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Presented by: Thomas Otto
Manager Business Intelligence @ ESR
Institute of Environmental Science & Research Ltd.
Credits:
ESR - Franco Andrews: SAP Data Integration, modelling and visualisation
ESR IT and Health Intelligence: Health IP, Infrastructure / Firewall
Soltius NZ - Erik Roelofs: Connection Module and SAP Data Services
Twitter Social Media Analytics
Proof of Concept
© ESR 2015
What is Social Media?
Social media refers to the means of interactions among people in
which they create, share, and/or exchange information and ideas in
virtual communities and networks¹.
1 Tufts university, Boston, U.S.A.
2 Social Media Examiner: 2014 Social Media Marketing Industry Report
What is Twitter?
1 Wikipedia
2 PEW Research Centre: January 2014
3 DMR: March 2014
4 Twitter Terms of Service as of 24/7/14
Some Twitter statistics
• 1 billion users registered
• 255 million users/month
• 100 million users per day ³
Commercial / Government
clients• This is a proof of concept (POC)
• The POC is not used to monitor actual diseases
• This POC is an experimental application at ESR to understand the
validity of the approach
Social Media (Twitter) Analytics overview
Commercial / Government
clients
Social Media (Twitter) Analytics overview
Social Media (Twitter) Analytics vs. BI / DW
Social Media (Twitter) – Visualisation / Front-End
All
keywords
Interactive
map
(Bing)
Basic stats
by location
Tweets
Current,
active
keywords
Social Media (Twitter) – Visualisation / Front-End
Select
keyword
Measles
Zoom into
WLG
Basic stats
by location
Measles
Tweets
Current,
active
keywords
Social Media (Twitter) – Visualisation / Front-End
Select
Measles
to drive the
dashboard
Measles
Tweets in
Jun : 125
Jul : 196
Measles
Tweets in
WLG : 73
Social Media (Twitter) – Visualisation / Front-End
4th of July
Apple
devices are
used most
5 am busy
tweeting…
936 of 10,412
Tweets in
July of
71,719 total
collected
Tweets so far
Social Media (Twitter) – Visualisation / Front-End
Measles in
NZ
Strong,
negative
sentiment in
Jan, Jun/Jul
Challenges and learnings
- Protect against threads from the cloud
vs. open to the cloud (Twitter)
- Re-configure ESR firewall to allow
connection to Twitter API¹
- Patch BI application with new Python
version to accommodate ESR’s
firewall set-up
- Lots of back & forth, complex, but
eventually fixed issues
1 Application Programming Interface
Challenges and learnings
- Learn Twitter API, its settings,
parameters and its limits
- Free TwitterSearch API is time-boxed
and limited in volume
- API 1.1, see https://dev.twitter.com
- Alternatively use interface which
exactly mimics API but with user
interaction, see
https://twitter.com/search-advanced
Challenges and learnings
- Learn Python (programming) and
integrate into BI/DW application servers
- Execute Python from within the
ETL-engine¹
- Handle the messaging between
ETL-engine and Twitter API
- Error handling, administer
tokens, messages, counters,
looping etc.
1 Extract, Transform and Loading
Challenges and learnings
- Use BI / DW technology to analyse
unstructured (text) data
- Categorise tweets based on a
dictionary and use the Entity
Extraction Transform (EET) of
Data Services (i.e. group
variations of spelling of a
keyword)
- Perform sentiment analysis on
Tweets using EET module
(I am awfully sick = strong, I
am hardly ever sick = weak)
Challenges and learnings
- Test new visualisation technology:
Microsoft PowerPivot / PowerView in
Office2013
- Great opportunity to test a different
Business Intelligence / visualisation
tool (ESR uses Business Objects from
SAP for reporting)
- Integration of Bing/maps; no need of
a GIS system at ESR. Out-of-the-box
(provided connected to the internet
to reach Bing server).
Probabilityofatweetbeingcorrelatedtoa“realfact”
100 %
0 %
Time
? %
Unverified
Twitter
data
Competitor
ESR
Inject
Health Line
data into ESR
Twitter data
Inject volume related data (count of disease in point of time and location).
Inject
Health Stats
data into ESR
Twitter data
Inject
LIMS
data into ESR
Twitter data
Inject
Sentinel
data into ESR
Twitter data
Inject
Epidemiology
data into ESR
Twitter data
Competitor
ESR
A research letter on the
internet flu tracker in the
scientific journal Nature,
written by officials from
Google and the US
Centres for Disease
Control and Prevention,
says there is a close
correlation between the
rates of doctor visits for
flu symptoms, and the
use of flu-like search
terms. NZ Herald 23/7/14
Google Flu Tracker has overestimated
for 100 of the 108 weeks starting
from August, 2011, according to
the Science analysis, by researchers
at Northeastern University and
Harvard University. source: motherboard.vice.com
VISION - Big Data complements traditional methods
Calibrate social media data with verified and trusted data to identify valid tweets
Risk Opportunity
Increase probability of
success of a campaign
based on Social Media data.
Increase confidence to
invest money in to the right
actions.
Increase confidence in
Social Media data as it’s
verified against other,
trusted sources.
Google ??
Flu Tracker
NZ
Would I do the Social Media project again?
• Yes!
• ESR has data to complement Social Media and increase data
quality (verify Tweets).
• Try below tools first and see what benefit they offer…
• PlusOne Social
http://plusonesocial.com
• Microsoft Excel Twitter add-in:
http://www.microsoft.com/en-
us/download/details.aspx?id=26213
Others
• http://www.razorsocial.com/free-twitter-analytics/
• http://www.socialmediaexaminer.com/6-twitter-
analytics-tools/

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Syndromic surveillance - Health Analytics on Social Media

  • 1. Presented by: Thomas Otto Manager Business Intelligence @ ESR Institute of Environmental Science & Research Ltd. Credits: ESR - Franco Andrews: SAP Data Integration, modelling and visualisation ESR IT and Health Intelligence: Health IP, Infrastructure / Firewall Soltius NZ - Erik Roelofs: Connection Module and SAP Data Services Twitter Social Media Analytics Proof of Concept © ESR 2015
  • 2. What is Social Media? Social media refers to the means of interactions among people in which they create, share, and/or exchange information and ideas in virtual communities and networks¹. 1 Tufts university, Boston, U.S.A. 2 Social Media Examiner: 2014 Social Media Marketing Industry Report
  • 3. What is Twitter? 1 Wikipedia 2 PEW Research Centre: January 2014 3 DMR: March 2014 4 Twitter Terms of Service as of 24/7/14 Some Twitter statistics • 1 billion users registered • 255 million users/month • 100 million users per day ³
  • 4. Commercial / Government clients• This is a proof of concept (POC) • The POC is not used to monitor actual diseases • This POC is an experimental application at ESR to understand the validity of the approach Social Media (Twitter) Analytics overview
  • 5. Commercial / Government clients Social Media (Twitter) Analytics overview
  • 6. Social Media (Twitter) Analytics vs. BI / DW
  • 7. Social Media (Twitter) – Visualisation / Front-End All keywords Interactive map (Bing) Basic stats by location Tweets Current, active keywords
  • 8. Social Media (Twitter) – Visualisation / Front-End Select keyword Measles Zoom into WLG Basic stats by location Measles Tweets Current, active keywords
  • 9. Social Media (Twitter) – Visualisation / Front-End Select Measles to drive the dashboard Measles Tweets in Jun : 125 Jul : 196 Measles Tweets in WLG : 73
  • 10. Social Media (Twitter) – Visualisation / Front-End 4th of July Apple devices are used most 5 am busy tweeting… 936 of 10,412 Tweets in July of 71,719 total collected Tweets so far
  • 11. Social Media (Twitter) – Visualisation / Front-End Measles in NZ Strong, negative sentiment in Jan, Jun/Jul
  • 12. Challenges and learnings - Protect against threads from the cloud vs. open to the cloud (Twitter) - Re-configure ESR firewall to allow connection to Twitter API¹ - Patch BI application with new Python version to accommodate ESR’s firewall set-up - Lots of back & forth, complex, but eventually fixed issues 1 Application Programming Interface
  • 13. Challenges and learnings - Learn Twitter API, its settings, parameters and its limits - Free TwitterSearch API is time-boxed and limited in volume - API 1.1, see https://dev.twitter.com - Alternatively use interface which exactly mimics API but with user interaction, see https://twitter.com/search-advanced
  • 14. Challenges and learnings - Learn Python (programming) and integrate into BI/DW application servers - Execute Python from within the ETL-engine¹ - Handle the messaging between ETL-engine and Twitter API - Error handling, administer tokens, messages, counters, looping etc. 1 Extract, Transform and Loading
  • 15. Challenges and learnings - Use BI / DW technology to analyse unstructured (text) data - Categorise tweets based on a dictionary and use the Entity Extraction Transform (EET) of Data Services (i.e. group variations of spelling of a keyword) - Perform sentiment analysis on Tweets using EET module (I am awfully sick = strong, I am hardly ever sick = weak)
  • 16. Challenges and learnings - Test new visualisation technology: Microsoft PowerPivot / PowerView in Office2013 - Great opportunity to test a different Business Intelligence / visualisation tool (ESR uses Business Objects from SAP for reporting) - Integration of Bing/maps; no need of a GIS system at ESR. Out-of-the-box (provided connected to the internet to reach Bing server).
  • 17. Probabilityofatweetbeingcorrelatedtoa“realfact” 100 % 0 % Time ? % Unverified Twitter data Competitor ESR Inject Health Line data into ESR Twitter data Inject volume related data (count of disease in point of time and location). Inject Health Stats data into ESR Twitter data Inject LIMS data into ESR Twitter data Inject Sentinel data into ESR Twitter data Inject Epidemiology data into ESR Twitter data Competitor ESR A research letter on the internet flu tracker in the scientific journal Nature, written by officials from Google and the US Centres for Disease Control and Prevention, says there is a close correlation between the rates of doctor visits for flu symptoms, and the use of flu-like search terms. NZ Herald 23/7/14 Google Flu Tracker has overestimated for 100 of the 108 weeks starting from August, 2011, according to the Science analysis, by researchers at Northeastern University and Harvard University. source: motherboard.vice.com VISION - Big Data complements traditional methods Calibrate social media data with verified and trusted data to identify valid tweets Risk Opportunity Increase probability of success of a campaign based on Social Media data. Increase confidence to invest money in to the right actions. Increase confidence in Social Media data as it’s verified against other, trusted sources. Google ?? Flu Tracker NZ
  • 18. Would I do the Social Media project again? • Yes! • ESR has data to complement Social Media and increase data quality (verify Tweets). • Try below tools first and see what benefit they offer… • PlusOne Social http://plusonesocial.com • Microsoft Excel Twitter add-in: http://www.microsoft.com/en- us/download/details.aspx?id=26213 Others • http://www.razorsocial.com/free-twitter-analytics/ • http://www.socialmediaexaminer.com/6-twitter- analytics-tools/