SlideShare une entreprise Scribd logo
1  sur  69
Utilizing Online Databases for the Purpose
of Structure Identification – Approaches
Utilizing the ChemSpider Resource
Antony Williams
Triangle Chromatography Discussion Group
May 16th
2013
Free and Easy
• Everything I will show in terms of ChemSpider is
available for free online today
• To make it easy to “take notes” these slides will
go online tonight for you to download
www.slideshare.net/AntonyWilliams/
Mass Spectrometry for Structure ID
• Many applications of mass spectrometry are the
identification of “knowns”
• Known structures, previously characterized,
previously identified and, increasingly, online
• Dereplication, identification of “other
manufacturers” materials, metabolites, lipids
analysis – can be supported by existing databases
• What large database could serve mass spec. ?
ChemSpider
• > 28 million chemicals with associated data
• Linked out to 400 data sources…
ChemSpider
What will ChemSpider give us??
What will ChemSpider give us??
What will ChemSpider give us??
What will ChemSpider give us??
Spectra: e.g. Cholesterol
Spectra
For Mass Spectrometrists
• Valuable searches for Mass Spec would be:
– Search the database by mass or formula for
structure identification
– Search subsets of data – e.g. “metabolism”,
pesticides etc
– Link structure-based data across the internet
– Provide “programming interfaces” to integrate
– Does ChemSpider provide value to Mass
Spectrometrists?
Pre-calculated data
Data Source Selection
• >28 million chemicals include
– Vendor collections
– Government databases
– Individual/Lab data
– Publication data
– All segregated allowing for data source selection
Data Source Selection - Type
Data Source Selection - Individual
Mass Spec Analysis
Jim Little, Eastman Chemical
ChemSpider Interface
1287 Hits Ranked by Defect
1287 Hits Ranked by # of References
Top Ranked Hit
Tinuvin 328
What can I find on ChemSpider?
What can I find on ChemSpider?
What can I find on ChemSpider?
Source and Purchase…
What can I find on ChemSpider?
External Calculation Engines
What can I find on ChemSpider?
and in the RSC Databases..
Linked to the Publisher
What can I find on ChemSpider?
And out to Google Patents
And is it “Dangerous”
And What About the Entire Web?
The InChI Identifier
InChIStrings Hash to InChIKeys
Searching the Internet by Structure
What can I find on ChemSpider?
• Experimental properties
• Predicted properties
• Literature links
• Book Links
• Database links
• Where to Buy
• Patent links
• Spectral data
• Toxicity data
• Virtual screening data
• ……….and a hub for
searching the entire
internet!!!
Extended Study
Sorting by references
Position sorted by references
Position 1 only
Searching by Monoisotopic Mass
Improved Searches
• Substructure Search with Mass Filter
352.239 +/- 0.0018
Identification of “Known
Unknowns”
• “Known Unknowns” can be identified by
searching in ChemSpider
• Searching of “segregated” datasets can be
performed
• Datasets can be expanded for specific projects –
for example, natural products ID…
• FP7 Initiative. PharmaSea: increasing value and flow in
the marine biodiscovery pipeline
The PharmaSea Project
• PharmaSea project for the identification of
natural products – dereplication approaches
– Use MS searches of natural product slices to identify
– Natural product data include from RSC databases
(NPU) and ChemSpider data sources
What about ID’ing “Unknowns”?
• Bring together various spectroscopic techniques
for structure elucidation – primarily NMR and
Mass Spectrometry
• Work to identify substructural fragments
• Use Computer-Assisted Structure Elucidation
CASE Systems
Blind Trials of CASE
http://www.jcheminf.com/content/4/1/5
The PharmaSea Project
• PharmaSea project for the identification of
natural products – dereplication approaches
– Use MS searches of natural product slices to identify
– Natural product data include from RSC databases
(NPU) and ChemSpider data sources
– Pre-fragment compounds and develop searches
– Dereplication using NMR data
• NMR features
• Predicted spectra and “Verification approaches”
• CASE based approaches
Web Services Open Up Collaboration
• Agilent, Bruker, Waters and Thermo all using or
investigating our web-based services for
compound lookup
• Many academic sites integrating directly –
metabonomics, name lookup, mass-based
searching
Web Services
Results of the ChemSpider Search
in the MarkerLynx Worksheet
Hit Details in ChemSpider
Calculation of Elemental Composition &
ChemSpider Search of Lipid Maps Database
Performed via MarkerLynx
Some usage statistics
• ca. 200 visitors at any one time, ~30,000 visits per day
• Mar 4-Apr 3, 2013
– Visits = 731,656
– Unique Visitors = 527,008
• Independent servers to support other projects
Crowdsourcing ChemSpider
• ChemSpider is crowdsourced
• Community deposition,
annotation and curation
• Anyone can “Leave Feedback”
• Registered users can add data
Future Developments
• Support for Multiple Substructures
• Mass to formula conversion
• Expand data sources with MS focus
• Hosting reference data for Metabonomics
• Investigating how to serve chromatographers
• What can we do for you???
• Anybody in the audience teach spectroscopy??
SpectraSchool http://spectraschool.rsc.org/
Presently in Beta
• Storage and display of ASSIGNED spectra –
already started with NMR spectral assignment
Coming Soon – NIST DB in ChemSpider
How long until Mobile StructureID?
Formula Generation
NMR Prediction
Acknowledgments
• RSC eScience Team
• James Little, Eastman Chemical Company
• Alexey Pshenichnov, University of Leicester –
SpectraSchool
• ACD/Labs – Assigned Spectra Display Widget
• Depositors of data – there are many!
Thank you
Email: williamsa@rsc.org
Twitter: @ChemConnector
Personal Blog: www.chemconnector.com
SLIDES: www.slideshare.net/AntonyWilliams

Contenu connexe

Tendances

Open PHACTS : Linked Data Future Challenges
Open PHACTS : Linked Data Future ChallengesOpen PHACTS : Linked Data Future Challenges
Open PHACTS : Linked Data Future ChallengesSciBite Limited
 
Data Citation: A Critical Role for Publishers
Data Citation: A Critical Role for PublishersData Citation: A Critical Role for Publishers
Data Citation: A Critical Role for PublishersBrian Hole
 
FundRef Update - Charleston Conference 2013
FundRef Update - Charleston Conference 2013FundRef Update - Charleston Conference 2013
FundRef Update - Charleston Conference 2013Chris Shillum
 
OpenAIRE-COAR conference 2014: Allowing research data to shine: providing tan...
OpenAIRE-COAR conference 2014: Allowing research data to shine: providing tan...OpenAIRE-COAR conference 2014: Allowing research data to shine: providing tan...
OpenAIRE-COAR conference 2014: Allowing research data to shine: providing tan...OpenAIRE
 
Sci finder quick start guide
Sci finder quick start guideSci finder quick start guide
Sci finder quick start guidePOSTECH Library
 
Citing data in research articles: principles, implementation, challenges - an...
Citing data in research articles: principles, implementation, challenges - an...Citing data in research articles: principles, implementation, challenges - an...
Citing data in research articles: principles, implementation, challenges - an...FAIRDOM
 
Making it Easier, Possibly Even Pleasant, to Author Rich Experimental Metadata
Making it Easier, Possibly Even Pleasant, to Author Rich Experimental MetadataMaking it Easier, Possibly Even Pleasant, to Author Rich Experimental Metadata
Making it Easier, Possibly Even Pleasant, to Author Rich Experimental MetadataMichel Dumontier
 
FundRef Webinar
FundRef WebinarFundRef Webinar
FundRef WebinarCrossref
 
Link Analysis of Life Sciences Linked Data
Link Analysis of Life Sciences Linked DataLink Analysis of Life Sciences Linked Data
Link Analysis of Life Sciences Linked DataMichel Dumontier
 
ReVeaLD: A user-driven domain-specific interactive search platform for biomed...
ReVeaLD: A user-driven domain-specific interactive search platform for biomed...ReVeaLD: A user-driven domain-specific interactive search platform for biomed...
ReVeaLD: A user-driven domain-specific interactive search platform for biomed...Maulik Kamdar
 
W3C HCLS Dataset Description Guidelines
W3C HCLS Dataset Description GuidelinesW3C HCLS Dataset Description Guidelines
W3C HCLS Dataset Description GuidelinesMichel Dumontier
 
Publishing data and code openly
Publishing data and code openlyPublishing data and code openly
Publishing data and code openlyFAIRDOM
 
ICIC 2017: Freeware and public databases: Towards a Wiki Drug Discovery?
ICIC 2017: Freeware and public databases: Towards a Wiki Drug Discovery?ICIC 2017: Freeware and public databases: Towards a Wiki Drug Discovery?
ICIC 2017: Freeware and public databases: Towards a Wiki Drug Discovery?Dr. Haxel Consult
 
Similarity check webinar
Similarity check webinar Similarity check webinar
Similarity check webinar Crossref
 
Funding data for research
Funding data for researchFunding data for research
Funding data for researchCrossref
 
2016 ACS Semantic Approaches for Biochemical Knowledge Discovery
2016 ACS Semantic Approaches for Biochemical Knowledge Discovery2016 ACS Semantic Approaches for Biochemical Knowledge Discovery
2016 ACS Semantic Approaches for Biochemical Knowledge DiscoveryMichel Dumontier
 

Tendances (20)

How a Structure-Centric Community for Chemists Can Benefit Drug Discovery - V...
How a Structure-Centric Community for Chemists Can Benefit Drug Discovery - V...How a Structure-Centric Community for Chemists Can Benefit Drug Discovery - V...
How a Structure-Centric Community for Chemists Can Benefit Drug Discovery - V...
 
Open PHACTS : Linked Data Future Challenges
Open PHACTS : Linked Data Future ChallengesOpen PHACTS : Linked Data Future Challenges
Open PHACTS : Linked Data Future Challenges
 
Data Citation: A Critical Role for Publishers
Data Citation: A Critical Role for PublishersData Citation: A Critical Role for Publishers
Data Citation: A Critical Role for Publishers
 
II-SDV 2016 Linguamatics
II-SDV 2016 LinguamaticsII-SDV 2016 Linguamatics
II-SDV 2016 Linguamatics
 
FundRef Update - Charleston Conference 2013
FundRef Update - Charleston Conference 2013FundRef Update - Charleston Conference 2013
FundRef Update - Charleston Conference 2013
 
OpenAIRE-COAR conference 2014: Allowing research data to shine: providing tan...
OpenAIRE-COAR conference 2014: Allowing research data to shine: providing tan...OpenAIRE-COAR conference 2014: Allowing research data to shine: providing tan...
OpenAIRE-COAR conference 2014: Allowing research data to shine: providing tan...
 
Sci finder quick start guide
Sci finder quick start guideSci finder quick start guide
Sci finder quick start guide
 
Citing data in research articles: principles, implementation, challenges - an...
Citing data in research articles: principles, implementation, challenges - an...Citing data in research articles: principles, implementation, challenges - an...
Citing data in research articles: principles, implementation, challenges - an...
 
Making it Easier, Possibly Even Pleasant, to Author Rich Experimental Metadata
Making it Easier, Possibly Even Pleasant, to Author Rich Experimental MetadataMaking it Easier, Possibly Even Pleasant, to Author Rich Experimental Metadata
Making it Easier, Possibly Even Pleasant, to Author Rich Experimental Metadata
 
Orcid poster 09092013
Orcid poster 09092013Orcid poster 09092013
Orcid poster 09092013
 
FundRef Webinar
FundRef WebinarFundRef Webinar
FundRef Webinar
 
Link Analysis of Life Sciences Linked Data
Link Analysis of Life Sciences Linked DataLink Analysis of Life Sciences Linked Data
Link Analysis of Life Sciences Linked Data
 
ReVeaLD: A user-driven domain-specific interactive search platform for biomed...
ReVeaLD: A user-driven domain-specific interactive search platform for biomed...ReVeaLD: A user-driven domain-specific interactive search platform for biomed...
ReVeaLD: A user-driven domain-specific interactive search platform for biomed...
 
W3C HCLS Dataset Description Guidelines
W3C HCLS Dataset Description GuidelinesW3C HCLS Dataset Description Guidelines
W3C HCLS Dataset Description Guidelines
 
Publishing data and code openly
Publishing data and code openlyPublishing data and code openly
Publishing data and code openly
 
ICIC 2017: Freeware and public databases: Towards a Wiki Drug Discovery?
ICIC 2017: Freeware and public databases: Towards a Wiki Drug Discovery?ICIC 2017: Freeware and public databases: Towards a Wiki Drug Discovery?
ICIC 2017: Freeware and public databases: Towards a Wiki Drug Discovery?
 
Similarity check webinar
Similarity check webinar Similarity check webinar
Similarity check webinar
 
Funding data for research
Funding data for researchFunding data for research
Funding data for research
 
Session5
Session5Session5
Session5
 
2016 ACS Semantic Approaches for Biochemical Knowledge Discovery
2016 ACS Semantic Approaches for Biochemical Knowledge Discovery2016 ACS Semantic Approaches for Biochemical Knowledge Discovery
2016 ACS Semantic Approaches for Biochemical Knowledge Discovery
 

Similaire à Utilizing Online Databases for the Purpose of Structure Identification – Approaches Utilizing the ChemSpider Resource

ChemSpider – disseminating data and enabling an abundance of chemistry platforms
ChemSpider – disseminating data and enabling an abundance of chemistry platformsChemSpider – disseminating data and enabling an abundance of chemistry platforms
ChemSpider – disseminating data and enabling an abundance of chemistry platformsKen Karapetyan
 
ICIC 2013 Conference Proceedings Antony Williams Royal Society of Chemistry
ICIC 2013 Conference Proceedings Antony Williams Royal Society of ChemistryICIC 2013 Conference Proceedings Antony Williams Royal Society of Chemistry
ICIC 2013 Conference Proceedings Antony Williams Royal Society of ChemistryDr. Haxel Consult
 

Similaire à Utilizing Online Databases for the Purpose of Structure Identification – Approaches Utilizing the ChemSpider Resource (20)

eScience at the Royal Society of Chemistry and our current initiatives
eScience at the Royal Society of Chemistry and our current initiativeseScience at the Royal Society of Chemistry and our current initiatives
eScience at the Royal Society of Chemistry and our current initiatives
 
Marrying ACDLabs technologies to eScience Projects at the Royal Society of C...
Marrying ACDLabs technologies to eScience Projects at the  Royal Society of C...Marrying ACDLabs technologies to eScience Projects at the  Royal Society of C...
Marrying ACDLabs technologies to eScience Projects at the Royal Society of C...
 
ChemSpider – disseminating data and enabling an abundance of chemistry platforms
ChemSpider – disseminating data and enabling an abundance of chemistry platformsChemSpider – disseminating data and enabling an abundance of chemistry platforms
ChemSpider – disseminating data and enabling an abundance of chemistry platforms
 
ICIC 2013 Conference Proceedings Antony Williams Royal Society of Chemistry
ICIC 2013 Conference Proceedings Antony Williams Royal Society of ChemistryICIC 2013 Conference Proceedings Antony Williams Royal Society of Chemistry
ICIC 2013 Conference Proceedings Antony Williams Royal Society of Chemistry
 
The expansive reach of ChemSpider as a resource for the chemistry community
The expansive reach of ChemSpider as a resource for the chemistry communityThe expansive reach of ChemSpider as a resource for the chemistry community
The expansive reach of ChemSpider as a resource for the chemistry community
 
Big data challenges associated with building a national data repository for c...
Big data challenges associated with building a national data repository for c...Big data challenges associated with building a national data repository for c...
Big data challenges associated with building a national data repository for c...
 
RSC ChemSpider -- Managing and Integrating Chemistry on the Internet to Build...
RSC ChemSpider -- Managing and Integrating Chemistry on the Internet to Build...RSC ChemSpider -- Managing and Integrating Chemistry on the Internet to Build...
RSC ChemSpider -- Managing and Integrating Chemistry on the Internet to Build...
 
RSC ChemSpider Science Commons Symposium Pacific Northwest #scspn
RSC ChemSpider Science Commons Symposium Pacific Northwest #scspnRSC ChemSpider Science Commons Symposium Pacific Northwest #scspn
RSC ChemSpider Science Commons Symposium Pacific Northwest #scspn
 
Activities at the Royal Society of Chemistry to gather, extract and analyze b...
Activities at the Royal Society of Chemistry to gather, extract and analyze b...Activities at the Royal Society of Chemistry to gather, extract and analyze b...
Activities at the Royal Society of Chemistry to gather, extract and analyze b...
 
RSC ChemSpider is the online chemistry database where community contributions...
RSC ChemSpider is the online chemistry database where community contributions...RSC ChemSpider is the online chemistry database where community contributions...
RSC ChemSpider is the online chemistry database where community contributions...
 
Introduction to Cheminformatics: Accessing data through the CompTox Chemicals...
Introduction to Cheminformatics: Accessing data through the CompTox Chemicals...Introduction to Cheminformatics: Accessing data through the CompTox Chemicals...
Introduction to Cheminformatics: Accessing data through the CompTox Chemicals...
 
Accessing Environmental Chemistry Data via Data Dashboards and Applications t...
Accessing Environmental Chemistry Data via Data Dashboards and Applications t...Accessing Environmental Chemistry Data via Data Dashboards and Applications t...
Accessing Environmental Chemistry Data via Data Dashboards and Applications t...
 
Connecting Chemists to the Internet Through ChemSpider
Connecting Chemists to the Internet Through ChemSpiderConnecting Chemists to the Internet Through ChemSpider
Connecting Chemists to the Internet Through ChemSpider
 
Integrating Mass Spectrometry Non-Targeted Analysis and Computational Toxico...
Integrating Mass Spectrometry  Non-Targeted Analysis and Computational Toxico...Integrating Mass Spectrometry  Non-Targeted Analysis and Computational Toxico...
Integrating Mass Spectrometry Non-Targeted Analysis and Computational Toxico...
 
Crawling Across the Web of Chemistry Using ChemSpider
Crawling Across the Web of Chemistry Using ChemSpider Crawling Across the Web of Chemistry Using ChemSpider
Crawling Across the Web of Chemistry Using ChemSpider
 
ChemSpider – A Community Platform for Chemistry and Resources Supporting the ...
ChemSpider – A Community Platform for Chemistry and Resources Supporting the ...ChemSpider – A Community Platform for Chemistry and Resources Supporting the ...
ChemSpider – A Community Platform for Chemistry and Resources Supporting the ...
 
Using online chemistry databases to facilitate structure identification in ma...
Using online chemistry databases to facilitate structure identification in ma...Using online chemistry databases to facilitate structure identification in ma...
Using online chemistry databases to facilitate structure identification in ma...
 
ChemSpider - Does Community Engagement work to Build a Quality Online Resourc...
ChemSpider - Does Community Engagement work to Build a Quality Online Resourc...ChemSpider - Does Community Engagement work to Build a Quality Online Resourc...
ChemSpider - Does Community Engagement work to Build a Quality Online Resourc...
 
Applications of the US EPA’s CompTox Chemistry Dashboard to support structure...
Applications of the US EPA’s CompTox Chemistry Dashboard to support structure...Applications of the US EPA’s CompTox Chemistry Dashboard to support structure...
Applications of the US EPA’s CompTox Chemistry Dashboard to support structure...
 
Providing support for JC Bradleys vision of open science using RSC cheminform...
Providing support for JC Bradleys vision of open science using RSC cheminform...Providing support for JC Bradleys vision of open science using RSC cheminform...
Providing support for JC Bradleys vision of open science using RSC cheminform...
 

Dernier

Artificial Intelligence: Facts and Myths
Artificial Intelligence: Facts and MythsArtificial Intelligence: Facts and Myths
Artificial Intelligence: Facts and MythsJoaquim Jorge
 
[2024]Digital Global Overview Report 2024 Meltwater.pdf
[2024]Digital Global Overview Report 2024 Meltwater.pdf[2024]Digital Global Overview Report 2024 Meltwater.pdf
[2024]Digital Global Overview Report 2024 Meltwater.pdfhans926745
 
Boost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivityBoost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivityPrincipled Technologies
 
EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptx
EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptxEIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptx
EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptxEarley Information Science
 
IAC 2024 - IA Fast Track to Search Focused AI Solutions
IAC 2024 - IA Fast Track to Search Focused AI SolutionsIAC 2024 - IA Fast Track to Search Focused AI Solutions
IAC 2024 - IA Fast Track to Search Focused AI SolutionsEnterprise Knowledge
 
Driving Behavioral Change for Information Management through Data-Driven Gree...
Driving Behavioral Change for Information Management through Data-Driven Gree...Driving Behavioral Change for Information Management through Data-Driven Gree...
Driving Behavioral Change for Information Management through Data-Driven Gree...Enterprise Knowledge
 
Factors to Consider When Choosing Accounts Payable Services Providers.pptx
Factors to Consider When Choosing Accounts Payable Services Providers.pptxFactors to Consider When Choosing Accounts Payable Services Providers.pptx
Factors to Consider When Choosing Accounts Payable Services Providers.pptxKatpro Technologies
 
TrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc Webinar - Stay Ahead of US State Data Privacy Law DevelopmentsTrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc Webinar - Stay Ahead of US State Data Privacy Law DevelopmentsTrustArc
 
Finology Group – Insurtech Innovation Award 2024
Finology Group – Insurtech Innovation Award 2024Finology Group – Insurtech Innovation Award 2024
Finology Group – Insurtech Innovation Award 2024The Digital Insurer
 
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdf
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdfThe Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdf
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdfEnterprise Knowledge
 
Axa Assurance Maroc - Insurer Innovation Award 2024
Axa Assurance Maroc - Insurer Innovation Award 2024Axa Assurance Maroc - Insurer Innovation Award 2024
Axa Assurance Maroc - Insurer Innovation Award 2024The Digital Insurer
 
Understanding Discord NSFW Servers A Guide for Responsible Users.pdf
Understanding Discord NSFW Servers A Guide for Responsible Users.pdfUnderstanding Discord NSFW Servers A Guide for Responsible Users.pdf
Understanding Discord NSFW Servers A Guide for Responsible Users.pdfUK Journal
 
Tata AIG General Insurance Company - Insurer Innovation Award 2024
Tata AIG General Insurance Company - Insurer Innovation Award 2024Tata AIG General Insurance Company - Insurer Innovation Award 2024
Tata AIG General Insurance Company - Insurer Innovation Award 2024The Digital Insurer
 
The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024Rafal Los
 
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...apidays
 
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
04-2024-HHUG-Sales-and-Marketing-Alignment.pptxHampshireHUG
 
The Codex of Business Writing Software for Real-World Solutions 2.pptx
The Codex of Business Writing Software for Real-World Solutions 2.pptxThe Codex of Business Writing Software for Real-World Solutions 2.pptx
The Codex of Business Writing Software for Real-World Solutions 2.pptxMalak Abu Hammad
 
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...Igalia
 
A Year of the Servo Reboot: Where Are We Now?
A Year of the Servo Reboot: Where Are We Now?A Year of the Servo Reboot: Where Are We Now?
A Year of the Servo Reboot: Where Are We Now?Igalia
 
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
08448380779 Call Girls In Diplomatic Enclave Women Seeking MenDelhi Call girls
 

Dernier (20)

Artificial Intelligence: Facts and Myths
Artificial Intelligence: Facts and MythsArtificial Intelligence: Facts and Myths
Artificial Intelligence: Facts and Myths
 
[2024]Digital Global Overview Report 2024 Meltwater.pdf
[2024]Digital Global Overview Report 2024 Meltwater.pdf[2024]Digital Global Overview Report 2024 Meltwater.pdf
[2024]Digital Global Overview Report 2024 Meltwater.pdf
 
Boost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivityBoost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivity
 
EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptx
EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptxEIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptx
EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptx
 
IAC 2024 - IA Fast Track to Search Focused AI Solutions
IAC 2024 - IA Fast Track to Search Focused AI SolutionsIAC 2024 - IA Fast Track to Search Focused AI Solutions
IAC 2024 - IA Fast Track to Search Focused AI Solutions
 
Driving Behavioral Change for Information Management through Data-Driven Gree...
Driving Behavioral Change for Information Management through Data-Driven Gree...Driving Behavioral Change for Information Management through Data-Driven Gree...
Driving Behavioral Change for Information Management through Data-Driven Gree...
 
Factors to Consider When Choosing Accounts Payable Services Providers.pptx
Factors to Consider When Choosing Accounts Payable Services Providers.pptxFactors to Consider When Choosing Accounts Payable Services Providers.pptx
Factors to Consider When Choosing Accounts Payable Services Providers.pptx
 
TrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc Webinar - Stay Ahead of US State Data Privacy Law DevelopmentsTrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
 
Finology Group – Insurtech Innovation Award 2024
Finology Group – Insurtech Innovation Award 2024Finology Group – Insurtech Innovation Award 2024
Finology Group – Insurtech Innovation Award 2024
 
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdf
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdfThe Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdf
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdf
 
Axa Assurance Maroc - Insurer Innovation Award 2024
Axa Assurance Maroc - Insurer Innovation Award 2024Axa Assurance Maroc - Insurer Innovation Award 2024
Axa Assurance Maroc - Insurer Innovation Award 2024
 
Understanding Discord NSFW Servers A Guide for Responsible Users.pdf
Understanding Discord NSFW Servers A Guide for Responsible Users.pdfUnderstanding Discord NSFW Servers A Guide for Responsible Users.pdf
Understanding Discord NSFW Servers A Guide for Responsible Users.pdf
 
Tata AIG General Insurance Company - Insurer Innovation Award 2024
Tata AIG General Insurance Company - Insurer Innovation Award 2024Tata AIG General Insurance Company - Insurer Innovation Award 2024
Tata AIG General Insurance Company - Insurer Innovation Award 2024
 
The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024
 
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
 
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
 
The Codex of Business Writing Software for Real-World Solutions 2.pptx
The Codex of Business Writing Software for Real-World Solutions 2.pptxThe Codex of Business Writing Software for Real-World Solutions 2.pptx
The Codex of Business Writing Software for Real-World Solutions 2.pptx
 
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
 
A Year of the Servo Reboot: Where Are We Now?
A Year of the Servo Reboot: Where Are We Now?A Year of the Servo Reboot: Where Are We Now?
A Year of the Servo Reboot: Where Are We Now?
 
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
 

Utilizing Online Databases for the Purpose of Structure Identification – Approaches Utilizing the ChemSpider Resource