Ensuring Compliance of Patient Data with Big Data and BI Ayad Shammout & Denny Lee April 10-12, Chicago, IL Please silence cell phones April 10-12, Chicago, IL Agenda A Quick Big Data Primer Healthcare and Big Data Compliance and Auditing SQL Compliance Project Compliance and Auditing with Big Data and BI Big Data: Unstructured Volumes of Data Analytics: PowerPivot, Power View 3 What is Big Data? Volume Exceeds physical limits of vertical scalability Velocity Decision window small compared to data change rate Variety Many different formats makes integration expensive Variability Many options or variable interpretations confound analysis 4 10x Data explosion increase every five years 85% from new data types Volume Velocity Variety By 2015, organizations that build a modern information management system will outperform their peers financially by 20 percent. Hadoop – Gartner, Mark Beyer “Information Management in the 21st Century” Cloud 5 Big Data Business Value 140,000-190,000 15 out of 17 1.5 million €250 billion 50-60% $300 billion 7 Data 8 Hadoop: The most visible face of Big Data 9 HDInsight: Visit HadoopOnAzure.com 10 10 Healthcare and Big Data Healthcare and IT Often the laggard in technology Yet application of IT to healthcare can radically change what we can do Genomic Sequencing Proteomic sequencing Incidence Prediction 12 Healthcare Big Data Example Scenarios Clinical Trial Deviations Originally Viagra was developed to lower blood pressure and treat Angina Now its used to help newborn pulmonary hypertension and altitude sickness Incidence Prediction Missed 4 or more visits, twice as likely to have an asthmatic incident Particular Cardiac monitor sine wave points to highly likelihood of heart attack Campaigns Social media and advertising campaigns to understand user behavior and sentiment Patient Satisfaction Social media and advertising campaigns to understand user behavior and sentiment 13 BIDMC Auditing Scenario Auditing is critical component HIPAA in ensuring patient privacy 1 Billion rows+ of audit data 146 mission critical clinical applications Comprehensive audits yield 300-500k transactions/day HIPAA requires audit system with 20 years of data Auditing Project Available to community as part of Compliance SDK Updating for SQL Server 2012, HDInsight, Power View, and MobileBI* Creating an enterprise tool for consolidated storage, reporting and alerting of all application audit data - that's cool! John Halamka’s Cool Technology of the Week (Wellsphere Top Health Blogger, Health Impact Award) 14 BIDMC Compliance Project Use Excel 2013 PowerPivot and Power View HDInsight Azure HDInsight Windows SSAS (tabular) SQL Server 2008/2012 SSIS SSIS SSIS ETL Logs to HDFS Audit Logs 15 Auditing Sensitive Information Querying Audit Information Process Audit Information Use PowerPivot / Power View / Analysis Services to Query the data . Use S SIS to process SQL2008 All-Actions Audit Information and other CG application audit log data; potentially can use Management Performance DW framework. Caregroup Environment SQL2008 All-Actions Audit Data SSIS SQL Audit SQL 2008 / 2012 R2 Connect/Logic File Server SSRS 2008 / Power View Policy Reports Security Reports Policy Analysis Security Analysis Policy Best Practices Compliance Reports Policy Information CG Application Data Intersystems Cache Feedback Action Loop Update systems to keep them compliant and secure Oracle Security Information SQL2005 16 16 Storage Infrastructure Audit Logs Transfer files to ASV via AzCopy, CloudExplorer, etc. 17 Storage Infrastructure Azure Storage Vault (ASV) Azure Blob Storage Azure Flat Network Storage Hadoop on Azure Compute Nodes (Medium VMs) 18 18 Storage Infrastructure Stream data To compute Push data Back to Storage Azure Storage Vault (ASV) Azure Blob Storage Azure Flat Network Storage map sort shuffle reduce Hadoop on Azure Compute Nodes (Medium VMs) http://dennyglee.com/2013/03/18/why-use-blob-storage-with-hdinsight-on-azure/ 19 19 SSIS to HDInsight 20 20 SSIS Processing 21 21 SSAS Tabular of HoA Audit Data 22 Hadoop / Auditing: File sizes Currently testing gz vs. raw E.g. 12MB raw text file vs. 633Kb gz file (~20x compression) Query Duration (s) select count(*) from sql_audit_asv_raw 56.066 select count(*) from sql_audit_asv_gz 58.994 20x smaller size, ~same query time Approx same map / reduce task utilization File Size is 250MB-1GB SSIS package takes care of the size Future testing: avro, protobuf 23 23 Hadoop / Auditing: Formats For ease of processing, replace carriage returns within embedded SQL statements, e.g. select col1, col2 from tableA to select col1, col2 from tableA This allows you to create a Hive table using CR as row delimiter (i.e. does not have things like SQL quoted identifiers) 24 24 25 BI Connectivity SQOOP, HiveODBC, Templeton, CSV, etc Big Data … Excel-lerated! 2 Server, 3mo 110 GB binary files SSIS extraction 1.2GB of text 120MB gz Hadoop to PowerPivot 6MB 27 PowerPivot workbook of HoA Audit data 28 Power View of HoA Audit Data 29 Win a Microsoft Surface Pro! Complete an online SESSION EVALUATION to be entered into the draw. Draw closes April 12, 11:59pm CT Winners will be announced on the PASS BA Conference website and on Twitter. Go to passbaconference.com/evals or follow the QR code link displayed on session signage throughout the conference venue. Your feedback is important and valuable. All feedback will be used to improve and select sessions for future events. 30 Thank you! Diamond Sponsor Platinum Sponsor April 10-12, Chicago, IL