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Performance Tuning and Optimizing SQL Databases

This four-day instructor-led course provides students who manage and maintain SQL Server databases with the knowledge and skills to performance tune and optimize their databases.

AT COURSE COMPLETION

After completing this course, students will be able to:

  • Describe the high level architectural overview of SQL Server and its various components.
  • Describe the SQL Server execution model, waits and queues.
  • Describe core I/O concepts, Storage Area Networks and performance testing.
  • Describe architectural concepts and best practices related to data files for user databases and TempDB.
  • Describe architectural concepts and best practices related to Concurrency, Transactions, Isolation Levels and Locking.
  • Describe architectural concepts of the Optimizer and how to identify and fix query plan issues.
  • Describe architectural concepts, troubleshooting scenarios and best practices related to Plan Cache.
  • Describe architectural concepts, troubleshooting strategy and usage scenarios for Extended Events.
  • Explain data collection strategy and techniques to analyze collected data.
  • Understand techniques to identify and diagnose bottlenecks to improve overall performance.

PREREQUISITES

In addition to their professional experience, students who attend this training should already have the following technical knowledge:

  • Basic knowledge of the Microsoft Windows operating system and its core functionality.
  • Working knowledge of database administration and maintenance
  • Working knowledge of Transact-SQL.

 

Product
Microsoft
Code
10987
Duration
4 Days
Price (baht)
16,000

About the course

COURSE OUTLINE

Module 1: SQL Server Architecture, Scheduling, and Waits

This module covers high level architectural overview of SQL Server and its various components. It dives deep into SQL Server execution model, waits and queues.

Lessons

  • SQL Server Components and SQL OS
  • Windows Scheduling vs SQL Scheduling
  • Waits and Queues

Lab : SQL Server Architecture, Scheduling, and Waits

After completing this module, you will be able to:

  • Describe the SQL Server components and SQL OS
  • Describe the differences between Windows Scheduling and SQL scheduling
  • Describe waits and queues

Module 2: SQL Server I/O

This module covers core I/O concepts, Storage Area Networks and performance testing. It focuses on SQL Server I/O operations and how to test storage performance.

Lessons

  • Core Concepts
  • Storage Solutions
  • I/O Setup and Testing

 Lab : Testing Storage Performance

 After completing this module, you will be able to:

  • Describe the core concepts of SQL I/O
  • Describe storage solutions
  • Setup and test I/O

Module 3: Database Structures

This module covers Database Structures, Data File and TempDB Internals. It focuses on architectural concepts and best practices related to data files for user databases and TempDB.

 Lessons

  • Database Structure Internals
  • Data File Internals
  • TempDB Internals

 Lab : Database Structures

 After completing this module, you will be able to:

  • Describe the internal setup of database structures
  • Describe the internal setup of data files.
  • Describe the internal setup of TempDB

Module 4: SQL Server Memory

This module covers Windows and SQL Server Memory internals. It focuses on architectural concepts and best practices related to SQL Server Memory Configuration.

 Lessons

  • Windows Memory
  • SQL Server Memory
  • In-Memory OLTP

 Lab : SQL Server Memory

 After completing this module, you will be able to:

  • Describe the components of Windows memory
  • Describe the components of SQL Server memory
  • Describe In-Memory OLTP

Module 5: SQL Server Concurrency

This module covers Transactions and Locking Internals. It focuses on architectural concepts and best practices related to Concurrency, Transactions, Isolation Levels and Locking.

 Lessons

  • Concurrency and Transactions
  • Locking Internals

 Lab : SQL Server Concurrency

 After completing this module, you will be able to:

  • Explain concurrency and transactions
  • Describe locking

Module 6: Statistics and Index Internals

This module covers Statistics and Index Internals. It focuses on architectural concepts and best practices related to Statistics and Indexes.

Lessons

  • Statistics Internals and Cardinality Estimation
  • Index Internals
  • Columnstore Indexes

 Lab : Statistics and index Internals

 After completing this module, you will be able to:

  • Describe statistics internals
  • Explain cardinality estimation
  • Describe why you would use Columnstore indexes and be able to implement one

Module 7: Query Execution and Query Plan Analysis

This module covers Query Execution and Query Plan Analysis. It focuses on architectural concepts of the Optimizer and how to identify and fix query plan issues.

 Lessons

  • Query execution and optimizer internals
  • Query execution plans
  • Analyzing query execution plans
  • Adaptive query processing

 Lab : Query execution and query plan analysis

 After completing this module, you will be able to:

  • Describe query execution and optimizer
  • Analyze query plans and resolve common issues

Module 8: Plan Caching and Recompilation

This module covers Plan Caching and Recompilation. It focuses on architectural concepts, troubleshooting scenarios and best practices related to Plan Cache.

 Lessons

  • Plan cache internals
  • Troubleshooting plan cache issues
  • Automatic tuning
  • Query store

 Lab : Plan caching and recompilation

 After completing this module, you will be able to:

  • Describe plan cache
  • Troubleshoot plan cache issues
  • Describe query store and why you would use it

Module 9: Extended Events

This module covers Extended Events. It focuses on architectural concepts, troubleshooting strategy and usage scenarios for Extended Events.

 Lessons

  • Extended events core concepts
  • Working with extended events

 Lab : Extended events

 After completing this module, you will be able to:

  • Describe the core concepts of extended events
  • Implement extended events

Module 10: Monitoring, Tracing, and Baselining

This module covers tools and techniques to monitor, trace and baseline SQL Server performance data. It focuses on data collection strategy and techniques to analyze collected data.

Lessons

  • Monitoring and tracing
  • Baselining and benchmarking

 Lab : Monitoring, Tracing and Baselining

 After completing this module, you will be able to:

  • Describe various options for monitoring and tracing
  • Describe various options for benchmarking and baselining

Register for Training

Schedule

Start DateEnd DatePriceCode
12/11/202312/15/202320,000AZ-204T00
1/8/20241/12/202420,000AZ-204T00
2/5/20242/9/202420,000AZ-204T00
3/11/20243/15/202420,000AZ-204T00
4/22/20244/26/202420,000AZ-204T00
5/13/20245/17/202420,000AZ-204T00
6/10/20246/14/202420,000AZ-204T00
6/6/20236/9/202316,000AZ-220T00
7/24/20237/27/202316,000AZ-220T00
8/15/20238/18/202316,000AZ-220T00
9/5/20239/8/202316,000AZ-220T00
10/9/202310/12/202316,000AZ-220T00
11/7/202311/10/202316,000AZ-220T00
12/12/202312/15/202316,000AZ-220T00
12/12/202312/15/202316,000AZ-400T00
1/9/20241/12/202416,000AZ-400T00
2/6/20242/9/202416,000AZ-400T00
3/5/20243/8/202416,000AZ-400T00
4/9/20244/12/202416,000AZ-400T00
5/7/20245/10/202416,000AZ-400T00
6/4/20246/7/202416,000AZ-400T00
12/11/202312/15/202320,000AZ-040T00
1/8/20241/12/202420,000AZ-040T00
2/5/20242/9/202420,000AZ-040T00
3/25/20243/29/202420,000AZ-040T00
4/22/20244/26/202420,000AZ-040T00
5/13/20245/17/202420,000AZ-040T00
6/10/20246/14/202420,000AZ-040T00
12/11/202312/14/202316,000AZ-104T00
1/9/20241/12/202416,000AZ-104T00
2/6/20242/9/202416,000AZ-104T00
3/5/20243/8/202416,000AZ-104T00
4/9/20244/12/202416,000AZ-104T00
5/7/20245/10/202416,000AZ-104T00
6/4/20246/7/202416,000AZ-104T00
12/18/202312/21/202316,000AZ-140T00
1/23/20241/26/202416,000AZ-140T00
2/20/20242/23/202416,000AZ-140T00
3/19/20243/22/202416,000AZ-140T00
4/23/20244/26/202416,000AZ-140T00
5/27/20245/30/202416,000AZ-140T00
6/25/20246/28/202416,000AZ-140T00
12/11/202312/14/202316,000AZ-305T00
1/16/20241/19/202416,000AZ-305T00
2/13/20242/16/202416,000AZ-305T00
3/12/20243/15/202416,000AZ-305T00
4/23/20244/26/202416,000AZ-305T00
5/14/20245/17/202416,000AZ-305T00
6/4/20246/7/202416,000AZ-305T00
6/6/20236/9/202316,000AZ-600T00
7/24/20237/27/202316,000AZ-600T00
8/15/20238/18/202316,000AZ-600T00
9/5/20239/8/202316,000AZ-600T00
10/9/202310/12/202316,000AZ-600T00
11/7/202311/10/202316,000AZ-600T00
12/12/202312/15/202316,000AZ-600T00
12/6/202312/8/202312,000AZ-700T00
1/10/20241/12/202412,000AZ-700T00
2/7/20242/9/202412,000AZ-700T00
3/6/20243/8/202412,000AZ-700T00
4/3/20244/5/202412,000AZ-700T00
5/8/20245/10/202412,000AZ-700T00
6/5/20246/7/202412,000AZ-700T00
7/10/20247/12/202412,000AZ-700T00
6/7/20236/9/202312,000AZ-720T00
7/12/20237/14/202312,000AZ-720T00
8/2/20238/4/202312,000AZ-720T00
9/6/20239/8/202312,000AZ-720T00
10/4/202310/6/202312,000AZ-720T00
11/1/202311/3/202312,000AZ-720T00
12/6/202312/8/202312,000AZ-720T00
12/11/202312/14/202316,000AZ-800T00
1/16/20241/19/202416,000AZ-800T00
2/13/20242/16/202416,000AZ-800T00
3/12/20243/15/202416,000AZ-800T00
4/23/20244/26/202416,000AZ-800T00
5/14/20245/17/202416,000AZ-800T00
6/4/20246/7/202416,000AZ-800T00
12/18/202312/21/202316,000AZ-801T00
1/23/20241/26/202416,000AZ-801T00
2/20/20242/23/202416,000AZ-801T00
3/19/20243/22/202416,000AZ-801T00
4/23/20244/26/202416,000AZ-801T00
5/28/20245/31/202416,000AZ-801T00
6/18/20246/21/202416,000AZ-801T00
12/8/202312/8/20234,000AZ-900T00
1/8/20241/8/20244,000AZ-900T00
2/5/20242/5/20244,000AZ-900T00
3/4/20243/4/20244,000AZ-900T00
4/5/20244/5/20244,000AZ-900T00
5/10/20245/10/20244,000AZ-900T00
6/10/20246/10/20244,000AZ-900T00
12/11/202312/14/202316,000AI-102T00
1/16/20241/19/202416,000AI-102T00
2/13/20242/16/202416,000AI-102T00
3/12/20243/15/202416,000AI-102T00
4/9/20244/12/202416,000AI-102T00
5/14/20245/17/202416,000AI-102T00
6/4/20246/7/202416,000AI-102T00
12/8/202312/8/20234,000AI-900T00
1/8/20241/8/20244,000AI-900T00
2/5/20242/5/20244,000AI-900T00
3/4/20243/4/20244,000AI-900T00
4/9/20244/9/20244,000AI-900T00
5/13/20245/13/20244,000AI-900T00
6/10/20246/10/20244,000AI-900T00
12/7/202312/8/20238,000DP-080T00
1/11/20241/12/20248,000DP-080T00
2/5/20242/6/20248,000DP-080T00
3/4/20243/5/20248,000DP-080T00
4/10/20244/11/20248,000DP-080T00
5/13/20245/14/20248,000DP-080T00
6/6/20246/7/20248,000DP-080T00
12/6/202312/8/202312,000DP-100T01
1/10/20241/12/202412,000DP-100T01
2/7/20242/9/202412,000DP-100T01
3/6/20243/8/202412,000DP-100T01
4/3/20244/5/202412,000DP-100T01
5/8/20245/10/202412,000DP-100T01
6/5/20246/7/202412,000DP-100T01
12/18/202312/21/202316,000DP-300T00
1/23/20241/26/202416,000DP-300T00
2/20/20242/23/202416,000DP-300T00
3/19/20243/22/202416,000DP-300T00
4/23/20244/26/202416,000DP-300T00
5/14/20245/17/202416,000DP-300T00
6/18/20246/21/202416,000DP-300T00
12/18/202312/21/202316,000DP-420T00
1/23/20241/26/202416,000DP-420T00
2/20/20242/23/202416,000DP-420T00
3/19/20243/22/202416,000DP-420T00
4/23/20244/26/202416,000DP-420T00
5/14/20245/17/202416,000DP-420T00
6/18/20246/21/202416,000DP-420T00
12/25/202312/28/202316,000DP-500T00
1/23/20241/26/202416,000DP-500T00
2/20/20242/23/202416,000DP-500T00
3/19/20243/22/202416,000DP-500T00
4/23/20244/26/202416,000DP-500T00
5/28/20245/31/202416,000DP-500T00
6/25/20246/28/202416,000DP-500T00
6/12/20236/16/202320,000MD-100T00
7/24/20237/27/202320,000MD-100T00
8/7/20238/11/202320,000MD-100T00
9/11/20239/15/202320,000MD-100T00
10/2/202310/6/202320,000MD-100T00
11/13/202311/17/202320,000MD-100T00
12/18/202312/22/202320,000MD-100T00
6/19/20236/23/202320,000MD-101T00
7/10/20237/14/202320,000MD-101T00
8/21/20238/25/202320,000MD-101T00
9/18/20239/22/202320,000MD-101T00
10/16/202310/20/202320,000MD-101T00
11/20/202311/24/202320,000MD-101T00
12/18/202312/22/202320,000MD-101T00
12/25/202312/29/202320,000MD-102T00
1/22/20241/26/202420,000MD-102T00
2/19/20242/23/202420,000MD-102T00
3/25/20243/29/202420,000MD-102T00
4/22/20244/26/202420,000MD-102T00
5/27/20245/31/202420,000MD-102T00
6/24/20246/28/202420,000MD-102T00
12/25/202312/29/202320,000MS-100T00
7/3/20237/7/202320,000MS-100T00
8/7/20238/11/202320,000MS-100T00
9/4/20239/8/202320,000MS-100T00
10/2/202310/6/202320,000MS-100T00
11/6/202311/10/202320,000MS-100T00
12/18/202312/22/202320,000MS-100T00
6/19/20236/23/202320,000MS-101T00
7/10/20237/14/202320,000MS-101T00
8/21/20238/25/202320,000MS-101T00
9/18/20239/22/202320,000MS-101T00
10/16/202310/20/202320,000MS-101T00
11/20/202311/24/202320,000MS-101T00
12/18/202312/22/202320,000MS-101T00
12/25/202312/29/202320,000MS-102T00
1/22/20241/26/202420,000MS-102T00
2/19/20242/23/202420,000MS-102T00
3/25/20243/29/202420,000MS-102T00
4/22/20244/26/202420,000MS-102T00
5/27/20245/31/202420,000MS-102T00
6/24/20246/28/202420,000MS-102T00
12/11/202312/15/202320,000MS-203T00
1/15/20241/19/202420,000MS-203T00
2/12/20242/16/202420,000MS-203T00
3/11/20243/15/202420,000MS-203T00
4/22/20244/26/202420,000MS-203T00
5/13/20245/17/202420,000MS-203T00
6/10/20246/14/202420,000MS-203T00
6/21/20236/23/202320,000MS-220T00
7/19/20237/21/202320,000MS-220T00
8/23/20238/25/202320,000MS-220T00
9/20/20239/22/202320,000MS-220T00
10/25/202310/27/202320,000MS-220T00
11/22/202311/24/202320,000MS-220T00
12/20/202312/22/202320,000MS-220T00
12/12/202312/15/202316,000MS-600T00
1/9/20241/12/202416,000MS-600T00
2/6/20242/9/202416,000MS-600T00
3/5/20243/8/202416,000MS-600T00
4/23/20244/26/202416,000MS-600T00
5/7/20245/10/202416,000MS-600T00
6/11/20246/14/202416,000MS-600T00
12/11/202312/14/202316,000MS-700T00
1/16/20241/19/202416,000MS-700T00
2/13/20242/16/202416,000MS-700T00
3/12/20243/15/202416,000MS-700T00
4/23/20244/26/202416,000MS-700T00
5/14/20245/17/202416,000MS-700T00
6/4/20246/7/202416,000MS-700T00
6/14/20236/16/202312,000MS-720T00
7/19/20237/21/202312,000MS-720T00
8/2/20238/4/202312,000MS-720T00
9/6/20239/8/202312,000MS-720T00
10/10/202310/12/202312,000MS-720T00
11/1/202311/3/202312,000MS-720T00
12/6/202312/8/202312,000MS-720T00
12/11/202312/14/202316,000MS-721T00
1/16/20241/19/202416,000MS-721T00
2/13/20242/16/202416,000MS-721T00
3/12/20243/15/202416,000MS-721T00
4/9/20244/12/202416,000MS-721T00
5/14/20245/17/202416,000MS-721T00
6/18/20246/21/202416,000MS-721T00
6/26/20236/28/202312,000MS-740T00
7/24/20237/26/202312,000MS-740T00
8/28/20238/30/202312,000MS-740T00
9/25/20239/27/202312,000MS-740T00
10/30/202311/1/202312,000MS-740T00
11/27/202311/29/202312,000MS-740T00
12/25/202312/27/202312,000MS-740T00
12/4/202312/4/20234,000MS-080T00
1/29/20241/29/20244,000MS-080T00
2/12/20242/12/20244,000MS-080T00
3/15/20243/15/20244,000MS-080T00
4/9/20244/9/20244,000MS-080T00
5/20/20245/20/20244,000MS-080T00
6/14/20246/14/20244,000MS-080T00
12/8/202312/8/20234,000MS-900T01
1/29/20241/29/20244,000MS-900T01
2/12/20242/12/20244,000MS-900T01
3/15/20243/15/20244,000MS-900T01
4/9/20244/9/20244,000MS-900T01
5/20/20245/20/20244,000MS-900T01
6/14/20246/14/20244,000MS-900T01
12/11/202312/15/202320,00055354A
1/15/20241/19/202420,00055354A
2/12/20242/16/202420,00055354A
3/18/20243/22/202420,00055354A
4/22/20244/26/202420,00055354A
5/13/20245/17/202420,00055354A
6/10/20246/14/202420,00055354A
12/11/202312/14/202316,000AZ-500T00
1/16/20241/19/202416,000AZ-500T00
2/13/20242/16/202416,000AZ-500T00
3/12/20243/15/202416,000AZ-500T00
4/23/20244/26/202416,000AZ-500T00
5/14/20245/17/202416,000AZ-500T00
6/4/20246/7/202416,000AZ-500T00
6/12/20236/15/202316,000MS-500T00
7/24/20237/27/202316,000MS-500T00
8/21/20238/24/202316,000MS-500T00
9/18/20239/21/202316,000MS-500T00
10/24/202310/27/202316,000MS-500T00
11/20/202311/23/202316,000MS-500T00
12/18/202312/21/202316,000MS-500T00
12/11/202312/14/202316,000SC-100T00
1/16/20241/19/202416,000SC-100T00
2/13/20242/16/202416,000SC-100T00
3/12/20243/15/202416,000SC-100T00
4/23/20244/26/202416,000SC-100T00
5/14/20245/17/202416,000SC-100T00
6/4/20246/7/202416,000SC-100T00
12/11/202312/14/202316,000SC-200T00
1/16/20241/19/202416,000SC-200T00
2/13/20242/16/202416,000SC-200T00
3/12/20243/15/202416,000SC-200T00
4/23/20244/26/202416,000SC-200T00
5/14/20245/17/202416,000SC-200T00
6/4/20246/7/202416,000SC-200T00
12/18/202312/21/202316,000SC-300T00
1/23/20241/26/202416,000SC-300T00
2/20/20242/23/202416,000SC-300T00
3/19/20243/22/202416,000SC-300T00
4/23/20244/26/202416,000SC-300T00
5/28/20245/31/202416,000SC-300T00
6/18/20246/21/202416,000SC-300T00
12/12/202312/15/202316,000SC-400T00
1/16/20241/19/202416,000SC-400T00
2/13/20242/16/202416,000SC-400T00
3/19/20243/22/202416,000SC-400T00
4/9/20244/12/202416,000SC-400T00
5/14/20245/17/202416,000SC-400T00
6/18/20246/21/202416,000SC-400T00
12/4/202312/4/20234,000SC-900T00
1/8/20241/8/20244,000SC-900T00
2/16/20242/16/20244,000SC-900T00
3/15/20243/15/20244,000SC-900T00
4/5/20244/5/20244,000SC-900T00
5/7/20245/7/20244,000SC-900T00
6/10/20246/10/20244,000SC-900T00
12/11/202312/14/202316,000PL-100T00
1/9/20241/12/202416,000PL-100T00
2/6/20242/9/202416,000PL-100T00
3/5/20243/8/202416,000PL-100T00
4/9/20244/12/202416,000PL-100T00
5/7/20245/10/202416,000PL-100T00
6/4/20246/7/202416,000PL-100T00
12/18/202312/21/202316,000PL-200T00
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7/17/20237/21/202362,0008726
8/21/20238/25/202362,0008726
9/18/20239/22/202362,0008726
10/16/202310/20/202362,0008726
11/20/202311/24/202362,0008726
12/11/202312/15/202362,0008726
6/26/20236/30/202362,0009005
7/17/20237/21/202362,0009005
8/28/20239/1/202362,0009005
9/25/20239/29/202362,0009005
10/30/202311/3/202362,0009005
11/27/202312/1/202362,0009005
12/18/202312/22/202362,0009005
6/7/20236/9/202336,000TMAOCP
7/12/20237/14/202336,000TMAOCP
8/2/20238/4/202336,000TMAOCP
9/25/20239/27/202336,000TMAOCP
10/10/202310/12/202336,000TMAOCP
11/1/202311/3/202336,000TMAOCP
12/6/202312/8/202336,000TMAOCP
6/14/20236/16/202336,000TMDSCP20
7/19/20237/21/202336,000TMDSCP20
8/2/20238/4/202336,000TMDSCP20
9/6/20239/8/202336,000TMDSCP20
10/10/202310/12/202336,000TMDSCP20
11/1/202311/3/202336,000TMDSCP20
12/6/202312/8/202336,000TMDSCP20
6/12/20236/14/202336,000TMDDCP
7/24/20237/26/202336,000TMDDCP
8/21/20238/23/202336,000TMDDCP
9/18/20239/20/202336,000TMDDCP
10/24/202310/26/202336,000TMDDCP
11/20/202311/22/202336,000TMDDCP
12/18/202312/20/202336,000TMDDCP
7/24/20237/26/202325,000CT-ITF+
12/6/202312/8/202325,000CT-ITF+
7/10/20237/14/202348,000CT01-Network+
8/2/20238/4/202339,000CT02-Network+
12/13/202312/15/202339,000CT02-Network+
10/30/202311/3/202348,000CT01-Security+
11/6/202311/10/202348,000CT01-Security+
6/7/20236/9/202339,000CT02-Security+
8/16/20238/18/202339,000CT02-Security+
10/9/202310/11/202339,000CT02-Security+
12/6/202312/8/202339,000CT02-Security+
9/25/20239/29/202345,000CT-Cloud+
10/2/202310/6/202345,000CT-Server+
11/13/202311/17/202348,000CT01-CySA+
8/2/20238/4/202339,000CT02-CySA+
11/1/202311/3/202339,000CT02-CySA+
7/17/20237/21/202348,000CT-PenTest+
12/11/202312/15/202348,000CT-PenTest+
10/2/202310/6/202354,000CT-CASP+
7/24/20237/26/202328,000CT-Cloud Essentials+
11/1/202311/3/202328,000CT-Cloud Essentials+
6/7/20236/9/202345,000CT-Project+
9/4/20239/6/202345,000CT-Project+
6/21/20236/23/202322,000ITIL-V4
7/12/20237/14/202322,000ITIL-V4
6/21/20236/23/202348,500ITIL-V4+Exam
7/12/20237/14/202348,500ITIL-V4+Exam
10/16/202310/20/202337,950RH124
11/6/202311/10/202337,950RH124
12/18/202312/22/202337,950RH124
6/19/20236/23/202347,450RH134
8/28/20239/1/202347,450RH134
9/25/20239/29/202347,450RH134
10/30/202311/3/202347,450RH134
11/27/202312/1/202347,450RH134
12/25/202312/29/202347,450RH134
6/19/20236/23/202357,530RH135
8/28/20239/1/202357,530RH135
9/25/20239/29/202357,530RH135
10/30/202311/3/202357,530RH135
11/27/202312/1/202357,530RH135
12/25/202312/29/202357,530RH135
8/15/20238/18/202360,960RH294
9/11/20239/14/202360,960RH294
10/24/202310/27/202360,960RH294
11/20/202311/23/202360,960RH294
12/12/202312/15/202360,960RH294
8/15/20238/18/202371,040RH295
9/11/20239/14/202371,040RH295
10/24/202310/27/202371,040RH295
11/20/202311/23/202371,040RH295
12/12/202312/15/202371,040RH295
11/6/202311/9/202360,960DO180
6/28/20236/30/202345,720DO188
10/9/202310/12/202345,720DO280
12/12/202312/15/202345,720DO280
--60,960DO288
6/6/20236/8/20239,500PYTN102
6/19/20236/21/20237,500PYTN103
6/26/20236/30/202319,900PYTN104
7/10/20237/14/202335,000PMP7
11/27/202312/1/202335,000PMP7
8/18/20238/18/20234,000AI-050T00
9/15/20239/15/20234,000AI-050T00
10/20/202310/20/20234,000AI-050T00
11/17/202311/17/20234,000AI-050T00
12/15/202312/15/20234,000AI-050T00
8/18/20238/18/20234,000DP-601T00
9/15/20239/15/20234,000DP-601T00
10/20/202310/20/20234,000DP-601T00
11/17/202311/17/20234,000DP-601T00
12/15/202312/15/20234,000DP-601T00
8/15/20238/16/20234,000IC-002T00
9/18/20239/19/20234,000IC-002T00
10/19/202310/20/20234,000IC-002T00
11/16/202311/17/20234,000IC-002T00
12/7/202312/8/20234,000IC-002T00
8/21/20238/24/202316,000DP-203T00

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