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The  Flu  Fighters
Jeff  Goodhue  @jeffgoodhue
Dave  Wakeman @dwakeman
Using  IBM  Cognitive  Computing  
to  fight  epidemics  like  a  rock  star!
Please  note IBM’s statements  regarding  its  plans,  directions,  and  intent  are  subject  to change  or withdrawal without  notice  and  
at  IBM’s sole  discretion.
Information  regarding potential  future  products  is  intended  to  outline  our  general  productdirection  and  it  should  
not  be  relied  on  in  making  a  purchasing  decision.
The  information  mentionedregarding  potential  future  products  is  not  a  commitment,  promise,  or legal  obligation  to  
deliver  any  material,  code  or functionality.  Information  about  potential  futureproducts  may not  be  incorporated  into  
any  contract.
The development,  release,  and  timing  of  any  future  features  or functionality  described  for  our  products  remains  at  
our  sole  discretion.
Performance  is  based  on measurements  and  projections  using  standard  IBM  benchmarks  in  a controlled  
environment.  The  actual  throughput  or  performance  that  any user  will  experience  will vary  depending  upon  many  
factors,  including  considerations such  as  the  amount  of  multiprogramming  in  the  user’s  job  stream,  the I/O  
configuration,  the  storage  configuration,  and  theworkload processed.  Therefore,  no  assurance  can  be  given  that  
an  individual user  will  achieve  results  similar  to  those  stated  here.
11/21/16World  of  Watson  2016  2
11/21/16
3
Detecting  flu  (epidemic)  
outbreaks  using  social  media
such  as  Twitter  is  now  almost  a  
common  practice
Challenges
• State-­level  segmentation
• Weekly  time  horizon
• Manual/Minimal  signal  to  noise  
filters
• Epidemic  evolution  and  
movement
• Response  Management
Watson  Developer Conference
2016
11/21/16
Watson  Developer Conference
2016
4
Prototype  Cloud  Solution  Architecture
ODM  
Advanced
IBM  Bluemix
Weather  
Company  
Data
Insights  for  
Twitter
SDK  for  
Node.js
Natural  
Language  
Classifier
Tone  
Analyzer
API  
Connect
EPA  Air  
Quality  
Data
Electronic  
Health  
Records
Future Prototype
11/21/16
5
The  Flu  via  Twitter
http://www.huffingtonpost.com/2013/11/13/flu-­life-­cycle-­cold-­influenza-­virus_n_4228670.html
I’m  pretty  sure  I’m  getting  the  flu  :(
9  days  in  bed  with  flu!
Watson  Developer Conference
2016
11/21/16
6
Creating  and  Training  a  Flu  Tweet  Natural  Language  Classifier
RELEVANT
I  feel  dizzy
What  a  terrible  headache
I  am  sick,  maybe  flu
the  entire  family  is  feeling  flu  symptoms
I  hate  these  flu  stomach  aches  I  have.  Probably  flu
Doctor  told  me  I  have  a  flu.  Not  going  to  school
here  i  am  suffering  flu  and  sore  throat
I'm  pretty  sure  I'm  getting  the  flu
Flu  and  fever  in  the  house
Flu  got  me  like  i  can't  even  breath
Sorry,  I'm  just  getting  over  the  flu
Wife  has  viral  flu,  son  ear  infection,  daughter  a  cold.  
Joy!
I  have  the  flu
I  really  have  the  flu  again
I am  dying  with  this  flu
Fever  is  getting  better.  Now  got  a  flu.
Stomach  flu  or  food  poisoning?   Either  way,  it's  awful
9  days  in  bed  with  flu
seriously  i  have  not  felt  this  horrible  flu  before
I missed  a  week  of  school  because  of  that  flu
NOT  RELEVANT
CDC  Says  the  Flu  Shot  is  Less  Effective
Doc  said  ER  waiting  room  is  most  likely  
place  to  catch  a  cold
We've  made  changes  to  our  visitor  policies  
to  protect  our  patients  &  staff  from  the  #flu
Erie  County  may  have  a  mild  or  late  flu  
season
The  flu  vaccine  takes  up  to  14  days  to  start  
working
dogs  can  get  the  flu  just  like  people
Flu  season  starting
In  California  flu  seems  big
Get  Ready  For  Flu  Season
Increase  in  flu  cases  this  month  in  the  Bay  
Area
Latest  flu  vaccination  uptake  figures  
released
Utah:  Tens  of  flu  cases
Include:
• Flu,  fever
• Medicines
• Correct  parts  of  
speech
Exclude:
• URLs  (more  
likely  articles  
than  sickness)
• “Bieber”  +  
“fever”  
Watson  Developer Conference
2016
11/21/16
7
Takeaway
Cognitive
1. Insights  for  Twitter
2. Watson Tone  and  NLC
• Filter  signal  from  noise
3. Future  extensions  to  Weather,  
Air  Quality  and  Medical  Records
Business  Operations
1. Timely,  geographic  alerts
2. Geo-­propagation  prediction
3. Business rule  language
Watson  Developer Conference
2016
Page  8
DEMO  – Node-­RED  Cognitive  Preprocessing  of  Tweets
Watson  Developer Conference
2016
Presentation  Title
11/21/16
Watson
Developer
Conference
2016Page  9
DEMO  – Cloudant Dashboard
Presentation  Title
11/21/16
Watson
Developer
Conference
2016Page  10
DEMO  – Classifier  Creation
Presentation  Title
11/21/16
Watson
Developer
Conference
2016Page  11
DEMO  – Execute  Classifier
Presentation  Title
11/21/16
Watson
Developer
Conference
2016Page  12
DEMO  – Node.js App  that  invokes  BM  Services
Page  13
DEMO  – Insight  Map  Viewer
Admissions  – Late
Tweets  – Earlier
Approaching  Tweets  -­ BEST
Watson  Developer Conference
2016
Page  14
DEMO  – Insight  Inspector
Watson  Developer Conference
2016
Page  15
DEMO  – Insight  Designer
Watson  Developer Conference
2016
16
SOURCES:  
1.  Source  goes   here.  
2.  Source  goes   here.  
3.  Source  goes   here.
4.  Source  goes   here.  
Thank  You
Watson  Developer Conference
2016

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Watson DevCon 2016 - The Flu Fighters: Using IBM Cognitive Computing to Fight Epidemics like a Rock Star!

  • 1. The  Flu  Fighters Jeff  Goodhue  @jeffgoodhue Dave  Wakeman @dwakeman Using  IBM  Cognitive  Computing   to  fight  epidemics  like  a  rock  star!
  • 2. Please  note IBM’s statements  regarding  its  plans,  directions,  and  intent  are  subject  to change  or withdrawal without  notice  and   at  IBM’s sole  discretion. Information  regarding potential  future  products  is  intended  to  outline  our  general  productdirection  and  it  should   not  be  relied  on  in  making  a  purchasing  decision. The  information  mentionedregarding  potential  future  products  is  not  a  commitment,  promise,  or legal  obligation  to   deliver  any  material,  code  or functionality.  Information  about  potential  futureproducts  may not  be  incorporated  into   any  contract. The development,  release,  and  timing  of  any  future  features  or functionality  described  for  our  products  remains  at   our  sole  discretion. Performance  is  based  on measurements  and  projections  using  standard  IBM  benchmarks  in  a controlled   environment.  The  actual  throughput  or  performance  that  any user  will  experience  will vary  depending  upon  many   factors,  including  considerations such  as  the  amount  of  multiprogramming  in  the  user’s  job  stream,  the I/O   configuration,  the  storage  configuration,  and  theworkload processed.  Therefore,  no  assurance  can  be  given  that   an  individual user  will  achieve  results  similar  to  those  stated  here. 11/21/16World  of  Watson  2016  2
  • 3. 11/21/16 3 Detecting  flu  (epidemic)   outbreaks  using  social  media such  as  Twitter  is  now  almost  a   common  practice Challenges • State-­level  segmentation • Weekly  time  horizon • Manual/Minimal  signal  to  noise   filters • Epidemic  evolution  and   movement • Response  Management Watson  Developer Conference 2016
  • 4. 11/21/16 Watson  Developer Conference 2016 4 Prototype  Cloud  Solution  Architecture ODM   Advanced IBM  Bluemix Weather   Company   Data Insights  for   Twitter SDK  for   Node.js Natural   Language   Classifier Tone   Analyzer API   Connect EPA  Air   Quality   Data Electronic   Health   Records Future Prototype
  • 5. 11/21/16 5 The  Flu  via  Twitter http://www.huffingtonpost.com/2013/11/13/flu-­life-­cycle-­cold-­influenza-­virus_n_4228670.html I’m  pretty  sure  I’m  getting  the  flu  :( 9  days  in  bed  with  flu! Watson  Developer Conference 2016
  • 6. 11/21/16 6 Creating  and  Training  a  Flu  Tweet  Natural  Language  Classifier RELEVANT I  feel  dizzy What  a  terrible  headache I  am  sick,  maybe  flu the  entire  family  is  feeling  flu  symptoms I  hate  these  flu  stomach  aches  I  have.  Probably  flu Doctor  told  me  I  have  a  flu.  Not  going  to  school here  i  am  suffering  flu  and  sore  throat I'm  pretty  sure  I'm  getting  the  flu Flu  and  fever  in  the  house Flu  got  me  like  i  can't  even  breath Sorry,  I'm  just  getting  over  the  flu Wife  has  viral  flu,  son  ear  infection,  daughter  a  cold.   Joy! I  have  the  flu I  really  have  the  flu  again I am  dying  with  this  flu Fever  is  getting  better.  Now  got  a  flu. Stomach  flu  or  food  poisoning?   Either  way,  it's  awful 9  days  in  bed  with  flu seriously  i  have  not  felt  this  horrible  flu  before I missed  a  week  of  school  because  of  that  flu NOT  RELEVANT CDC  Says  the  Flu  Shot  is  Less  Effective Doc  said  ER  waiting  room  is  most  likely   place  to  catch  a  cold We've  made  changes  to  our  visitor  policies   to  protect  our  patients  &  staff  from  the  #flu Erie  County  may  have  a  mild  or  late  flu   season The  flu  vaccine  takes  up  to  14  days  to  start   working dogs  can  get  the  flu  just  like  people Flu  season  starting In  California  flu  seems  big Get  Ready  For  Flu  Season Increase  in  flu  cases  this  month  in  the  Bay   Area Latest  flu  vaccination  uptake  figures   released Utah:  Tens  of  flu  cases Include: • Flu,  fever • Medicines • Correct  parts  of   speech Exclude: • URLs  (more   likely  articles   than  sickness) • “Bieber”  +   “fever”   Watson  Developer Conference 2016
  • 7. 11/21/16 7 Takeaway Cognitive 1. Insights  for  Twitter 2. Watson Tone  and  NLC • Filter  signal  from  noise 3. Future  extensions  to  Weather,   Air  Quality  and  Medical  Records Business  Operations 1. Timely,  geographic  alerts 2. Geo-­propagation  prediction 3. Business rule  language Watson  Developer Conference 2016
  • 8. Page  8 DEMO  – Node-­RED  Cognitive  Preprocessing  of  Tweets Watson  Developer Conference 2016
  • 12. Presentation  Title 11/21/16 Watson Developer Conference 2016Page  12 DEMO  – Node.js App  that  invokes  BM  Services
  • 13. Page  13 DEMO  – Insight  Map  Viewer Admissions  – Late Tweets  – Earlier Approaching  Tweets  -­ BEST Watson  Developer Conference 2016
  • 14. Page  14 DEMO  – Insight  Inspector Watson  Developer Conference 2016
  • 15. Page  15 DEMO  – Insight  Designer Watson  Developer Conference 2016
  • 16. 16 SOURCES:   1.  Source  goes   here.   2.  Source  goes   here.   3.  Source  goes   here. 4.  Source  goes   here.   Thank  You Watson  Developer Conference 2016