SlideShare a Scribd company logo
SPARKING PANDAS: AN
EXPERIMENT
PyConOtto - Florence '17
Francesco Bruni
brunifrancesco
WHO I AM
MSc in Telecommunication Engineering
Functional pythonista
Currently working with geo data
OUTLINE
Why Sparking Pandas
Functional data processing pipelines
A real world application
Conclusions
WHY SPARKING PANDAS
What if your data don't fit into memory?
APACHE SPARK: THE
COMPONENTS
APACHE SPARK: THE
ARCHITECTURE
FUNCTIONAL DATA
PROCESSING PIPELINES
High order functions
Immutable data
Lazy evaluation
THE EXPERIMENT
The scenario
Containerized application
THE SCENARIO
CONTAINERIZED
APPLICATION
Containerized components
Constrained memory nodes
docker-composed ecosystem
HANDS ON CODE
Apache Spark basics
Linear regression
Near real time processing with Apache Kafka
CONCLUSIONS
Complex structure
Worth the effort with a lot of data
Worker nodes should be distribueted
Keep exploring :)
QUESTIONS?
brunifrancesco
https://github.com/brunifrancesco/docker-spark

More Related Content

Similar to Sparking pandas: an experiment

Near Data Computing Architectures: Opportunities and Challenges for Apache Spark
Near Data Computing Architectures: Opportunities and Challenges for Apache SparkNear Data Computing Architectures: Opportunities and Challenges for Apache Spark
Near Data Computing Architectures: Opportunities and Challenges for Apache Spark
Ahsan Javed Awan
 
Near Data Computing Architectures for Apache Spark: Challenges and Opportunit...
Near Data Computing Architectures for Apache Spark: Challenges and Opportunit...Near Data Computing Architectures for Apache Spark: Challenges and Opportunit...
Near Data Computing Architectures for Apache Spark: Challenges and Opportunit...
Spark Summit
 
Apache Spark - Intro to Large-scale recommendations with Apache Spark and Python
Apache Spark - Intro to Large-scale recommendations with Apache Spark and PythonApache Spark - Intro to Large-scale recommendations with Apache Spark and Python
Apache Spark - Intro to Large-scale recommendations with Apache Spark and Python
Christian Perone
 
D. Fast, Simple User-Space Network Functions with Snabb (RIPE 77)
D. Fast, Simple User-Space Network Functions with Snabb (RIPE 77)D. Fast, Simple User-Space Network Functions with Snabb (RIPE 77)
D. Fast, Simple User-Space Network Functions with Snabb (RIPE 77)
Igalia
 
Big Data Beyond the JVM - Strata San Jose 2018
Big Data Beyond the JVM - Strata San Jose 2018Big Data Beyond the JVM - Strata San Jose 2018
Big Data Beyond the JVM - Strata San Jose 2018
Holden Karau
 
.net developer for Jupyter Notebook and Apache Spark and viceversa
.net developer for Jupyter Notebook and Apache Spark and viceversa.net developer for Jupyter Notebook and Apache Spark and viceversa
.net developer for Jupyter Notebook and Apache Spark and viceversa
Marco Parenzan
 
LarKC Tutorial at ISWC 2009 - Introduction
LarKC Tutorial at ISWC 2009 - IntroductionLarKC Tutorial at ISWC 2009 - Introduction
LarKC Tutorial at ISWC 2009 - Introduction
LarKC
 
Integrating Applications: the Reactive Way
Integrating Applications: the Reactive WayIntegrating Applications: the Reactive Way
Integrating Applications: the Reactive Way
Nicola Ferraro
 
Asynchronous Hyperparameter Search with Spark on Hopsworks and Maggy
Asynchronous Hyperparameter Search with Spark on Hopsworks and MaggyAsynchronous Hyperparameter Search with Spark on Hopsworks and Maggy
Asynchronous Hyperparameter Search with Spark on Hopsworks and Maggy
Jim Dowling
 
Apache Spark Tutorial | Spark Tutorial for Beginners | Apache Spark Training ...
Apache Spark Tutorial | Spark Tutorial for Beginners | Apache Spark Training ...Apache Spark Tutorial | Spark Tutorial for Beginners | Apache Spark Training ...
Apache Spark Tutorial | Spark Tutorial for Beginners | Apache Spark Training ...
Edureka!
 
What Is Apache Spark? | Introduction To Apache Spark | Apache Spark Tutorial ...
What Is Apache Spark? | Introduction To Apache Spark | Apache Spark Tutorial ...What Is Apache Spark? | Introduction To Apache Spark | Apache Spark Tutorial ...
What Is Apache Spark? | Introduction To Apache Spark | Apache Spark Tutorial ...
Simplilearn
 
XDF 2019 Xilinx Accelerated Database and Data Analytics Ecosystem
XDF 2019 Xilinx Accelerated Database and Data Analytics EcosystemXDF 2019 Xilinx Accelerated Database and Data Analytics Ecosystem
XDF 2019 Xilinx Accelerated Database and Data Analytics Ecosystem
Dan Eaton
 
OpenACC Monthly Highlights- December
OpenACC Monthly Highlights- DecemberOpenACC Monthly Highlights- December
OpenACC Monthly Highlights- December
NVIDIA
 
Spark Summit EU talk by Sameer Agarwal
Spark Summit EU talk by Sameer AgarwalSpark Summit EU talk by Sameer Agarwal
Spark Summit EU talk by Sameer Agarwal
Spark Summit
 
SnappyData Toronto Meetup Nov 2017
SnappyData Toronto Meetup Nov 2017SnappyData Toronto Meetup Nov 2017
SnappyData Toronto Meetup Nov 2017
SnappyData
 
Big Data Everywhere Chicago: Apache Spark Plus Many Other Frameworks -- How S...
Big Data Everywhere Chicago: Apache Spark Plus Many Other Frameworks -- How S...Big Data Everywhere Chicago: Apache Spark Plus Many Other Frameworks -- How S...
Big Data Everywhere Chicago: Apache Spark Plus Many Other Frameworks -- How S...
BigDataEverywhere
 
Apache Spark and Python: unified Big Data analytics
Apache Spark and Python: unified Big Data analyticsApache Spark and Python: unified Big Data analytics
Apache Spark and Python: unified Big Data analytics
Julien Anguenot
 
Iygapyisi cause10-slideshare
Iygapyisi cause10-slideshareIygapyisi cause10-slideshare
Iygapyisi cause10-slideshare
dwengincsu
 
Project Hydrogen: Unifying State-of-the-Art AI and Big Data in Apache Spark w...
Project Hydrogen: Unifying State-of-the-Art AI and Big Data in Apache Spark w...Project Hydrogen: Unifying State-of-the-Art AI and Big Data in Apache Spark w...
Project Hydrogen: Unifying State-of-the-Art AI and Big Data in Apache Spark w...
Databricks
 
Spark: The State of the Art Engine for Big Data Processing
Spark: The State of the Art Engine for Big Data ProcessingSpark: The State of the Art Engine for Big Data Processing
Spark: The State of the Art Engine for Big Data Processing
Ramaninder Singh Jhajj
 

Similar to Sparking pandas: an experiment (20)

Near Data Computing Architectures: Opportunities and Challenges for Apache Spark
Near Data Computing Architectures: Opportunities and Challenges for Apache SparkNear Data Computing Architectures: Opportunities and Challenges for Apache Spark
Near Data Computing Architectures: Opportunities and Challenges for Apache Spark
 
Near Data Computing Architectures for Apache Spark: Challenges and Opportunit...
Near Data Computing Architectures for Apache Spark: Challenges and Opportunit...Near Data Computing Architectures for Apache Spark: Challenges and Opportunit...
Near Data Computing Architectures for Apache Spark: Challenges and Opportunit...
 
Apache Spark - Intro to Large-scale recommendations with Apache Spark and Python
Apache Spark - Intro to Large-scale recommendations with Apache Spark and PythonApache Spark - Intro to Large-scale recommendations with Apache Spark and Python
Apache Spark - Intro to Large-scale recommendations with Apache Spark and Python
 
D. Fast, Simple User-Space Network Functions with Snabb (RIPE 77)
D. Fast, Simple User-Space Network Functions with Snabb (RIPE 77)D. Fast, Simple User-Space Network Functions with Snabb (RIPE 77)
D. Fast, Simple User-Space Network Functions with Snabb (RIPE 77)
 
Big Data Beyond the JVM - Strata San Jose 2018
Big Data Beyond the JVM - Strata San Jose 2018Big Data Beyond the JVM - Strata San Jose 2018
Big Data Beyond the JVM - Strata San Jose 2018
 
.net developer for Jupyter Notebook and Apache Spark and viceversa
.net developer for Jupyter Notebook and Apache Spark and viceversa.net developer for Jupyter Notebook and Apache Spark and viceversa
.net developer for Jupyter Notebook and Apache Spark and viceversa
 
LarKC Tutorial at ISWC 2009 - Introduction
LarKC Tutorial at ISWC 2009 - IntroductionLarKC Tutorial at ISWC 2009 - Introduction
LarKC Tutorial at ISWC 2009 - Introduction
 
Integrating Applications: the Reactive Way
Integrating Applications: the Reactive WayIntegrating Applications: the Reactive Way
Integrating Applications: the Reactive Way
 
Asynchronous Hyperparameter Search with Spark on Hopsworks and Maggy
Asynchronous Hyperparameter Search with Spark on Hopsworks and MaggyAsynchronous Hyperparameter Search with Spark on Hopsworks and Maggy
Asynchronous Hyperparameter Search with Spark on Hopsworks and Maggy
 
Apache Spark Tutorial | Spark Tutorial for Beginners | Apache Spark Training ...
Apache Spark Tutorial | Spark Tutorial for Beginners | Apache Spark Training ...Apache Spark Tutorial | Spark Tutorial for Beginners | Apache Spark Training ...
Apache Spark Tutorial | Spark Tutorial for Beginners | Apache Spark Training ...
 
What Is Apache Spark? | Introduction To Apache Spark | Apache Spark Tutorial ...
What Is Apache Spark? | Introduction To Apache Spark | Apache Spark Tutorial ...What Is Apache Spark? | Introduction To Apache Spark | Apache Spark Tutorial ...
What Is Apache Spark? | Introduction To Apache Spark | Apache Spark Tutorial ...
 
XDF 2019 Xilinx Accelerated Database and Data Analytics Ecosystem
XDF 2019 Xilinx Accelerated Database and Data Analytics EcosystemXDF 2019 Xilinx Accelerated Database and Data Analytics Ecosystem
XDF 2019 Xilinx Accelerated Database and Data Analytics Ecosystem
 
OpenACC Monthly Highlights- December
OpenACC Monthly Highlights- DecemberOpenACC Monthly Highlights- December
OpenACC Monthly Highlights- December
 
Spark Summit EU talk by Sameer Agarwal
Spark Summit EU talk by Sameer AgarwalSpark Summit EU talk by Sameer Agarwal
Spark Summit EU talk by Sameer Agarwal
 
SnappyData Toronto Meetup Nov 2017
SnappyData Toronto Meetup Nov 2017SnappyData Toronto Meetup Nov 2017
SnappyData Toronto Meetup Nov 2017
 
Big Data Everywhere Chicago: Apache Spark Plus Many Other Frameworks -- How S...
Big Data Everywhere Chicago: Apache Spark Plus Many Other Frameworks -- How S...Big Data Everywhere Chicago: Apache Spark Plus Many Other Frameworks -- How S...
Big Data Everywhere Chicago: Apache Spark Plus Many Other Frameworks -- How S...
 
Apache Spark and Python: unified Big Data analytics
Apache Spark and Python: unified Big Data analyticsApache Spark and Python: unified Big Data analytics
Apache Spark and Python: unified Big Data analytics
 
Iygapyisi cause10-slideshare
Iygapyisi cause10-slideshareIygapyisi cause10-slideshare
Iygapyisi cause10-slideshare
 
Project Hydrogen: Unifying State-of-the-Art AI and Big Data in Apache Spark w...
Project Hydrogen: Unifying State-of-the-Art AI and Big Data in Apache Spark w...Project Hydrogen: Unifying State-of-the-Art AI and Big Data in Apache Spark w...
Project Hydrogen: Unifying State-of-the-Art AI and Big Data in Apache Spark w...
 
Spark: The State of the Art Engine for Big Data Processing
Spark: The State of the Art Engine for Big Data ProcessingSpark: The State of the Art Engine for Big Data Processing
Spark: The State of the Art Engine for Big Data Processing
 

More from Francesco Bruni

pyconus22_complete.pdf
pyconus22_complete.pdfpyconus22_complete.pdf
pyconus22_complete.pdf
Francesco Bruni
 
Four key factors to design a web of things based architecture
Four key factors to design a web of things based architectureFour key factors to design a web of things based architecture
Four key factors to design a web of things based architecture
Francesco Bruni
 
Basic NLP with Python and NLTK
Basic NLP with Python and NLTKBasic NLP with Python and NLTK
Basic NLP with Python and NLTK
Francesco Bruni
 
Continuous Integration/Deployment with Docker and Jenkins
Continuous Integration/Deployment with Docker and JenkinsContinuous Integration/Deployment with Docker and Jenkins
Continuous Integration/Deployment with Docker and Jenkins
Francesco Bruni
 
Rethink programming: a functional approach
Rethink programming: a functional approachRethink programming: a functional approach
Rethink programming: a functional approach
Francesco Bruni
 
Introduction to Functional Programming
Introduction to Functional ProgrammingIntroduction to Functional Programming
Introduction to Functional Programming
Francesco Bruni
 

More from Francesco Bruni (6)

pyconus22_complete.pdf
pyconus22_complete.pdfpyconus22_complete.pdf
pyconus22_complete.pdf
 
Four key factors to design a web of things based architecture
Four key factors to design a web of things based architectureFour key factors to design a web of things based architecture
Four key factors to design a web of things based architecture
 
Basic NLP with Python and NLTK
Basic NLP with Python and NLTKBasic NLP with Python and NLTK
Basic NLP with Python and NLTK
 
Continuous Integration/Deployment with Docker and Jenkins
Continuous Integration/Deployment with Docker and JenkinsContinuous Integration/Deployment with Docker and Jenkins
Continuous Integration/Deployment with Docker and Jenkins
 
Rethink programming: a functional approach
Rethink programming: a functional approachRethink programming: a functional approach
Rethink programming: a functional approach
 
Introduction to Functional Programming
Introduction to Functional ProgrammingIntroduction to Functional Programming
Introduction to Functional Programming
 

Recently uploaded

Open Source Contributions to Postgres: The Basics POSETTE 2024
Open Source Contributions to Postgres: The Basics POSETTE 2024Open Source Contributions to Postgres: The Basics POSETTE 2024
Open Source Contributions to Postgres: The Basics POSETTE 2024
ElizabethGarrettChri
 
原版制作(unimelb毕业证书)墨尔本大学毕业证Offer一模一样
原版制作(unimelb毕业证书)墨尔本大学毕业证Offer一模一样原版制作(unimelb毕业证书)墨尔本大学毕业证Offer一模一样
原版制作(unimelb毕业证书)墨尔本大学毕业证Offer一模一样
ihavuls
 
一比一原版(UCSF文凭证书)旧金山分校毕业证如何办理
一比一原版(UCSF文凭证书)旧金山分校毕业证如何办理一比一原版(UCSF文凭证书)旧金山分校毕业证如何办理
一比一原版(UCSF文凭证书)旧金山分校毕业证如何办理
nuttdpt
 
End-to-end pipeline agility - Berlin Buzzwords 2024
End-to-end pipeline agility - Berlin Buzzwords 2024End-to-end pipeline agility - Berlin Buzzwords 2024
End-to-end pipeline agility - Berlin Buzzwords 2024
Lars Albertsson
 
Orchestrating the Future: Navigating Today's Data Workflow Challenges with Ai...
Orchestrating the Future: Navigating Today's Data Workflow Challenges with Ai...Orchestrating the Future: Navigating Today's Data Workflow Challenges with Ai...
Orchestrating the Future: Navigating Today's Data Workflow Challenges with Ai...
Kaxil Naik
 
办(uts毕业证书)悉尼科技大学毕业证学历证书原版一模一样
办(uts毕业证书)悉尼科技大学毕业证学历证书原版一模一样办(uts毕业证书)悉尼科技大学毕业证学历证书原版一模一样
办(uts毕业证书)悉尼科技大学毕业证学历证书原版一模一样
apvysm8
 
Predictably Improve Your B2B Tech Company's Performance by Leveraging Data
Predictably Improve Your B2B Tech Company's Performance by Leveraging DataPredictably Improve Your B2B Tech Company's Performance by Leveraging Data
Predictably Improve Your B2B Tech Company's Performance by Leveraging Data
Kiwi Creative
 
原版一比一利兹贝克特大学毕业证(LeedsBeckett毕业证书)如何办理
原版一比一利兹贝克特大学毕业证(LeedsBeckett毕业证书)如何办理原版一比一利兹贝克特大学毕业证(LeedsBeckett毕业证书)如何办理
原版一比一利兹贝克特大学毕业证(LeedsBeckett毕业证书)如何办理
wyddcwye1
 
一比一原版(UO毕业证)渥太华大学毕业证如何办理
一比一原版(UO毕业证)渥太华大学毕业证如何办理一比一原版(UO毕业证)渥太华大学毕业证如何办理
一比一原版(UO毕业证)渥太华大学毕业证如何办理
bmucuha
 
Build applications with generative AI on Google Cloud
Build applications with generative AI on Google CloudBuild applications with generative AI on Google Cloud
Build applications with generative AI on Google Cloud
Márton Kodok
 
University of New South Wales degree offer diploma Transcript
University of New South Wales degree offer diploma TranscriptUniversity of New South Wales degree offer diploma Transcript
University of New South Wales degree offer diploma Transcript
soxrziqu
 
一比一原版(UCSB文凭证书)圣芭芭拉分校毕业证如何办理
一比一原版(UCSB文凭证书)圣芭芭拉分校毕业证如何办理一比一原版(UCSB文凭证书)圣芭芭拉分校毕业证如何办理
一比一原版(UCSB文凭证书)圣芭芭拉分校毕业证如何办理
nuttdpt
 
Challenges of Nation Building-1.pptx with more important
Challenges of Nation Building-1.pptx with more importantChallenges of Nation Building-1.pptx with more important
Challenges of Nation Building-1.pptx with more important
Sm321
 
一比一原版(harvard毕业证书)哈佛大学毕业证如何办理
一比一原版(harvard毕业证书)哈佛大学毕业证如何办理一比一原版(harvard毕业证书)哈佛大学毕业证如何办理
一比一原版(harvard毕业证书)哈佛大学毕业证如何办理
taqyea
 
一比一原版(GWU,GW文凭证书)乔治·华盛顿大学毕业证如何办理
一比一原版(GWU,GW文凭证书)乔治·华盛顿大学毕业证如何办理一比一原版(GWU,GW文凭证书)乔治·华盛顿大学毕业证如何办理
一比一原版(GWU,GW文凭证书)乔治·华盛顿大学毕业证如何办理
bopyb
 
Monthly Management report for the Month of May 2024
Monthly Management report for the Month of May 2024Monthly Management report for the Month of May 2024
Monthly Management report for the Month of May 2024
facilitymanager11
 
一比一原版兰加拉学院毕业证(Langara毕业证书)学历如何办理
一比一原版兰加拉学院毕业证(Langara毕业证书)学历如何办理一比一原版兰加拉学院毕业证(Langara毕业证书)学历如何办理
一比一原版兰加拉学院毕业证(Langara毕业证书)学历如何办理
hyfjgavov
 
UofT毕业证如何办理
UofT毕业证如何办理UofT毕业证如何办理
UofT毕业证如何办理
exukyp
 
STATATHON: Unleashing the Power of Statistics in a 48-Hour Knowledge Extravag...
STATATHON: Unleashing the Power of Statistics in a 48-Hour Knowledge Extravag...STATATHON: Unleashing the Power of Statistics in a 48-Hour Knowledge Extravag...
STATATHON: Unleashing the Power of Statistics in a 48-Hour Knowledge Extravag...
sameer shah
 
原版一比一多伦多大学毕业证(UofT毕业证书)如何办理
原版一比一多伦多大学毕业证(UofT毕业证书)如何办理原版一比一多伦多大学毕业证(UofT毕业证书)如何办理
原版一比一多伦多大学毕业证(UofT毕业证书)如何办理
mkkikqvo
 

Recently uploaded (20)

Open Source Contributions to Postgres: The Basics POSETTE 2024
Open Source Contributions to Postgres: The Basics POSETTE 2024Open Source Contributions to Postgres: The Basics POSETTE 2024
Open Source Contributions to Postgres: The Basics POSETTE 2024
 
原版制作(unimelb毕业证书)墨尔本大学毕业证Offer一模一样
原版制作(unimelb毕业证书)墨尔本大学毕业证Offer一模一样原版制作(unimelb毕业证书)墨尔本大学毕业证Offer一模一样
原版制作(unimelb毕业证书)墨尔本大学毕业证Offer一模一样
 
一比一原版(UCSF文凭证书)旧金山分校毕业证如何办理
一比一原版(UCSF文凭证书)旧金山分校毕业证如何办理一比一原版(UCSF文凭证书)旧金山分校毕业证如何办理
一比一原版(UCSF文凭证书)旧金山分校毕业证如何办理
 
End-to-end pipeline agility - Berlin Buzzwords 2024
End-to-end pipeline agility - Berlin Buzzwords 2024End-to-end pipeline agility - Berlin Buzzwords 2024
End-to-end pipeline agility - Berlin Buzzwords 2024
 
Orchestrating the Future: Navigating Today's Data Workflow Challenges with Ai...
Orchestrating the Future: Navigating Today's Data Workflow Challenges with Ai...Orchestrating the Future: Navigating Today's Data Workflow Challenges with Ai...
Orchestrating the Future: Navigating Today's Data Workflow Challenges with Ai...
 
办(uts毕业证书)悉尼科技大学毕业证学历证书原版一模一样
办(uts毕业证书)悉尼科技大学毕业证学历证书原版一模一样办(uts毕业证书)悉尼科技大学毕业证学历证书原版一模一样
办(uts毕业证书)悉尼科技大学毕业证学历证书原版一模一样
 
Predictably Improve Your B2B Tech Company's Performance by Leveraging Data
Predictably Improve Your B2B Tech Company's Performance by Leveraging DataPredictably Improve Your B2B Tech Company's Performance by Leveraging Data
Predictably Improve Your B2B Tech Company's Performance by Leveraging Data
 
原版一比一利兹贝克特大学毕业证(LeedsBeckett毕业证书)如何办理
原版一比一利兹贝克特大学毕业证(LeedsBeckett毕业证书)如何办理原版一比一利兹贝克特大学毕业证(LeedsBeckett毕业证书)如何办理
原版一比一利兹贝克特大学毕业证(LeedsBeckett毕业证书)如何办理
 
一比一原版(UO毕业证)渥太华大学毕业证如何办理
一比一原版(UO毕业证)渥太华大学毕业证如何办理一比一原版(UO毕业证)渥太华大学毕业证如何办理
一比一原版(UO毕业证)渥太华大学毕业证如何办理
 
Build applications with generative AI on Google Cloud
Build applications with generative AI on Google CloudBuild applications with generative AI on Google Cloud
Build applications with generative AI on Google Cloud
 
University of New South Wales degree offer diploma Transcript
University of New South Wales degree offer diploma TranscriptUniversity of New South Wales degree offer diploma Transcript
University of New South Wales degree offer diploma Transcript
 
一比一原版(UCSB文凭证书)圣芭芭拉分校毕业证如何办理
一比一原版(UCSB文凭证书)圣芭芭拉分校毕业证如何办理一比一原版(UCSB文凭证书)圣芭芭拉分校毕业证如何办理
一比一原版(UCSB文凭证书)圣芭芭拉分校毕业证如何办理
 
Challenges of Nation Building-1.pptx with more important
Challenges of Nation Building-1.pptx with more importantChallenges of Nation Building-1.pptx with more important
Challenges of Nation Building-1.pptx with more important
 
一比一原版(harvard毕业证书)哈佛大学毕业证如何办理
一比一原版(harvard毕业证书)哈佛大学毕业证如何办理一比一原版(harvard毕业证书)哈佛大学毕业证如何办理
一比一原版(harvard毕业证书)哈佛大学毕业证如何办理
 
一比一原版(GWU,GW文凭证书)乔治·华盛顿大学毕业证如何办理
一比一原版(GWU,GW文凭证书)乔治·华盛顿大学毕业证如何办理一比一原版(GWU,GW文凭证书)乔治·华盛顿大学毕业证如何办理
一比一原版(GWU,GW文凭证书)乔治·华盛顿大学毕业证如何办理
 
Monthly Management report for the Month of May 2024
Monthly Management report for the Month of May 2024Monthly Management report for the Month of May 2024
Monthly Management report for the Month of May 2024
 
一比一原版兰加拉学院毕业证(Langara毕业证书)学历如何办理
一比一原版兰加拉学院毕业证(Langara毕业证书)学历如何办理一比一原版兰加拉学院毕业证(Langara毕业证书)学历如何办理
一比一原版兰加拉学院毕业证(Langara毕业证书)学历如何办理
 
UofT毕业证如何办理
UofT毕业证如何办理UofT毕业证如何办理
UofT毕业证如何办理
 
STATATHON: Unleashing the Power of Statistics in a 48-Hour Knowledge Extravag...
STATATHON: Unleashing the Power of Statistics in a 48-Hour Knowledge Extravag...STATATHON: Unleashing the Power of Statistics in a 48-Hour Knowledge Extravag...
STATATHON: Unleashing the Power of Statistics in a 48-Hour Knowledge Extravag...
 
原版一比一多伦多大学毕业证(UofT毕业证书)如何办理
原版一比一多伦多大学毕业证(UofT毕业证书)如何办理原版一比一多伦多大学毕业证(UofT毕业证书)如何办理
原版一比一多伦多大学毕业证(UofT毕业证书)如何办理
 

Sparking pandas: an experiment