SlideShare une entreprise Scribd logo
1  sur  106
Crowdsourcing, Collaborations and Text-Mining in a World of Open Chemistry  Antony Williams Nature Publishing Group Presentation, New York, May 2009
The Changing Scope of My Roles and Information Access ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Access to Information ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Content is King ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
The Language of Chemistry ,[object Object]
And its dialects….
As a chemist… ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Imagine a time when …. ,[object Object],[object Object],[object Object],[object Object],[object Object]
Linked Data Cloud
Chemistry on the Internet ,[object Object],[object Object],[object Object],[object Object]
“ Good Stuff” TotallySynthetic.com
PubChem
What is “wrong”?
[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Search Cholesterol
Search Cholesterol
Search Cholesterol
Search Cholesterol
Search Cholesterol
Search Cholesterol
Link outs
Links out to KEGG Kyoto Encyclopedia of Genes and Genomes
Complex Data and Information
Other Searches ,[object Object],[object Object]
Other Searches
Complex Search
[object Object],[object Object]
Quality is a Major Issue- Search Butanol OLD EXAMPLE..now fixed
 
Wikipedia, C&E News, PubChem ,[object Object]
Does one stereocenter matter? Thalidomide
Vancomycin ,[object Object],[object Object],[object Object]
Vancomycin  ChemSpider: 1 compound – 3 days
Question Everything www.dhmo.org
DailyMed ,[object Object],[object Object]
The FDA’s DailyMed
Structures on DailyMed Poor Representations
Structures on DailyMed Lack of Stereochemisty
Incorrect Structures Scanning (?) Issues
Incorrect Structures
Does it Matter? ,[object Object],[object Object],[object Object],[object Object]
Wikis for Science ,[object Object],[object Object],[object Object],[object Object]
Collaborative  Knowledge Management  for Chemists
Wikipedia Chemistry Curation project ,[object Object],[object Object],[object Object],[object Object],[object Object]
Wikipedia Curation ,[object Object],[object Object],[object Object],[object Object]
Wikipedia Links to Drugbank
Taxol on PubChem
Taxol on Daily Med
Differences between ChemSpider/Wikipedia No, but links. Analytical Data Active editors > 50 (?) Active depositors/curators – 30  No Prediction of properties ???? 6000 people/day; 3800 registered Detailed compound monographs Compound monographs linked Text Complex queries – Properties, Text, structure/substructure, OA publishers, Data  Sources, … ~6000 organics, 2000 others >21 million unique structures Wikipedia ChemSpider
Differences between Wikipedia/ChemSpider Growing reputation as focused on quality Worldwide reputation as quality source – good and bad Chemistry is the focus of ‘Spider Chemistry is a subset of the ‘Pedia Mixed “licensing” GFL licensing for everything Growing team of advocates, curators and users Strong team of WP:Chem advocates, curators and admins “ Out of a basement” on three servers and 5 volunteers Established infrastructure and Wikipedia Foundation Team Primarily  Microsoft .NET technologies with OS components  Supported by tried and tested Media-Wiki platform. ChemSpider Wikipedia
The InChI Identifier
Multiple Layers ,[object Object]
InChIs  Structure but NOT substructure
InChIStrings Hash to InChIKeys
InChIs for Taxol
Back to Taxol ,[object Object],[object Object],[object Object],[object Object]
InChIKeys for Taxol ,[object Object],[object Object],[object Object],[object Object],[object Object]
The InChI Resolver
 
Coming Soon…Linked Articles
How bad can it get??? And who is right????
Curating ChemSpider ,[object Object]
Multi-level Curation and Approval
Crowd-sourcing Chemistry ,[object Object],[object Object],[object Object]
Structure-Centric  ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
“Entity Extraction” ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
 
Name Recognition ,[object Object],[object Object]
How Many Chemical Names? ,[object Object]
ChemMantis ,[object Object]
Making Open Access Articles Searchable Proof of Concept ,[object Object],[object Object],[object Object],[object Object]
Document markup
Markup – 3 seconds!
On the fly conversion
Shorthand Formulae Supported
One Click to more Info…
A Platform for Markup ,[object Object],[object Object],[object Object],[object Object],[object Object]
Challenges ,[object Object],[object Object],[object Object]
Names and Structures ,[object Object],[object Object]
Ambiguity
Ambiguity in Abbreviations - DPA
Ambiguity in Abbreviations - THF
Import is Easy ,[object Object],[object Object]
IUPAC PAC Articles
Supports Word .DOC, HTML, RTF
Nature Publications
Entity Balloons ,[object Object],[object Object]
Integrations Out to Other Sources
Integrations Out to Other Sources
Reactions
Manual Curation is Always Necessary
Text- Indexing  and ChemSpider? ,[object Object],[object Object]
Open Access Literature Search
Dictionaries are Easily Enhanced ,[object Object],[object Object],[object Object],[object Object]
Build Dictionaries   Ontologies Next
Other Dictionaries - Species ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
ChemSpider Everywhere ,[object Object],[object Object],[object Object],[object Object],[object Object]
ChemSpider Everywhere Embed Functionality (like YouTube)
ChemSpider Everywhere www.spectralgame.com
ChemSpider Everywhere Crowdsourced Curation of Spectra
ChemSpider Everywhere RSC Compounds
ChemSpider Everywhere Nature Chemistry ,[object Object],[object Object]
ChemSpider Everywhere ChemMobi
Structure RSS Feeds with InChIs
 
Conclusions ,[object Object],[object Object],[object Object],[object Object]

Contenu connexe

Tendances

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...
US Environmental Protection Agency (EPA), Center for Computational Toxicology and Exposure
 
Serving the medicinal chemistry community with Royal Society of Chemistry che...
Serving the medicinal chemistry community with Royal Society of Chemistry che...Serving the medicinal chemistry community with Royal Society of Chemistry che...
Serving the medicinal chemistry community with Royal Society of Chemistry che...
US Environmental Protection Agency (EPA), Center for Computational Toxicology and Exposure
 
Crowdsourcing, Collaborations and Text-Mining in a World of Open Chemistry
Crowdsourcing, Collaborations and Text-Mining in a World of Open Chemistry Crowdsourcing, Collaborations and Text-Mining in a World of Open Chemistry
Crowdsourcing, Collaborations and Text-Mining in a World of Open Chemistry
US Environmental Protection Agency (EPA), Center for Computational Toxicology and Exposure
 
Acs collaborative computational technologies for biomedical research an enabl...
Acs collaborative computational technologies for biomedical research an enabl...Acs collaborative computational technologies for biomedical research an enabl...
Acs collaborative computational technologies for biomedical research an enabl...
Sean Ekins
 
ChemSpider – A Platform to Gather, Host and Integrate Structure Based Data Ac...
ChemSpider – A Platform to Gather, Host and Integrate Structure Based Data Ac...ChemSpider – A Platform to Gather, Host and Integrate Structure Based Data Ac...
ChemSpider – A Platform to Gather, Host and Integrate Structure Based Data Ac...
US Environmental Protection Agency (EPA), Center for Computational Toxicology and Exposure
 
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...
US Environmental Protection Agency (EPA), Center for Computational Toxicology and Exposure
 

Tendances (20)

Improving online chemistry one structure at a time
Improving online chemistry one structure at a timeImproving online chemistry one structure at a time
Improving online chemistry one structure at a time
 
Navigating the Complex Web of Chemistry Using ChemSpider
Navigating the Complex Web of Chemistry Using ChemSpiderNavigating the Complex Web of Chemistry Using ChemSpider
Navigating the Complex Web of Chemistry Using ChemSpider
 
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...
 
Delivering Curated Chemistry to the World via Crowdsourced Deposition and Ann...
Delivering Curated Chemistry to the World via Crowdsourced Deposition and Ann...Delivering Curated Chemistry to the World via Crowdsourced Deposition and Ann...
Delivering Curated Chemistry to the World via Crowdsourced Deposition and Ann...
 
ChemSpider – The Vision and Challenges Associated with Building a Free Online...
ChemSpider – The Vision and Challenges Associated with Building a Free Online...ChemSpider – The Vision and Challenges Associated with Building a Free Online...
ChemSpider – The Vision and Challenges Associated with Building a Free Online...
 
ChemSpider – A Crowdsourcing Environment for Hosting and Validating Chemistry...
ChemSpider – A Crowdsourcing Environment for Hosting and Validating Chemistry...ChemSpider – A Crowdsourcing Environment for Hosting and Validating Chemistry...
ChemSpider – A Crowdsourcing Environment for Hosting and Validating Chemistry...
 
Crowdsourcing, Collaborations and Text-Mining in a World of Open Chemistry
Crowdsourcing, Collaborations and Text-Mining in a World of Open Chemistry Crowdsourcing, Collaborations and Text-Mining in a World of Open Chemistry
Crowdsourcing, Collaborations and Text-Mining in a World of Open Chemistry
 
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
 
Integrating and curating internet based chemistry resources to serve life sci...
Integrating and curating internet based chemistry resources to serve life sci...Integrating and curating internet based chemistry resources to serve life sci...
Integrating and curating internet based chemistry resources to serve life sci...
 
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
 
Delivering Curated Chemistry to the World via Crowdsourced Deposition and Ann...
Delivering Curated Chemistry to the World via Crowdsourced Deposition and Ann...Delivering Curated Chemistry to the World via Crowdsourced Deposition and Ann...
Delivering Curated Chemistry to the World via Crowdsourced Deposition and Ann...
 
The Great Promise of Online Data for Chemistry and the Life Sciences
The Great Promise of Online Data for Chemistry and the Life SciencesThe Great Promise of Online Data for Chemistry and the Life Sciences
The Great Promise of Online Data for Chemistry and the Life Sciences
 
Serving the medicinal chemistry community with Royal Society of Chemistry che...
Serving the medicinal chemistry community with Royal Society of Chemistry che...Serving the medicinal chemistry community with Royal Society of Chemistry che...
Serving the medicinal chemistry community with Royal Society of Chemistry che...
 
Crowdsourcing, Collaborations and Text-Mining in a World of Open Chemistry
Crowdsourcing, Collaborations and Text-Mining in a World of Open Chemistry Crowdsourcing, Collaborations and Text-Mining in a World of Open Chemistry
Crowdsourcing, Collaborations and Text-Mining in a World of Open Chemistry
 
Taming The Wild West Of Internet Based Chemistry You Can Help
Taming The Wild West Of Internet Based Chemistry You Can HelpTaming The Wild West Of Internet Based Chemistry You Can Help
Taming The Wild West Of Internet Based Chemistry You Can Help
 
Acs collaborative computational technologies for biomedical research an enabl...
Acs collaborative computational technologies for biomedical research an enabl...Acs collaborative computational technologies for biomedical research an enabl...
Acs collaborative computational technologies for biomedical research an enabl...
 
ChemSpider – A Platform to Gather, Host and Integrate Structure Based Data Ac...
ChemSpider – A Platform to Gather, Host and Integrate Structure Based Data Ac...ChemSpider – A Platform to Gather, Host and Integrate Structure Based Data Ac...
ChemSpider – A Platform to Gather, Host and Integrate Structure Based Data Ac...
 
ACS 248th Paper 71 ChAMP Project
ACS 248th Paper 71 ChAMP ProjectACS 248th Paper 71 ChAMP Project
ACS 248th Paper 71 ChAMP Project
 
How the web has weaved a web of interlinked chemistry data final
How the web has weaved a web of interlinked chemistry data finalHow the web has weaved a web of interlinked chemistry data final
How the web has weaved a web of interlinked chemistry data final
 
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...
 

En vedette (6)

Enablex
EnablexEnablex
Enablex
 
Aging beautifully part 2 urinary incontinence
Aging beautifully part 2 urinary incontinenceAging beautifully part 2 urinary incontinence
Aging beautifully part 2 urinary incontinence
 
Are Reverse Payment Settlements on Reverse Gear?
Are Reverse Payment Settlements on Reverse Gear?Are Reverse Payment Settlements on Reverse Gear?
Are Reverse Payment Settlements on Reverse Gear?
 
The Global Chemistry Network - driving innovation
The Global Chemistry Network - driving innovationThe Global Chemistry Network - driving innovation
The Global Chemistry Network - driving innovation
 
Adv Mh Participant Bklet3
Adv Mh Participant Bklet3Adv Mh Participant Bklet3
Adv Mh Participant Bklet3
 
Claims under preferantial_payments ppt
Claims under preferantial_payments pptClaims under preferantial_payments ppt
Claims under preferantial_payments ppt
 

Similaire à ChemSpider as a Foundation for Crowdsourcing and Collaborations in Open Chemistry

Chemspider hosting linking and curating chemistry data for the community
Chemspider hosting linking and curating chemistry data for the communityChemspider hosting linking and curating chemistry data for the community
Chemspider hosting linking and curating chemistry data for the community
Royal Society of Chemistry
 
ChemSpider hosting linking and curating chemistry data for the community
ChemSpider  hosting linking and curating chemistry data for the communityChemSpider  hosting linking and curating chemistry data for the community
ChemSpider hosting linking and curating chemistry data for the community
US Environmental Protection Agency (EPA), Center for Computational Toxicology and Exposure
 
Navigating the Complex Web of Chemistry Using ChemSpider
Navigating the Complex Web of Chemistry Using ChemSpiderNavigating the Complex Web of Chemistry Using ChemSpider

Similaire à ChemSpider as a Foundation for Crowdsourcing and Collaborations in Open Chemistry (18)

Using Text-Mining and Crowdsourced Curation to Build a Structure Centric Comm...
Using Text-Mining and Crowdsourced Curation to Build a Structure Centric Comm...Using Text-Mining and Crowdsourced Curation to Build a Structure Centric Comm...
Using Text-Mining and Crowdsourced Curation to Build a Structure Centric Comm...
 
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
 
Chemspider hosting linking and curating chemistry data for the community
Chemspider hosting linking and curating chemistry data for the communityChemspider hosting linking and curating chemistry data for the community
Chemspider hosting linking and curating chemistry data for the community
 
ChemSpider hosting linking and curating chemistry data for the community
ChemSpider  hosting linking and curating chemistry data for the communityChemSpider  hosting linking and curating chemistry data for the community
ChemSpider hosting linking and curating chemistry data for the community
 
AZ of Chemspider February 2011
AZ of Chemspider February 2011AZ of Chemspider February 2011
AZ of Chemspider February 2011
 
ChemSpider Presentation At University Of Toronto
ChemSpider Presentation At University Of TorontoChemSpider Presentation At University Of Toronto
ChemSpider Presentation At University Of Toronto
 
RSC ChemSpider – Building An Internet Based Community For Chemists
RSC ChemSpider – Building An Internet Based Community For ChemistsRSC ChemSpider – Building An Internet Based Community For Chemists
RSC ChemSpider – Building An Internet Based Community For Chemists
 
Building A Community Resource For The Life Sciences
Building A Community Resource For The Life SciencesBuilding A Community Resource For The Life Sciences
Building A Community Resource For The Life Sciences
 
A Presentation at Nature Publishing Group Crowdsourcing, Collaborations and T...
A Presentation at Nature Publishing Group Crowdsourcing, Collaborations and T...A Presentation at Nature Publishing Group Crowdsourcing, Collaborations and T...
A Presentation at Nature Publishing Group Crowdsourcing, Collaborations and T...
 
Navigating the Complex Web of Chemistry Using ChemSpider
Navigating the Complex Web of Chemistry Using ChemSpiderNavigating the Complex Web of Chemistry Using ChemSpider
Navigating the Complex Web of Chemistry Using ChemSpider
 
How an Online Resource for Chemistry Can Change Our World
How an Online Resource for Chemistry Can Change Our WorldHow an Online Resource for Chemistry Can Change Our World
How an Online Resource for Chemistry Can Change Our World
 
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...
 
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...
 
ChemSpider as a Platform for Crowd Participation in Curating Chemistry
ChemSpider as a Platform for Crowd Participation in Curating ChemistryChemSpider as a Platform for Crowd Participation in Curating Chemistry
ChemSpider as a Platform for Crowd Participation in Curating Chemistry
 
Sourcing high quality online data resources for computational toxicology
Sourcing high quality online data resources for computational toxicologySourcing high quality online data resources for computational toxicology
Sourcing high quality online data resources for computational toxicology
 
Online Public Compound Databases
Online Public Compound DatabasesOnline Public Compound Databases
Online Public Compound Databases
 
Connecting Chemistry Across the Internet Using ChemSpider
Connecting Chemistry Across the Internet Using ChemSpiderConnecting Chemistry Across the Internet Using ChemSpider
Connecting Chemistry Across the Internet Using ChemSpider
 
Chemspider Presentation at the ACS Meeting in New orleans
Chemspider Presentation at the ACS Meeting in New orleansChemspider Presentation at the ACS Meeting in New orleans
Chemspider Presentation at the ACS Meeting in New orleans
 

Dernier

+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...
+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...
+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...
?#DUbAI#??##{{(☎️+971_581248768%)**%*]'#abortion pills for sale in dubai@
 
Histor y of HAM Radio presentation slide
Histor y of HAM Radio presentation slideHistor y of HAM Radio presentation slide
Histor y of HAM Radio presentation slide
vu2urc
 

Dernier (20)

Automating Google Workspace (GWS) & more with Apps Script
Automating Google Workspace (GWS) & more with Apps ScriptAutomating Google Workspace (GWS) & more with Apps Script
Automating Google Workspace (GWS) & more with Apps Script
 
GenCyber Cyber Security Day Presentation
GenCyber Cyber Security Day PresentationGenCyber Cyber Security Day Presentation
GenCyber Cyber Security Day Presentation
 
Apidays New York 2024 - Scaling API-first by Ian Reasor and Radu Cotescu, Adobe
Apidays New York 2024 - Scaling API-first by Ian Reasor and Radu Cotescu, AdobeApidays New York 2024 - Scaling API-first by Ian Reasor and Radu Cotescu, Adobe
Apidays New York 2024 - Scaling API-first by Ian Reasor and Radu Cotescu, Adobe
 
2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...
 
presentation ICT roal in 21st century education
presentation ICT roal in 21st century educationpresentation ICT roal in 21st century education
presentation ICT roal in 21st century education
 
+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...
+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...
+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...
 
How to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerHow to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected Worker
 
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
 
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
 
Tech Trends Report 2024 Future Today Institute.pdf
Tech Trends Report 2024 Future Today Institute.pdfTech Trends Report 2024 Future Today Institute.pdf
Tech Trends Report 2024 Future Today Institute.pdf
 
Powerful Google developer tools for immediate impact! (2023-24 C)
Powerful Google developer tools for immediate impact! (2023-24 C)Powerful Google developer tools for immediate impact! (2023-24 C)
Powerful Google developer tools for immediate impact! (2023-24 C)
 
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
 
Scaling API-first – The story of a global engineering organization
Scaling API-first – The story of a global engineering organizationScaling API-first – The story of a global engineering organization
Scaling API-first – The story of a global engineering organization
 
GenAI Risks & Security Meetup 01052024.pdf
GenAI Risks & Security Meetup 01052024.pdfGenAI Risks & Security Meetup 01052024.pdf
GenAI Risks & Security Meetup 01052024.pdf
 
Connector Corner: Accelerate revenue generation using UiPath API-centric busi...
Connector Corner: Accelerate revenue generation using UiPath API-centric busi...Connector Corner: Accelerate revenue generation using UiPath API-centric busi...
Connector Corner: Accelerate revenue generation using UiPath API-centric busi...
 
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
 
Partners Life - Insurer Innovation Award 2024
Partners Life - Insurer Innovation Award 2024Partners Life - Insurer Innovation Award 2024
Partners Life - Insurer Innovation Award 2024
 
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
 
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
 
Histor y of HAM Radio presentation slide
Histor y of HAM Radio presentation slideHistor y of HAM Radio presentation slide
Histor y of HAM Radio presentation slide
 

ChemSpider as a Foundation for Crowdsourcing and Collaborations in Open Chemistry