,,,,,,
 1103,http://purl.org/pan-science/PaNET/PaNET01103,hard x-ray photoelectron spectroscopy,HAXPES,hard photoelectron spectroscopy,,,owl:Class,subclass,hard x-ray probe,photoelectron spectroscopy,,,,,,,,
 1104,http://purl.org/pan-science/PaNET/PaNET01104,high resolution photoelectron spectroscopy,,,,,owl:Class,subclass,spectroscopy,photoelectron emission,versus emitted energy,high energy resolution emission technique,,,,,,
 1105,http://purl.org/pan-science/PaNET/PaNET01105,holography,,,,https://en.wikipedia.org/wiki/Holography,owl:Class,subclass,reference beam,imaging,,,,,,,,
-1106,http://purl.org/pan-science/PaNET/PaNET01106,imaging,,,,,owl:Class,subclass,defined by functional dependence,,,,,obtain spatial map,,,,
+1106,http://purl.org/pan-science/PaNET/PaNET01106,imaging,,,,,owl:Class,subclass,,,,,,obtain spatial map,,,,
 1107,http://purl.org/pan-science/PaNET/PaNET01107,inelastic small angle scattering,inelastic SAS,,,,owl:Class,subclass,inelastic scattering,small angle scattering,,,,,,,,
 1108,http://purl.org/pan-science/PaNET/PaNET01108,inelastic scattering spectroscopy,,,,,owl:Class,subclass,inelastic scattering,versus energy loss,,,,,,,,
 1109,http://purl.org/pan-science/PaNET/PaNET01109,infrared spectroscopy,IR spectroscopy,,,https://en.wikipedia.org/wiki/Infrared_spectroscopy,owl:Class,subclass,IR photon probe,spectroscopy,,,,,,,,
@@ -250,7 +250,7 @@ ID number,,,,,,,,,,,,,,,,,,
 1193,http://purl.org/pan-science/PaNET/PaNET01193,energy dispersive x-ray spectroscopy,EDX,,,https://en.wikipedia.org/wiki/Energy-dispersive_X-ray_spectroscopy,owl:Class,subclass,dispersive technique,x-ray probe,spectroscopy,atomic core excitation,,,,,,
 1194,http://purl.org/pan-science/PaNET/PaNET01194,microfocus spectroscopy,,,,,owl:Class,subclass,microfocussed probe,spectroscopy,,,,,,,,
 1195,http://purl.org/pan-science/PaNET/PaNET01195,raman spectroscopy,,,,https://en.wikipedia.org/wiki/Raman_spectroscopy,owl:Class,subclass,inelastic scattering,photon probe,,,,,,,,
-1196,http://purl.org/pan-science/PaNET/PaNET01196,x-ray absorption spectroscopy,XAS,,,https://en.wikipedia.org/wiki/X-ray_absorption_spectroscopy,owl:Class,subclass,absorption spectroscopy,x-ray probe,atomic core excitation,,,,,,,
+1196,http://purl.org/pan-science/PaNET/PaNET01196,x-ray absorption spectroscopy,XAS,,,https://en.wikipedia.org/wiki/X-ray_absorption_spectroscopy,owl:Class,subclass,absorption spectroscopy,x-ray absorption,atomic core excitation,,,,,,,
 1197,http://purl.org/pan-science/PaNET/PaNET01197,x-ray absorption fine structure,XAFS,,,https://en.wikipedia.org/wiki/X-ray_absorption_fine_structure,owl:Class,subclass,x-ray absorption spectroscopy,atomic core excitation,,,,,,,,
 1198,http://purl.org/pan-science/PaNET/PaNET01198,extended x-ray absorption fine structure,EXAFS,,,https://en.wikipedia.org/wiki/Extended_X-ray_absorption_fine_structure,owl:Class,subclass,x-ray absorption fine structure,obtain local coordination,,,,,,,,
 1199,http://purl.org/pan-science/PaNET/PaNET01199,x-ray absorption near edge structure,XANES,NEXAFS,,https://en.wikipedia.org/wiki/X-ray_absorption_near_edge_structure,owl:Class,subclass,x-ray absorption fine structure,obtain electronic ground state properties,,,,,,,,
@@ -290,7 +290,7 @@ ID number,,,,,,,,,,,,,,,,,,
 1233,http://purl.org/pan-science/PaNET/PaNET01233,polymer micro and nanografting,,,,,owl:Class,subclass,manufacturing technique,,,,,,,,,
 1234,http://purl.org/pan-science/PaNET/PaNET01234,high resolution neutron powder diffraction,,,,,owl:Class,subclass,neutron powder diffraction,high momentum transfer resolution scattering,,,,,,,,
 1235,http://purl.org/pan-science/PaNET/PaNET01235,high resolution thermal neutron powder diffraction,,,,,owl:Class,subclass,high resolution neutron powder diffraction,thermal neutron probe,,,,,,,,
-1236,http://purl.org/pan-science/PaNET/PaNET01236,neutron single crystal diffraction,,,,,owl:Class,subclass,single crystal diffraction,neutron probe,,,,,,,,
+1236,http://purl.org/pan-science/PaNET/PaNET01236,neutron single crystal diffraction,,,,,owl:Class,subclass,single crystal diffraction,neutron diffraction,,,,,,,,
 1237,http://purl.org/pan-science/PaNET/PaNET01237,thermal neutron single crystal diffraction,,,,,owl:Class,subclass,neutron single crystal diffraction,thermal neutron probe,,,,,,,,
 1238,http://purl.org/pan-science/PaNET/PaNET01238,pulse overlap diffraction,,,,,owl:Class,subclass,x-ray photon correlation spectroscopy,ultrafast probe,,,,,,,,
 1239,http://purl.org/pan-science/PaNET/PaNET01239,neutron reflectometry,neutron reflectivity,,,https://en.wikipedia.org/wiki/Neutron_reflectometry,owl:Class,subclass,reflectometry,neutron probe,,,,,,,,