SlideShare a Scribd company logo
1 of 65
Download to read offline
초일류 기업 성공을 이끈 빅데이터의 패러다임
– 그래프 데이터베이스
Joshua Y. BAE / Marketing Director
Bitnine Global
Graph Database
is the new paradigm of Big Data
Graph Database
is the new paradigm of Big Data
2012 2013 2014 2015 2016 2017 2018 2019 2020
Data Growth vs. Moore's Law
Data Growth Moore's Law
Volume VarietyVelocity/ /
(n-1)
2
n X
Graph Database is prevailing
Google
PageRank
Facebook
Graph Search
LinkedIn
Economic Graph
Graph Database is prevailing
A Talk on Graph Database
CityPerson :LIVES_IN
In the graph database, relationships are the first-class citizen.
Name: Sunnyvale, CA
Population: 147,559
Established: 1912
Name: Joshua Bae
Email: joshua@bitnine.net
Since: 2016
Nodes
Properties
Relationship
Graph Model
Graph Database – Connected Data
How Graph Database organizes data
How Graph Database organizes data
with recursive
as (
select
parent, child as descendant,
1 as level from source
union all
select
d.parent, s.child, d.level + 1
from descendants as d
join source s on d.descendant = s.parent
)
select * from descendants
order by parent, level, descendant ;
Query: Find all ancestor-descendant pairs in the graph.
MATCH
p=(descendant)-[:Parent*]->(ancestor)
RETURN
(ancestor), (descendant), length(p)
ORDER BY (ancestor), (descendant), length(p)
GraphDatabase
descendant ancestor
SQL
Graph Database is Human-Readable
Use Cases in various industries
Genetics
Genetics
Gene Sequencing
T A A G CC T
A T T
G A C G
Genetics
Neuroscience
Smart Medicine
IoT – The connected devices
Logistics – Geospatial Data
Communication Network
Semiconductor process control
Manufacturing
25
Graph Use Case –
Panama Papers
Visualized Money-Laundering
27
Visualized Money Laundering
Size of leaked files:
Count of
documents:
Number of e-mails: 4.8M
11.5M
2.6T Bytes
Panama Papers
29
Graph Use Case -
Recommendation Engine
Recommendation Engine
Graph Use Case –
Cyber Security
MAIL.RU
(25,000,000)
History of hacking
http://www.zdnet.co.kr/news/news_view.asp?artice_id=20160411142754
MINECRAFT
(7,000,000)
MOSSACK FONSECA
(11,500,000)
TELEGRAM
(15,000,000)
MYSPACE (427,000,000)
YAHOO (500,000,000)
Types
Characteristics
Attacks using
viruses, worms, and
troy
Access to the
unauthorized
information by
file modification
Acquiring
authorization by
attacking
vulnerable targets
Disrupting or
disabling services by
massive loading
attacks
Utilizing extensi
ve resources
Distributed
attack routes
Low cost of
attacks
Targeted points
Cyber Attacks
Cyber Attacks
Network focused remedy
Attack Information analysis remedy
Current Technologies
Unknown user risk analysis
Single attack point IP detections
Multi modulated attack detection
MATCH (l)-[r1]->(n:UK_user)-[r2]->(n:Attack_point)<-[r3]-(m:UK_user)<-[r4]-(o)
WHERE l.danger_flag=1 OR o.danger_flag=1 WITH n,m,
collect(l) AS cols1, collect(o) AS cols2
WITH n,m,reduce(dlevel=0, col IN cols1 | dlevel+col.danger_flag) AS n_dlevel,
reduce(dlevel=0, col IN cols2 | dlevel+col.danger_flag) AS m_dlevel
RETURN n, n_dlevel, m, m_dlevel
MATCH p=(n:Attacker)-[r*]->(m:Attack_point) WITH n, collect(m) AS defacer, length(p) AS defaceDepth
RETURN n, defacer, defaceDepth
MATCH p=(n:Attack_point)<-[r*]-(m:IP_address) WITH m, length(p) as pathLength ORDER BY pathLength DESC
RETURN m, pathLength LIMIT 1
How Graph Database detects cyber attacks
Graph visualization
Enron Accounting Scandal
https://www.econcrises.org/2016/12/07/enron-corporation-2001/
Enron Accounting Scandal
40
https://youtu.be/RdasVHI6D6c
Enron Accounting Scandal
41
https://youtu.be/RdasVHI6D6c
Visualized Timeline
42
Visualized Timeline
43
Database Market Trends
Total Database Market
30,980
33,248
35,640
38,186
40,988
43,693
7.3% 7.2% 7.1% 7.3% 6.6%
0%
10%
20%
30%
40%
50%
0
10,000
20,000
30,000
40,000
50,000
2015 2016 2017 2018 2019 2020
DBMS
DBMS CAGR
CAGR %
USD Million
IDC 2015
NoSQL Database Market
643
869
1,174
1,586
2,142
2,893
35.1% 35.1% 35.1% 35.1% 35.1%
0%
10%
20%
30%
40%
50%
0
500
1,000
1,500
2,000
2,500
3,000
3,500
2015 2016 2017 2018 2019 2020
NoSQL
NoSQL CAGR
CAGR %
USD Million
https://www.alliedmarketresearch.com/NoSQL-market
Graph Database Awareness
http://db-engines.com/en/ranking_categories
Gartner Magic Quadrant DBMS
Magic Quadrant for Operational Database Management Systems
Trend Analysis:
 Graph DBMSs are still in the
Advantage phase.
 The popularity about graph DBMSs
revolves around ad hoc discovery of
relationships.
 Graph capabilities are being
introduced as the first additional
option in many newly multi-model
DBMS offering.
IT Market Clock for Database Management Systems, 2016, Gartner
Gartner’s IT Clock
20152016
IT Market Clock for Database Management Systems, 2016, Gartner
Gartner’s IT Clock
Graph DBMS
Commoditization
: 10/20
Zenith of
Industrialization
Dawn of
Standards
Dusk of
Obsolescence
Market Starts
2:45
2 years
 Levels of standardization
 Level of vendor choice
 Ease of access to appropriate skills.
Hybrid Database
Graph Database awareness
 It is reported that graph databases — the fastest growing category in
database management systems — will reach more than a quarter of
enterprises by 2017. (Forrester Research )
 By the end of 2018, 70% of leading organizations will have one or more pilot
or proof-of-concept efforts underway utilizing graph database. (Gartner)
2017 2018
Hybrid Database
 Graph capabilities are being introduced as the first
additional option in many newly multi-model DBMS
offering. (Gartner)
 By 2017, all leading operational DBMS’s will offer
multiple data models, relational and NoSQL, in a single
DBMS platform.
 By 2018, the NoSQL label will cease to distinguish
DBMSs, which will reduce its value and result in it falling
out of use.
AgensGraph Features
AgensGraph Foreign Data Wrapper
< Web data > < File data > < DB data > < Big data >
Data Collection
Providing FDW (Foreign Data Wrapper) which can collect data from the external data sources such as
structured, semi-structured, unstructured.
AgensGraph Features
Single Database Engine - multi data models
Table Document Graph
Various Data Storage
As a hybrid database, AgensGraph supports relational, document, and graph data in a single system.
AgensGraph Features
Powerful and Flexible Integrated Query
AgensGraph can process the graph data query language, Cypher and
ANSI SQL in parallel and in a single query together.
AgensGraph
58
• Multi Model Database with the Advanced SQL and
the Graph Database.
• AgensGraph will make limitations obsolete with its
cutting-edge technology.
• AgensGraph will provides the motivations to create
new values in your business with its Big Data
capability.
Summary
Versatility of the Graph Database
Pattern matching
• Recommendation Engine
• Fraud Detection
Multi-degree relationship
• Cyber attack detection
Sequence analysis
• Gene project
• NLP
Versatility of the Graph Database
Centrality
• Network analysis
Network dependency
• Network monitoring
Geospatial
• Logistics
• Infra-structure
Conclusion
Conclusion - Big Data
 Big Data strategies of global leading companies.
 New insights are discovered in the connected data.
 Fabricating Big Data into connected data is the cutting edge technology.
 Graph database is the driver for sustainable growth in the Era of Big Data.
Conclusion - Graph Database
 Graph Data is already prevailing among the global leading companies.
 Graph Database will pass the dawn of standards.
 The most widely adopted method will be the Hybrid Database.
 Each company needs to prepare for the wave of change.
 AgenGraph will support your business with superior capabilities.
Thank you!

More Related Content

Viewers also liked

The hippocratic oath
The hippocratic oathThe hippocratic oath
The hippocratic oathDAYANAJOSE002
 
Php-Continuation
Php-ContinuationPhp-Continuation
Php-Continuationlotlot
 
Current trends in data security nursing research ppt
Current trends in data security nursing research pptCurrent trends in data security nursing research ppt
Current trends in data security nursing research pptNursing Path
 
Privacy Preserving DB Systems
Privacy Preserving DB SystemsPrivacy Preserving DB Systems
Privacy Preserving DB SystemsAshraf Bashir
 
Intro to Graphs and Neo4j
Intro to Graphs and Neo4jIntro to Graphs and Neo4j
Intro to Graphs and Neo4jNeo4j
 
OVERVIEW OF MEDICAL ETHICS
OVERVIEW OF MEDICAL ETHICSOVERVIEW OF MEDICAL ETHICS
OVERVIEW OF MEDICAL ETHICSCS PRADHAN
 
Introduction to Graph Databases
Introduction to Graph DatabasesIntroduction to Graph Databases
Introduction to Graph DatabasesMax De Marzi
 
Graph database super star
Graph database super starGraph database super star
Graph database super starandres_taylor
 
Oracle Database Overview
Oracle Database OverviewOracle Database Overview
Oracle Database Overviewhonglee71
 
Should I move my database to the cloud?
Should I move my database to the cloud?Should I move my database to the cloud?
Should I move my database to the cloud?James Serra
 
HyperText Transfer Protocol (HTTP)
HyperText Transfer Protocol (HTTP)HyperText Transfer Protocol (HTTP)
HyperText Transfer Protocol (HTTP)Gurjot Singh
 
Types of databases
Types of databasesTypes of databases
Types of databasesPAQUIAAIZEL
 
Relational Database Design - Lecture 4 - Introduction to Databases (1007156ANR)
Relational Database Design - Lecture 4 - Introduction to Databases (1007156ANR)Relational Database Design - Lecture 4 - Introduction to Databases (1007156ANR)
Relational Database Design - Lecture 4 - Introduction to Databases (1007156ANR)Beat Signer
 

Viewers also liked (16)

The hippocratic oath
The hippocratic oathThe hippocratic oath
The hippocratic oath
 
Php-Continuation
Php-ContinuationPhp-Continuation
Php-Continuation
 
Current trends in data security nursing research ppt
Current trends in data security nursing research pptCurrent trends in data security nursing research ppt
Current trends in data security nursing research ppt
 
Privacy Preserving DB Systems
Privacy Preserving DB SystemsPrivacy Preserving DB Systems
Privacy Preserving DB Systems
 
DISTRIBUTED DATABASE
DISTRIBUTED DATABASEDISTRIBUTED DATABASE
DISTRIBUTED DATABASE
 
Types of database
Types of databaseTypes of database
Types of database
 
Intro to Graphs and Neo4j
Intro to Graphs and Neo4jIntro to Graphs and Neo4j
Intro to Graphs and Neo4j
 
OVERVIEW OF MEDICAL ETHICS
OVERVIEW OF MEDICAL ETHICSOVERVIEW OF MEDICAL ETHICS
OVERVIEW OF MEDICAL ETHICS
 
Introduction to Graph Databases
Introduction to Graph DatabasesIntroduction to Graph Databases
Introduction to Graph Databases
 
Graph database super star
Graph database super starGraph database super star
Graph database super star
 
Oracle Database Overview
Oracle Database OverviewOracle Database Overview
Oracle Database Overview
 
Should I move my database to the cloud?
Should I move my database to the cloud?Should I move my database to the cloud?
Should I move my database to the cloud?
 
HyperText Transfer Protocol (HTTP)
HyperText Transfer Protocol (HTTP)HyperText Transfer Protocol (HTTP)
HyperText Transfer Protocol (HTTP)
 
Types of databases
Types of databasesTypes of databases
Types of databases
 
Graph database
Graph database Graph database
Graph database
 
Relational Database Design - Lecture 4 - Introduction to Databases (1007156ANR)
Relational Database Design - Lecture 4 - Introduction to Databases (1007156ANR)Relational Database Design - Lecture 4 - Introduction to Databases (1007156ANR)
Relational Database Design - Lecture 4 - Introduction to Databases (1007156ANR)
 

Similar to Cio summit 20170223_v20

Graph Database Use Cases - StampedeCon 2015
Graph Database Use Cases - StampedeCon 2015Graph Database Use Cases - StampedeCon 2015
Graph Database Use Cases - StampedeCon 2015StampedeCon
 
Graph database Use Cases
Graph database Use CasesGraph database Use Cases
Graph database Use CasesMax De Marzi
 
Best Practices for Building and Deploying Data Pipelines in Apache Spark
Best Practices for Building and Deploying Data Pipelines in Apache SparkBest Practices for Building and Deploying Data Pipelines in Apache Spark
Best Practices for Building and Deploying Data Pipelines in Apache SparkDatabricks
 
Big data (4Vs,history,concept,algorithm) analysis and applications #bigdata #...
Big data (4Vs,history,concept,algorithm) analysis and applications #bigdata #...Big data (4Vs,history,concept,algorithm) analysis and applications #bigdata #...
Big data (4Vs,history,concept,algorithm) analysis and applications #bigdata #...yashbheda
 
RDBMS to Graphs
RDBMS to GraphsRDBMS to Graphs
RDBMS to GraphsNeo4j
 
Graphs & Big Data - Philip Rathle and Andreas Kollegger @ Big Data Science Me...
Graphs & Big Data - Philip Rathle and Andreas Kollegger @ Big Data Science Me...Graphs & Big Data - Philip Rathle and Andreas Kollegger @ Big Data Science Me...
Graphs & Big Data - Philip Rathle and Andreas Kollegger @ Big Data Science Me...Neo4j
 
The Connected Data Imperative: Why Graphs? at Neo4j GraphDay New York City
The Connected Data Imperative: Why Graphs? at Neo4j GraphDay New York CityThe Connected Data Imperative: Why Graphs? at Neo4j GraphDay New York City
The Connected Data Imperative: Why Graphs? at Neo4j GraphDay New York CityNeo4j
 
7 key recipes for data engineering
7 key recipes for data engineering7 key recipes for data engineering
7 key recipes for data engineeringunivalence
 
Data science | What is Data science
Data science | What is Data scienceData science | What is Data science
Data science | What is Data scienceShilpaKrishna6
 
How Graph Databases used in Police Department?
How Graph Databases used in Police Department?How Graph Databases used in Police Department?
How Graph Databases used in Police Department?Samet KILICTAS
 
Big data analysis using spark r published
Big data analysis using spark r publishedBig data analysis using spark r published
Big data analysis using spark r publishedDipendra Kusi
 
Multiplaform Solution for Graph Datasources
Multiplaform Solution for Graph DatasourcesMultiplaform Solution for Graph Datasources
Multiplaform Solution for Graph DatasourcesStratio
 
CARTO en 5 Pasos: del Dato a la Toma de Decisiones [CARTO]
CARTO en 5 Pasos: del Dato a la Toma de Decisiones [CARTO]CARTO en 5 Pasos: del Dato a la Toma de Decisiones [CARTO]
CARTO en 5 Pasos: del Dato a la Toma de Decisiones [CARTO]CARTO
 
Multiplatform Spark solution for Graph datasources by Javier Dominguez
Multiplatform Spark solution for Graph datasources by Javier DominguezMultiplatform Spark solution for Graph datasources by Javier Dominguez
Multiplatform Spark solution for Graph datasources by Javier DominguezBig Data Spain
 
RDBMS to Graph
RDBMS to GraphRDBMS to Graph
RDBMS to GraphNeo4j
 
How Graph Databases started the Multi Model revolution
How Graph Databases started the Multi Model revolutionHow Graph Databases started the Multi Model revolution
How Graph Databases started the Multi Model revolutionLuca Garulli
 
HBaseCon 2015: S2Graph - A Large-scale Graph Database with HBase
HBaseCon 2015: S2Graph - A Large-scale Graph Database with HBaseHBaseCon 2015: S2Graph - A Large-scale Graph Database with HBase
HBaseCon 2015: S2Graph - A Large-scale Graph Database with HBaseHBaseCon
 
Webinar - Fighting Bank Fraud with Real-time Graph Database
Webinar - Fighting Bank Fraud with Real-time Graph Database Webinar - Fighting Bank Fraud with Real-time Graph Database
Webinar - Fighting Bank Fraud with Real-time Graph Database DataStax
 

Similar to Cio summit 20170223_v20 (20)

Graph Database Use Cases - StampedeCon 2015
Graph Database Use Cases - StampedeCon 2015Graph Database Use Cases - StampedeCon 2015
Graph Database Use Cases - StampedeCon 2015
 
Graph database Use Cases
Graph database Use CasesGraph database Use Cases
Graph database Use Cases
 
Best Practices for Building and Deploying Data Pipelines in Apache Spark
Best Practices for Building and Deploying Data Pipelines in Apache SparkBest Practices for Building and Deploying Data Pipelines in Apache Spark
Best Practices for Building and Deploying Data Pipelines in Apache Spark
 
Big data (4Vs,history,concept,algorithm) analysis and applications #bigdata #...
Big data (4Vs,history,concept,algorithm) analysis and applications #bigdata #...Big data (4Vs,history,concept,algorithm) analysis and applications #bigdata #...
Big data (4Vs,history,concept,algorithm) analysis and applications #bigdata #...
 
RDBMS to Graphs
RDBMS to GraphsRDBMS to Graphs
RDBMS to Graphs
 
Graphs & Big Data - Philip Rathle and Andreas Kollegger @ Big Data Science Me...
Graphs & Big Data - Philip Rathle and Andreas Kollegger @ Big Data Science Me...Graphs & Big Data - Philip Rathle and Andreas Kollegger @ Big Data Science Me...
Graphs & Big Data - Philip Rathle and Andreas Kollegger @ Big Data Science Me...
 
Resume_Vignesh_ThulasiDass
Resume_Vignesh_ThulasiDass Resume_Vignesh_ThulasiDass
Resume_Vignesh_ThulasiDass
 
The Connected Data Imperative: Why Graphs? at Neo4j GraphDay New York City
The Connected Data Imperative: Why Graphs? at Neo4j GraphDay New York CityThe Connected Data Imperative: Why Graphs? at Neo4j GraphDay New York City
The Connected Data Imperative: Why Graphs? at Neo4j GraphDay New York City
 
7 key recipes for data engineering
7 key recipes for data engineering7 key recipes for data engineering
7 key recipes for data engineering
 
Data science | What is Data science
Data science | What is Data scienceData science | What is Data science
Data science | What is Data science
 
How Graph Databases used in Police Department?
How Graph Databases used in Police Department?How Graph Databases used in Police Department?
How Graph Databases used in Police Department?
 
Big data analysis using spark r published
Big data analysis using spark r publishedBig data analysis using spark r published
Big data analysis using spark r published
 
Multiplaform Solution for Graph Datasources
Multiplaform Solution for Graph DatasourcesMultiplaform Solution for Graph Datasources
Multiplaform Solution for Graph Datasources
 
CARTO en 5 Pasos: del Dato a la Toma de Decisiones [CARTO]
CARTO en 5 Pasos: del Dato a la Toma de Decisiones [CARTO]CARTO en 5 Pasos: del Dato a la Toma de Decisiones [CARTO]
CARTO en 5 Pasos: del Dato a la Toma de Decisiones [CARTO]
 
Multiplatform Spark solution for Graph datasources by Javier Dominguez
Multiplatform Spark solution for Graph datasources by Javier DominguezMultiplatform Spark solution for Graph datasources by Javier Dominguez
Multiplatform Spark solution for Graph datasources by Javier Dominguez
 
RDBMS to Graph
RDBMS to GraphRDBMS to Graph
RDBMS to Graph
 
How Graph Databases started the Multi Model revolution
How Graph Databases started the Multi Model revolutionHow Graph Databases started the Multi Model revolution
How Graph Databases started the Multi Model revolution
 
Mr bi
Mr biMr bi
Mr bi
 
HBaseCon 2015: S2Graph - A Large-scale Graph Database with HBase
HBaseCon 2015: S2Graph - A Large-scale Graph Database with HBaseHBaseCon 2015: S2Graph - A Large-scale Graph Database with HBase
HBaseCon 2015: S2Graph - A Large-scale Graph Database with HBase
 
Webinar - Fighting Bank Fraud with Real-time Graph Database
Webinar - Fighting Bank Fraud with Real-time Graph Database Webinar - Fighting Bank Fraud with Real-time Graph Database
Webinar - Fighting Bank Fraud with Real-time Graph Database
 

More from Joshua Bae

Propel your Performance: AgensGraph, the multi-model database
Propel your Performance: AgensGraph, the multi-model databasePropel your Performance: AgensGraph, the multi-model database
Propel your Performance: AgensGraph, the multi-model databaseJoshua Bae
 
Imdb import presentation
Imdb import presentationImdb import presentation
Imdb import presentationJoshua Bae
 
GDB in SV_4th_Meetup_12212016
GDB in SV_4th_Meetup_12212016GDB in SV_4th_Meetup_12212016
GDB in SV_4th_Meetup_12212016Joshua Bae
 
GDB in SV 4th_Meetup_12212016
GDB in SV 4th_Meetup_12212016GDB in SV 4th_Meetup_12212016
GDB in SV 4th_Meetup_12212016Joshua Bae
 
GDBinSV_Meetup_DBMS_Trends_10062016
GDBinSV_Meetup_DBMS_Trends_10062016GDBinSV_Meetup_DBMS_Trends_10062016
GDBinSV_Meetup_DBMS_Trends_10062016Joshua Bae
 
The 2nd graph database in sv meetup
The 2nd graph database in sv meetupThe 2nd graph database in sv meetup
The 2nd graph database in sv meetupJoshua Bae
 
Graph database in sv meetup
Graph database in sv meetupGraph database in sv meetup
Graph database in sv meetupJoshua Bae
 
GDB in SV_1st_meetup_09082016
GDB in SV_1st_meetup_09082016GDB in SV_1st_meetup_09082016
GDB in SV_1st_meetup_09082016Joshua Bae
 

More from Joshua Bae (8)

Propel your Performance: AgensGraph, the multi-model database
Propel your Performance: AgensGraph, the multi-model databasePropel your Performance: AgensGraph, the multi-model database
Propel your Performance: AgensGraph, the multi-model database
 
Imdb import presentation
Imdb import presentationImdb import presentation
Imdb import presentation
 
GDB in SV_4th_Meetup_12212016
GDB in SV_4th_Meetup_12212016GDB in SV_4th_Meetup_12212016
GDB in SV_4th_Meetup_12212016
 
GDB in SV 4th_Meetup_12212016
GDB in SV 4th_Meetup_12212016GDB in SV 4th_Meetup_12212016
GDB in SV 4th_Meetup_12212016
 
GDBinSV_Meetup_DBMS_Trends_10062016
GDBinSV_Meetup_DBMS_Trends_10062016GDBinSV_Meetup_DBMS_Trends_10062016
GDBinSV_Meetup_DBMS_Trends_10062016
 
The 2nd graph database in sv meetup
The 2nd graph database in sv meetupThe 2nd graph database in sv meetup
The 2nd graph database in sv meetup
 
Graph database in sv meetup
Graph database in sv meetupGraph database in sv meetup
Graph database in sv meetup
 
GDB in SV_1st_meetup_09082016
GDB in SV_1st_meetup_09082016GDB in SV_1st_meetup_09082016
GDB in SV_1st_meetup_09082016
 

Recently uploaded

Sealdah % High Class Call Girls Kolkata - 450+ Call Girl Cash Payment 8005736...
Sealdah % High Class Call Girls Kolkata - 450+ Call Girl Cash Payment 8005736...Sealdah % High Class Call Girls Kolkata - 450+ Call Girl Cash Payment 8005736...
Sealdah % High Class Call Girls Kolkata - 450+ Call Girl Cash Payment 8005736...HyderabadDolls
 
Reconciling Conflicting Data Curation Actions: Transparency Through Argument...
Reconciling Conflicting Data Curation Actions:  Transparency Through Argument...Reconciling Conflicting Data Curation Actions:  Transparency Through Argument...
Reconciling Conflicting Data Curation Actions: Transparency Through Argument...Bertram Ludäscher
 
Gartner's Data Analytics Maturity Model.pptx
Gartner's Data Analytics Maturity Model.pptxGartner's Data Analytics Maturity Model.pptx
Gartner's Data Analytics Maturity Model.pptxchadhar227
 
In Riyadh ((+919101817206)) Cytotec kit @ Abortion Pills Saudi Arabia
In Riyadh ((+919101817206)) Cytotec kit @ Abortion Pills Saudi ArabiaIn Riyadh ((+919101817206)) Cytotec kit @ Abortion Pills Saudi Arabia
In Riyadh ((+919101817206)) Cytotec kit @ Abortion Pills Saudi Arabiaahmedjiabur940
 
Fun all Day Call Girls in Jaipur 9332606886 High Profile Call Girls You Ca...
Fun all Day Call Girls in Jaipur   9332606886  High Profile Call Girls You Ca...Fun all Day Call Girls in Jaipur   9332606886  High Profile Call Girls You Ca...
Fun all Day Call Girls in Jaipur 9332606886 High Profile Call Girls You Ca...kumargunjan9515
 
Statistics notes ,it includes mean to index numbers
Statistics notes ,it includes mean to index numbersStatistics notes ,it includes mean to index numbers
Statistics notes ,it includes mean to index numberssuginr1
 
Digital Transformation Playbook by Graham Ware
Digital Transformation Playbook by Graham WareDigital Transformation Playbook by Graham Ware
Digital Transformation Playbook by Graham WareGraham Ware
 
Jual Obat Aborsi Surabaya ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...
Jual Obat Aborsi Surabaya ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...Jual Obat Aborsi Surabaya ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...
Jual Obat Aborsi Surabaya ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...ZurliaSoop
 
如何办理英国诺森比亚大学毕业证(NU毕业证书)成绩单原件一模一样
如何办理英国诺森比亚大学毕业证(NU毕业证书)成绩单原件一模一样如何办理英国诺森比亚大学毕业证(NU毕业证书)成绩单原件一模一样
如何办理英国诺森比亚大学毕业证(NU毕业证书)成绩单原件一模一样wsppdmt
 
Top profile Call Girls In Latur [ 7014168258 ] Call Me For Genuine Models We ...
Top profile Call Girls In Latur [ 7014168258 ] Call Me For Genuine Models We ...Top profile Call Girls In Latur [ 7014168258 ] Call Me For Genuine Models We ...
Top profile Call Girls In Latur [ 7014168258 ] Call Me For Genuine Models We ...gajnagarg
 
20240412-SmartCityIndex-2024-Full-Report.pdf
20240412-SmartCityIndex-2024-Full-Report.pdf20240412-SmartCityIndex-2024-Full-Report.pdf
20240412-SmartCityIndex-2024-Full-Report.pdfkhraisr
 
Top Call Girls in Balaghat 9332606886Call Girls Advance Cash On Delivery Ser...
Top Call Girls in Balaghat  9332606886Call Girls Advance Cash On Delivery Ser...Top Call Girls in Balaghat  9332606886Call Girls Advance Cash On Delivery Ser...
Top Call Girls in Balaghat 9332606886Call Girls Advance Cash On Delivery Ser...kumargunjan9515
 
Nirala Nagar / Cheap Call Girls In Lucknow Phone No 9548273370 Elite Escort S...
Nirala Nagar / Cheap Call Girls In Lucknow Phone No 9548273370 Elite Escort S...Nirala Nagar / Cheap Call Girls In Lucknow Phone No 9548273370 Elite Escort S...
Nirala Nagar / Cheap Call Girls In Lucknow Phone No 9548273370 Elite Escort S...HyderabadDolls
 
Top profile Call Girls In bhavnagar [ 7014168258 ] Call Me For Genuine Models...
Top profile Call Girls In bhavnagar [ 7014168258 ] Call Me For Genuine Models...Top profile Call Girls In bhavnagar [ 7014168258 ] Call Me For Genuine Models...
Top profile Call Girls In bhavnagar [ 7014168258 ] Call Me For Genuine Models...gajnagarg
 
SAC 25 Final National, Regional & Local Angel Group Investing Insights 2024 0...
SAC 25 Final National, Regional & Local Angel Group Investing Insights 2024 0...SAC 25 Final National, Regional & Local Angel Group Investing Insights 2024 0...
SAC 25 Final National, Regional & Local Angel Group Investing Insights 2024 0...Elaine Werffeli
 
Top profile Call Girls In Indore [ 7014168258 ] Call Me For Genuine Models We...
Top profile Call Girls In Indore [ 7014168258 ] Call Me For Genuine Models We...Top profile Call Girls In Indore [ 7014168258 ] Call Me For Genuine Models We...
Top profile Call Girls In Indore [ 7014168258 ] Call Me For Genuine Models We...gajnagarg
 
Dubai Call Girls Peeing O525547819 Call Girls Dubai
Dubai Call Girls Peeing O525547819 Call Girls DubaiDubai Call Girls Peeing O525547819 Call Girls Dubai
Dubai Call Girls Peeing O525547819 Call Girls Dubaikojalkojal131
 
Top profile Call Girls In Bihar Sharif [ 7014168258 ] Call Me For Genuine Mod...
Top profile Call Girls In Bihar Sharif [ 7014168258 ] Call Me For Genuine Mod...Top profile Call Girls In Bihar Sharif [ 7014168258 ] Call Me For Genuine Mod...
Top profile Call Girls In Bihar Sharif [ 7014168258 ] Call Me For Genuine Mod...nirzagarg
 
7. Epi of Chronic respiratory diseases.ppt
7. Epi of Chronic respiratory diseases.ppt7. Epi of Chronic respiratory diseases.ppt
7. Epi of Chronic respiratory diseases.pptibrahimabdi22
 
Aspirational Block Program Block Syaldey District - Almora
Aspirational Block Program Block Syaldey District - AlmoraAspirational Block Program Block Syaldey District - Almora
Aspirational Block Program Block Syaldey District - AlmoraGovindSinghDasila
 

Recently uploaded (20)

Sealdah % High Class Call Girls Kolkata - 450+ Call Girl Cash Payment 8005736...
Sealdah % High Class Call Girls Kolkata - 450+ Call Girl Cash Payment 8005736...Sealdah % High Class Call Girls Kolkata - 450+ Call Girl Cash Payment 8005736...
Sealdah % High Class Call Girls Kolkata - 450+ Call Girl Cash Payment 8005736...
 
Reconciling Conflicting Data Curation Actions: Transparency Through Argument...
Reconciling Conflicting Data Curation Actions:  Transparency Through Argument...Reconciling Conflicting Data Curation Actions:  Transparency Through Argument...
Reconciling Conflicting Data Curation Actions: Transparency Through Argument...
 
Gartner's Data Analytics Maturity Model.pptx
Gartner's Data Analytics Maturity Model.pptxGartner's Data Analytics Maturity Model.pptx
Gartner's Data Analytics Maturity Model.pptx
 
In Riyadh ((+919101817206)) Cytotec kit @ Abortion Pills Saudi Arabia
In Riyadh ((+919101817206)) Cytotec kit @ Abortion Pills Saudi ArabiaIn Riyadh ((+919101817206)) Cytotec kit @ Abortion Pills Saudi Arabia
In Riyadh ((+919101817206)) Cytotec kit @ Abortion Pills Saudi Arabia
 
Fun all Day Call Girls in Jaipur 9332606886 High Profile Call Girls You Ca...
Fun all Day Call Girls in Jaipur   9332606886  High Profile Call Girls You Ca...Fun all Day Call Girls in Jaipur   9332606886  High Profile Call Girls You Ca...
Fun all Day Call Girls in Jaipur 9332606886 High Profile Call Girls You Ca...
 
Statistics notes ,it includes mean to index numbers
Statistics notes ,it includes mean to index numbersStatistics notes ,it includes mean to index numbers
Statistics notes ,it includes mean to index numbers
 
Digital Transformation Playbook by Graham Ware
Digital Transformation Playbook by Graham WareDigital Transformation Playbook by Graham Ware
Digital Transformation Playbook by Graham Ware
 
Jual Obat Aborsi Surabaya ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...
Jual Obat Aborsi Surabaya ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...Jual Obat Aborsi Surabaya ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...
Jual Obat Aborsi Surabaya ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...
 
如何办理英国诺森比亚大学毕业证(NU毕业证书)成绩单原件一模一样
如何办理英国诺森比亚大学毕业证(NU毕业证书)成绩单原件一模一样如何办理英国诺森比亚大学毕业证(NU毕业证书)成绩单原件一模一样
如何办理英国诺森比亚大学毕业证(NU毕业证书)成绩单原件一模一样
 
Top profile Call Girls In Latur [ 7014168258 ] Call Me For Genuine Models We ...
Top profile Call Girls In Latur [ 7014168258 ] Call Me For Genuine Models We ...Top profile Call Girls In Latur [ 7014168258 ] Call Me For Genuine Models We ...
Top profile Call Girls In Latur [ 7014168258 ] Call Me For Genuine Models We ...
 
20240412-SmartCityIndex-2024-Full-Report.pdf
20240412-SmartCityIndex-2024-Full-Report.pdf20240412-SmartCityIndex-2024-Full-Report.pdf
20240412-SmartCityIndex-2024-Full-Report.pdf
 
Top Call Girls in Balaghat 9332606886Call Girls Advance Cash On Delivery Ser...
Top Call Girls in Balaghat  9332606886Call Girls Advance Cash On Delivery Ser...Top Call Girls in Balaghat  9332606886Call Girls Advance Cash On Delivery Ser...
Top Call Girls in Balaghat 9332606886Call Girls Advance Cash On Delivery Ser...
 
Nirala Nagar / Cheap Call Girls In Lucknow Phone No 9548273370 Elite Escort S...
Nirala Nagar / Cheap Call Girls In Lucknow Phone No 9548273370 Elite Escort S...Nirala Nagar / Cheap Call Girls In Lucknow Phone No 9548273370 Elite Escort S...
Nirala Nagar / Cheap Call Girls In Lucknow Phone No 9548273370 Elite Escort S...
 
Top profile Call Girls In bhavnagar [ 7014168258 ] Call Me For Genuine Models...
Top profile Call Girls In bhavnagar [ 7014168258 ] Call Me For Genuine Models...Top profile Call Girls In bhavnagar [ 7014168258 ] Call Me For Genuine Models...
Top profile Call Girls In bhavnagar [ 7014168258 ] Call Me For Genuine Models...
 
SAC 25 Final National, Regional & Local Angel Group Investing Insights 2024 0...
SAC 25 Final National, Regional & Local Angel Group Investing Insights 2024 0...SAC 25 Final National, Regional & Local Angel Group Investing Insights 2024 0...
SAC 25 Final National, Regional & Local Angel Group Investing Insights 2024 0...
 
Top profile Call Girls In Indore [ 7014168258 ] Call Me For Genuine Models We...
Top profile Call Girls In Indore [ 7014168258 ] Call Me For Genuine Models We...Top profile Call Girls In Indore [ 7014168258 ] Call Me For Genuine Models We...
Top profile Call Girls In Indore [ 7014168258 ] Call Me For Genuine Models We...
 
Dubai Call Girls Peeing O525547819 Call Girls Dubai
Dubai Call Girls Peeing O525547819 Call Girls DubaiDubai Call Girls Peeing O525547819 Call Girls Dubai
Dubai Call Girls Peeing O525547819 Call Girls Dubai
 
Top profile Call Girls In Bihar Sharif [ 7014168258 ] Call Me For Genuine Mod...
Top profile Call Girls In Bihar Sharif [ 7014168258 ] Call Me For Genuine Mod...Top profile Call Girls In Bihar Sharif [ 7014168258 ] Call Me For Genuine Mod...
Top profile Call Girls In Bihar Sharif [ 7014168258 ] Call Me For Genuine Mod...
 
7. Epi of Chronic respiratory diseases.ppt
7. Epi of Chronic respiratory diseases.ppt7. Epi of Chronic respiratory diseases.ppt
7. Epi of Chronic respiratory diseases.ppt
 
Aspirational Block Program Block Syaldey District - Almora
Aspirational Block Program Block Syaldey District - AlmoraAspirational Block Program Block Syaldey District - Almora
Aspirational Block Program Block Syaldey District - Almora
 

Cio summit 20170223_v20