SAS Intelligence Database Teknikken bag den nye database

Save this PDF as:
 WORD  PNG  TXT  JPG

Size: px
Start display at page:

Download "SAS Intelligence Database Teknikken bag den nye database"

Transcription

1 SAS Intelligence Database Teknikken bag den nye database Georg Morsing SAS Institute A/S

2 Ny databaseteknologi til enterprise intelligence RDBMS SAS Intelligence Database Information Fra store datamængder Meget hurtigt Til mange samtidige brugere Skalerbarhed gennem Partitionering af data Parallel processing

3 Ny databaseteknologi til enterprise intelligence RDBMS SAS Intelligence Database Eliminering af transaktionsorienteret overhead i RDBMS Ny databaseteknologi: Organiser data optimalt Brug hardware optimalt

4 Ny databaseteknologi til enterprise intelligence RDBMS SAS Intelligence Database Mange samtidige Lille opgave Stor opgave Udnyt alt hardware fuldt ud Designet til opgaven! Cykel såvel som database

5 Ny databaseteknologi til enterprise intelligence RDBMS SAS Intelligence Database Eliminering af transaktionsorienteret overhead Optimal udnyttelse af hardwaren Reduktion af diskforbrug Hurtigere svartid Hurtigere opdatering 2-4 gange mindre op til 40 gange hurtigere gange hurtigere

6 Database kun til enterprise intelligence Hurtig Pålidelig og robust 24/7, dedikeret database Skalerbar Opnå konstant svartid Med vækst i data, forespørgsler og brugere Lav total cost of ownership Reduceret hardware krav Udnytter hardware optimalt Enkel administration og vedligehold Svartid RDBMS Flere data, queries, brugere SAS IDB 2 CPU 4 CPU 6 CPU

7 Teknikken bag den nye database 1. Partitionering af data 2. Parallel processing 3. Index RAM 4. Connectivity Data & klienter 5. Metadata, administration og SAS Intelligence Platform I/O controller CPU CPU CPU CPU Operating system I/O controller

8 Partitionering af data Traditionel tabel Descriptor Data SAS IDB tabel Metadata Data System Table Data

9 Partitionering af data RAM CPU CPU CPU CPU Operating system I/O controller I/O controller SAS IDB tabel Metadata Data

10 Partitionering af data RAM CPU CPU CPU CPU Operating system I/O controller I/O controller SAS IDB tabel Metadata Data

11 Partitionering af data Cluster-database ETL-processer parallelt SAS IDBtabeller Data A Load-proces Fact A Data B Data C Load-proces Load-proces Fact B Fact C Udfør clusterprogram Data D Load-proces Fact D

12 Partitionering af data Cluster-database Data A ETL-processer parallelt Load proces Cluster SAS IDBtabel Fact A proc spdo library = mylib; cluster create ThirdQuarter2003 mem = Oct2006 mem = Nov2006 mem = Dec2006; quit; Data B Data C Load proces Load proces Fact B Fact C Udfører clusterprogram Data D Load proces Fact D

13 Partitionering af data Cluster-database ETL-processer parallelt Cluster SAS IDBtabel Data A Load-proces Fact A Data B Data C Load-proces Load-proces Fact B Fact C Udfører un-clusterprogram Data D Load-proces Fact D

14 Partitionering af data Cluster-database Data A ETL-processer parallelt Load-proces SAS IDBtabeller Fact A proc spdo library = mylib; Uncluster TirdQuarter2003; quit; Data B Data C Load-proces Load-proces Fact B Fact C Udfører un-clusterprogram Data D Load-proces Fact D

15 Partitionering af data Cluster-database Tidsbaseret cluster-database SAS IDB-tabel Cluster SAS IDB-tabel Metadata Data Cluster-metadata Table1 Table2 Table3 Table4 Table5 Table6 Table7 Table8 Table9 Table10 Table11 Table12

16 Partitionering af data Cluster-database Lynhurtig opdatering og oprydning Tidsbaseret cluster SAS IDB-database Forbered nye SAS IDB-tabeller Påvirker ikke den kørende SAS IDBdatabase Kør un-cluster-program Kør cluster-program Nye SAS IDB-tabeller Der skal kun dannes nye cluster-metadata Tager få sekunder/minutter Uanset datamængder

17 Partitionering af data Dynamisk cluster-database Cluster-metadata Jan 2003 Feb 2003 Mar 2003 Apr 2003 Forbered nye tabeller Udfør cluster add Jan 2005 May 2003 Jun 2003 Jul 2003 Aug 2003 Feb 2005 Sep 2003 Oct 2003 Nov 2003 Dec 2003 Jan 2004 Feb 2004 Mar 2004 Apr 2004 Mar 2005 Apr 2005 May 2004 Jun 2004 Jul 2004 Aug 2004 May 2005 Sep 2004 Oct 2004 Nov 2004 Dec 2004 Jun

18 Partitionering af data Dynamisk cluster-database Lynhurtigt at tilføje nye data Cluster Cluster-metadata Metadata Jan 2003 Feb 2003 Mar 2003 Apr 2003 Jan 2003 Feb 2003 Mar 2003 Apr 2003 Jan 2005 Jan 2005 May 2003 Jun 2003 May 2003 Jun 2003 Jul 2003 Aug 2003 Jul 2003 Aug 2003 Feb 2005 Feb 2005 Sep 2003 Oct 2003 Nov 2003 Dec 2003 Sep 2003 Oct 2003 Nov 2003 Dec 2003 Jan 2004 Feb 2004 Mar 2004 Apr 2004 Jan 2004 Feb 2004 Mar 2004 Apr 2004 Mar 2005 Apr 2005 Mar 2005 Apr 2005 May 2004 Jun 2004 May 2004 Jun 2004 Jul 2004 Aug 2004 Jul 2004 Aug 2004 May 2005 May 2005 Sep 2004 Oct 2004 Nov 2004 Dec 2004 Sep 2004 Oct 2004 Nov 2004 Dec 2004 Jun 2005 Jun

19 Teknikken bag den nye database 1. Partitionering af data 2. Parallel processing 3. Index 4. Connectivity Data & klienter 5. Metadata, administration og SAS Intelligence Platform RAM I/O controller Cluster-database CPU CPU CPU CPU Operating system I/O controller

20 Teknikken bag den nye database 1. Partitionering af data 2. Parallel processing 3. Index 4. Connectivity Data & klienter 5. Metadata, administration og SAS Intelligence Platform RAM I/O controller CPU CPU CPU CPU Operating system I/O controller

21 Parallel processing Optimal hardwareudnyttelse Indbygget parallel programlogik: Where processing Sorting Group by Table join Multi-index builds & updates Query optimizer SQL planner

22 Parallel processing Partielle datafiler Thread 1 Thread 2 Thread 3 Thread WHERE, KEEP, SORT, SUMMARIZE, GROUP BY Partielle resultater Samling af delresultater Færdig resultat til klient

23 Parallel processing Table join Threaded Sort on Table A Threaded Sort on Table B Parallel sortering af partitionerede datafiler A A A A B B B B Tabel A og B sorteret A1 A2 A3 A4 B1 B2 B3 B4 Parallel table join Thread 1 Thread 2 Thread 3 Thread 4 A1 B1 A2 B2 A3 B4 A4 B4 Output Table

24 Parallel processing Index creation Partitionerede datafiler Parallel dannelse af index Index 1 Index 2 Index 3 Index 4 Index-dannet

25 Avanceret hybrid-index-teknologi Traditionel tabel Descriptor Data SAS IDB-tabel Metadata Data Parallel indexevaluering Flere tråde evaluerer WHERE samtidigt Index-metadata Index Metadata Index Index-segmenter

26 Avanceret hybrid-index-teknologi Parallel index-evaluering Flere tråde evaluerer WHERE samtidigt Index-metadata og segmenter where column_a in ('A','B') ; Indexmetadata Index column_a Segment 1 Segment 2 Segment 3 Segment 4 Segment 5 Segment 6 Segment 7 Segment 8 More Segments.....

27 Avanceret hybrid-index-teknologi Cached index-metadata MIN, MAX, COUNT, COUNT DISTINCT NMISS, RANGE SAS IDB-tabel Metadata Data Undgå fuld table scan Select count(*) from table; X Metadata Index Index-statistiktabel

28 Adgang til data fra enhver klient SAS -klient Libname statement Åbner adgang fra alle SAS-klienter Transparent som enhver anden database Datatype: SAS Intelligence Database libname mylib sasspds "class" server=localhost.5200 user='student' passwd='metadata0';

29 Adgang til data fra enhver klient SAS -klient SQL pass-through facility SQL udføres på server og ikke klient SQL udføres i SAS Intelligence Database proc sql; select * from connection to sasspds (... sasspds kode... ); Datatype: SAS Intelligence Database

30 Adgang til data fra enhver klient Øvrige klienter: ODBC Windows-klient JDBC Java-program med web-interface htmlsql Webapplikation SQL C API C eller C++ applikation

31 SAS Intelligence Platform Rollebaserede applikationer Informationsbruger Avanceret bruger / analytiker Forretningsadministrator Adgang til SAS IDB som enhver anden datakilde Brugerstyring, logning, integration Web server Server tier Danner og opdaterer SAS IDB Teknisk administrator Metadata Datawarehouse SAS Intelligence Database Dataintegrationsekspert Eksterne datakilder

32 SAS Intelligence Platform SAS Management Console Administration Administration af alle ressourcer Servere Databaser User, group, rolle Rapporter SAS Stored Processes SAS -licenser Job schedulering SAS Intelligence Database

33 Teknikken bag den nye database 1. Partitionering af data 2. Parallel processing 3. Index RAM 4. Connectivity Data & klienter 5. Metadata, administration og SAS Intelligence Platform I/O controller CPU CPU CPU CPU Operating system I/O controller

34

HOSPIRA (HSP US) HISTORICAL COMMON STOCK PRICE INFORMATION

HOSPIRA (HSP US) HISTORICAL COMMON STOCK PRICE INFORMATION 30-Apr-2004 28.35 29.00 28.20 28.46 28.55 03-May-2004 28.50 28.70 26.80 27.04 27.21 04-May-2004 26.90 26.99 26.00 26.00 26.38 05-May-2004 26.05 26.69 26.00 26.35 26.34 06-May-2004 26.31 26.35 26.05 26.26

More information

Median and Average Sales Prices of New Homes Sold in United States

Median and Average Sales Prices of New Homes Sold in United States Jan 1963 $17,200 (NA) Feb 1963 $17,700 (NA) Mar 1963 $18,200 (NA) Apr 1963 $18,200 (NA) May 1963 $17,500 (NA) Jun 1963 $18,000 (NA) Jul 1963 $18,400 (NA) Aug 1963 $17,800 (NA) Sep 1963 $17,900 (NA) Oct

More information

THE UNIVERSITY OF BOLTON

THE UNIVERSITY OF BOLTON JANUARY Jan 1 6.44 8.24 12.23 2.17 4.06 5.46 Jan 2 6.44 8.24 12.24 2.20 4.07 5.47 Jan 3 6.44 8.24 12.24 2.21 4.08 5.48 Jan 4 6.44 8.24 12.25 2.22 4.09 5.49 Jan 5 6.43 8.23 12.25 2.24 4.10 5.50 Jan 6 6.43

More information

SPDE. Lagring af større datamængder. make connections share ideas be inspired. Henrik Dorf Chefkonsulent SAS Institute A/S

SPDE. Lagring af større datamængder. make connections share ideas be inspired. Henrik Dorf Chefkonsulent SAS Institute A/S make connections share ideas be inspired SPDE Lagring af større datamængder Henrik Dorf Chefkonsulent SAS Institute A/S SPDE Scalable Performance Data Engine I/O delen af SPDServer software Følger med

More information

AT&T Global Network Client for Windows Product Support Matrix January 29, 2015

AT&T Global Network Client for Windows Product Support Matrix January 29, 2015 AT&T Global Network Client for Windows Product Support Matrix January 29, 2015 Product Support Matrix Following is the Product Support Matrix for the AT&T Global Network Client. See the AT&T Global Network

More information

NAV HISTORY OF DBH FIRST MUTUAL FUND (DBH1STMF)

NAV HISTORY OF DBH FIRST MUTUAL FUND (DBH1STMF) NAV HISTORY OF DBH FIRST MUTUAL FUND () Date NAV 11-Aug-16 10.68 8.66 0.38% -0.07% 0.45% 3.81% 04-Aug-16 10.64 8.66-0.19% 0.87% -1.05% 3.76% 28-Jul-16 10.66 8.59 0.00% -0.34% 0.34% 3.89% 21-Jul-16 10.66

More information

Join af tabeller med SAS skal det være hurtigt?

Join af tabeller med SAS skal det være hurtigt? Join af tabeller med SAS skal det være hurtigt? Henrik Dorf, chefkonsulent, PS Commercial Join af tabeller Skal det være hurtigt kræver det Valgmuligheder Viden Eksperimenter Historien En af de første

More information

COMPARISON OF FIXED & VARIABLE RATES (25 YEARS) CHARTERED BANK ADMINISTERED INTEREST RATES - PRIME BUSINESS*

COMPARISON OF FIXED & VARIABLE RATES (25 YEARS) CHARTERED BANK ADMINISTERED INTEREST RATES - PRIME BUSINESS* COMPARISON OF FIXED & VARIABLE RATES (25 YEARS) 2 Fixed Rates Variable Rates FIXED RATES OF THE PAST 25 YEARS AVERAGE RESIDENTIAL MORTGAGE LENDING RATE - 5 YEAR* (Per cent) Year Jan Feb Mar Apr May Jun

More information

COMPARISON OF FIXED & VARIABLE RATES (25 YEARS) CHARTERED BANK ADMINISTERED INTEREST RATES - PRIME BUSINESS*

COMPARISON OF FIXED & VARIABLE RATES (25 YEARS) CHARTERED BANK ADMINISTERED INTEREST RATES - PRIME BUSINESS* COMPARISON OF FIXED & VARIABLE RATES (25 YEARS) 2 Fixed Rates Variable Rates FIXED RATES OF THE PAST 25 YEARS AVERAGE RESIDENTIAL MORTGAGE LENDING RATE - 5 YEAR* (Per cent) Year Jan Feb Mar Apr May Jun

More information

SAS Visual Analyticsarkitektur

SAS Visual Analyticsarkitektur make connections share ideas be inspired SAS Visual Analyticsarkitektur Thomas Damgaard Seniorkonsulent Agenda Hvad er SAS Visual Analytics? Arkitektur Tekniske krav Implementering Spørgsmål Hvad er SAS

More information

Case 2:08-cv-02463-ABC-E Document 1-4 Filed 04/15/2008 Page 1 of 138. Exhibit 8

Case 2:08-cv-02463-ABC-E Document 1-4 Filed 04/15/2008 Page 1 of 138. Exhibit 8 Case 2:08-cv-02463-ABC-E Document 1-4 Filed 04/15/2008 Page 1 of 138 Exhibit 8 Case 2:08-cv-02463-ABC-E Document 1-4 Filed 04/15/2008 Page 2 of 138 Domain Name: CELLULARVERISON.COM Updated Date: 12-dec-2007

More information

SAS Visual Analytics: Arkitektur, data flow og administration

SAS Visual Analytics: Arkitektur, data flow og administration make connections share ideas be inspired SAS Visual Analytics: Arkitektur, data flow og administration Jens Dahl Mikkelsen, SAS Institute Agenda SAS Visual Analytics-komponenter Blade server-miljø Arkitektur

More information

S&P Year Rolling Period Total Returns

S&P Year Rolling Period Total Returns S&P 500 10 Year Rolling Period Total Returns Summary: 1926 June 2013 700% 600% 500% 400% 300% 200% 100% 0% 100% Scatter chart of all 931 ten year periods. There were 931 ten year rolling periods from January

More information

Udnyt dine computerressourcer optimalt med SAS Grid Manager - sådan kommer du hurtigt i gang

Udnyt dine computerressourcer optimalt med SAS Grid Manager - sådan kommer du hurtigt i gang make connections share ideas be inspired Udnyt dine computerressourcer optimalt med SAS Grid Manager - sådan kommer du hurtigt i gang Copyright 2014, SAS Institute Inc. All rights reserved. DHL løb 2014

More information

Analysis One Code Desc. Transaction Amount. Fiscal Period

Analysis One Code Desc. Transaction Amount. Fiscal Period Analysis One Code Desc Transaction Amount Fiscal Period 57.63 Oct-12 12.13 Oct-12-38.90 Oct-12-773.00 Oct-12-800.00 Oct-12-187.00 Oct-12-82.00 Oct-12-82.00 Oct-12-110.00 Oct-12-1115.25 Oct-12-71.00 Oct-12-41.00

More information

ANNEXURE 1 STATUS OF 518 DEMAT REQUESTS PENDING WITH NSDL

ANNEXURE 1 STATUS OF 518 DEMAT REQUESTS PENDING WITH NSDL ANNEXURE 1 STATUS OF 518 DEMAT REQUESTS PENDING WITH NSDL Sr. No. Demat Request No.(DRN) DP ID Client ID Date of Demat Request Received Quantity Requested Date of Demat Request Processed No. of days of

More information

Enhanced Vessel Traffic Management System Booking Slots Available and Vessels Booked per Day From 12-JAN-2016 To 30-JUN-2017

Enhanced Vessel Traffic Management System Booking Slots Available and Vessels Booked per Day From 12-JAN-2016 To 30-JUN-2017 From -JAN- To -JUN- -JAN- VIRP Page Period Period Period -JAN- 8 -JAN- 8 9 -JAN- 8 8 -JAN- -JAN- -JAN- 8-JAN- 9-JAN- -JAN- -JAN- -JAN- -JAN- -JAN- -JAN- -JAN- -JAN- 8-JAN- 9-JAN- -JAN- -JAN- -FEB- : days

More information

COE BIDDING RESULTS 2009 Category B Cars >1600 cc

COE BIDDING RESULTS 2009 Category B Cars >1600 cc Quota System A COE BIDDING RESULTS 2009 B Jan-2009 Quota 1,839 1,839 1,100 1,099 274 268 409 411 767 758 Successful bids 1,784 1,832 1,100 1,097 274 260 401 386 763 748 Bids received 2,541 2,109 1,332

More information

* --- Alle labels kan nu bestemmes i PROC PRINT -------;

* --- Alle labels kan nu bestemmes i PROC PRINT -------; Foredrag på SAS Forum, 18. september 2013 Nyheder i SAS 9.4 for SAS programmører, Georg Morsing Program 1 * --- Alle labels kan nu bestemmes i PROC PRINT -------; proc print data=sashelp.cars label grandtotal_label='total

More information

Ashley Institute of Training Schedule of VET Tuition Fees 2015

Ashley Institute of Training Schedule of VET Tuition Fees 2015 Ashley Institute of Training Schedule of VET Fees Year of Study Group ID:DECE15G1 Total Course Fees $ 12,000 29-Aug- 17-Oct- 50 14-Sep- 0.167 blended various $2,000 CHC02 Best practice 24-Oct- 12-Dec-

More information

Opdatering af metadata via SAS -programmer

Opdatering af metadata via SAS -programmer Opdatering af metadata via SAS -programmer Henrik Dorf, chefkonsulent, PS Commercial Metadata SAS Management Console Meta browser SAS Data Integration Studio SAS Metadata Server Administrerer adgangen

More information

IP Telefoni. DHCP Options VLANs. Understanding the Cisco IP Phone Boot Process

IP Telefoni. DHCP Options VLANs. Understanding the Cisco IP Phone Boot Process IP Telefoni DHCP Options VLANs Understanding the Cisco IP Phone Boot Process The Cisco IP Phone connects to an Ethernet switchport. If the IP phone and switch support PoE, the IP phone receives power through

More information

CENTERPOINT ENERGY TEXARKANA SERVICE AREA GAS SUPPLY RATE (GSR) JULY 2015. Small Commercial Service (SCS-1) GSR

CENTERPOINT ENERGY TEXARKANA SERVICE AREA GAS SUPPLY RATE (GSR) JULY 2015. Small Commercial Service (SCS-1) GSR JULY 2015 Area (RS-1) GSR GSR (LCS-1) Texarkana Incorporated July-15 $0.50690/Ccf $0.45450/Ccf $0.00000/Ccf $2.85090/MMBtu $17.52070/MMBtu Texarkana Unincorporated July-15 $0.56370/Ccf $0.26110/Ccf $1.66900/Ccf

More information

SharePoint Brugergruppe møde 15. august 2014

SharePoint Brugergruppe møde 15. august 2014 SharePoint Brugergruppe møde 15. august 2014 Konsulent i justb Underviser hos Orange Man Initiativtager til MsBIP Arbejdet med Microsoft BI i 7 år Stærkt fokus på front-end Analysis Services Reporting

More information

P/T 2B: 2 nd Half of Term (8 weeks) Start: 24-AUG-2015 End: 18-OCT-2015 Start: 19-OCT-2015 End: 13-DEC-2015

P/T 2B: 2 nd Half of Term (8 weeks) Start: 24-AUG-2015 End: 18-OCT-2015 Start: 19-OCT-2015 End: 13-DEC-2015 2015-2016 SPECIAL TERM ACADEMIC CALENDAR For Scranton Education Online (SEOL), Masters of Business Administration Online, Masters of Accountancy Online, Health Administration Online, Health Informatics

More information

SAS SPD Server, applying intelligence to data storage

SAS SPD Server, applying intelligence to data storage SAS SPD Server, applying intelligence to data storage Jochen Kirsten Product Manager Storage Products SAS EMEA Scalable Performance Data Server! History! Performance! Security Model! Reliability, Availability,

More information

Nyheder i SAS Data Management med SAS version 9.4 Jens Dahl Mikkelsen Nordic CoE, Information Management

Nyheder i SAS Data Management med SAS version 9.4 Jens Dahl Mikkelsen Nordic CoE, Information Management make connections share ideas be inspired Nyheder i SAS Data Management med SAS version 9.4 Jens Dahl Mikkelsen Nordic CoE, Information Management Indhold Nye pakker nye muligheder Nyheder med SAS 9.4-baseret

More information

Qi Liu Rutgers Business School ISACA New York 2013

Qi Liu Rutgers Business School ISACA New York 2013 Qi Liu Rutgers Business School ISACA New York 2013 1 What is Audit Analytics The use of data analysis technology in Auditing. Audit analytics is the process of identifying, gathering, validating, analyzing,

More information

Computing & Telecommunications Services Monthly Report March 2015

Computing & Telecommunications Services Monthly Report March 2015 March 215 Monthly Report Computing & Telecommunications Services Monthly Report March 215 CaTS Help Desk (937) 775-4827 1-888-775-4827 25 Library Annex helpdesk@wright.edu www.wright.edu/cats/ Last Modified

More information

DATES OF PUBLICATION FOR ISSUES OF THE JOURNAL RHODORA (Volume 1-116)

DATES OF PUBLICATION FOR ISSUES OF THE JOURNAL RHODORA (Volume 1-116) DATES OF PUBLICATION FOR ISSUES OF THE JOURNAL RHODORA (Volume 1-116) Prepared by JAMES L. REVEAL and KANCHI N. GANDHI Some dates of publication were not reported in the journal. These are marked with

More information

2015-16 BCOE Payroll Calendar. Monday Tuesday Wednesday Thursday Friday Jun 29 30 Jul 1 2 3. Full Force Calc

2015-16 BCOE Payroll Calendar. Monday Tuesday Wednesday Thursday Friday Jun 29 30 Jul 1 2 3. Full Force Calc July 2015 CM Period 1501075 July 2015 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 August 2015 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26

More information

ACTIVE MICROSOFT CERTIFICATIONS:

ACTIVE MICROSOFT CERTIFICATIONS: Last Activity Recorded : October 29, 2014 Microsoft Certification ID : 6767 MAGNUS JUNGAKER GRANSVAGEN 4 SOLLENTUNA, Stockholm 19134 SE magnus@jungaker.net *Charter- Certification that was achieved within

More information

CAFIS REPORT 2015.10

CAFIS REPORT 2015.10 CAFIS REPORT 2015.10 INDEX Message CAFIS Inbound 03-06 07-08 CAFIS Arch 09-10 CAFIS Brain 11-12 CAFIS Global 13-14 What We Do 15-16 About CAFIS 17-18 Services for Member Stores 19-34 Services for Card

More information

NTREIS MLS Area Housing Activity Report Compiled for North Texas Real Estate Information System. Current Month Summary for: July 2016

NTREIS MLS Area Housing Activity Report Compiled for North Texas Real Estate Information System. Current Month Summary for: July 2016 Use PDF Bookmarks for direct link to report tables. NTREIS MLS Area Housing Activity Report Compiled for North Texas Real Estate Information System Current Month Summary for: July 2016 Property Type Sales

More information

22.Apr Artificial Insemination for Cattle, Irene. 04.Mar Pregnancy Diagnosis for Cattle, Irene 05.Mar Calf Rearing Management (Cattle), Irene

22.Apr Artificial Insemination for Cattle, Irene. 04.Mar Pregnancy Diagnosis for Cattle, Irene 05.Mar Calf Rearing Management (Cattle), Irene 01.Mar Artificial Insemination for Cattle, Irene 02.Mar Artificial Insemination for Cattle, Irene 03.Mar Artificial Insemination for Cattle, Irene 04.Mar Pregnancy Diagnosis for Cattle, Irene 05.Mar Calf

More information

P/T 2B: 2 nd Half of Term (8 weeks) Start: 25-AUG-2014 End: 19-OCT-2014 Start: 20-OCT-2014 End: 14-DEC-2014

P/T 2B: 2 nd Half of Term (8 weeks) Start: 25-AUG-2014 End: 19-OCT-2014 Start: 20-OCT-2014 End: 14-DEC-2014 2014-2015 SPECIAL TERM ACADEMIC CALENDAR FOR SCRANTON EDUCATION ONLINE (SEOL), MBA ONLINE, HUMAN RESOURCES ONLINE, NURSE ANESTHESIA and ERP PROGRAMS SPECIAL FALL 2014 TERM Key: P/T = Part of Term P/T Description

More information

P/T 2B: 2 nd Half of Term (8 weeks) Start: 26-AUG-2013 End: 20-OCT-2013 Start: 21-OCT-2013 End: 15-DEC-2013

P/T 2B: 2 nd Half of Term (8 weeks) Start: 26-AUG-2013 End: 20-OCT-2013 Start: 21-OCT-2013 End: 15-DEC-2013 2013-2014 SPECIAL TERM ACADEMIC CALENDAR FOR SCRANTON EDUCATION ONLINE (SEOL), MBA ONLINE, HUMAN RESOURCES ONLINE, NURSE ANESTHESIA and ERP PROGRAMS SPECIAL FALL 2013 TERM Key: P/T = Part of Term P/T Description

More information

VHDL programmering H2

VHDL programmering H2 VHDL programmering H2 VHDL (Very high speed Integrated circuits) Hardware Description Language IEEE standard 1076-1993 Den benytter vi!! Hvornår blev den frigivet som standard første gang?? Ca. 1980!!

More information

Sage ERP MAS 90, 200, 200 SQL, and Sage ERP MAS 500. Supported Versions

Sage ERP MAS 90, 200, 200 SQL, and Sage ERP MAS 500. Supported Versions Sage ERP MAS 90, 200, 200 SQL, and Sage ERP MAS 500 Supported Versions Current Document: 2012... Page 1 Earlier Documents: 2011... Page 2 2010... Page 3 2009... Page 4 2008... Page 5 Sage ERP MAS 90, 200,

More information

Oxfam GB Digital Case Study - email

Oxfam GB Digital Case Study - email Oxfam GB Digital Case Study - email Friday 19 th July Lizzie Williams Email Marketing Manager Holly Bolter Senior Analyst Mark Lumby Selections & Analysis Manager Emergencies Get Together Campaigns Regular

More information

Introduktion till SAS 9 Plattformen Helikopterkursen

Introduktion till SAS 9 Plattformen Helikopterkursen Introduktion till SAS 9 Plattformen Helikopterkursen Kursens mål: Denna kurs/workshop ger dig en samlad överblick över den nye SAS 9 Intelligenta Plattformen. Denna dag är en bra start för att förstå SAS

More information

Moon and Planet Visibility Diagrams

Moon and Planet Visibility Diagrams 6 and Planet Visibility Diagrams Magnitudes -8-6 -4-2 2 4 6 8 Phases of the South at midnight South at dusk South at dawn South at midnight Week commencing 1 Jan 4 J Jan - 4 6 8 1 1 14 16 18 2 24 26 28

More information

Moon and Planet Visibility Diagrams

Moon and Planet Visibility Diagrams 5 and Planet Visibility Diagrams Magnitudes -8-6 -4-2 2 4 6 8 Phases of the South at midnight South at dusk South at dawn South at midnight Week commencing 1 Jan 4 J Jan - -4 8 Jan 4 - -4 15 Jan 4 J Jan

More information

Deep Security/Intrusion Defense Firewall - IDS/IPS Coverage Statistics and Comparison

Deep Security/Intrusion Defense Firewall - IDS/IPS Coverage Statistics and Comparison Deep Security/Intrusion Defense Firewall - IDS/IPS Trend Micro, Incorporated A technical brief summarizing vulnerability coverage provided by Deep Security and Intrusion Defense Firewall. The document

More information

BERACHAH CHURCH MEDIA CATALOG 2016

BERACHAH CHURCH MEDIA CATALOG 2016 BERACHAH CHURCH MEDIA CATALOG 2016 MP3 AUDIO Please order by Series and number Limit: 2 discs per month Series #100 INVESTITURE SERVICE 1 1 28 Mar 2004 Series #101 MEMORIAL SERVICES 1 1 Col. Thieme 23

More information

Oracle Application Express

Oracle Application Express Oracle Application Express Eftermiddagsmøde Oracle/APEX Konsulent Oracle/APEX Konsulent Startede som Oracle udvikler i 1988 (RDBMS Version 5) Startede MBNDATA i 1996 APEX specialisering siden 1997 Agenda

More information

Consumer ID Theft Total Costs

Consumer ID Theft Total Costs Billions Consumer and Business Identity Theft Statistics Business identity (ID) theft is a growing crime and is a growing concern for state filing offices. Similar to consumer ID theft, after initially

More information

2016 Examina on dates

2016 Examina on dates Please note the following informa on: The following exams are available throughout the year: Please click on the exam for which you wish to see the dates. When you have finished, you can select to return

More information

Deep Security Intrusion Detection & Prevention (IDS/IPS) Coverage Statistics and Comparison

Deep Security Intrusion Detection & Prevention (IDS/IPS) Coverage Statistics and Comparison Deep Security Intrusion Detection & Prevention (IDS/IPS) Trend Micro, Incorporated A technical brief summarizing vulnerability coverage provided by Deep Security. The document also outlines a comparison

More information

US Inflation Rate Consumer Price Index

US Inflation Rate Consumer Price Index 1960 1962 1964 1966 1968 1970 1972 1974 1976 1978 1980 1982 1984 1986 1988 1990 1992 1994 1996 1998 2000 2002 2004 2006 2008 2010 2012 2014 US Inflation Rate Consumer Price Index 14.0% 13.0% 12.0% 11.0%

More information

Chapter 1 Overview of the SQL Procedure

Chapter 1 Overview of the SQL Procedure Chapter 1 Overview of the SQL Procedure 1.1 Features of PROC SQL...1-3 1.2 Selecting Columns and Rows...1-6 1.3 Presenting and Summarizing Data...1-17 1.4 Joining Tables...1-27 1-2 Chapter 1 Overview of

More information

Detailed guidance for employers

Detailed guidance for employers April 2015 3 Detailed guidance for employers Appendix A: Pay reference periods This document accompanies: Detailed guidance no. 3 Assessing the workforce Pay reference period calendars where the definition

More information

Employers Compliance with the Health Insurance Act Annual Report 2015

Employers Compliance with the Health Insurance Act Annual Report 2015 Employers Compliance with the Health Insurance Act Annual Report 2015 ea Health Council Health Council: Employers Compliance with the Health Insurance Act 1970 Annual Report 2015 Contact us: If you would

More information

Latin America 4 Pillars of the Third Platform Continuous Information Series. Value Proposition

Latin America 4 Pillars of the Third Platform Continuous Information Series. Value Proposition Latin America 4 Pillars of the Third Platform Continuous Information Series Value Proposition June 2014 International Data Corporation (IDC) is the premier global provider of market intelligence, advisory

More information

ARIS 9 Highlights and Outlook

ARIS 9 Highlights and Outlook ARIS 9 Highlights and Outlook Karl Wagner Senior Vice President ARIS R&D 2013 Software AG. All rights reserved. ARIS at a Glance 2M END FIRST BPA Solution 25 SUCCESS LEADER YEARS OF 10,000 CUSTOMERS USERS

More information

CPU Benchmarks Over 600,000 CPUs Benchmarked

CPU Benchmarks Over 600,000 CPUs Benchmarked P a s s M a r k S O F T W A R E Shopping cart [ Home Software Hardware Benchmarks Services Store Support Forums About Us Home» CPU Benchmarks» CPU Mega Page - Detailed CPU List CPU Benchmarks Video Card

More information

Choosing a Cell Phone Plan-Verizon

Choosing a Cell Phone Plan-Verizon Choosing a Cell Phone Plan-Verizon Investigating Linear Equations I n 2008, Verizon offered the following cell phone plans to consumers. (Source: www.verizon.com) Verizon: Nationwide Basic Monthly Anytime

More information

2015 Examination dates

2015 Examination dates Please note the following information: The following exams are available throughout the year: BULATS Paper-based: Please click on the exam for which you wish to see the dates. When you have finished, you

More information

Accident & Emergency Department Clinical Quality Indicators

Accident & Emergency Department Clinical Quality Indicators Overview This dashboard presents our performance in the new A&E clinical quality indicators. These 8 indicators will allow you to see the quality of care being delivered by our A&E department, and reflect

More information

Comparing share-price performance of a stock

Comparing share-price performance of a stock Comparing share-price performance of a stock A How-to write-up by Pamela Peterson Drake Analysis of relative stock performance is challenging because stocks trade at different prices, indices are calculated

More information

PostgreSQL Features, Futures and Funding. Simon Riggs

PostgreSQL Features, Futures and Funding. Simon Riggs PostgreSQL Features, Futures and Funding Simon Riggs The research leading to these results has received funding from the European Union's Seventh Framework Programme (FP7/2007-2013) under grant agreement

More information

Energy Savings from Business Energy Feedback

Energy Savings from Business Energy Feedback Energy Savings from Business Energy Feedback Behavior, Energy, and Climate Change Conference 2015 October 21, 2015 Jim Stewart, Ph.D. INTRODUCTION 2 Study Background Xcel Energy runs the Business Energy

More information

Thomas Ludvik Næss Country Manager

Thomas Ludvik Næss Country Manager Thomas Ludvik Næss Country Manager For hvert 2.5 sekund slippes det en ny malware! Hvor mange Bic Mac spiser du?! Source: blog.trendmicro.com Virus Remover 2008 & Antivirus 2009 Source: blog.trendmicro.com

More information

PTC Creo 2.0 Hardware Support Dell

PTC Creo 2.0 Hardware Support Dell PTC Creo 2.0 Hardware Support Dell Last updated: February 2, 2016 The Desktop Virtualization Environment Support Dell table displays at the end of this document, after the standard Creo certification table.

More information

OIO Dekstop applikation

OIO Dekstop applikation OIO Dekstop applikation 25-09-2009. Version 1.0 Sammendrag af ideer og dialog på møde d. 24-09-2009 mellem ITST, Trifork og Designit Under udarbejdelse Diagram Test applikation Grupper Digitaliser.dk Applikation

More information

Coordination and air quality monitoring during emergencies. Colin Powlesland Environment Agency

Coordination and air quality monitoring during emergencies. Colin Powlesland Environment Agency Coordination and air quality monitoring during emergencies Colin Powlesland Environment Agency Contents h Introduction h What do we want to achieve? h Implementation programme h Incident timeline h Proposed

More information

Cost effective methods of test environment management. Prabhu Meruga Director - Solution Engineering 16 th July SCQAA Irvine, CA

Cost effective methods of test environment management. Prabhu Meruga Director - Solution Engineering 16 th July SCQAA Irvine, CA Cost effective methods of test environment management Prabhu Meruga Director - Solution Engineering 16 th July SCQAA Irvine, CA 2013 Agenda Basic complexity Dynamic needs for test environments Traditional

More information

Hub North Netværksarrangement d. 14. Juni 2011

Hub North Netværksarrangement d. 14. Juni 2011 Hub North Netværksarrangement d. 14. Juni 2011 Jan Bisgaard Envision Global Innovation Centre Silkeborg, Denmark Agenda: 1. Presenting (Jan Bisgaard) 2. Company profile 3. Strategies 4. Product road map

More information

DO, DON T og DORF. SAS -programmering

DO, DON T og DORF. SAS -programmering DO, DON T og DORF SAS -programmering Copyright 2002-2011, SAS Institute Inc., Cary, NC, USA SAS Institute Inc., SAS Campus Drive, Cary, North Carolina 27513. SAS and all other SAS Institute Inc. product

More information

Allsup Disability Study: Income at Risk

Allsup Disability Study: Income at Risk Examining income risk factors for people with disabilities Special Focus on Veterans 2013 Third-Quarter Report October 2013 The quarterly unemployment rate for people with disabilities continues to be

More information

Implementing Carbon Reduction Without Impacting Working Capital. Presented by Dylan Crompton

Implementing Carbon Reduction Without Impacting Working Capital. Presented by Dylan Crompton Implementing Carbon Reduction Without Impacting Working Capital Presented by Dylan Crompton Evolution of a Carbon Strategy Proactive organisations are on a journey to reduce carbon emissions. Marginal

More information

Resource Management Spreadsheet Capabilities. Stuart Dixon Resource Manager

Resource Management Spreadsheet Capabilities. Stuart Dixon Resource Manager Resource Management Spreadsheet Capabilities Stuart Dixon Resource Manager Purpose Single view of resource data Shows rolling demand vs supply for 14 months, 2 months back, current month, and 11 forward

More information

BT Retail Social Media making it easy for our customers

BT Retail Social Media making it easy for our customers BT Retail Social Media making it easy for our customers Dawn Walton, GM Central Planning Nigel Elliott, Social Media Channel Manager Kerry Gulloch, Social Media Communities Manager Agenda o How we ended

More information

ACTIVE MICROSOFT CERTIFICATIONS:

ACTIVE MICROSOFT CERTIFICATIONS: Last Activity Recorded : August 30, 2012 Microsoft Certification ID : 30999 BERT VAN HOVE BARON EMPAINLAAN 68 MECHELEN, 2800 BE bert@road2result.be ACTIVE MICROSOFT CERTIFICATIONS: Microsoft Certified

More information

TERMS OF REFERENCE HUMAN RESOURCES AND GOVERNANCE COMMITTEE. The purpose of the Human Resources and Governance Committee (the Committee ) is to

TERMS OF REFERENCE HUMAN RESOURCES AND GOVERNANCE COMMITTEE. The purpose of the Human Resources and Governance Committee (the Committee ) is to I. PURPOSE The purpose of the Human Resources and Governance Committee (the Committee ) is to A. assist the Board in fulfilling its obligations relating to human resource and compensation matters and to

More information

APPROACHABLE ANALYTICS MAKING SENSE OF DATA

APPROACHABLE ANALYTICS MAKING SENSE OF DATA APPROACHABLE ANALYTICS MAKING SENSE OF DATA AGENDA SAS DELIVERS PROVEN SOLUTIONS THAT DRIVE INNOVATION AND IMPROVE PERFORMANCE. About SAS SAS Business Analytics Framework Approachable Analytics SAS for

More information

Performance Monitoring on NERSC s POWER 5 System

Performance Monitoring on NERSC s POWER 5 System ScicomP 14 Poughkeepsie, N.Y. Performance Monitoring on NERSC s POWER 5 System Richard Gerber NERSC User Services RAGerber@lbl.gov Prequel Although this talk centers around identifying system problems,

More information

DCF - CJTS WC Claim Count ACCT DCF CJTS - Restraints InjuryLocation (All)

DCF - CJTS WC Claim Count ACCT DCF CJTS - Restraints InjuryLocation (All) - CJTS WC Claim Count ACCT CJTS - Restraints InjuryLocation (All) Month Occur Mo Txt Loc Descr 2011 2012 2013 2014 2015 Grand Total 1 Jul CJTS Custody 8 12 5 8 11 44 2 CJTS Girls Unit 4 4 Jul Total 9 12

More information

NOTIFICATION Rupee Derivatives Segment. No. RMD/DF/DRV/ES&H/15/82. Eligible Securities for Contribution towards Default Fund & Haircut Rates

NOTIFICATION Rupee Derivatives Segment. No. RMD/DF/DRV/ES&H/15/82. Eligible Securities for Contribution towards Default Fund & Haircut Rates NOTIFICATION Rupee Derivatives Segment No. RMD/DF/DRV/ES&H/15/82 28-Mar-16 Eligible Securities for Contribution towards Default Fund & Haircut Rates Further to our Notification No.RMD/DF/DRV/ES&H/15/81

More information

Grand Rapids History & Special Collections. Archives GRAND RAPIDS PUBLIC LIBRARY. Finding Aid for the. Grand Rapids Township Death Records

Grand Rapids History & Special Collections. Archives GRAND RAPIDS PUBLIC LIBRARY. Finding Aid for the. Grand Rapids Township Death Records Grand Rapids History & Special Collections Archives GRAND RAPIDS PUBLIC LIBRARY Finding Aid for the Grand Rapids Township Death Records October 2009 version Abstract The Grand Rapids Township Death Records

More information

ACTIVE MICROSOFT CERTIFICATIONS:

ACTIVE MICROSOFT CERTIFICATIONS: Last Activity Recorded : August 04, 2011 Microsoft Certification ID : 483228 KENT NORDSTROM Asbergsvagen 27 Soderhamn, 82637 SW kent@xpservices.se ACTIVE MICROSOFT CERTIFICATIONS: Microsoft Certified Solutions

More information

Collaborative Agreement. JRC (MARS Unit-AGRI4CAST): M. El Aydam & INRA (Morocco): R. Balaghi AGRI4CAST. Collaborative Agreement JRC / INRA - Maroc

Collaborative Agreement. JRC (MARS Unit-AGRI4CAST): M. El Aydam & INRA (Morocco): R. Balaghi AGRI4CAST. Collaborative Agreement JRC / INRA - Maroc Collaborative Agreement JRC (MARS Unit-): M. El Aydam & INRA (Morocco): R. Balaghi Use of CGMS to forecast production / cooperation INRA and - Soft and durum wheat, barley - Use of water limited models

More information

JBoss Enterprise Middleware. The foundation of your open source middleware reference architecture

JBoss Enterprise Middleware. The foundation of your open source middleware reference architecture JBoss Enterprise Middleware The foundation of your open source middleware reference architecture Red Hat open source solution stack changes the economics of IT infrastructure Offers proprietary replacements

More information

SAS Scalable Performance Data Server

SAS Scalable Performance Data Server SAS Scalable Performance Data Server Administrator s Guide 4.42 The correct bibliographic citation for this manual is as follows: SAS Institute Inc. 2007. SAS Scalable Performance Data Server 4.42: Administrator

More information

Employment and Vacancies Survey: November Economy wide Vacancies Increased Significantly in November 2005

Employment and Vacancies Survey: November Economy wide Vacancies Increased Significantly in November 2005 Employment and Vacancies Survey: November 2005 Economy wide Vacancies Increased Significantly in November 2005 Economy wide vacancies increased by a significant 7 percentage points in the month of November

More information

The introduction of new methods for price observations in the Consumer Price Index (CPI) New methods for airline tickets and package holidays

The introduction of new methods for price observations in the Consumer Price Index (CPI) New methods for airline tickets and package holidays Statistics Netherlands Economics, Enterprises and NA Government Finance and Consumer Prices P.O.Box 24500 2490 HA Den Haag The Netherlands The introduction of new methods for price observations in the

More information

B2B Web Service Infrastructure/Architecture. Writen and presented by BOUSQUET-HOURAT BERTRAND

B2B Web Service Infrastructure/Architecture. Writen and presented by BOUSQUET-HOURAT BERTRAND B2B Web Service Infrastructure/Architecture Writen and presented by BOUSQUET-HOURAT BERTRAND bertrand.bousquet-hourat@eurocontrol.int Agenda NM releases / s available Service architecture Publish / subscribe

More information

Agenda. Nortel Management værktøj til CS1000 Telephony Manager (TM 3.x) Nyheder i TM 3.2 ECM (Enterprise Common Manager) Subscriber Manager

Agenda. Nortel Management værktøj til CS1000 Telephony Manager (TM 3.x) Nyheder i TM 3.2 ECM (Enterprise Common Manager) Subscriber Manager Nordic Connect 2008 Agenda Nortel Management værktøj til CS1000 Telephony Manager (TM 3.x) Nyheder i TM 3.2 ECM (Enterprise Common Manager) Subscriber Manager Nortel Management værktøj til CS1000 Print

More information

Proposal to Reduce Opening Hours at the Revenues & Benefits Coventry Call Centre

Proposal to Reduce Opening Hours at the Revenues & Benefits Coventry Call Centre Proposal to Reduce Opening Hours at the Revenues & Benefits Coventry Call Centre Proposal To change the opening hours of the Revenues & Benefits Call Centre to 9am until 5pm Monday to Friday with effect

More information

Implementing a Data Warehouse with Microsoft SQL Server

Implementing a Data Warehouse with Microsoft SQL Server 20463 - Implementing a Data Warehouse with Microsoft SQL Server Duration: 5 Days Course Price: $2,975 Software Assurance Eligible Course Description Note: This course is designed for customers who are

More information

Gør dine big data klar til analyse på en nem måde med Hadoop og SAS Data Loader for Hadoop. Jens Dahl Mikkelsen SAS Institute

Gør dine big data klar til analyse på en nem måde med Hadoop og SAS Data Loader for Hadoop. Jens Dahl Mikkelsen SAS Institute Gør dine big data klar til analyse på en nem måde med Hadoop og SAS Data Loader for Hadoop Jens Dahl Mikkelsen SAS Institute Indhold Udfordringer for analytikeren Hvordan kan SAS Data Loader for Hadoop

More information

Blackboard Collaborate Web Conferencing Hosted Environment Technical Infrastructure and Security

Blackboard Collaborate Web Conferencing Hosted Environment Technical Infrastructure and Security Overview Blackboard Collaborate Web Conferencing Hosted Environment Technical Infrastructure and Security Blackboard Collaborate web conferencing is available in a hosted environment and this document

More information

Data Centers De Persgroep

Data Centers De Persgroep Data Centers De Persgroep Antwerp Feb. 14 2013 Luc Verbist CIO Activities NEWSPAPERS N 1 N 1 Activities MAGAZINES N 1 N 1 Activities Print products 5 times around the globe in 1 week Activities RADIO N

More information

Start Your. Business Business Plan

Start Your. Business Business Plan Start Your Waste Recycling Business A TECHNICAL STEP-BY-STEP-GUIDE OF HOW TO START A COMMUNITY-BASED WASTE RECYCLING BUSINESS Start Your Waste Recycling Business Business Plan INTERNATIONAL LABOUR OFFICE

More information

Impacts of Government Jobs in Lake County Oregon

Impacts of Government Jobs in Lake County Oregon Impacts of Government Jobs in Lake County Oregon April 2011 Prepared by Betty Riley, Executive Director South Central Oregon Economic Development District Annual Average Pay Based on Oregon Labor Market

More information

Cisco Virtual Update Hyperconverged infrastruktur

Cisco Virtual Update Hyperconverged infrastruktur Cisco Virtual Update Hyperconverged infrastruktur Lars Granberg, SE UCS. Bjarne Madsen, CSE HyperConverged Solutions. 2015 Cisco and/or its affiliates. All rights reserved. 1 Agenda 1. Hvad er HyperConverged,

More information

GB INTRODUCTION manual:

GB INTRODUCTION manual: GS - GS/L S2/S4 4 5 GB INTRODUCTION manual: Manufacturing Firm; The person responsible for the use of the fork truck must make sure that all of the safety rules in force in INSTRUCTIONS FOR USE 1) Do not

More information

Nyheter i SAS Data Management med SAS versjon 9.4

Nyheter i SAS Data Management med SAS versjon 9.4 make connections share ideas be inspired Nyheter i SAS Data Management med SAS versjon 9.4 Terje Vatle Nordic CoE, Data Management C o p y r i g h t 2 0 1 3, S A S I n s t i t u t e I n c. A l l r i g

More information

Find Your Venus Star Point

Find Your Venus Star Point Find Your Venus Star Point Your Venus Star Point TM is the degree of the last Venus Conjunction occuring prior to your date of birth. Retrograde Conjunctions (Venus between Sun and Earth): Morning Star

More information

How to Construct a Seasonal Index

How to Construct a Seasonal Index How to Construct a Seasonal Index Methods of Constructing a Seasonal Index There are several ways to construct a seasonal index. The simplest is to produce a graph with the factor being studied (i.e.,

More information