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The collection, curation and modeling of Open Melting Point measurements 5th Meeting on U.S. Government Chemical Databases and Open Chemistry Jean-Claude Bradley Andrew Lang Antony Williams Department of Chemistry Drexel University ChemSpider Royal Society of Chemistry Department of  Mathematics Oral Roberts University August 26, 2011
The Problem of Data Quality in Chemistry ,[object Object]
Reliance on a system of “trusted sources”In the case of melting points: ,[object Object]
Merck Index
Chemical Vendor Catalogs (e.g. Sigma-Aldrich)
Peer-Reviewed Journals,[object Object]
The Chemical Information Validation Sheet  567 curated and referenced measurements from  Fall 2010 Chemical Information Retrieval course
Investigating the m.p. inconsistencies of EGCG
Most popular data sources
Alfa Aesar donates melting points to the public
Open Melting Point Explorer
Outliers EPA/PhysProp (donated all data to public also) MDPI  dataset
Outliers for ethanol: Alfa Aesar and Oxford MSDS
Inconsistencies and SMILES problems within MDPI dataset
MDPI Dataset labeled with High Trust Level
EPA/PHYSPROP Structure Errors (Incorrect Valence): 2315 out of 43543 were contained pentavalentnitrogens
EPA/PHYSPROP  Errors: Structure displayed is for the neutral compound dopamine but the associated CAS Number and chemical name in the file are for the hydrobromidesalt.
Common errors in datasets multiple melting points for the same compound in the same database stereochemistry issues sign inversion conversion errors (Kelvin/CelciusFahrenheit/Celcius) bad SMILES (non-rendering) salts associated with SMILES for free base using boiling point for melting point
Open melting point datasets Double+ validated: 2706 compounds (7413 highly curated measurements. range: 0.01-5 C. Compounds that had at least one chiral center, possessed cis/trans isomerism, were inorganic or a salt removed.) Entire dataset: 19933 unique compounds (27684 measurements – no inorganics or salts)
Open Models with Open Data Using Open Descriptors (CDK)
Modeling Results
Melting point prediction service
Melting point predictions and measurements on iPhone/iPad(Alex Clark)
Publication of double+ validated melting point dataset to Nature Precedings and LuLu
For all Formats of ONS Projects
Open Melting Point Datasets Currently 20,000 compounds with Open MPs
Some melting points can’t be resolved  only with literature: 4-benzyltoluene
Motivation: Faster Science,Better Science
Open Lab Notebook page measuring the melting point of 4-benzyltoluene
Using melting point for temperature dependent solubility prediction
Crowdsourcing Solubility Data
Integration of Multiple Web Services to Recommend Solvents for Reactions
All ONS web services
Google Apps Scripts web services
Google Apps Scripts for conveniently exploring melting point data
Comparison of model with triple validated measurements Straight chain carboxylic acids from 1 to 10 carbons Straight chain alcohols from 1 to 10 carbons
Cyclic primary amines from 3 to 6 carbons (cyclobutylamine flagged for validation – only single source available)

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