5. Data Lake (Data Swamp) vs Semantic Data Lake
5
DATA LAKE
5
Enterprise Data
Sensor Web
Structured, Semi-Structured
& Unstructured
Unstructured (Structured) Structured & Semi-
Structured
Structured
Linked Open Data
CRAWLERS DATA HARVESTERS
WEB
KNOWLEDGE
HARVESTER
DATA
INGESTION ENGINE
Social Media
?DATA
SWAMP
SEMANTIC
DATA LAKE
HARMONIZATION
CLEANSING
FUSION
DEDUPLICATION
Big Data Summit 2017
7. Social Analytics
Sentiment Analytics Social Network Analytics
Anxiety Analytics Cluster Analytics
Personality Analytics Connector Analytics
Emotion Analytics Influencer Analytics
Concern Analytics Association Analytics
• Social Analytics is an umbrella term that includes a number of specialized analysis techniques, such
as social filtering, social network analysis, social channel analysis, sentiment analysis and social media
analytics.
• GCS Agile can perform the following big-data analytics:
•To-date, some of the areas this technology been applied to are listed below:
• Monitoring chatter in the Network of People
• Analysing chatter on Public Listed Companies
• Analysing personality, strengths and weakness of Individuals
• Analysing chatter among citizens on Public Services
• Analysing consumer chatter on specific Produce and Service
• Analysing public chatter on Crime in Specific Location.
• Analysing public chatter on specific Prominent People.
Big Data Summit 2017
9. 9
Raw Data
Cleansed
Data
Relevant
Data
Subjectivity
Analytics
Statistical
Analytics
Insights
Plain raw text
Preprocessed text (remove unwanted text,
characters, symbols)
Relevant data in the context of the topic of
interest
Sentiments, Emotions, Anxiety and
Personality from the relevant data
Statistical analysis to find top servers,
geographic data
Interactive visualization to generate insights
Domain/Context
Ontology
Social Media Intelligence Activities
Big Data Summit 2017
13. 13
Plain raw text
Preprocessed text (remove unwanted text,
characters, symbols)
Relevant data in the context of the topic of
interest
Build relations network and social network
analytics from the relevant data
Interactive visualization to generate insights
Geospatial analysis for displaying social
media content
Raw Data
Cleansed
Data
Relevant
Data
Network
Analytics
Geospatial
Analysis
Insights
Social Network Analytics Activities
Domain/Context
Ontology
Big Data Summit 2017