SlideShare una empresa de Scribd logo
1 de 13
Descargar para leer sin conexión
Analysis of your own
Facebook friends’
data structure
through graphs
Daniel Mauricio Rojas Parra
Economist
Universidad del Rosario
Research and Development Analyst
@rojas_daniel17
rojasdaniel17
1.
What are we going to
do?
Analize your own Social Network
Structure through visualizing some
statistical inferences
“
Information is the oil of the 21st
century, and analytics is the
combustion engine.
Peter Sondergaard, Senior Vice President, Gartner Research.
What we need:
◎Lost Circles Chrome Extension
◎Python 3.5.2
◎Gephi 0.9.1
Let’s get our
friends list!
(English Languageis required for Lost
Circles Chrome Extension)
While we’re
scrapping our
network…
Let’s understand a
little bit more what
Network Theory is
What is a Network?
◎ Is an interconnected
collection of entities.
◎ Network analysis is a
technique that focuses on
analyzing relationships between
entities within the network.
◎ It involves plotting entities
as nodes and connections as
edges between nodes.
Directed
Kinds of Graphs
Undirected
Let’s talk about maths!
Betweeness
Centrality
Degree
Distribution
Modularity
😭
Or we can talk about understanding what they
really SHOW US!
Betweeness
Centrality
Degree
Distribution
Modularity
screenshot_004050.png
Let’s do it!
Download JSON to GDF script on:
http://bit.ly/2dnKFF9
If you are still waiting to get your own network file…
Go to: http://bit.ly/2e3vlCo and Download my network 
This is what we did today… and this is what network analysis
can also do!
Modularity
Diagram featured by poweredtemplate.com
Degree
Distrubition
PageRank
Hub
Centrality
Authority
Centrality
Betweeness
Centrality
K-means
Clustering
Hits – Link
Analysis
Dense Graphs
Recognition
Out-Degree
Distribution
In-Degree
Distribution
Matching
Minimum
Spanning Tree
Label Propagation
Eigenvector
Closeness
Centrality
Assortativity
Daniel Mauricio Rojas Parra
daniel.rojas@bdguidance.com
@rojas_daniel17
Thanks!

Más contenido relacionado

Similar a Analysis of your own Facebook friends’ data structure through graphs

Big Data and HR - Talk @SwissHR Congress
Big Data and HR - Talk @SwissHR CongressBig Data and HR - Talk @SwissHR Congress
Big Data and HR - Talk @SwissHR CongressMarcel Blattner, PhD
 
Sharma social networks
Sharma social networksSharma social networks
Sharma social networkskeuvoh7883
 
Sharma Social Networks (Tin180 Com)
Sharma Social Networks (Tin180 Com)Sharma Social Networks (Tin180 Com)
Sharma Social Networks (Tin180 Com)Tin180 VietNam
 
Sharma social crear red
Sharma social crear redSharma social crear red
Sharma social crear redkeuvoh7883
 
2009 December NodeXL Overview
2009 December NodeXL Overview2009 December NodeXL Overview
2009 December NodeXL OverviewMarc Smith
 
Startds9.19.17sd
Startds9.19.17sdStartds9.19.17sd
Startds9.19.17sdThinkful
 
Thinkful - Intro to Data Science - Washington DC
Thinkful - Intro to Data Science - Washington DCThinkful - Intro to Data Science - Washington DC
Thinkful - Intro to Data Science - Washington DCTJ Stalcup
 
2017 06-14-getting started with data science
2017 06-14-getting started with data science2017 06-14-getting started with data science
2017 06-14-getting started with data scienceThinkful
 
Data sci sd-11.6.17
Data sci sd-11.6.17Data sci sd-11.6.17
Data sci sd-11.6.17Thinkful
 
2010 Catalyst Conference - Trends in Social Network Analysis
2010 Catalyst Conference - Trends in Social Network Analysis2010 Catalyst Conference - Trends in Social Network Analysis
2010 Catalyst Conference - Trends in Social Network AnalysisMarc Smith
 
Getstarteddssd12717sd
Getstarteddssd12717sdGetstarteddssd12717sd
Getstarteddssd12717sdThinkful
 
Welcome to Data Science
Welcome to Data ScienceWelcome to Data Science
Welcome to Data ScienceNyraSehgal
 
Deck 92-146 (3)
Deck 92-146 (3)Deck 92-146 (3)
Deck 92-146 (3)Thinkful
 
The technical case for a semantic web
The technical case for a semantic webThe technical case for a semantic web
The technical case for a semantic webTony Dobaj
 
Data scientist the sexiest job of the 21st century by thomas h davenport and ...
Data scientist the sexiest job of the 21st century by thomas h davenport and ...Data scientist the sexiest job of the 21st century by thomas h davenport and ...
Data scientist the sexiest job of the 21st century by thomas h davenport and ...Darpan Deoghare
 

Similar a Analysis of your own Facebook friends’ data structure through graphs (20)

Ds article ppt
Ds article pptDs article ppt
Ds article ppt
 
Big Data and HR - Talk @SwissHR Congress
Big Data and HR - Talk @SwissHR CongressBig Data and HR - Talk @SwissHR Congress
Big Data and HR - Talk @SwissHR Congress
 
Sharma social networks
Sharma social networksSharma social networks
Sharma social networks
 
Sharma Social Networks (Tin180 Com)
Sharma Social Networks (Tin180 Com)Sharma Social Networks (Tin180 Com)
Sharma Social Networks (Tin180 Com)
 
Sharma social crear red
Sharma social crear redSharma social crear red
Sharma social crear red
 
2009 December NodeXL Overview
2009 December NodeXL Overview2009 December NodeXL Overview
2009 December NodeXL Overview
 
Startds9.19.17sd
Startds9.19.17sdStartds9.19.17sd
Startds9.19.17sd
 
Thinkful - Intro to Data Science - Washington DC
Thinkful - Intro to Data Science - Washington DCThinkful - Intro to Data Science - Washington DC
Thinkful - Intro to Data Science - Washington DC
 
2017 06-14-getting started with data science
2017 06-14-getting started with data science2017 06-14-getting started with data science
2017 06-14-getting started with data science
 
Sharma social networks
Sharma social networksSharma social networks
Sharma social networks
 
Data sci sd-11.6.17
Data sci sd-11.6.17Data sci sd-11.6.17
Data sci sd-11.6.17
 
ANALYTICS OF DATA USING HADOOP-A REVIEW
ANALYTICS OF DATA USING HADOOP-A REVIEWANALYTICS OF DATA USING HADOOP-A REVIEW
ANALYTICS OF DATA USING HADOOP-A REVIEW
 
Data science
Data scienceData science
Data science
 
2010 Catalyst Conference - Trends in Social Network Analysis
2010 Catalyst Conference - Trends in Social Network Analysis2010 Catalyst Conference - Trends in Social Network Analysis
2010 Catalyst Conference - Trends in Social Network Analysis
 
Getstarteddssd12717sd
Getstarteddssd12717sdGetstarteddssd12717sd
Getstarteddssd12717sd
 
Welcome to Data Science
Welcome to Data ScienceWelcome to Data Science
Welcome to Data Science
 
Deck 92-146 (3)
Deck 92-146 (3)Deck 92-146 (3)
Deck 92-146 (3)
 
The technical case for a semantic web
The technical case for a semantic webThe technical case for a semantic web
The technical case for a semantic web
 
Relationship Between Big Data & AI
Relationship Between Big Data & AIRelationship Between Big Data & AI
Relationship Between Big Data & AI
 
Data scientist the sexiest job of the 21st century by thomas h davenport and ...
Data scientist the sexiest job of the 21st century by thomas h davenport and ...Data scientist the sexiest job of the 21st century by thomas h davenport and ...
Data scientist the sexiest job of the 21st century by thomas h davenport and ...
 

Más de Big Data Colombia

An introduction to deep reinforcement learning
An introduction to deep reinforcement learningAn introduction to deep reinforcement learning
An introduction to deep reinforcement learningBig Data Colombia
 
Machine learning applied in health
Machine learning applied in healthMachine learning applied in health
Machine learning applied in healthBig Data Colombia
 
Whose Balance Sheet is this? Neural Networks for Banks’ Pattern Recognition
Whose Balance Sheet is this? Neural Networks for Banks’ Pattern RecognitionWhose Balance Sheet is this? Neural Networks for Banks’ Pattern Recognition
Whose Balance Sheet is this? Neural Networks for Banks’ Pattern RecognitionBig Data Colombia
 
Entornos Naturalmente Inteligentes
Entornos Naturalmente InteligentesEntornos Naturalmente Inteligentes
Entornos Naturalmente InteligentesBig Data Colombia
 
Modelamiento predictivo y medicina
Modelamiento predictivo y medicinaModelamiento predictivo y medicina
Modelamiento predictivo y medicinaBig Data Colombia
 
Ayudando a los Viajeros usando 500 millones de Reseñas Hoteleras al Mes
Ayudando a los Viajeros usando 500 millones de Reseñas Hoteleras al MesAyudando a los Viajeros usando 500 millones de Reseñas Hoteleras al Mes
Ayudando a los Viajeros usando 500 millones de Reseñas Hoteleras al MesBig Data Colombia
 
Deep learning: el renacimiento de las redes neuronales
Deep learning: el renacimiento de las redes neuronalesDeep learning: el renacimiento de las redes neuronales
Deep learning: el renacimiento de las redes neuronalesBig Data Colombia
 
Cloud computing: Trends and Challenges
Cloud computing: Trends and ChallengesCloud computing: Trends and Challenges
Cloud computing: Trends and ChallengesBig Data Colombia
 
Kaggle: Coupon Purchase Prediction
Kaggle: Coupon Purchase PredictionKaggle: Coupon Purchase Prediction
Kaggle: Coupon Purchase PredictionBig Data Colombia
 
Introducción al Datawarehousing
Introducción al DatawarehousingIntroducción al Datawarehousing
Introducción al DatawarehousingBig Data Colombia
 
Análisis Explotatorio de Datos: Dejad que la data hable.
Análisis Explotatorio de Datos: Dejad que la data hable.Análisis Explotatorio de Datos: Dejad que la data hable.
Análisis Explotatorio de Datos: Dejad que la data hable.Big Data Colombia
 
Salud, dinero, amor y big data
Salud, dinero, amor y big dataSalud, dinero, amor y big data
Salud, dinero, amor y big dataBig Data Colombia
 
Business Analytics: ¡La culpa es del BIG data!
Business Analytics: ¡La culpa es del BIG data!Business Analytics: ¡La culpa es del BIG data!
Business Analytics: ¡La culpa es del BIG data!Big Data Colombia
 

Más de Big Data Colombia (18)

An introduction to deep reinforcement learning
An introduction to deep reinforcement learningAn introduction to deep reinforcement learning
An introduction to deep reinforcement learning
 
Machine learning applied in health
Machine learning applied in healthMachine learning applied in health
Machine learning applied in health
 
Whose Balance Sheet is this? Neural Networks for Banks’ Pattern Recognition
Whose Balance Sheet is this? Neural Networks for Banks’ Pattern RecognitionWhose Balance Sheet is this? Neural Networks for Banks’ Pattern Recognition
Whose Balance Sheet is this? Neural Networks for Banks’ Pattern Recognition
 
Entornos Naturalmente Inteligentes
Entornos Naturalmente InteligentesEntornos Naturalmente Inteligentes
Entornos Naturalmente Inteligentes
 
Modelamiento predictivo y medicina
Modelamiento predictivo y medicinaModelamiento predictivo y medicina
Modelamiento predictivo y medicina
 
Ayudando a los Viajeros usando 500 millones de Reseñas Hoteleras al Mes
Ayudando a los Viajeros usando 500 millones de Reseñas Hoteleras al MesAyudando a los Viajeros usando 500 millones de Reseñas Hoteleras al Mes
Ayudando a los Viajeros usando 500 millones de Reseñas Hoteleras al Mes
 
Deep learning: el renacimiento de las redes neuronales
Deep learning: el renacimiento de las redes neuronalesDeep learning: el renacimiento de las redes neuronales
Deep learning: el renacimiento de las redes neuronales
 
IPython & Jupyter
IPython & JupyterIPython & Jupyter
IPython & Jupyter
 
Cloud computing: Trends and Challenges
Cloud computing: Trends and ChallengesCloud computing: Trends and Challenges
Cloud computing: Trends and Challenges
 
Kaggle: Coupon Purchase Prediction
Kaggle: Coupon Purchase PredictionKaggle: Coupon Purchase Prediction
Kaggle: Coupon Purchase Prediction
 
Machine learning y Kaggle
Machine learning y KaggleMachine learning y Kaggle
Machine learning y Kaggle
 
Fraud Analytics
Fraud AnalyticsFraud Analytics
Fraud Analytics
 
Data crunching con Spark
Data crunching con SparkData crunching con Spark
Data crunching con Spark
 
Introducción al Datawarehousing
Introducción al DatawarehousingIntroducción al Datawarehousing
Introducción al Datawarehousing
 
Análisis Explotatorio de Datos: Dejad que la data hable.
Análisis Explotatorio de Datos: Dejad que la data hable.Análisis Explotatorio de Datos: Dejad que la data hable.
Análisis Explotatorio de Datos: Dejad que la data hable.
 
Big Data para mortales
Big Data para mortalesBig Data para mortales
Big Data para mortales
 
Salud, dinero, amor y big data
Salud, dinero, amor y big dataSalud, dinero, amor y big data
Salud, dinero, amor y big data
 
Business Analytics: ¡La culpa es del BIG data!
Business Analytics: ¡La culpa es del BIG data!Business Analytics: ¡La culpa es del BIG data!
Business Analytics: ¡La culpa es del BIG data!
 

Último

Electronically Controlled suspensions system .pdf
Electronically Controlled suspensions system .pdfElectronically Controlled suspensions system .pdf
Electronically Controlled suspensions system .pdfme23b1001
 
CCS355 Neural Network & Deep Learning UNIT III notes and Question bank .pdf
CCS355 Neural Network & Deep Learning UNIT III notes and Question bank .pdfCCS355 Neural Network & Deep Learning UNIT III notes and Question bank .pdf
CCS355 Neural Network & Deep Learning UNIT III notes and Question bank .pdfAsst.prof M.Gokilavani
 
computer application and construction management
computer application and construction managementcomputer application and construction management
computer application and construction managementMariconPadriquez1
 
An introduction to Semiconductor and its types.pptx
An introduction to Semiconductor and its types.pptxAn introduction to Semiconductor and its types.pptx
An introduction to Semiconductor and its types.pptxPurva Nikam
 
Correctly Loading Incremental Data at Scale
Correctly Loading Incremental Data at ScaleCorrectly Loading Incremental Data at Scale
Correctly Loading Incremental Data at ScaleAlluxio, Inc.
 
Decoding Kotlin - Your guide to solving the mysterious in Kotlin.pptx
Decoding Kotlin - Your guide to solving the mysterious in Kotlin.pptxDecoding Kotlin - Your guide to solving the mysterious in Kotlin.pptx
Decoding Kotlin - Your guide to solving the mysterious in Kotlin.pptxJoão Esperancinha
 
IVE Industry Focused Event - Defence Sector 2024
IVE Industry Focused Event - Defence Sector 2024IVE Industry Focused Event - Defence Sector 2024
IVE Industry Focused Event - Defence Sector 2024Mark Billinghurst
 
Why does (not) Kafka need fsync: Eliminating tail latency spikes caused by fsync
Why does (not) Kafka need fsync: Eliminating tail latency spikes caused by fsyncWhy does (not) Kafka need fsync: Eliminating tail latency spikes caused by fsync
Why does (not) Kafka need fsync: Eliminating tail latency spikes caused by fsyncssuser2ae721
 
Risk Assessment For Installation of Drainage Pipes.pdf
Risk Assessment For Installation of Drainage Pipes.pdfRisk Assessment For Installation of Drainage Pipes.pdf
Risk Assessment For Installation of Drainage Pipes.pdfROCENODodongVILLACER
 
INFLUENCE OF NANOSILICA ON THE PROPERTIES OF CONCRETE
INFLUENCE OF NANOSILICA ON THE PROPERTIES OF CONCRETEINFLUENCE OF NANOSILICA ON THE PROPERTIES OF CONCRETE
INFLUENCE OF NANOSILICA ON THE PROPERTIES OF CONCRETEroselinkalist12
 
main PPT.pptx of girls hostel security using rfid
main PPT.pptx of girls hostel security using rfidmain PPT.pptx of girls hostel security using rfid
main PPT.pptx of girls hostel security using rfidNikhilNagaraju
 
Introduction to Machine Learning Unit-3 for II MECH
Introduction to Machine Learning Unit-3 for II MECHIntroduction to Machine Learning Unit-3 for II MECH
Introduction to Machine Learning Unit-3 for II MECHC Sai Kiran
 
Gfe Mayur Vihar Call Girls Service WhatsApp -> 9999965857 Available 24x7 ^ De...
Gfe Mayur Vihar Call Girls Service WhatsApp -> 9999965857 Available 24x7 ^ De...Gfe Mayur Vihar Call Girls Service WhatsApp -> 9999965857 Available 24x7 ^ De...
Gfe Mayur Vihar Call Girls Service WhatsApp -> 9999965857 Available 24x7 ^ De...srsj9000
 
CCS355 Neural Network & Deep Learning Unit II Notes with Question bank .pdf
CCS355 Neural Network & Deep Learning Unit II Notes with Question bank .pdfCCS355 Neural Network & Deep Learning Unit II Notes with Question bank .pdf
CCS355 Neural Network & Deep Learning Unit II Notes with Question bank .pdfAsst.prof M.Gokilavani
 
Oxy acetylene welding presentation note.
Oxy acetylene welding presentation note.Oxy acetylene welding presentation note.
Oxy acetylene welding presentation note.eptoze12
 
Call Us ≽ 8377877756 ≼ Call Girls In Shastri Nagar (Delhi)
Call Us ≽ 8377877756 ≼ Call Girls In Shastri Nagar (Delhi)Call Us ≽ 8377877756 ≼ Call Girls In Shastri Nagar (Delhi)
Call Us ≽ 8377877756 ≼ Call Girls In Shastri Nagar (Delhi)dollysharma2066
 
Work Experience-Dalton Park.pptxfvvvvvvv
Work Experience-Dalton Park.pptxfvvvvvvvWork Experience-Dalton Park.pptxfvvvvvvv
Work Experience-Dalton Park.pptxfvvvvvvvLewisJB
 

Último (20)

Electronically Controlled suspensions system .pdf
Electronically Controlled suspensions system .pdfElectronically Controlled suspensions system .pdf
Electronically Controlled suspensions system .pdf
 
9953056974 Call Girls In South Ex, Escorts (Delhi) NCR.pdf
9953056974 Call Girls In South Ex, Escorts (Delhi) NCR.pdf9953056974 Call Girls In South Ex, Escorts (Delhi) NCR.pdf
9953056974 Call Girls In South Ex, Escorts (Delhi) NCR.pdf
 
CCS355 Neural Network & Deep Learning UNIT III notes and Question bank .pdf
CCS355 Neural Network & Deep Learning UNIT III notes and Question bank .pdfCCS355 Neural Network & Deep Learning UNIT III notes and Question bank .pdf
CCS355 Neural Network & Deep Learning UNIT III notes and Question bank .pdf
 
computer application and construction management
computer application and construction managementcomputer application and construction management
computer application and construction management
 
An introduction to Semiconductor and its types.pptx
An introduction to Semiconductor and its types.pptxAn introduction to Semiconductor and its types.pptx
An introduction to Semiconductor and its types.pptx
 
Correctly Loading Incremental Data at Scale
Correctly Loading Incremental Data at ScaleCorrectly Loading Incremental Data at Scale
Correctly Loading Incremental Data at Scale
 
Decoding Kotlin - Your guide to solving the mysterious in Kotlin.pptx
Decoding Kotlin - Your guide to solving the mysterious in Kotlin.pptxDecoding Kotlin - Your guide to solving the mysterious in Kotlin.pptx
Decoding Kotlin - Your guide to solving the mysterious in Kotlin.pptx
 
IVE Industry Focused Event - Defence Sector 2024
IVE Industry Focused Event - Defence Sector 2024IVE Industry Focused Event - Defence Sector 2024
IVE Industry Focused Event - Defence Sector 2024
 
Why does (not) Kafka need fsync: Eliminating tail latency spikes caused by fsync
Why does (not) Kafka need fsync: Eliminating tail latency spikes caused by fsyncWhy does (not) Kafka need fsync: Eliminating tail latency spikes caused by fsync
Why does (not) Kafka need fsync: Eliminating tail latency spikes caused by fsync
 
Risk Assessment For Installation of Drainage Pipes.pdf
Risk Assessment For Installation of Drainage Pipes.pdfRisk Assessment For Installation of Drainage Pipes.pdf
Risk Assessment For Installation of Drainage Pipes.pdf
 
INFLUENCE OF NANOSILICA ON THE PROPERTIES OF CONCRETE
INFLUENCE OF NANOSILICA ON THE PROPERTIES OF CONCRETEINFLUENCE OF NANOSILICA ON THE PROPERTIES OF CONCRETE
INFLUENCE OF NANOSILICA ON THE PROPERTIES OF CONCRETE
 
Design and analysis of solar grass cutter.pdf
Design and analysis of solar grass cutter.pdfDesign and analysis of solar grass cutter.pdf
Design and analysis of solar grass cutter.pdf
 
young call girls in Green Park🔝 9953056974 🔝 escort Service
young call girls in Green Park🔝 9953056974 🔝 escort Serviceyoung call girls in Green Park🔝 9953056974 🔝 escort Service
young call girls in Green Park🔝 9953056974 🔝 escort Service
 
main PPT.pptx of girls hostel security using rfid
main PPT.pptx of girls hostel security using rfidmain PPT.pptx of girls hostel security using rfid
main PPT.pptx of girls hostel security using rfid
 
Introduction to Machine Learning Unit-3 for II MECH
Introduction to Machine Learning Unit-3 for II MECHIntroduction to Machine Learning Unit-3 for II MECH
Introduction to Machine Learning Unit-3 for II MECH
 
Gfe Mayur Vihar Call Girls Service WhatsApp -> 9999965857 Available 24x7 ^ De...
Gfe Mayur Vihar Call Girls Service WhatsApp -> 9999965857 Available 24x7 ^ De...Gfe Mayur Vihar Call Girls Service WhatsApp -> 9999965857 Available 24x7 ^ De...
Gfe Mayur Vihar Call Girls Service WhatsApp -> 9999965857 Available 24x7 ^ De...
 
CCS355 Neural Network & Deep Learning Unit II Notes with Question bank .pdf
CCS355 Neural Network & Deep Learning Unit II Notes with Question bank .pdfCCS355 Neural Network & Deep Learning Unit II Notes with Question bank .pdf
CCS355 Neural Network & Deep Learning Unit II Notes with Question bank .pdf
 
Oxy acetylene welding presentation note.
Oxy acetylene welding presentation note.Oxy acetylene welding presentation note.
Oxy acetylene welding presentation note.
 
Call Us ≽ 8377877756 ≼ Call Girls In Shastri Nagar (Delhi)
Call Us ≽ 8377877756 ≼ Call Girls In Shastri Nagar (Delhi)Call Us ≽ 8377877756 ≼ Call Girls In Shastri Nagar (Delhi)
Call Us ≽ 8377877756 ≼ Call Girls In Shastri Nagar (Delhi)
 
Work Experience-Dalton Park.pptxfvvvvvvv
Work Experience-Dalton Park.pptxfvvvvvvvWork Experience-Dalton Park.pptxfvvvvvvv
Work Experience-Dalton Park.pptxfvvvvvvv
 

Analysis of your own Facebook friends’ data structure through graphs

  • 1. Analysis of your own Facebook friends’ data structure through graphs
  • 2. Daniel Mauricio Rojas Parra Economist Universidad del Rosario Research and Development Analyst @rojas_daniel17 rojasdaniel17
  • 3. 1. What are we going to do? Analize your own Social Network Structure through visualizing some statistical inferences
  • 4. “ Information is the oil of the 21st century, and analytics is the combustion engine. Peter Sondergaard, Senior Vice President, Gartner Research.
  • 5. What we need: ◎Lost Circles Chrome Extension ◎Python 3.5.2 ◎Gephi 0.9.1 Let’s get our friends list! (English Languageis required for Lost Circles Chrome Extension)
  • 6. While we’re scrapping our network… Let’s understand a little bit more what Network Theory is
  • 7. What is a Network? ◎ Is an interconnected collection of entities. ◎ Network analysis is a technique that focuses on analyzing relationships between entities within the network. ◎ It involves plotting entities as nodes and connections as edges between nodes.
  • 9. Let’s talk about maths! Betweeness Centrality Degree Distribution Modularity 😭
  • 10. Or we can talk about understanding what they really SHOW US! Betweeness Centrality Degree Distribution Modularity
  • 11. screenshot_004050.png Let’s do it! Download JSON to GDF script on: http://bit.ly/2dnKFF9 If you are still waiting to get your own network file… Go to: http://bit.ly/2e3vlCo and Download my network 
  • 12. This is what we did today… and this is what network analysis can also do! Modularity Diagram featured by poweredtemplate.com Degree Distrubition PageRank Hub Centrality Authority Centrality Betweeness Centrality K-means Clustering Hits – Link Analysis Dense Graphs Recognition Out-Degree Distribution In-Degree Distribution Matching Minimum Spanning Tree Label Propagation Eigenvector Closeness Centrality Assortativity
  • 13. Daniel Mauricio Rojas Parra daniel.rojas@bdguidance.com @rojas_daniel17 Thanks!