to help organizations solve really big problems! The Open Source document analysis platform! Or, how IKANOW uses!

Agenda! •  What is Document Analysis?! •  The Infinit.e Solution! – Infinit.e’s Architecture! – Why and How we use MongoDB! •  Analyzing #MongoDC! •  Questions!

This is what Big Data Looks Like! Shamelessly  stolen  from:     h$p://techbuddha.wordpress.com/2011/09/04/big-­‐data-­‐are-­‐you-­‐crea=ng-­‐a-­‐garbage-­‐dump-­‐or-­‐mountains-­‐of-­‐gold/  

What is Document Analysis?! "Document Analysis refers to
 computer-assisted analysis of large numbers of documents in order to answer questions about the content of a document set.”
 Source: http://www.text-tech.com/docanalysis/definition.html!

Document Analysis! •  Common document source formats:! RSS   JSON   XML   HTML   PDF   TXT   RTF   Word   PPT   Mul=media  Files   RDBMS  Records   ETC.  

Document Analysis! •  The goal is to:! – Extract Entities (people, places, things)! – Create Associations between entities (in the form of noun-verb-noun), e.g.:! •  John Doe lives in Washington, D.C! •  John Doe is married to Jane Doe! •  John Doe is a Virgo! •  John Doe traveled to Mexico on July 6th, 2011! •  And…!

Document Analysis! •  Turn Who, What, When and
 Where into a unified data structure that supports data analytics and visualization.! Who   people,  organiza5ons,     facili5es,  company   What   events,  summaries,   facts,  themes   When   past,  present,  future     dates   Where   city,  state,  country,     coordinate  

•  Infinit.e is an Open Source document discovery and analysis platform that has 
 these very cool Open Source
 tools lurking under the hood.! The Infinit.e Solution! github.com/ikanow/Infinit.e  

The Infinit.e Solution! Collec=ng   Storing   Enriching   Retrieving   Analyzing   Visualizing   Structured  and   Unstructured  Documents   Infinit.e  is  a   scalable   framework  for  

IkanMeow!

Document Collection! •  Infinit.e harvests documents from:
 ! – URLs
 ! – File Shares
 ! – Databases!

Sample RSS Document! ! ! …! ! Mediterranean conference seeks to flourish tourism in Egypt, Tunisia… ! http://www.pressreleasebureau.com/mediterranean-conference-seeks-to- flourish-!tourism-in-egypt-tunisia-report-by-egyptlastminute-com-13613.html link>! Report by egyptlastminute.com CAIRO: On Monday, the !countries of the !Mediterranean opened a conference seeking to !enhance the !future of tourism in the region. The conference focuses on the countries !of Egypt and Tunisia the most … ! ! Latest Press Releases | Press Release Bureau! unknown! Sat, 21 Apr 2012 00:00:00 GMT! ! …! ! !

Full Text Source!

Source Ingestion Data Flow!

Document DBs and Collections!

Document Metadata! •  doc_metadata.metadata! {! "_id" : ObjectId("4f93638e0cf212156d0559d2"),! "title" : "Mediterranean conference seeks to flourish tourism in Egypt, Tunisia ...",! "url" : " http://www.pressreleasebureau.com/mediterranean-conference-seeks-to- flourish-tourism-in-egypt-tunisia-report-by-egyptlastminute- com-13613.html"! "description" : "Report by egyptlastminute.com CAIRO: On Monday, the countries of the Mediterranean opened a conference seeking to enhance the future of tourism in the region. The conference focuses on the countries of Egypt and Tunisia; the most ...",! "created" : ISODate("2012-04-22T01:49:02Z"),! “metadata” : {…},! "associations" : […],! "entities" : […],! ...! }!

Harvested Document Metadata! •  doc_metadata.metadata.metadata! "metadata" : {! !"location" : [! ! !{! ! ! !"region" : "South Asia",! ! ! !"citystateprovince" : {! ! ! ! !"stateprovince" : "Rolpa”, "city" : "Newang"! ! ! !},! ! ! !"country" : "Nepal"! ! !}! !],! !"icn" : [ "200573487" ],! !"incidentdate" : [ "07/25/2005" ],! !"organization" : [! ! !"Communist Party of Nepal (Maoist)/United People's Front” ! !],! !...! },! Note:  It  is  okay  to  laugh  at  this  

Document Enrichment! •  Infinit.e supports the extraction of entities and creation of associations using a combination of built in enrichment libraries and 3rd party NLP APIs including:!

Harvested Entities! •  feature.entity! {! "_id" : ObjectId("4f9189d48baf188282a1c9ef"),! "alias" : [! "Zine el Abidine Ben Ali",! "Zine El Abidine Ben Ali",! "Zine el Abidine ben Ali"! ],! "batch_resync" : true,! "communityId" : ObjectId("4f8f138103644ee8003bf518"),! "db_sync_doccount" : NumberLong(143),! "db_sync_time" : "1338751174988",! "dimension" : "Who",! "disambiguated_name" : "Zine El Abidine Ben Ali",! "doccount" : 152,! "index" : "zine el abidine ben ali/person",! "totalfreq" : 353,! "type" : "Person"! }!

Harvested Entities!

Harvested Associations! •  feature.association! {! !"_id" : ObjectId("4f9189d48baf188282a1ca24"),! !"assoc_type" : "Fact",! !"communityId" : ObjectId("4f8f138103644ee8003bf518"),! !"db_sync_doccount" : NumberLong(70),! !"db_sync_time" : "1338491609281",! !"doccount" : NumberLong(73),! !"entity1" : [! ! !"zine el abidine ben ali",! ! !"zine el abidine ben ali/person"! !],! !"entity1_index" : "zine el abidine ben ali/person",! !"entity2" : ["president”,"president/position”],! !"entity2_index" : "president/position",! !"index" : "5e3fff27ddb78d6873ccfc77cf05c52f",! !"verb" : ["career”,"current”,"past”],! !"verb_category" : "career"! }!

Harvested Associations!

Geolocation of Entities/Events! •  feature.geo! {! "_id" : ObjectId("4d8bb5efbe07bb4f7036c82e"),! "search_field" : "cairo",! "country" : "Egypt",! "country_code" : "EG",! "city" : "cairo",! "region" : "Al Qahirah",! "region_code" : "EG11",! "population" : 7734602,! "latitude" : "30.05",! "longitude" : "31.25",! "geoindex" : {! "lat" : 30.05,! "lon" : 31.25! }! }! Note:  MongoDB  2d  Index  

Geolocation of Entities/Events!

Who, What, Where and When!

Why MongoDB? – Reason #1! Document-Oriented Storage! •  MongoDB’s document-oriented storage (i.e. schema-less) is perfectly suited to the data design requirements of a system that needs to ingest a wide variety of structured and unstructured document formats and normalize them into one unified, semi-structured format!

Why MongoDB? – Reason #2! JSON! •  The standard language of open document analysis! –  JSON is a common interchange format supported by tools like elasticsearch and SaaS NLP engines! –  BSON (Binary JSON) is MongoDB’s native data format! –  Infinit.e ingests and exports JSON 
 natively via the REST based API
 
 Note: Infinit.e uses Google’s GSON JAVA library to convert 
 JSON to POJOs and back! This  is  the  JSON  logo  

Why MongoDB? – Reason #3! MongoDB Is Web Scale*! *Shards  are  the  secret  ingredients  in  the  web  scale  sauce.  They  just  work.  

Why MongoDB? – Reason #3! Scalability! •  Seriously, MongoDB Scales! – Harvesting and enriching documents requires a lot of disk space! – MongoDB scales to arbitrary sizes in both read/write dimensions! – Sophisticated sharding keys provide powerful/ flexible balancing! -  BUT building an initial cluster can be complex and managing cluster changes is “fiddly”!

Why MongoDB? – Reason #4! Integration with Hadoop! •  Hadoop is rapidly becoming the de-facto standard for data analytics! –  Open Source, very customizable! –  Proven scalability! –  Java libraries! •  The MongoDB Hadoop Adaptor allows Hadoop to read from and write to MongoDB instead of HDFS! +   =  

Tweeting about MongoDC! •  Source: http://search.twitter.com/search.rss?q=mongodc! – Who’s Tweeting?! – What are they Tweeting?! – What does basic document analysis of these Tweets tell us?!

Who’s Tweeting about MongoDC?!

How are Tweeter’s Connected?!

What are they Tweeting About?!

Sentiment?!

Twitter has its Limits…!

Thank You!! Craig Vitter! ! ! www.ikanow.com! cvitter@ikanow.com!