SlideShare une entreprise Scribd logo
1  sur  36
Oracle Exadata
Alexandru Tică
DBA Lounge, Iași, April 2016
What is Exadata?
“A wonderful blend of
hardware and software”.
Jonathan Lewis
How does it look like? (part 1)
How does it look like? (part 2)
Source: http://oraclefromguatemala.blogspot.ro/2013/04/los­sabores­y­colores­de­oracle­exadata.html
S
S S
S
DB DB DB
DB
X2­8 Full 
Rack
How does it look like? (part 3)
The Exadata rack, available at SCC.
Oracle 11.2
3 cell/storage servers
2 DB servers
Eth + IB switches 
+ KVM
Just a quarter RAC!
Exadata timeline (1)
2008
V1
Exa what? WTF is this?
Exadata timeline (2)
2008
V1
2009
V2
OLTP and DW?
Interesting!
2008
V1
2009
V2
2010
X2
Exadata timeline (3)
Bravo!
2008
V1
2009
V2
2010
X2
2012
X3
Exadata timeline (4)
2013
X4
2008
V1
2009
V2
2010
X2
2012
X3
Exadata timeline (5)
Consolidation, DbaaS, cloud…
What’s the difference?
2013
X4
2015
X5
2008
V1
2009
V2
2010
X2
2012
X3
Exadata timeline (6)
Wasn’t supposed
to be good at
everything?
Money, money, money...
Source: 
http://www.oracle.com/us/products/database/exadata­vs­
ibm­1870172.pdf
Source: http://dbareactions.com/post/51674494263/when­we­
went­shopping­for­oracle­licensing
Spot the differences
VS
What’s Wrong on Non-Exadata?
HDD
SAN
NAS
ORACLE Instance IO Sub­system
IO traffic
Optimization?
1. Bigger pipe
2. Less IO traffic
Exadata Architecture – The Big Picture
Cell Server 1 Cell Server 2 Cell Server 3
DB Server1 DB Server2
iDB / RDS
Oracle Linux
Oracle 11.2
ASM
Oracle Linux
cellsrv
DB side
Storage side
Exadata Magic
Smart Scan HCC
Smart Flash Cache
IO Resource Manger
DEMO 1 - Magic Switch: ON/OFF
640mil rows
Magic OFF
Magic ON
select count(*) from vanzari
where valoare < 100;
cell_offload_processing
~10x
faster
Smart Scan Magic
DB Node
Cell Node 1 Cell Node 2 Cell Node 3
select sum(valoare)
from vanzari where
tara = ‘RO’;
ASM
IDB protocol
Get blocks from
VANZARI
Info about the
query.
Direct path read?
Column projection
Predicate filtering
Storage indexes
Filtereddata
Column Projection
● Instead of returning whole Oracle blocks, the storage layer
will pump in just the needed column values.
● The IO traffic is reduced.
● For JOINs, besides columns from the SELECT list, the ones
from the join are also transferred.
YES, “SELECT *” when just some columns are 
needed isn’t a good idea on Exadata too! 
DEMO: Column projection
Predicate Filtering
● Instead of pushing full Oracle blocks from the storage to the
Oracle instance, only those records matching the predicate
will be pumped in to the wire.
● The IO traffic is reduced (the filtering is done on the storage
side)
● Does work for joins too using bloom filters, but on the storge
servers.
Storage Indexes Explained
VANZARI
table
1MB 1MB
1MB1MB1MB1MB1MB1MB 1MB
1MB1MB1MB1MB1MB
1MB 1MB 1MB1MB1MB1MB1MB
min max min max
Storage 1
Storage 2
Storage 3
select count(*)
from vanzari where
vanzari <= 1000;
Perfect for:
=, <, >, BETWEEN,
<=, >=, IN,
IS NULL, IS NOT NULL
DEMO: Storage Indexes
Do You Want to Drop all DB Indexes?
Think twice!
● There are many scenarios where SI can’t be used (e.g.
get the MIN or MAX for a column)
● SI is a transient in-memory structure. Restart a storage
server and you lost all storage indexes on that server
● The decision to create a SI is fully automated and it
depends on the workload.
● A SI can’t be used to enforce a PK constraint
● SI are limited to only 8 columns/table
● No integration between SI and CBO
● There’s no such thing as functional SI.
● A SI can’t be used for FK columns to avoid locking
issues
Smart Flash Scan
4 cards x 4 disks x
24GB = 384GB on
every storage cell
Controlling the SFC
CELL_FLASH_CACHE
NONE
DEFAULT
KEEP
on segment level
DB Developer
Friendly Side
DBA 
Admin
Ugly Side
cellcli
on storage level
CREATE 
FLASHCACHE
ALTER CELL 
DROP 
FLASHCACHE
DEMO: Smart Flash Cache
HCC: Hybrid Columnar Compression
Compression
Type
Description Expected
Ratio
QUERY LOW LZA compression algorithm. Low CPU
and low compression.
4x
QUERY HIGH ZLIB (gzip) compression. 6x
ARCHIVE LOW ZLIB (gzip) but with a higher
compression level.
7x
ARCHIVE HIGH BZIP2 compression. CPU intensive,
high compression rate.
12x
HCC Pitfalls
● Only tables can be compressed. Indexes are not included.
● Exadata inter-operability only. Pay attention when restoring
HCC data on a non-exadata machine..
● Not good for OLTP.
● May consume a lot of CPU (for compression, but for de-
compression too).
● It’s not a true columnar model, so wasn’t really designed
having the performance idea in mind
HCC Demo
IO Resource Manager
● Tight integration with Database Resource Manager
● Provides IO prioritization
● Can be enforced across different databases hosted on the
same Exadata machine
● A very important component for consolidated/shared
architectures
● In old versions of Exadata, only physical disks were
managed by IORM. Flash disks were not handled by IORM.
However, this is not true starting with 11.2.3.3.0.
● Workload optimization: low_latency, high_throughput,
balanced, auto
IORM Architecture
IORM Demo
● Smart file creation
● Improved RMAN Incremental Backups
● Improved RMAN restores
● Flash cache compression (from 11.2.3.3.0)
● Automatic HDD scrubbing and repair
Other Exadata Goodies
Things I don’t Like
● The Exadata official documentation was not public
accessible. It’s fixed now via a patch: Patch 10386736:
Storage Application for the Grid Environment 11.2.3.2.0 for
Linux x86-64 - DOCUMENTATION FOR EXADATA 11.2
● It’s a closed engineered product. However, according to Kevin
Closson, Exadata was originally intended to be an open
hardware stack.
● The lack of good integration of CBO with Exadata storage
(Bug 10248538: OPTIMIZER COST MODEL NOT EXADATA-
AWARE)
● Big room for performance instability (storage indexes, flash
cache, direct path read etc.)
● The huge price
Q & A

Contenu connexe

Tendances

Oracle data guard for beginners
Oracle data guard for beginnersOracle data guard for beginners
Oracle data guard for beginnersPini Dibask
 
Oracle RAC 19c - the Basis for the Autonomous Database
Oracle RAC 19c - the Basis for the Autonomous DatabaseOracle RAC 19c - the Basis for the Autonomous Database
Oracle RAC 19c - the Basis for the Autonomous DatabaseMarkus Michalewicz
 
Oracle RAC 19c and Later - Best Practices #OOWLON
Oracle RAC 19c and Later - Best Practices #OOWLONOracle RAC 19c and Later - Best Practices #OOWLON
Oracle RAC 19c and Later - Best Practices #OOWLONMarkus Michalewicz
 
Oracle_Multitenant_19c_-_All_About_Pluggable_D.pdf
Oracle_Multitenant_19c_-_All_About_Pluggable_D.pdfOracle_Multitenant_19c_-_All_About_Pluggable_D.pdf
Oracle_Multitenant_19c_-_All_About_Pluggable_D.pdfSrirakshaSrinivasan2
 
My First 100 days with an Exadata (PPT)
My First 100 days with an Exadata (PPT)My First 100 days with an Exadata (PPT)
My First 100 days with an Exadata (PPT)Gustavo Rene Antunez
 
Oracle RAC features on Exadata
Oracle RAC features on ExadataOracle RAC features on Exadata
Oracle RAC features on ExadataAnil Nair
 
Understanding oracle rac internals part 2 - slides
Understanding oracle rac internals   part 2 - slidesUnderstanding oracle rac internals   part 2 - slides
Understanding oracle rac internals part 2 - slidesMohamed Farouk
 
Migration to Oracle Multitenant
Migration to Oracle MultitenantMigration to Oracle Multitenant
Migration to Oracle MultitenantJitendra Singh
 
Oracle運用Tips大放出! ~ RAC環境のRMANのパラレル化を極める 編 ~ @2016-02-23 JPOUG
Oracle運用Tips大放出! ~ RAC環境のRMANのパラレル化を極める 編 ~ @2016-02-23 JPOUG Oracle運用Tips大放出! ~ RAC環境のRMANのパラレル化を極める 編 ~ @2016-02-23 JPOUG
Oracle運用Tips大放出! ~ RAC環境のRMANのパラレル化を極める 編 ~ @2016-02-23 JPOUG Yuya Ohta
 
Presentation upgrade, migrate &amp; consolidate to oracle database 12c &amp...
Presentation   upgrade, migrate &amp; consolidate to oracle database 12c &amp...Presentation   upgrade, migrate &amp; consolidate to oracle database 12c &amp...
Presentation upgrade, migrate &amp; consolidate to oracle database 12c &amp...solarisyougood
 
Understand oracle real application cluster
Understand oracle real application clusterUnderstand oracle real application cluster
Understand oracle real application clusterSatishbabu Gunukula
 
Best Practices for the Most Impactful Oracle Database 18c and 19c Features
Best Practices for the Most Impactful Oracle Database 18c and 19c FeaturesBest Practices for the Most Impactful Oracle Database 18c and 19c Features
Best Practices for the Most Impactful Oracle Database 18c and 19c FeaturesMarkus Michalewicz
 
Oracle RAC Internals - The Cache Fusion Edition
Oracle RAC Internals - The Cache Fusion EditionOracle RAC Internals - The Cache Fusion Edition
Oracle RAC Internals - The Cache Fusion EditionMarkus Michalewicz
 
Oracle GoldenGate Performance Tuning
Oracle GoldenGate Performance TuningOracle GoldenGate Performance Tuning
Oracle GoldenGate Performance TuningBobby Curtis
 
Oracle 12c PDB insights
Oracle 12c PDB insightsOracle 12c PDB insights
Oracle 12c PDB insightsKirill Loifman
 

Tendances (20)

Oracle GoldenGate
Oracle GoldenGate Oracle GoldenGate
Oracle GoldenGate
 
Oracle ASM Training
Oracle ASM TrainingOracle ASM Training
Oracle ASM Training
 
Oracle data guard for beginners
Oracle data guard for beginnersOracle data guard for beginners
Oracle data guard for beginners
 
Oracle RAC 19c - the Basis for the Autonomous Database
Oracle RAC 19c - the Basis for the Autonomous DatabaseOracle RAC 19c - the Basis for the Autonomous Database
Oracle RAC 19c - the Basis for the Autonomous Database
 
Oracle RAC 19c and Later - Best Practices #OOWLON
Oracle RAC 19c and Later - Best Practices #OOWLONOracle RAC 19c and Later - Best Practices #OOWLON
Oracle RAC 19c and Later - Best Practices #OOWLON
 
Oracle_Multitenant_19c_-_All_About_Pluggable_D.pdf
Oracle_Multitenant_19c_-_All_About_Pluggable_D.pdfOracle_Multitenant_19c_-_All_About_Pluggable_D.pdf
Oracle_Multitenant_19c_-_All_About_Pluggable_D.pdf
 
PostgreSQL replication
PostgreSQL replicationPostgreSQL replication
PostgreSQL replication
 
My First 100 days with an Exadata (PPT)
My First 100 days with an Exadata (PPT)My First 100 days with an Exadata (PPT)
My First 100 days with an Exadata (PPT)
 
Oracle RAC features on Exadata
Oracle RAC features on ExadataOracle RAC features on Exadata
Oracle RAC features on Exadata
 
Convert single instance to RAC
Convert single instance to RACConvert single instance to RAC
Convert single instance to RAC
 
Understanding oracle rac internals part 2 - slides
Understanding oracle rac internals   part 2 - slidesUnderstanding oracle rac internals   part 2 - slides
Understanding oracle rac internals part 2 - slides
 
Migration to Oracle Multitenant
Migration to Oracle MultitenantMigration to Oracle Multitenant
Migration to Oracle Multitenant
 
Oracle運用Tips大放出! ~ RAC環境のRMANのパラレル化を極める 編 ~ @2016-02-23 JPOUG
Oracle運用Tips大放出! ~ RAC環境のRMANのパラレル化を極める 編 ~ @2016-02-23 JPOUG Oracle運用Tips大放出! ~ RAC環境のRMANのパラレル化を極める 編 ~ @2016-02-23 JPOUG
Oracle運用Tips大放出! ~ RAC環境のRMANのパラレル化を極める 編 ~ @2016-02-23 JPOUG
 
Presentation upgrade, migrate &amp; consolidate to oracle database 12c &amp...
Presentation   upgrade, migrate &amp; consolidate to oracle database 12c &amp...Presentation   upgrade, migrate &amp; consolidate to oracle database 12c &amp...
Presentation upgrade, migrate &amp; consolidate to oracle database 12c &amp...
 
Understand oracle real application cluster
Understand oracle real application clusterUnderstand oracle real application cluster
Understand oracle real application cluster
 
Best Practices for the Most Impactful Oracle Database 18c and 19c Features
Best Practices for the Most Impactful Oracle Database 18c and 19c FeaturesBest Practices for the Most Impactful Oracle Database 18c and 19c Features
Best Practices for the Most Impactful Oracle Database 18c and 19c Features
 
Oracle RAC Internals - The Cache Fusion Edition
Oracle RAC Internals - The Cache Fusion EditionOracle RAC Internals - The Cache Fusion Edition
Oracle RAC Internals - The Cache Fusion Edition
 
Data Guard Architecture & Setup
Data Guard Architecture & SetupData Guard Architecture & Setup
Data Guard Architecture & Setup
 
Oracle GoldenGate Performance Tuning
Oracle GoldenGate Performance TuningOracle GoldenGate Performance Tuning
Oracle GoldenGate Performance Tuning
 
Oracle 12c PDB insights
Oracle 12c PDB insightsOracle 12c PDB insights
Oracle 12c PDB insights
 

Similaire à Exadata

My First 100 days with an Exadata (WP)
My First 100 days with an Exadata  (WP)My First 100 days with an Exadata  (WP)
My First 100 days with an Exadata (WP)Gustavo Rene Antunez
 
Super scaling singleton inserts
Super scaling singleton insertsSuper scaling singleton inserts
Super scaling singleton insertsChris Adkin
 
Storage 101 for VMware admins 2015
Storage 101 for VMware admins 2015Storage 101 for VMware admins 2015
Storage 101 for VMware admins 2015Benjamin Troch
 
7 Reasons Not to Put an External Cache in Front of Your Database.pptx
7 Reasons Not to Put an External Cache in Front of Your Database.pptx7 Reasons Not to Put an External Cache in Front of Your Database.pptx
7 Reasons Not to Put an External Cache in Front of Your Database.pptxScyllaDB
 
Replacing Your Cache with ScyllaDB
Replacing Your Cache with ScyllaDBReplacing Your Cache with ScyllaDB
Replacing Your Cache with ScyllaDBScyllaDB
 
Sql server engine cpu cache as the new ram
Sql server engine cpu cache as the new ramSql server engine cpu cache as the new ram
Sql server engine cpu cache as the new ramChris Adkin
 
[db tech showcase Tokyo 2018] #dbts2018 #B17 『オラクル パフォーマンス チューニング - 神話、伝説と解決策』
[db tech showcase Tokyo 2018] #dbts2018 #B17 『オラクル パフォーマンス チューニング - 神話、伝説と解決策』[db tech showcase Tokyo 2018] #dbts2018 #B17 『オラクル パフォーマンス チューニング - 神話、伝説と解決策』
[db tech showcase Tokyo 2018] #dbts2018 #B17 『オラクル パフォーマンス チューニング - 神話、伝説と解決策』Insight Technology, Inc.
 
Oracle database maximum performance on Exadata
Oracle database maximum performance on ExadataOracle database maximum performance on Exadata
Oracle database maximum performance on ExadataAlireza Kamrani
 
Storage and performance- Batch processing, Whiptail
Storage and performance- Batch processing, WhiptailStorage and performance- Batch processing, Whiptail
Storage and performance- Batch processing, WhiptailInternet World
 
Ukoug 2011 mysql_arch_for_orcl_dba
Ukoug 2011 mysql_arch_for_orcl_dbaUkoug 2011 mysql_arch_for_orcl_dba
Ukoug 2011 mysql_arch_for_orcl_dbaorablue11
 
Scylla Summit 2018: Make Scylla Fast Again! Find out how using Tools, Talent,...
Scylla Summit 2018: Make Scylla Fast Again! Find out how using Tools, Talent,...Scylla Summit 2018: Make Scylla Fast Again! Find out how using Tools, Talent,...
Scylla Summit 2018: Make Scylla Fast Again! Find out how using Tools, Talent,...ScyllaDB
 
Large Scale SQL Considerations for SharePoint Deployments
Large Scale SQL Considerations for SharePoint DeploymentsLarge Scale SQL Considerations for SharePoint Deployments
Large Scale SQL Considerations for SharePoint DeploymentsJoel Oleson
 
The Adventure: BlackRay as a Storage Engine
The Adventure: BlackRay as a Storage EngineThe Adventure: BlackRay as a Storage Engine
The Adventure: BlackRay as a Storage Enginefschupp
 
SQLintersection keynote a tale of two teams
SQLintersection keynote a tale of two teamsSQLintersection keynote a tale of two teams
SQLintersection keynote a tale of two teamsSumeet Bansal
 
Introduction to Memoria
Introduction to MemoriaIntroduction to Memoria
Introduction to MemoriaVictor Smirnov
 
Oracle 11gR2 plain servers vs Exadata - 2013
Oracle 11gR2 plain servers vs Exadata - 2013Oracle 11gR2 plain servers vs Exadata - 2013
Oracle 11gR2 plain servers vs Exadata - 2013Connor McDonald
 

Similaire à Exadata (20)

Oracle Exadata X2-8: A Critical Review
Oracle Exadata X2-8: A Critical ReviewOracle Exadata X2-8: A Critical Review
Oracle Exadata X2-8: A Critical Review
 
My First 100 days with an Exadata (WP)
My First 100 days with an Exadata  (WP)My First 100 days with an Exadata  (WP)
My First 100 days with an Exadata (WP)
 
Super scaling singleton inserts
Super scaling singleton insertsSuper scaling singleton inserts
Super scaling singleton inserts
 
Storage 101 for VMware admins 2015
Storage 101 for VMware admins 2015Storage 101 for VMware admins 2015
Storage 101 for VMware admins 2015
 
Barcamp presentation
Barcamp presentationBarcamp presentation
Barcamp presentation
 
7 Reasons Not to Put an External Cache in Front of Your Database.pptx
7 Reasons Not to Put an External Cache in Front of Your Database.pptx7 Reasons Not to Put an External Cache in Front of Your Database.pptx
7 Reasons Not to Put an External Cache in Front of Your Database.pptx
 
Replacing Your Cache with ScyllaDB
Replacing Your Cache with ScyllaDBReplacing Your Cache with ScyllaDB
Replacing Your Cache with ScyllaDB
 
Sql server engine cpu cache as the new ram
Sql server engine cpu cache as the new ramSql server engine cpu cache as the new ram
Sql server engine cpu cache as the new ram
 
[db tech showcase Tokyo 2018] #dbts2018 #B17 『オラクル パフォーマンス チューニング - 神話、伝説と解決策』
[db tech showcase Tokyo 2018] #dbts2018 #B17 『オラクル パフォーマンス チューニング - 神話、伝説と解決策』[db tech showcase Tokyo 2018] #dbts2018 #B17 『オラクル パフォーマンス チューニング - 神話、伝説と解決策』
[db tech showcase Tokyo 2018] #dbts2018 #B17 『オラクル パフォーマンス チューニング - 神話、伝説と解決策』
 
Oracle database maximum performance on Exadata
Oracle database maximum performance on ExadataOracle database maximum performance on Exadata
Oracle database maximum performance on Exadata
 
Storage and performance- Batch processing, Whiptail
Storage and performance- Batch processing, WhiptailStorage and performance- Batch processing, Whiptail
Storage and performance- Batch processing, Whiptail
 
Ukoug 2011 mysql_arch_for_orcl_dba
Ukoug 2011 mysql_arch_for_orcl_dbaUkoug 2011 mysql_arch_for_orcl_dba
Ukoug 2011 mysql_arch_for_orcl_dba
 
Scylla Summit 2018: Make Scylla Fast Again! Find out how using Tools, Talent,...
Scylla Summit 2018: Make Scylla Fast Again! Find out how using Tools, Talent,...Scylla Summit 2018: Make Scylla Fast Again! Find out how using Tools, Talent,...
Scylla Summit 2018: Make Scylla Fast Again! Find out how using Tools, Talent,...
 
Meetup Oracle Database MAD_BCN: 4 Saborea Exadata
Meetup Oracle Database MAD_BCN: 4 Saborea ExadataMeetup Oracle Database MAD_BCN: 4 Saborea Exadata
Meetup Oracle Database MAD_BCN: 4 Saborea Exadata
 
Large Scale SQL Considerations for SharePoint Deployments
Large Scale SQL Considerations for SharePoint DeploymentsLarge Scale SQL Considerations for SharePoint Deployments
Large Scale SQL Considerations for SharePoint Deployments
 
Exadata
ExadataExadata
Exadata
 
The Adventure: BlackRay as a Storage Engine
The Adventure: BlackRay as a Storage EngineThe Adventure: BlackRay as a Storage Engine
The Adventure: BlackRay as a Storage Engine
 
SQLintersection keynote a tale of two teams
SQLintersection keynote a tale of two teamsSQLintersection keynote a tale of two teams
SQLintersection keynote a tale of two teams
 
Introduction to Memoria
Introduction to MemoriaIntroduction to Memoria
Introduction to Memoria
 
Oracle 11gR2 plain servers vs Exadata - 2013
Oracle 11gR2 plain servers vs Exadata - 2013Oracle 11gR2 plain servers vs Exadata - 2013
Oracle 11gR2 plain servers vs Exadata - 2013
 

Dernier

Paris 2024 Olympic Geographies - an activity
Paris 2024 Olympic Geographies - an activityParis 2024 Olympic Geographies - an activity
Paris 2024 Olympic Geographies - an activityGeoBlogs
 
BASLIQ CURRENT LOOKBOOK LOOKBOOK(1) (1).pdf
BASLIQ CURRENT LOOKBOOK  LOOKBOOK(1) (1).pdfBASLIQ CURRENT LOOKBOOK  LOOKBOOK(1) (1).pdf
BASLIQ CURRENT LOOKBOOK LOOKBOOK(1) (1).pdfSoniaTolstoy
 
Class 11th Physics NEET formula sheet pdf
Class 11th Physics NEET formula sheet pdfClass 11th Physics NEET formula sheet pdf
Class 11th Physics NEET formula sheet pdfAyushMahapatra5
 
microwave assisted reaction. General introduction
microwave assisted reaction. General introductionmicrowave assisted reaction. General introduction
microwave assisted reaction. General introductionMaksud Ahmed
 
Kisan Call Centre - To harness potential of ICT in Agriculture by answer farm...
Kisan Call Centre - To harness potential of ICT in Agriculture by answer farm...Kisan Call Centre - To harness potential of ICT in Agriculture by answer farm...
Kisan Call Centre - To harness potential of ICT in Agriculture by answer farm...Krashi Coaching
 
APM Welcome, APM North West Network Conference, Synergies Across Sectors
APM Welcome, APM North West Network Conference, Synergies Across SectorsAPM Welcome, APM North West Network Conference, Synergies Across Sectors
APM Welcome, APM North West Network Conference, Synergies Across SectorsAssociation for Project Management
 
General AI for Medical Educators April 2024
General AI for Medical Educators April 2024General AI for Medical Educators April 2024
General AI for Medical Educators April 2024Janet Corral
 
Russian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in Delhi
Russian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in DelhiRussian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in Delhi
Russian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in Delhikauryashika82
 
Web & Social Media Analytics Previous Year Question Paper.pdf
Web & Social Media Analytics Previous Year Question Paper.pdfWeb & Social Media Analytics Previous Year Question Paper.pdf
Web & Social Media Analytics Previous Year Question Paper.pdfJayanti Pande
 
Measures of Central Tendency: Mean, Median and Mode
Measures of Central Tendency: Mean, Median and ModeMeasures of Central Tendency: Mean, Median and Mode
Measures of Central Tendency: Mean, Median and ModeThiyagu K
 
Measures of Dispersion and Variability: Range, QD, AD and SD
Measures of Dispersion and Variability: Range, QD, AD and SDMeasures of Dispersion and Variability: Range, QD, AD and SD
Measures of Dispersion and Variability: Range, QD, AD and SDThiyagu K
 
Call Girls in Dwarka Mor Delhi Contact Us 9654467111
Call Girls in Dwarka Mor Delhi Contact Us 9654467111Call Girls in Dwarka Mor Delhi Contact Us 9654467111
Call Girls in Dwarka Mor Delhi Contact Us 9654467111Sapana Sha
 
A Critique of the Proposed National Education Policy Reform
A Critique of the Proposed National Education Policy ReformA Critique of the Proposed National Education Policy Reform
A Critique of the Proposed National Education Policy ReformChameera Dedduwage
 
Accessible design: Minimum effort, maximum impact
Accessible design: Minimum effort, maximum impactAccessible design: Minimum effort, maximum impact
Accessible design: Minimum effort, maximum impactdawncurless
 
Sports & Fitness Value Added Course FY..
Sports & Fitness Value Added Course FY..Sports & Fitness Value Added Course FY..
Sports & Fitness Value Added Course FY..Disha Kariya
 
Activity 01 - Artificial Culture (1).pdf
Activity 01 - Artificial Culture (1).pdfActivity 01 - Artificial Culture (1).pdf
Activity 01 - Artificial Culture (1).pdfciinovamais
 

Dernier (20)

Mattingly "AI & Prompt Design: The Basics of Prompt Design"
Mattingly "AI & Prompt Design: The Basics of Prompt Design"Mattingly "AI & Prompt Design: The Basics of Prompt Design"
Mattingly "AI & Prompt Design: The Basics of Prompt Design"
 
Paris 2024 Olympic Geographies - an activity
Paris 2024 Olympic Geographies - an activityParis 2024 Olympic Geographies - an activity
Paris 2024 Olympic Geographies - an activity
 
Código Creativo y Arte de Software | Unidad 1
Código Creativo y Arte de Software | Unidad 1Código Creativo y Arte de Software | Unidad 1
Código Creativo y Arte de Software | Unidad 1
 
BASLIQ CURRENT LOOKBOOK LOOKBOOK(1) (1).pdf
BASLIQ CURRENT LOOKBOOK  LOOKBOOK(1) (1).pdfBASLIQ CURRENT LOOKBOOK  LOOKBOOK(1) (1).pdf
BASLIQ CURRENT LOOKBOOK LOOKBOOK(1) (1).pdf
 
Class 11th Physics NEET formula sheet pdf
Class 11th Physics NEET formula sheet pdfClass 11th Physics NEET formula sheet pdf
Class 11th Physics NEET formula sheet pdf
 
microwave assisted reaction. General introduction
microwave assisted reaction. General introductionmicrowave assisted reaction. General introduction
microwave assisted reaction. General introduction
 
Kisan Call Centre - To harness potential of ICT in Agriculture by answer farm...
Kisan Call Centre - To harness potential of ICT in Agriculture by answer farm...Kisan Call Centre - To harness potential of ICT in Agriculture by answer farm...
Kisan Call Centre - To harness potential of ICT in Agriculture by answer farm...
 
APM Welcome, APM North West Network Conference, Synergies Across Sectors
APM Welcome, APM North West Network Conference, Synergies Across SectorsAPM Welcome, APM North West Network Conference, Synergies Across Sectors
APM Welcome, APM North West Network Conference, Synergies Across Sectors
 
Advance Mobile Application Development class 07
Advance Mobile Application Development class 07Advance Mobile Application Development class 07
Advance Mobile Application Development class 07
 
General AI for Medical Educators April 2024
General AI for Medical Educators April 2024General AI for Medical Educators April 2024
General AI for Medical Educators April 2024
 
Russian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in Delhi
Russian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in DelhiRussian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in Delhi
Russian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in Delhi
 
Web & Social Media Analytics Previous Year Question Paper.pdf
Web & Social Media Analytics Previous Year Question Paper.pdfWeb & Social Media Analytics Previous Year Question Paper.pdf
Web & Social Media Analytics Previous Year Question Paper.pdf
 
Measures of Central Tendency: Mean, Median and Mode
Measures of Central Tendency: Mean, Median and ModeMeasures of Central Tendency: Mean, Median and Mode
Measures of Central Tendency: Mean, Median and Mode
 
Measures of Dispersion and Variability: Range, QD, AD and SD
Measures of Dispersion and Variability: Range, QD, AD and SDMeasures of Dispersion and Variability: Range, QD, AD and SD
Measures of Dispersion and Variability: Range, QD, AD and SD
 
Call Girls in Dwarka Mor Delhi Contact Us 9654467111
Call Girls in Dwarka Mor Delhi Contact Us 9654467111Call Girls in Dwarka Mor Delhi Contact Us 9654467111
Call Girls in Dwarka Mor Delhi Contact Us 9654467111
 
A Critique of the Proposed National Education Policy Reform
A Critique of the Proposed National Education Policy ReformA Critique of the Proposed National Education Policy Reform
A Critique of the Proposed National Education Policy Reform
 
Accessible design: Minimum effort, maximum impact
Accessible design: Minimum effort, maximum impactAccessible design: Minimum effort, maximum impact
Accessible design: Minimum effort, maximum impact
 
Sports & Fitness Value Added Course FY..
Sports & Fitness Value Added Course FY..Sports & Fitness Value Added Course FY..
Sports & Fitness Value Added Course FY..
 
Activity 01 - Artificial Culture (1).pdf
Activity 01 - Artificial Culture (1).pdfActivity 01 - Artificial Culture (1).pdf
Activity 01 - Artificial Culture (1).pdf
 
Mattingly "AI & Prompt Design: Structured Data, Assistants, & RAG"
Mattingly "AI & Prompt Design: Structured Data, Assistants, & RAG"Mattingly "AI & Prompt Design: Structured Data, Assistants, & RAG"
Mattingly "AI & Prompt Design: Structured Data, Assistants, & RAG"
 

Exadata