SlideShare uma empresa Scribd logo
1 de 49
Chemical Information Retrieval 2011 Jean-Claude Bradley September 23, 2011 First Class Associate Professor of Chemistry Drexel University CHEM367/767 Drexel University
Finding reliable chemical information can be really hard
After this class, you should feel that you can never  blindly trust  chemical data sources again
But… You will learn how to do the best you can with imperfect information
The Chemical Information Validation Sheet  567 curated and referenced measurements from  Fall 2010 Chemical Information Retrieval course
Discovering outliers for melting points (stdev/average)
Investigating the m.p. inconsistencies of EGCG
Investigating the m.p. inconsistencies of cyclohexanone
Most popular data sources
Alfa Aesar donates melting points to the public
Open Melting Point Explorer (Andrew Lang)
Outliers MDPI  dataset EPI (donated all data to public also)
Outliers for ethanol: Alfa Aesar and Oxford MSDS
Inconsistencies and SMILES problems within MDPI dataset
MDPI Dataset labeled with High Trust Level
Open Melting Point Datasets Currently 20,000 compounds with Open MPs
American Petroleum Institute 5 C PHYSPROP -30 C PHYSPROP 125 C peer reviewed journal (2008) 97.5 C government database -30 C government database 4.58 C What is the melting point of 4-benzyltoluene?
The quest to resolve the melting point  of 4-benzyltoluene: liquid at room temp  and can be frozen <-30C
Open Lab Notebook page measuring the melting point of 4-benzyltoluene
Motivation:  Faster Science,   Better Science
Ruling out all melting points above -15C?
Oops – 4-benzyltoluene freezes after 16 days at -15C!
Measuring the melting point by slowly heating from -15 C gives 5 C
There are NO FACTS,  only measurements embedded within assumptions Open Notebook Science maintains the integrity of data provenance by making assumptions explicit
Open Random Forest modeling of Open Melting Point data using CDK descriptors (Andrew Lang) R2 = 0.78, TPSA and nHdon most important
Melting point prediction service
Melting point predictions and measurements on iPhone/iPad (Andrew Lang and Alex Clark)
Using melting point for temperature dependent solubility prediction
Web services for summary data (Andrew Lang)
Web service calls from within a Google Spreadsheet for solubility measurement and prediction (Andrew Lang)
Integration of Multiple Web Services to Recommend Solvents for Reactions (Andrew Lang)
Publication of double+ validated melting point dataset to Nature Precedings and LuLu
 
 
Reaction Attempts Book
Reaction Attempts Book: Reactants listed Alphabetically
 
All ONS web services
Google Apps Scripts web services
Google Apps Scripts for conveniently exploring melting point data
Straight chain carboxylic acids from 1 to 10 carbons Straight chain alcohols from 1 to 10 carbons Comparison of model with triple validated measurements
Cyclic primary amines from 3 to 6 carbons (cyclobutylamine flagged for validation – only single source available)
Google Apps Scripts for planning reactions and creating schemes
Open Melting Points in Supplementary Data Pages of Wikipedia (Martin Walker)
Web services from data collected in this class will be added here
In this class you will learn How to search Science1.0 resources ,[object Object],[object Object],[object Object],[object Object]
In this class you will learn How to participate in Science2.0 ,[object Object],[object Object],[object Object],[object Object]
In this class you will learn How to leverage Science3.0 (via collaboration with Andrew Lang) ,[object Object]
Now lets take a look at the class wiki

Mais conteúdo relacionado

Mais procurados

Bradley SLA Talk on Open Melting Point Collections
Bradley SLA Talk on Open Melting Point CollectionsBradley SLA Talk on Open Melting Point Collections
Bradley SLA Talk on Open Melting Point CollectionsJean-Claude Bradley
 
Chemical Information Retrieval Class 1
Chemical Information Retrieval Class 1Chemical Information Retrieval Class 1
Chemical Information Retrieval Class 1Jean-Claude Bradley
 
A brief description of the Chemical Rediscovery Survey and Open Chemistry in ...
A brief description of the Chemical Rediscovery Survey and Open Chemistry in ...A brief description of the Chemical Rediscovery Survey and Open Chemistry in ...
A brief description of the Chemical Rediscovery Survey and Open Chemistry in ...Jean-Claude Bradley
 
White House Open Notebook Science Poster
White House Open Notebook Science PosterWhite House Open Notebook Science Poster
White House Open Notebook Science PosterJean-Claude Bradley
 
The Value of Openness in Research and Teaching
The Value of Openness in Research and TeachingThe Value of Openness in Research and Teaching
The Value of Openness in Research and TeachingJean-Claude Bradley
 
The application of cloud computing to royal society of chemistry data platforms
The application of cloud computing to royal society of chemistry data platformsThe application of cloud computing to royal society of chemistry data platforms
The application of cloud computing to royal society of chemistry data platformsValery Tkachenko
 
Tlad 2015 presentation amin+charles-final
Tlad 2015 presentation   amin+charles-finalTlad 2015 presentation   amin+charles-final
Tlad 2015 presentation amin+charles-finalAmin Chowdhury
 
Royal Society of Chemistry open source cheminformatics platforms and libraries
Royal Society of Chemistry open source cheminformatics platforms and librariesRoyal Society of Chemistry open source cheminformatics platforms and libraries
Royal Society of Chemistry open source cheminformatics platforms and librariesValery Tkachenko
 

Mais procurados (20)

Bradley SLA Talk on Open Melting Point Collections
Bradley SLA Talk on Open Melting Point CollectionsBradley SLA Talk on Open Melting Point Collections
Bradley SLA Talk on Open Melting Point Collections
 
Chemical Information Retrieval Class 1
Chemical Information Retrieval Class 1Chemical Information Retrieval Class 1
Chemical Information Retrieval Class 1
 
ACRL Trust in Science Talk
ACRL Trust in Science TalkACRL Trust in Science Talk
ACRL Trust in Science Talk
 
A brief description of the Chemical Rediscovery Survey and Open Chemistry in ...
A brief description of the Chemical Rediscovery Survey and Open Chemistry in ...A brief description of the Chemical Rediscovery Survey and Open Chemistry in ...
A brief description of the Chemical Rediscovery Survey and Open Chemistry in ...
 
Science Online 2011 ONS session
Science Online 2011 ONS sessionScience Online 2011 ONS session
Science Online 2011 ONS session
 
White House Open Notebook Science Poster
White House Open Notebook Science PosterWhite House Open Notebook Science Poster
White House Open Notebook Science Poster
 
The Value of Openness in Research and Teaching
The Value of Openness in Research and TeachingThe Value of Openness in Research and Teaching
The Value of Openness in Research and Teaching
 
ChemSpider reactions – delivering a free community resource of chemical synth...
ChemSpider reactions – delivering a free community resource of chemical synth...ChemSpider reactions – delivering a free community resource of chemical synth...
ChemSpider reactions – delivering a free community resource of chemical synth...
 
CompTox Chemicals Dashboard: Data and tools to support chemical and environme...
CompTox Chemicals Dashboard: Data and tools to support chemical and environme...CompTox Chemicals Dashboard: Data and tools to support chemical and environme...
CompTox Chemicals Dashboard: Data and tools to support chemical and environme...
 
EPA CompTox chemicals dashboard: An online resource for environmental chemists
EPA CompTox chemicals dashboard: An online resource for environmental chemists EPA CompTox chemicals dashboard: An online resource for environmental chemists
EPA CompTox chemicals dashboard: An online resource for environmental chemists
 
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...
 
The application of cloud computing to royal society of chemistry data platforms
The application of cloud computing to royal society of chemistry data platformsThe application of cloud computing to royal society of chemistry data platforms
The application of cloud computing to royal society of chemistry data platforms
 
Tlad 2015 presentation amin+charles-final
Tlad 2015 presentation   amin+charles-finalTlad 2015 presentation   amin+charles-final
Tlad 2015 presentation amin+charles-final
 
Delivering The Benefits of Chemical-Biological Integration in Computational T...
Delivering The Benefits of Chemical-Biological Integration in Computational T...Delivering The Benefits of Chemical-Biological Integration in Computational T...
Delivering The Benefits of Chemical-Biological Integration in Computational T...
 
Royal Society of Chemistry open source cheminformatics platforms and libraries
Royal Society of Chemistry open source cheminformatics platforms and librariesRoyal Society of Chemistry open source cheminformatics platforms and libraries
Royal Society of Chemistry open source cheminformatics platforms and libraries
 
The EPA Online Prediction Physicochemical Prediction Platform to Support Envi...
The EPA Online Prediction Physicochemical Prediction Platform to Support Envi...The EPA Online Prediction Physicochemical Prediction Platform to Support Envi...
The EPA Online Prediction Physicochemical Prediction Platform to Support Envi...
 
Structure Identification Using High Resolution Mass Spectrometry Data and the...
Structure Identification Using High Resolution Mass Spectrometry Data and the...Structure Identification Using High Resolution Mass Spectrometry Data and the...
Structure Identification Using High Resolution Mass Spectrometry Data and the...
 
Sharing chemical structures with peer reviewed publications
Sharing chemical structures with peer reviewed publications Sharing chemical structures with peer reviewed publications
Sharing chemical structures with peer reviewed publications
 
Delivering The Benefits of Chemical-Biological Integration in Computational T...
Delivering The Benefits of Chemical-Biological Integration in Computational T...Delivering The Benefits of Chemical-Biological Integration in Computational T...
Delivering The Benefits of Chemical-Biological Integration in Computational T...
 
The needs for chemistry standards, database tools and data curation at the ch...
The needs for chemistry standards, database tools and data curation at the ch...The needs for chemistry standards, database tools and data curation at the ch...
The needs for chemistry standards, database tools and data curation at the ch...
 

Semelhante a ChemInfo 2011 class1

Bradley Open Notebook Science Georgia Tech OA week
Bradley Open Notebook Science Georgia Tech OA weekBradley Open Notebook Science Georgia Tech OA week
Bradley Open Notebook Science Georgia Tech OA weekJean-Claude Bradley
 
Leveraging Transparency and Crowdsourcing in Chemistry Using Open Notebook Sc...
Leveraging Transparency and Crowdsourcing in Chemistry Using Open Notebook Sc...Leveraging Transparency and Crowdsourcing in Chemistry Using Open Notebook Sc...
Leveraging Transparency and Crowdsourcing in Chemistry Using Open Notebook Sc...Jean-Claude Bradley
 
IGERT Drexel Open Notebook Science Talk
IGERT Drexel Open Notebook Science TalkIGERT Drexel Open Notebook Science Talk
IGERT Drexel Open Notebook Science TalkJean-Claude Bradley
 
Crowdsourcing Solubility using Open Notebook Science
Crowdsourcing Solubility using Open Notebook ScienceCrowdsourcing Solubility using Open Notebook Science
Crowdsourcing Solubility using Open Notebook ScienceJean-Claude Bradley
 
NITLE Open Notebook Science Talk
NITLE Open Notebook Science TalkNITLE Open Notebook Science Talk
NITLE Open Notebook Science TalkJean-Claude Bradley
 
Open Notebooks Science
Open Notebooks ScienceOpen Notebooks Science
Open Notebooks ScienceAndrew Lang
 
Science Commons Open Notebook Science Talk
Science Commons Open Notebook Science TalkScience Commons Open Notebook Science Talk
Science Commons Open Notebook Science TalkJean-Claude Bradley
 
BrightTALK Open Notebook Science
BrightTALK Open Notebook ScienceBrightTALK Open Notebook Science
BrightTALK Open Notebook ScienceJean-Claude Bradley
 
Manchester Open Notebook Science Talk
Manchester Open Notebook Science TalkManchester Open Notebook Science Talk
Manchester Open Notebook Science TalkJean-Claude Bradley
 
Bradley Open Notebook Science ACSfall2012
Bradley Open Notebook Science ACSfall2012Bradley Open Notebook Science ACSfall2012
Bradley Open Notebook Science ACSfall2012Jean-Claude Bradley
 
Science Online 2010 Open Notebook Science Session
Science Online 2010 Open Notebook Science SessionScience Online 2010 Open Notebook Science Session
Science Online 2010 Open Notebook Science SessionJean-Claude Bradley
 
NIST Dec08 Open Notebook Science Talk
NIST Dec08 Open Notebook Science TalkNIST Dec08 Open Notebook Science Talk
NIST Dec08 Open Notebook Science TalkJean-Claude Bradley
 
How to Find Physical Properties of Chemical Substances
How to Find Physical Properties of Chemical SubstancesHow to Find Physical Properties of Chemical Substances
How to Find Physical Properties of Chemical SubstancesBruce Slutsky
 
modeling melting points
modeling melting pointsmodeling melting points
modeling melting pointsAndrew Lang
 

Semelhante a ChemInfo 2011 class1 (20)

Bradley Open Notebook Science Georgia Tech OA week
Bradley Open Notebook Science Georgia Tech OA weekBradley Open Notebook Science Georgia Tech OA week
Bradley Open Notebook Science Georgia Tech OA week
 
Leveraging Transparency and Crowdsourcing in Chemistry Using Open Notebook Sc...
Leveraging Transparency and Crowdsourcing in Chemistry Using Open Notebook Sc...Leveraging Transparency and Crowdsourcing in Chemistry Using Open Notebook Sc...
Leveraging Transparency and Crowdsourcing in Chemistry Using Open Notebook Sc...
 
IGERT Drexel Open Notebook Science Talk
IGERT Drexel Open Notebook Science TalkIGERT Drexel Open Notebook Science Talk
IGERT Drexel Open Notebook Science Talk
 
Crowdsourcing Solubility using Open Notebook Science
Crowdsourcing Solubility using Open Notebook ScienceCrowdsourcing Solubility using Open Notebook Science
Crowdsourcing Solubility using Open Notebook Science
 
UPennONS
UPennONSUPennONS
UPennONS
 
NITLE Open Notebook Science Talk
NITLE Open Notebook Science TalkNITLE Open Notebook Science Talk
NITLE Open Notebook Science Talk
 
Open Notebooks Science
Open Notebooks ScienceOpen Notebooks Science
Open Notebooks Science
 
OpenSciNY Open Notebook Science
OpenSciNY Open Notebook ScienceOpenSciNY Open Notebook Science
OpenSciNY Open Notebook Science
 
Peer Review and Science2.0
Peer Review and Science2.0Peer Review and Science2.0
Peer Review and Science2.0
 
Science Commons Open Notebook Science Talk
Science Commons Open Notebook Science TalkScience Commons Open Notebook Science Talk
Science Commons Open Notebook Science Talk
 
BrightTALK Open Notebook Science
BrightTALK Open Notebook ScienceBrightTALK Open Notebook Science
BrightTALK Open Notebook Science
 
ACRL Open Notebook Science talk
ACRL Open Notebook Science talkACRL Open Notebook Science talk
ACRL Open Notebook Science talk
 
Bradley Drexel MiniSymp 2010
Bradley Drexel MiniSymp 2010Bradley Drexel MiniSymp 2010
Bradley Drexel MiniSymp 2010
 
Manchester Open Notebook Science Talk
Manchester Open Notebook Science TalkManchester Open Notebook Science Talk
Manchester Open Notebook Science Talk
 
Cheminfo Retrieval 2010 Class 1
Cheminfo Retrieval 2010 Class 1Cheminfo Retrieval 2010 Class 1
Cheminfo Retrieval 2010 Class 1
 
Bradley Open Notebook Science ACSfall2012
Bradley Open Notebook Science ACSfall2012Bradley Open Notebook Science ACSfall2012
Bradley Open Notebook Science ACSfall2012
 
Science Online 2010 Open Notebook Science Session
Science Online 2010 Open Notebook Science SessionScience Online 2010 Open Notebook Science Session
Science Online 2010 Open Notebook Science Session
 
NIST Dec08 Open Notebook Science Talk
NIST Dec08 Open Notebook Science TalkNIST Dec08 Open Notebook Science Talk
NIST Dec08 Open Notebook Science Talk
 
How to Find Physical Properties of Chemical Substances
How to Find Physical Properties of Chemical SubstancesHow to Find Physical Properties of Chemical Substances
How to Find Physical Properties of Chemical Substances
 
modeling melting points
modeling melting pointsmodeling melting points
modeling melting points
 

Mais de Jean-Claude Bradley

Nuit de la Liberté - Science Ouverte avec Jean-Claude Bradley
Nuit de la Liberté - Science Ouverte avec Jean-Claude Bradley Nuit de la Liberté - Science Ouverte avec Jean-Claude Bradley
Nuit de la Liberté - Science Ouverte avec Jean-Claude Bradley Jean-Claude Bradley
 
Souder Trust in Science SLA 2011
Souder Trust in Science SLA 2011Souder Trust in Science SLA 2011
Souder Trust in Science SLA 2011Jean-Claude Bradley
 
La Science par Cahier de Laboratoire Ouvert
La Science par Cahier de Laboratoire OuvertLa Science par Cahier de Laboratoire Ouvert
La Science par Cahier de Laboratoire OuvertJean-Claude Bradley
 
The use of non-aqueous solubility to control reaction outcomes
The use of non-aqueous solubility to control reaction outcomesThe use of non-aqueous solubility to control reaction outcomes
The use of non-aqueous solubility to control reaction outcomesJean-Claude Bradley
 
Mirza PhD defense on the Ugi reaction for anti-malarial screening
Mirza PhD defense on the Ugi reaction for anti-malarial screeningMirza PhD defense on the Ugi reaction for anti-malarial screening
Mirza PhD defense on the Ugi reaction for anti-malarial screeningJean-Claude Bradley
 
Vanderwall cheminformatics Drexel Part 1
Vanderwall cheminformatics Drexel Part 1Vanderwall cheminformatics Drexel Part 1
Vanderwall cheminformatics Drexel Part 1Jean-Claude Bradley
 
Smartphones wikis and games for education
Smartphones wikis and games for educationSmartphones wikis and games for education
Smartphones wikis and games for educationJean-Claude Bradley
 
Nanoinformatics 2010 SMIRP-ONS Talk
Nanoinformatics 2010 SMIRP-ONS TalkNanoinformatics 2010 SMIRP-ONS Talk
Nanoinformatics 2010 SMIRP-ONS TalkJean-Claude Bradley
 

Mais de Jean-Claude Bradley (12)

Nuit de la Liberté - Science Ouverte avec Jean-Claude Bradley
Nuit de la Liberté - Science Ouverte avec Jean-Claude Bradley Nuit de la Liberté - Science Ouverte avec Jean-Claude Bradley
Nuit de la Liberté - Science Ouverte avec Jean-Claude Bradley
 
ChemInfo Retrieval Exam 2010
ChemInfo Retrieval Exam 2010ChemInfo Retrieval Exam 2010
ChemInfo Retrieval Exam 2010
 
Hagen NTIS SLA 2011
Hagen NTIS SLA 2011Hagen NTIS SLA 2011
Hagen NTIS SLA 2011
 
Souder Trust in Science SLA 2011
Souder Trust in Science SLA 2011Souder Trust in Science SLA 2011
Souder Trust in Science SLA 2011
 
La Science par Cahier de Laboratoire Ouvert
La Science par Cahier de Laboratoire OuvertLa Science par Cahier de Laboratoire Ouvert
La Science par Cahier de Laboratoire Ouvert
 
The use of non-aqueous solubility to control reaction outcomes
The use of non-aqueous solubility to control reaction outcomesThe use of non-aqueous solubility to control reaction outcomes
The use of non-aqueous solubility to control reaction outcomes
 
Cyclic alkynes
Cyclic alkynesCyclic alkynes
Cyclic alkynes
 
Philadelphia U Sciences 2011
Philadelphia U Sciences 2011Philadelphia U Sciences 2011
Philadelphia U Sciences 2011
 
Mirza PhD defense on the Ugi reaction for anti-malarial screening
Mirza PhD defense on the Ugi reaction for anti-malarial screeningMirza PhD defense on the Ugi reaction for anti-malarial screening
Mirza PhD defense on the Ugi reaction for anti-malarial screening
 
Vanderwall cheminformatics Drexel Part 1
Vanderwall cheminformatics Drexel Part 1Vanderwall cheminformatics Drexel Part 1
Vanderwall cheminformatics Drexel Part 1
 
Smartphones wikis and games for education
Smartphones wikis and games for educationSmartphones wikis and games for education
Smartphones wikis and games for education
 
Nanoinformatics 2010 SMIRP-ONS Talk
Nanoinformatics 2010 SMIRP-ONS TalkNanoinformatics 2010 SMIRP-ONS Talk
Nanoinformatics 2010 SMIRP-ONS Talk
 

Último

Choosing the Right CBSE School A Comprehensive Guide for Parents
Choosing the Right CBSE School A Comprehensive Guide for ParentsChoosing the Right CBSE School A Comprehensive Guide for Parents
Choosing the Right CBSE School A Comprehensive Guide for Parentsnavabharathschool99
 
Karra SKD Conference Presentation Revised.pptx
Karra SKD Conference Presentation Revised.pptxKarra SKD Conference Presentation Revised.pptx
Karra SKD Conference Presentation Revised.pptxAshokKarra1
 
Full Stack Web Development Course for Beginners
Full Stack Web Development Course  for BeginnersFull Stack Web Development Course  for Beginners
Full Stack Web Development Course for BeginnersSabitha Banu
 
Gas measurement O2,Co2,& ph) 04/2024.pptx
Gas measurement O2,Co2,& ph) 04/2024.pptxGas measurement O2,Co2,& ph) 04/2024.pptx
Gas measurement O2,Co2,& ph) 04/2024.pptxDr.Ibrahim Hassaan
 
How to do quick user assign in kanban in Odoo 17 ERP
How to do quick user assign in kanban in Odoo 17 ERPHow to do quick user assign in kanban in Odoo 17 ERP
How to do quick user assign in kanban in Odoo 17 ERPCeline George
 
4.18.24 Movement Legacies, Reflection, and Review.pptx
4.18.24 Movement Legacies, Reflection, and Review.pptx4.18.24 Movement Legacies, Reflection, and Review.pptx
4.18.24 Movement Legacies, Reflection, and Review.pptxmary850239
 
ACC 2024 Chronicles. Cardiology. Exam.pdf
ACC 2024 Chronicles. Cardiology. Exam.pdfACC 2024 Chronicles. Cardiology. Exam.pdf
ACC 2024 Chronicles. Cardiology. Exam.pdfSpandanaRallapalli
 
ECONOMIC CONTEXT - LONG FORM TV DRAMA - PPT
ECONOMIC CONTEXT - LONG FORM TV DRAMA - PPTECONOMIC CONTEXT - LONG FORM TV DRAMA - PPT
ECONOMIC CONTEXT - LONG FORM TV DRAMA - PPTiammrhaywood
 
Procuring digital preservation CAN be quick and painless with our new dynamic...
Procuring digital preservation CAN be quick and painless with our new dynamic...Procuring digital preservation CAN be quick and painless with our new dynamic...
Procuring digital preservation CAN be quick and painless with our new dynamic...Jisc
 
Difference Between Search & Browse Methods in Odoo 17
Difference Between Search & Browse Methods in Odoo 17Difference Between Search & Browse Methods in Odoo 17
Difference Between Search & Browse Methods in Odoo 17Celine George
 
ECONOMIC CONTEXT - PAPER 1 Q3: NEWSPAPERS.pptx
ECONOMIC CONTEXT - PAPER 1 Q3: NEWSPAPERS.pptxECONOMIC CONTEXT - PAPER 1 Q3: NEWSPAPERS.pptx
ECONOMIC CONTEXT - PAPER 1 Q3: NEWSPAPERS.pptxiammrhaywood
 
Roles & Responsibilities in Pharmacovigilance
Roles & Responsibilities in PharmacovigilanceRoles & Responsibilities in Pharmacovigilance
Roles & Responsibilities in PharmacovigilanceSamikshaHamane
 
What is Model Inheritance in Odoo 17 ERP
What is Model Inheritance in Odoo 17 ERPWhat is Model Inheritance in Odoo 17 ERP
What is Model Inheritance in Odoo 17 ERPCeline George
 
Like-prefer-love -hate+verb+ing & silent letters & citizenship text.pdf
Like-prefer-love -hate+verb+ing & silent letters & citizenship text.pdfLike-prefer-love -hate+verb+ing & silent letters & citizenship text.pdf
Like-prefer-love -hate+verb+ing & silent letters & citizenship text.pdfMr Bounab Samir
 
HỌC TỐT TIẾNG ANH 11 THEO CHƯƠNG TRÌNH GLOBAL SUCCESS ĐÁP ÁN CHI TIẾT - CẢ NĂ...
HỌC TỐT TIẾNG ANH 11 THEO CHƯƠNG TRÌNH GLOBAL SUCCESS ĐÁP ÁN CHI TIẾT - CẢ NĂ...HỌC TỐT TIẾNG ANH 11 THEO CHƯƠNG TRÌNH GLOBAL SUCCESS ĐÁP ÁN CHI TIẾT - CẢ NĂ...
HỌC TỐT TIẾNG ANH 11 THEO CHƯƠNG TRÌNH GLOBAL SUCCESS ĐÁP ÁN CHI TIẾT - CẢ NĂ...Nguyen Thanh Tu Collection
 
USPS® Forced Meter Migration - How to Know if Your Postage Meter Will Soon be...
USPS® Forced Meter Migration - How to Know if Your Postage Meter Will Soon be...USPS® Forced Meter Migration - How to Know if Your Postage Meter Will Soon be...
USPS® Forced Meter Migration - How to Know if Your Postage Meter Will Soon be...Postal Advocate Inc.
 

Último (20)

LEFT_ON_C'N_ PRELIMS_EL_DORADO_2024.pptx
LEFT_ON_C'N_ PRELIMS_EL_DORADO_2024.pptxLEFT_ON_C'N_ PRELIMS_EL_DORADO_2024.pptx
LEFT_ON_C'N_ PRELIMS_EL_DORADO_2024.pptx
 
Choosing the Right CBSE School A Comprehensive Guide for Parents
Choosing the Right CBSE School A Comprehensive Guide for ParentsChoosing the Right CBSE School A Comprehensive Guide for Parents
Choosing the Right CBSE School A Comprehensive Guide for Parents
 
Karra SKD Conference Presentation Revised.pptx
Karra SKD Conference Presentation Revised.pptxKarra SKD Conference Presentation Revised.pptx
Karra SKD Conference Presentation Revised.pptx
 
YOUVE GOT EMAIL_FINALS_EL_DORADO_2024.pptx
YOUVE GOT EMAIL_FINALS_EL_DORADO_2024.pptxYOUVE GOT EMAIL_FINALS_EL_DORADO_2024.pptx
YOUVE GOT EMAIL_FINALS_EL_DORADO_2024.pptx
 
Full Stack Web Development Course for Beginners
Full Stack Web Development Course  for BeginnersFull Stack Web Development Course  for Beginners
Full Stack Web Development Course for Beginners
 
Gas measurement O2,Co2,& ph) 04/2024.pptx
Gas measurement O2,Co2,& ph) 04/2024.pptxGas measurement O2,Co2,& ph) 04/2024.pptx
Gas measurement O2,Co2,& ph) 04/2024.pptx
 
How to do quick user assign in kanban in Odoo 17 ERP
How to do quick user assign in kanban in Odoo 17 ERPHow to do quick user assign in kanban in Odoo 17 ERP
How to do quick user assign in kanban in Odoo 17 ERP
 
4.18.24 Movement Legacies, Reflection, and Review.pptx
4.18.24 Movement Legacies, Reflection, and Review.pptx4.18.24 Movement Legacies, Reflection, and Review.pptx
4.18.24 Movement Legacies, Reflection, and Review.pptx
 
ACC 2024 Chronicles. Cardiology. Exam.pdf
ACC 2024 Chronicles. Cardiology. Exam.pdfACC 2024 Chronicles. Cardiology. Exam.pdf
ACC 2024 Chronicles. Cardiology. Exam.pdf
 
ECONOMIC CONTEXT - LONG FORM TV DRAMA - PPT
ECONOMIC CONTEXT - LONG FORM TV DRAMA - PPTECONOMIC CONTEXT - LONG FORM TV DRAMA - PPT
ECONOMIC CONTEXT - LONG FORM TV DRAMA - PPT
 
Procuring digital preservation CAN be quick and painless with our new dynamic...
Procuring digital preservation CAN be quick and painless with our new dynamic...Procuring digital preservation CAN be quick and painless with our new dynamic...
Procuring digital preservation CAN be quick and painless with our new dynamic...
 
OS-operating systems- ch04 (Threads) ...
OS-operating systems- ch04 (Threads) ...OS-operating systems- ch04 (Threads) ...
OS-operating systems- ch04 (Threads) ...
 
YOUVE_GOT_EMAIL_PRELIMS_EL_DORADO_2024.pptx
YOUVE_GOT_EMAIL_PRELIMS_EL_DORADO_2024.pptxYOUVE_GOT_EMAIL_PRELIMS_EL_DORADO_2024.pptx
YOUVE_GOT_EMAIL_PRELIMS_EL_DORADO_2024.pptx
 
Difference Between Search & Browse Methods in Odoo 17
Difference Between Search & Browse Methods in Odoo 17Difference Between Search & Browse Methods in Odoo 17
Difference Between Search & Browse Methods in Odoo 17
 
ECONOMIC CONTEXT - PAPER 1 Q3: NEWSPAPERS.pptx
ECONOMIC CONTEXT - PAPER 1 Q3: NEWSPAPERS.pptxECONOMIC CONTEXT - PAPER 1 Q3: NEWSPAPERS.pptx
ECONOMIC CONTEXT - PAPER 1 Q3: NEWSPAPERS.pptx
 
Roles & Responsibilities in Pharmacovigilance
Roles & Responsibilities in PharmacovigilanceRoles & Responsibilities in Pharmacovigilance
Roles & Responsibilities in Pharmacovigilance
 
What is Model Inheritance in Odoo 17 ERP
What is Model Inheritance in Odoo 17 ERPWhat is Model Inheritance in Odoo 17 ERP
What is Model Inheritance in Odoo 17 ERP
 
Like-prefer-love -hate+verb+ing & silent letters & citizenship text.pdf
Like-prefer-love -hate+verb+ing & silent letters & citizenship text.pdfLike-prefer-love -hate+verb+ing & silent letters & citizenship text.pdf
Like-prefer-love -hate+verb+ing & silent letters & citizenship text.pdf
 
HỌC TỐT TIẾNG ANH 11 THEO CHƯƠNG TRÌNH GLOBAL SUCCESS ĐÁP ÁN CHI TIẾT - CẢ NĂ...
HỌC TỐT TIẾNG ANH 11 THEO CHƯƠNG TRÌNH GLOBAL SUCCESS ĐÁP ÁN CHI TIẾT - CẢ NĂ...HỌC TỐT TIẾNG ANH 11 THEO CHƯƠNG TRÌNH GLOBAL SUCCESS ĐÁP ÁN CHI TIẾT - CẢ NĂ...
HỌC TỐT TIẾNG ANH 11 THEO CHƯƠNG TRÌNH GLOBAL SUCCESS ĐÁP ÁN CHI TIẾT - CẢ NĂ...
 
USPS® Forced Meter Migration - How to Know if Your Postage Meter Will Soon be...
USPS® Forced Meter Migration - How to Know if Your Postage Meter Will Soon be...USPS® Forced Meter Migration - How to Know if Your Postage Meter Will Soon be...
USPS® Forced Meter Migration - How to Know if Your Postage Meter Will Soon be...
 

ChemInfo 2011 class1