SlideShare una empresa de Scribd logo
1 de 19
Visualizing species
distributions and
phylogeography using GenGIS
Robert Beiko
Daniel Ruzzante

Kaila Lawton

November 16, 2013

Alex Keddy
Geography

Environment

Worldclim.org

webmap.ornl.gov

data from gbif.org

Biodiversity

data from NCBI
Infuenza Database

GenGIS

Genes &
Phylogeny
GenGIS v1 overview
GUI (wxPython)
Core
application
(C++)

Output
Saved image files

Scripting interface
(Python, R)
Data
Map – raster formats (GDAL)
Samples – CSV
“Sequences” – CSV
Trees - Newick
Crossing minimization + statistical test
Supported platforms: Windows XP, Vista, 7; OS X 10.4, 10.5, 10.6
Open source: Creative Commons Attribution – Share Alike 3.0
GenGIS v1: Parks et al (2009) Genome Res
what's new in v2
GUI (wxPython)
Core
application
(C++)
Scripting interface
(Python, R)

Python plugins
Data retrieval
Data analysis

Output
Saved image files
Save / restore
sessions

Data
Map – raster + vector
Samples – CSV
“Sequences” – CSV
Trees - Newick
External files (e.g., distance matrices)

Stability improvements, various things now work properly on the Mac
Interface updates (legends, data visualizations)
Linear axes analysis
GenGIS v2: Parks et al (2013) PLoS ONE
What GenGIS Can Do

6
Hawaiian katydids:
2D / 3D phylogeny
Percichthys
Phylogeography

Ruzzante et al., 2011

Haplotype geographic
(latitudinal) arrangement

Maximum Likelihood phylogram
Align tree to geographic axis
(can be non-linear as well)
Microbial
beta-diversity
Diversity in the Human Microbiome

Data from Costello et al. (2009)
Ordination + Clustering
Python and R

R libraries and visualizations

Animated flythroughs

12
Analysis Plugins

CCA / PEN

Beta-diversity networks

Regression and Mantel test

13
Troncoso-Palacios J, F. Garin C (2013)
doi:10.3897/zookeys.294.4399

Liolaemus
Single-species distributions
Source: GBIF query, “Liolaemus darwinii”
Distributions of four Liolaemus
species
CCA (Environmental data from BioClim)

Occurrences (retrieved from GBIF)

PEN
Finding GenGIS
• http://kiwi.cs.dal.ca/GenGIS
• Current version: 2.1.1
• Release candidate 2.2 going up very soon
• Bleeding edge: https://github.com/beiko-lab/gengis

• GenGIS announcements: @rob_beiko on Twitter
• Support: beiko@cs.dal.ca
• Help with technical problems, data workup, etc.
GenGIS developers

Donovan Parks
Mike Porter
Timothy Mankowski
Brett O'Donnell
Kathryn Dunphy
Sylvia Churcher
Mike Porter
Suwen Wang
Harman Clair
Greg Smolyn
Stephen Brooks
Christian Blouin
Jacqueline Whalley
(Auckland U Tech)
Rob's GenGIS presentation at IBS Special Meeting (Montreal 2013)

Más contenido relacionado

Similar a Rob's GenGIS presentation at IBS Special Meeting (Montreal 2013)

GenGIS presentation at Vizbi 2016
GenGIS presentation at Vizbi 2016GenGIS presentation at Vizbi 2016
GenGIS presentation at Vizbi 2016beiko
 
Bionimbus - Northwestern CGI Workshop 4-21-2011
Bionimbus - Northwestern CGI Workshop 4-21-2011Bionimbus - Northwestern CGI Workshop 4-21-2011
Bionimbus - Northwestern CGI Workshop 4-21-2011Robert Grossman
 
Open Source Databases And Gis
Open Source Databases And GisOpen Source Databases And Gis
Open Source Databases And GisKudos S.A.S
 
Computation and Knowledge
Computation and KnowledgeComputation and Knowledge
Computation and KnowledgeIan Foster
 
Best pratices at BGI for the Challenges in the Era of Big Genomics Data
Best pratices at BGI for the Challenges in the Era of Big Genomics DataBest pratices at BGI for the Challenges in the Era of Big Genomics Data
Best pratices at BGI for the Challenges in the Era of Big Genomics DataXing Xu
 
Field Data Collecting, Processing and Sharing: Using web Service Technologies
Field Data Collecting, Processing and Sharing: Using web Service TechnologiesField Data Collecting, Processing and Sharing: Using web Service Technologies
Field Data Collecting, Processing and Sharing: Using web Service TechnologiesNiroshan Sanjaya
 
The Galaxy bioinformatics workflow environment
The Galaxy bioinformatics workflow environmentThe Galaxy bioinformatics workflow environment
The Galaxy bioinformatics workflow environmentRutger Vos
 
Latest Developments in Oceanographic Applications of GIS, including Near-real...
Latest Developments in Oceanographic Applications of GIS, including Near-real...Latest Developments in Oceanographic Applications of GIS, including Near-real...
Latest Developments in Oceanographic Applications of GIS, including Near-real...Dawn Wright
 
BiSciCol ievobio
BiSciCol ievobioBiSciCol ievobio
BiSciCol ievobioJohn Deck
 
ScienceBase and CINERGI - thoughts
ScienceBase and CINERGI - thoughtsScienceBase and CINERGI - thoughts
ScienceBase and CINERGI - thoughtsSky Bristol
 
Platform introduction & Summary
Platform introduction & SummaryPlatform introduction & Summary
Platform introduction & SummaryBigData_Europe
 
GeoTuple a Framework for Web Based Geo-Analytics with R and PostGIS
GeoTuple a Framework for Web Based Geo-Analytics with R and PostGISGeoTuple a Framework for Web Based Geo-Analytics with R and PostGIS
GeoTuple a Framework for Web Based Geo-Analytics with R and PostGISRoland Hansson
 
ICWE2017 BigDataEurope
ICWE2017 BigDataEuropeICWE2017 BigDataEurope
ICWE2017 BigDataEuropeBigData_Europe
 
Sharing massive data analysis: from provenance to linked experiment reports
Sharing massive data analysis: from provenance to linked experiment reportsSharing massive data analysis: from provenance to linked experiment reports
Sharing massive data analysis: from provenance to linked experiment reportsGaignard Alban
 
Many Task Applications for Grids and Supercomputers
Many Task Applications for Grids and SupercomputersMany Task Applications for Grids and Supercomputers
Many Task Applications for Grids and SupercomputersIan Foster
 

Similar a Rob's GenGIS presentation at IBS Special Meeting (Montreal 2013) (20)

GenGIS presentation at Vizbi 2016
GenGIS presentation at Vizbi 2016GenGIS presentation at Vizbi 2016
GenGIS presentation at Vizbi 2016
 
Os Percy
Os PercyOs Percy
Os Percy
 
Bionimbus - Northwestern CGI Workshop 4-21-2011
Bionimbus - Northwestern CGI Workshop 4-21-2011Bionimbus - Northwestern CGI Workshop 4-21-2011
Bionimbus - Northwestern CGI Workshop 4-21-2011
 
2014 moore-ddd
2014 moore-ddd2014 moore-ddd
2014 moore-ddd
 
Open Source Databases And Gis
Open Source Databases And GisOpen Source Databases And Gis
Open Source Databases And Gis
 
goGPS (November 2013)
goGPS (November 2013)goGPS (November 2013)
goGPS (November 2013)
 
Computation and Knowledge
Computation and KnowledgeComputation and Knowledge
Computation and Knowledge
 
Best pratices at BGI for the Challenges in the Era of Big Genomics Data
Best pratices at BGI for the Challenges in the Era of Big Genomics DataBest pratices at BGI for the Challenges in the Era of Big Genomics Data
Best pratices at BGI for the Challenges in the Era of Big Genomics Data
 
Field Data Collecting, Processing and Sharing: Using web Service Technologies
Field Data Collecting, Processing and Sharing: Using web Service TechnologiesField Data Collecting, Processing and Sharing: Using web Service Technologies
Field Data Collecting, Processing and Sharing: Using web Service Technologies
 
The Galaxy bioinformatics workflow environment
The Galaxy bioinformatics workflow environmentThe Galaxy bioinformatics workflow environment
The Galaxy bioinformatics workflow environment
 
Latest Developments in Oceanographic Applications of GIS, including Near-real...
Latest Developments in Oceanographic Applications of GIS, including Near-real...Latest Developments in Oceanographic Applications of GIS, including Near-real...
Latest Developments in Oceanographic Applications of GIS, including Near-real...
 
BiSciCol ievobio
BiSciCol ievobioBiSciCol ievobio
BiSciCol ievobio
 
ScienceBase and CINERGI - thoughts
ScienceBase and CINERGI - thoughtsScienceBase and CINERGI - thoughts
ScienceBase and CINERGI - thoughts
 
SAGA GIS 2.0.7
SAGA GIS 2.0.7SAGA GIS 2.0.7
SAGA GIS 2.0.7
 
Introduction to R
Introduction to RIntroduction to R
Introduction to R
 
Platform introduction & Summary
Platform introduction & SummaryPlatform introduction & Summary
Platform introduction & Summary
 
GeoTuple a Framework for Web Based Geo-Analytics with R and PostGIS
GeoTuple a Framework for Web Based Geo-Analytics with R and PostGISGeoTuple a Framework for Web Based Geo-Analytics with R and PostGIS
GeoTuple a Framework for Web Based Geo-Analytics with R and PostGIS
 
ICWE2017 BigDataEurope
ICWE2017 BigDataEuropeICWE2017 BigDataEurope
ICWE2017 BigDataEurope
 
Sharing massive data analysis: from provenance to linked experiment reports
Sharing massive data analysis: from provenance to linked experiment reportsSharing massive data analysis: from provenance to linked experiment reports
Sharing massive data analysis: from provenance to linked experiment reports
 
Many Task Applications for Grids and Supercomputers
Many Task Applications for Grids and SupercomputersMany Task Applications for Grids and Supercomputers
Many Task Applications for Grids and Supercomputers
 

Más de beiko

ASMNGS_ARETE_Beiko_2022Oct19.pptx
ASMNGS_ARETE_Beiko_2022Oct19.pptxASMNGS_ARETE_Beiko_2022Oct19.pptx
ASMNGS_ARETE_Beiko_2022Oct19.pptxbeiko
 
Beiko cmo gen_epi_monday
Beiko cmo gen_epi_mondayBeiko cmo gen_epi_monday
Beiko cmo gen_epi_mondaybeiko
 
Beiko networks 2019_final
Beiko networks 2019_finalBeiko networks 2019_final
Beiko networks 2019_finalbeiko
 
Biomedical data
Biomedical dataBiomedical data
Biomedical databeiko
 
Rob csm2018
Rob csm2018Rob csm2018
Rob csm2018beiko
 
Beiko taconic-nov3
Beiko taconic-nov3Beiko taconic-nov3
Beiko taconic-nov3beiko
 
CCBC tutorial beiko
CCBC tutorial beikoCCBC tutorial beiko
CCBC tutorial beikobeiko
 
Beiko ANL Soil Metagenomics presentation
Beiko ANL Soil Metagenomics presentationBeiko ANL Soil Metagenomics presentation
Beiko ANL Soil Metagenomics presentationbeiko
 
DCSI presentation 2015
DCSI presentation 2015DCSI presentation 2015
DCSI presentation 2015beiko
 
2015 06-12-beiko-irida-big data
2015 06-12-beiko-irida-big data2015 06-12-beiko-irida-big data
2015 06-12-beiko-irida-big databeiko
 
Beiko cms final
Beiko cms finalBeiko cms final
Beiko cms finalbeiko
 
Is microbial ecology driven by roaming genes?
Is microbial ecology driven by roaming genes?Is microbial ecology driven by roaming genes?
Is microbial ecology driven by roaming genes?beiko
 
Beiko hpcs
Beiko hpcsBeiko hpcs
Beiko hpcsbeiko
 
Gene sharing in microbes: good for the individual, good for the community?
Gene sharing in microbes: good for the individual, good for the community?Gene sharing in microbes: good for the individual, good for the community?
Gene sharing in microbes: good for the individual, good for the community?beiko
 
Beiko biogeography
Beiko biogeographyBeiko biogeography
Beiko biogeographybeiko
 
2014 04-beiko-biology
2014 04-beiko-biology2014 04-beiko-biology
2014 04-beiko-biologybeiko
 
Beiko Deep Genomics presentation - "Grand theft operon - lateral city"
Beiko Deep Genomics presentation - "Grand theft operon - lateral city"Beiko Deep Genomics presentation - "Grand theft operon - lateral city"
Beiko Deep Genomics presentation - "Grand theft operon - lateral city"beiko
 
Beiko dcsi2013
Beiko dcsi2013Beiko dcsi2013
Beiko dcsi2013beiko
 
Beiko smbe2013-final
Beiko smbe2013-finalBeiko smbe2013-final
Beiko smbe2013-finalbeiko
 
Rob Beiko - #SMBE12 presentation
Rob Beiko - #SMBE12 presentationRob Beiko - #SMBE12 presentation
Rob Beiko - #SMBE12 presentationbeiko
 

Más de beiko (20)

ASMNGS_ARETE_Beiko_2022Oct19.pptx
ASMNGS_ARETE_Beiko_2022Oct19.pptxASMNGS_ARETE_Beiko_2022Oct19.pptx
ASMNGS_ARETE_Beiko_2022Oct19.pptx
 
Beiko cmo gen_epi_monday
Beiko cmo gen_epi_mondayBeiko cmo gen_epi_monday
Beiko cmo gen_epi_monday
 
Beiko networks 2019_final
Beiko networks 2019_finalBeiko networks 2019_final
Beiko networks 2019_final
 
Biomedical data
Biomedical dataBiomedical data
Biomedical data
 
Rob csm2018
Rob csm2018Rob csm2018
Rob csm2018
 
Beiko taconic-nov3
Beiko taconic-nov3Beiko taconic-nov3
Beiko taconic-nov3
 
CCBC tutorial beiko
CCBC tutorial beikoCCBC tutorial beiko
CCBC tutorial beiko
 
Beiko ANL Soil Metagenomics presentation
Beiko ANL Soil Metagenomics presentationBeiko ANL Soil Metagenomics presentation
Beiko ANL Soil Metagenomics presentation
 
DCSI presentation 2015
DCSI presentation 2015DCSI presentation 2015
DCSI presentation 2015
 
2015 06-12-beiko-irida-big data
2015 06-12-beiko-irida-big data2015 06-12-beiko-irida-big data
2015 06-12-beiko-irida-big data
 
Beiko cms final
Beiko cms finalBeiko cms final
Beiko cms final
 
Is microbial ecology driven by roaming genes?
Is microbial ecology driven by roaming genes?Is microbial ecology driven by roaming genes?
Is microbial ecology driven by roaming genes?
 
Beiko hpcs
Beiko hpcsBeiko hpcs
Beiko hpcs
 
Gene sharing in microbes: good for the individual, good for the community?
Gene sharing in microbes: good for the individual, good for the community?Gene sharing in microbes: good for the individual, good for the community?
Gene sharing in microbes: good for the individual, good for the community?
 
Beiko biogeography
Beiko biogeographyBeiko biogeography
Beiko biogeography
 
2014 04-beiko-biology
2014 04-beiko-biology2014 04-beiko-biology
2014 04-beiko-biology
 
Beiko Deep Genomics presentation - "Grand theft operon - lateral city"
Beiko Deep Genomics presentation - "Grand theft operon - lateral city"Beiko Deep Genomics presentation - "Grand theft operon - lateral city"
Beiko Deep Genomics presentation - "Grand theft operon - lateral city"
 
Beiko dcsi2013
Beiko dcsi2013Beiko dcsi2013
Beiko dcsi2013
 
Beiko smbe2013-final
Beiko smbe2013-finalBeiko smbe2013-final
Beiko smbe2013-final
 
Rob Beiko - #SMBE12 presentation
Rob Beiko - #SMBE12 presentationRob Beiko - #SMBE12 presentation
Rob Beiko - #SMBE12 presentation
 

Último

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
 
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
 
A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)Gabriella Davis
 
Handwritten Text Recognition for manuscripts and early printed texts
Handwritten Text Recognition for manuscripts and early printed textsHandwritten Text Recognition for manuscripts and early printed texts
Handwritten Text Recognition for manuscripts and early printed textsMaria Levchenko
 
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...Martijn de Jong
 
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
 
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
 
GenCyber Cyber Security Day Presentation
GenCyber Cyber Security Day PresentationGenCyber Cyber Security Day Presentation
GenCyber Cyber Security Day PresentationMichael W. Hawkins
 
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
 
A Call to Action for Generative AI in 2024
A Call to Action for Generative AI in 2024A Call to Action for Generative AI in 2024
A Call to Action for Generative AI in 2024Results
 
How to convert PDF to text with Nanonets
How to convert PDF to text with NanonetsHow to convert PDF to text with Nanonets
How to convert PDF to text with Nanonetsnaman860154
 
Data Cloud, More than a CDP by Matt Robison
Data Cloud, More than a CDP by Matt RobisonData Cloud, More than a CDP by Matt Robison
Data Cloud, More than a CDP by Matt RobisonAnna Loughnan Colquhoun
 
Breaking the Kubernetes Kill Chain: Host Path Mount
Breaking the Kubernetes Kill Chain: Host Path MountBreaking the Kubernetes Kill Chain: Host Path Mount
Breaking the Kubernetes Kill Chain: Host Path MountPuma Security, LLC
 
CNv6 Instructor Chapter 6 Quality of Service
CNv6 Instructor Chapter 6 Quality of ServiceCNv6 Instructor Chapter 6 Quality of Service
CNv6 Instructor Chapter 6 Quality of Servicegiselly40
 
🐬 The future of MySQL is Postgres 🐘
🐬  The future of MySQL is Postgres   🐘🐬  The future of MySQL is Postgres   🐘
🐬 The future of MySQL is Postgres 🐘RTylerCroy
 
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 WorkerThousandEyes
 
Workshop - Best of Both Worlds_ Combine KG and Vector search for enhanced R...
Workshop - Best of Both Worlds_ Combine  KG and Vector search for  enhanced R...Workshop - Best of Both Worlds_ Combine  KG and Vector search for  enhanced R...
Workshop - Best of Both Worlds_ Combine KG and Vector search for enhanced R...Neo4j
 
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
 
Top 5 Benefits OF Using Muvi Live Paywall For Live Streams
Top 5 Benefits OF Using Muvi Live Paywall For Live StreamsTop 5 Benefits OF Using Muvi Live Paywall For Live Streams
Top 5 Benefits OF Using Muvi Live Paywall For Live StreamsRoshan Dwivedi
 
WhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure service
WhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure serviceWhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure service
WhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure servicePooja Nehwal
 

Último (20)

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
 
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
 
A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)
 
Handwritten Text Recognition for manuscripts and early printed texts
Handwritten Text Recognition for manuscripts and early printed textsHandwritten Text Recognition for manuscripts and early printed texts
Handwritten Text Recognition for manuscripts and early printed texts
 
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...
 
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...
 
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
 
GenCyber Cyber Security Day Presentation
GenCyber Cyber Security Day PresentationGenCyber Cyber Security Day Presentation
GenCyber Cyber Security Day Presentation
 
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
 
A Call to Action for Generative AI in 2024
A Call to Action for Generative AI in 2024A Call to Action for Generative AI in 2024
A Call to Action for Generative AI in 2024
 
How to convert PDF to text with Nanonets
How to convert PDF to text with NanonetsHow to convert PDF to text with Nanonets
How to convert PDF to text with Nanonets
 
Data Cloud, More than a CDP by Matt Robison
Data Cloud, More than a CDP by Matt RobisonData Cloud, More than a CDP by Matt Robison
Data Cloud, More than a CDP by Matt Robison
 
Breaking the Kubernetes Kill Chain: Host Path Mount
Breaking the Kubernetes Kill Chain: Host Path MountBreaking the Kubernetes Kill Chain: Host Path Mount
Breaking the Kubernetes Kill Chain: Host Path Mount
 
CNv6 Instructor Chapter 6 Quality of Service
CNv6 Instructor Chapter 6 Quality of ServiceCNv6 Instructor Chapter 6 Quality of Service
CNv6 Instructor Chapter 6 Quality of Service
 
🐬 The future of MySQL is Postgres 🐘
🐬  The future of MySQL is Postgres   🐘🐬  The future of MySQL is Postgres   🐘
🐬 The future of MySQL is Postgres 🐘
 
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
 
Workshop - Best of Both Worlds_ Combine KG and Vector search for enhanced R...
Workshop - Best of Both Worlds_ Combine  KG and Vector search for  enhanced R...Workshop - Best of Both Worlds_ Combine  KG and Vector search for  enhanced R...
Workshop - Best of Both Worlds_ Combine KG and Vector search for enhanced R...
 
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
 
Top 5 Benefits OF Using Muvi Live Paywall For Live Streams
Top 5 Benefits OF Using Muvi Live Paywall For Live StreamsTop 5 Benefits OF Using Muvi Live Paywall For Live Streams
Top 5 Benefits OF Using Muvi Live Paywall For Live Streams
 
WhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure service
WhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure serviceWhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure service
WhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure service
 

Rob's GenGIS presentation at IBS Special Meeting (Montreal 2013)