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Data Warehousing on AWS

Data Warehousing on AWS introduces you to concepts, strategies, and best practices for designing a cloud-based data warehousing solution using Amazon Redshift, the petabyte-scale data warehouse in AWS. This course demonstrates how to collect, store, and prepare data for the data warehouse by using AWS services such as Amazon DynamoDB, Amazon EMR, Amazon Kinesis, and Amazon S3. Additionally, this course demonstrates how to use Amazon QuickSight to perform analysis on your data. • Course level: Intermediate • Duration: 3 days

ACTIVITES

This course includes presentations, group exercises, and hands-on labs.

COURSE OBJECTIVES

In this course, you will learn to:

  • Discuss the core concepts of data warehousing, and the intersection between data warehousing and big data solutions
  • Launch an Amazon Redshift cluster and use the components, features, and functionality to implement a data warehouse in the cloud
  • Use other AWS data and analytic services, such as Amazon DynamoDB, Amazon EMR, Amazon Kinesis, and Amazon S3, to contribute to the data warehousing solution
  • Architect the data warehouse
  • Identify performance issues, optimize queries, and tune the database for better performance
  • Use Amazon Redshift Spectrum to analyze data directly from an Amazon S3 bucket
  • Use Amazon QuickSight to perform data analysis and visualization tasks against the data warehouse

INTENDED AUDIENCE

This course is intended for:

  • Database Architects
  • Database Administrators
  • Database Developers
  • Data Analysts
  • Data Scientists

PREREQUISITES

We recommend that attendees of this course have the following prerequisites:

  • Taken AWS Technical Essentials (or equivalent experience with AWS)
  • Familiarity with relational databases and database design concepts
Product
Amazon Web Services
Code
AWS-DWA
Duration
3 Days
Price (baht)
32,400

About the course

COURSE OUTLINE

Day 1

Module 1: Introduction to Data Warehousing

  • Relational databases
  • Data warehousing concepts
  • The intersection of data warehousing and big data
  • Overview of data management in AWS
  • Hands-on lab 1: Introduction to Amazon Redshift

Module 2: Introduction to Amazon Redshift

  • Conceptual overview
  • Real-world use cases
  • Hands-on lab 2: Launching an Amazon Redshift cluster

Module 3: Launching clusters

  • Building the cluster
  • Connecting to the cluster
  • Controlling access
  • Database security
  • Load data
  • Hands-on lab 3: Optimizing database schemas

Day 2

Module 4: Designing the database schema

  • Schemas and data types
  • Columnar compression
  • Data distribution styles
  • Data sorting methods

Module 5: Identifying data sources

  • Data sources overview
  • Amazon S3
  • Amazon DynamoDB
  • Amazon EMR
  • Amazon Kinesis Data Firehose
  • AWS Lambda Database Loader for Amazon Redshift
  • Hands-on lab 4: Loading real-time data into an Amazon Redshift database

Module 6: Loading data

  • Preparing Data
  • Loading data using COPY
  • Maintaining tables
  • Concurrent write operations
  • Troubleshooting load issues
  • Hands-on lab 5: Loading data with the COPY command

Day 3

Module 7: Writing queries and tuning for performance

  • Amazon Redshift SQL
  • User-Defined Functions (UDFs)
  • Factors that affect query performance
  • The EXPLAIN command and query plans
  • Workload Management (WLM)
  • Hands-on lab 6: Configuring workload management

Module 8: Amazon Redshift Spectrum

  • Amazon Redshift Spectrum
  • Configuring data for Amazon Redshift Spectrum
  • Amazon Redshift Spectrum Queries
  • Hands-on lab 7: Using Amazon Redshift Spectrum

Module 9: Maintaining clusters

  • Audit logging
  • Performance monitoring
  • Events and notifications
  • Lab 8: Auditing and monitoring clusters
  • Resizing clusters
  • Backing up and restoring clusters
  • Resource tagging and limits and constraints
  • Hands-on lab 9: Backing up, restoring and resizing clusters

Module 10: Analyzing and visualizing data

  • Power of visualizations
  • Building dashboards
  • Amazon QuickSight editions and features

Register for Training

Schedule

Start DateEnd DateDuration (days)PriceCode
6/10/20246/14/2024520,000AZ-204T00
7/15/20247/19/2024520,000AZ-204T00
8/5/20248/9/2024520,000AZ-204T00
9/2/20249/6/2024520,000AZ-204T00
10/7/202410/11/2024520,000AZ-204T00
11/4/202411/8/2024520,000AZ-204T00
12/9/202412/13/2024520,000AZ-204T00
6/6/20236/9/2023416,000AZ-220T00
7/24/20237/27/2023416,000AZ-220T00
8/15/20238/18/2023416,000AZ-220T00
9/5/20239/8/2023416,000AZ-220T00
10/9/202310/12/2023416,000AZ-220T00
11/7/202311/10/2023416,000AZ-220T00
12/12/202312/15/2023416,000AZ-220T00
6/4/20246/7/2024416,000AZ-400T00
7/23/20247/26/2024416,000AZ-400T00
8/13/20248/16/2024416,000AZ-400T00
9/10/20249/13/2024416,000AZ-400T00
10/8/202410/11/2024416,000AZ-400T00
11/5/202411/8/2024416,000AZ-400T00
12/10/202412/13/2024416,000AZ-400T00
6/10/20246/14/2024520,000AZ-040T00
7/8/20247/12/2024520,000AZ-040T00
8/5/20248/9/2024520,000AZ-040T00
9/2/20249/6/2024520,000AZ-040T00
10/7/202410/11/2024520,000AZ-040T00
11/4/202411/8/2024520,000AZ-040T00
12/9/202412/13/2024520,000AZ-040T00
6/25/20246/28/2024416,000AZ-104T00(T)
7/9/20247/12/2024416,000AZ-104T00(T)
8/6/20248/9/2024416,000AZ-104T00(T)
9/10/20249/13/2024416,000AZ-104T00(T)
10/15/202410/18/2024416,000AZ-104T00(T)
11/5/202411/8/2024416,000AZ-104T00(T)
12/10/202412/13/2024416,000AZ-104T00(T)
6/10/20246/12/2024312,000AZ-120T00
7/15/20247/17/2024312,000AZ-120T00
8/13/20248/15/2024312,000AZ-120T00
9/11/20249/13/2024312,000AZ-120T00
10/15/202410/17/2024312,000AZ-120T00
11/11/202411/13/2024312,000AZ-120T00
12/11/202412/13/2024312,000AZ-120T00
6/25/20246/28/2024416,000AZ-140T00
7/23/20247/26/2024416,000AZ-140T00
8/20/20248/23/2024416,000AZ-140T00
9/17/20249/20/2024416,000AZ-140T00
10/28/202410/31/2024416,000AZ-140T00
11/19/202411/22/2024416,000AZ-140T00
12/17/202412/20/2024416,000AZ-140T00
6/4/20246/7/2024416,000AZ-305T00
7/16/20247/19/2024416,000AZ-305T00
8/13/20248/16/2024416,000AZ-305T00
9/10/20249/13/2024416,000AZ-305T00
10/8/202410/11/2024416,000AZ-305T00
11/12/202411/15/2024416,000AZ-305T00
12/10/202412/13/2024416,000AZ-305T00
6/6/20236/9/2023416,000AZ-600T00
7/24/20237/27/2023416,000AZ-600T00
8/15/20238/18/2023416,000AZ-600T00
9/5/20239/8/2023416,000AZ-600T00
10/9/202310/12/2023416,000AZ-600T00
11/7/202311/10/2023416,000AZ-600T00
12/12/202312/15/2023416,000AZ-600T00
6/5/20246/7/2024312,000AZ-700T00
7/10/20247/12/2024312,000AZ-700T00
8/7/20248/9/2024312,000AZ-700T00
9/4/20249/6/2024312,000AZ-700T00
10/2/202410/4/2024312,000AZ-700T00
11/6/202411/8/2024312,000AZ-700T00
12/11/202412/13/2024312,000AZ-700T00
6/7/20236/9/2023312,000AZ-720T00
7/12/20237/14/2023312,000AZ-720T00
8/2/20238/4/2023312,000AZ-720T00
9/6/20239/8/2023312,000AZ-720T00
10/4/202310/6/2023312,000AZ-720T00
11/1/202311/3/2023312,000AZ-720T00
12/6/202312/8/2023312,000AZ-720T00
6/4/20246/7/2024416,000AZ-800T00(T)
7/16/20247/19/2024416,000AZ-800T00(T)
8/13/20248/16/2024416,000AZ-800T00(T)
9/10/20249/13/2024416,000AZ-800T00(T)
10/8/202410/11/2024416,000AZ-800T00(T)
11/12/202411/15/2024416,000AZ-800T00(T)
12/10/202412/13/2024416,000AZ-800T00(T)
6/18/20246/21/2024416,000AZ-801T00
7/23/20247/26/2024416,000AZ-801T00
8/20/20248/23/2024416,000AZ-801T00
9/17/20249/20/2024416,000AZ-801T00
10/28/202410/31/2024416,000AZ-801T00
11/19/202411/22/2024416,000AZ-801T00
12/17/202412/20/2024416,000AZ-801T00
6/10/20246/10/202414,000AZ-900T00(T)
7/19/20247/19/202414,000AZ-900T00(T)
8/19/20248/19/202414,000AZ-900T00(T)
9/9/20249/9/202414,000AZ-900T00(T)
10/7/202410/7/202414,000AZ-900T00(T)
11/11/202411/11/202414,000AZ-900T00(T)
12/9/202412/9/202414,000AZ-900T00(T)
6/4/20246/7/2024416,000AI-102T00
7/16/20247/19/2024416,000AI-102T00
8/13/20248/16/2024416,000AI-102T00
9/10/20249/13/2024416,000AI-102T00
10/8/202410/11/2024416,000AI-102T00
11/12/202411/15/2024416,000AI-102T00
12/10/202412/13/2024416,000AI-102T00
6/10/20246/10/202414,000AI-900T00
7/8/20247/8/202414,000AI-900T00
8/13/20248/13/202414,000AI-900T00
9/6/20249/6/202414,000AI-900T00
10/7/202410/7/202414,000AI-900T00
11/4/202411/4/202414,000AI-900T00
12/9/202412/9/202414,000AI-900T00
6/6/20246/7/202428,000DP-080T00
7/8/20247/9/202428,000DP-080T00
8/5/20248/6/202428,000DP-080T00
9/9/20249/10/202428,000DP-080T00
10/7/202410/8/202428,000DP-080T00
11/14/202411/15/202428,000DP-080T00
12/9/202412/10/202428,000DP-080T00
6/5/20246/7/2024312,000DP-100T01
7/3/20247/5/2024312,000DP-100T01
8/7/20248/9/2024312,000DP-100T01
9/4/20249/6/2024312,000DP-100T01
10/2/202410/4/2024312,000DP-100T01
11/6/202411/8/2024312,000DP-100T01
12/11/202412/13/2024312,000DP-100T01
6/18/20246/21/2024416,000DP-300T00(T)
7/23/20247/26/2024416,000DP-300T00(T)
8/20/20248/23/2024416,000DP-300T00(T)
9/17/20249/20/2024416,000DP-300T00(T)
10/28/202410/31/2024416,000DP-300T00(T)
11/19/202411/22/2024416,000DP-300T00(T)
12/17/202412/20/2024416,000DP-300T00(T)
6/18/20246/21/2024416,000DP-420T00
7/16/20247/19/2024416,000DP-420T00
8/20/20248/23/2024416,000DP-420T00
9/17/20249/20/2024416,000DP-420T00
10/15/202410/18/2024416,000DP-420T00
11/12/202411/15/2024416,000DP-420T00
12/17/202412/20/2024416,000DP-420T00
520,000MD-100T00
520,000MD-101T00
6/24/20246/28/2024520,000MD-102T00(T)
7/8/20247/12/2024520,000MD-102T00(T)
8/19/20248/23/2024520,000MD-102T00(T)
9/23/20249/27/2024520,000MD-102T00(T)
10/7/202410/11/2024520,000MD-102T00(T)
11/25/202411/29/2024520,000MD-102T00(T)
12/23/202412/27/2024520,000MD-102T00(T)
520,000MS-100T00
520,000MS-101T00
6/17/20246/21/2024520,000MS-102T00(T)
7/15/20247/19/2024520,000MS-102T00(T)
8/26/20248/30/2024520,000MS-102T00(T)
9/23/20249/27/2024520,000MS-102T00(T)
10/7/202410/11/2024520,000MS-102T00(T)
11/25/202411/29/2024520,000MS-102T00(T)
12/23/202412/27/2024520,000MS-102T00(T)
6/10/20246/14/2024520,000MS-203T00
320,000MS-220T00
6/11/20246/14/2024416,000MS-600T00
6/4/20246/7/2024416,000MS-700T00(T)
7/23/20247/26/2024416,000MS-700T00(T)
8/13/20248/16/2024416,000MS-700T00(T)
9/10/20249/13/2024416,000MS-700T00(T)
10/15/202410/18/2024416,000MS-700T00(T)
11/12/202411/15/2024416,000MS-700T00(T)
12/10/202412/13/2024416,000MS-700T00(T)
312,000MS-720T00
6/18/20246/21/2024416,000MS-721T00
7/23/20247/26/2024416,000MS-721T00
8/13/20248/16/2024416,000MS-721T00
9/10/20249/13/2024416,000MS-721T00
10/8/202410/11/2024416,000MS-721T00
11/12/202411/15/2024416,000MS-721T00
12/10/202412/13/2024416,000MS-721T00
312,000MS-740T00
6/14/20246/14/202414,000MS-080T00
7/15/20247/15/202414,000MS-080T00
8/15/20248/15/202414,000MS-080T00
9/16/20249/16/202414,000MS-080T00
10/21/202410/21/202414,000MS-080T00
11/18/202411/18/202414,000MS-080T00
12/6/202412/6/202414,000MS-080T00
6/14/20246/14/202414,000MS-900T01(T)
7/15/20247/15/202414,000MS-900T01(T)
8/15/20248/15/202414,000MS-900T01(T)
9/16/20249/16/202414,000MS-900T01(T)
10/21/202410/21/202414,000MS-900T01(T)
11/18/202411/18/202414,000MS-900T01(T)
12/6/202412/6/202414,000MS-900T01(T)
6/10/20246/14/2024520,00055354A(T)
7/15/20247/19/2024520,00055354A(T)
8/19/20248/23/2024520,00055354A(T)
9/16/20249/20/2024520,00055354A(T)
10/7/202410/11/2024520,00055354A(T)
11/18/202411/22/2024520,00055354A(T)
12/16/202412/20/2024520,00055354A(T)
6/4/20246/7/2024416,000AZ-500T00(T)
7/16/20247/19/2024416,000AZ-500T00(T)
8/13/20248/16/2024416,000AZ-500T00(T)
9/10/20249/13/2024416,000AZ-500T00(T)
10/8/202410/11/2024416,000AZ-500T00(T)
11/12/202411/15/2024416,000AZ-500T00(T)
12/10/202412/13/2024416,000AZ-500T00(T)
416,000MS-500T00
6/4/20246/7/2024416,000SC-100T00(T)
7/16/20247/19/2024416,000SC-100T00(T)
8/13/20248/16/2024416,000SC-100T00(T)
9/10/20249/13/2024416,000SC-100T00(T)
10/8/202410/11/2024416,000SC-100T00(T)
11/12/202411/15/2024416,000SC-100T00(T)
12/10/202412/13/2024416,000SC-100T00(T)
6/4/20246/7/2024416,000SC-200T00(T)
7/16/20247/19/2024416,000SC-200T00(T)
8/13/20248/16/2024416,000SC-200T00(T)
9/10/20249/13/2024416,000SC-200T00(T)
10/8/202410/11/2024416,000SC-200T00(T)
11/12/202411/15/2024416,000SC-200T00(T)
12/10/202412/13/2024416,000SC-200T00(T)
6/18/20246/21/2024416,000SC-300T00(T)
7/23/20247/26/2024416,000SC-300T00(T)
8/20/20248/23/2024416,000SC-300T00(T)
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10/28/202410/31/2024416,000SC-300T00(T)
11/19/202411/22/2024416,000SC-300T00(T)
12/17/202412/20/2024416,000SC-300T00(T)
6/18/20246/21/2024416,000SC-400T00(T)
7/16/20247/19/2024416,000SC-400T00(T)
8/27/20248/30/2024416,000SC-400T00(T)
9/24/20249/27/2024416,000SC-400T00(T)
10/28/202410/31/2024416,000SC-400T00(T)
11/19/202411/22/2024416,000SC-400T00(T)
12/10/202412/13/2024416,000SC-400T00(T)
6/10/20246/10/202414,000SC-900T00(T)
7/26/20247/26/202414,000SC-900T00(T)
8/13/20248/13/202414,000SC-900T00(T)
9/9/20249/9/202414,000SC-900T00(T)
10/7/202410/7/202414,000SC-900T00(T)
11/11/202411/11/202414,000SC-900T00(T)
12/4/202412/4/202414,000SC-900T00(T)
6/4/20246/7/2024416,000PL-100T00(T)
6/18/20246/21/2024416,000PL-200T00(T)
7/9/20247/12/2024416,000PL-200T00(T)
8/13/20248/16/2024416,000PL-200T00(T)
9/10/20249/13/2024416,000PL-200T00(T)
10/15/202410/18/2024416,000PL-200T00(T)
11/12/202411/15/2024416,000PL-200T00(T)
12/17/202412/20/2024416,000PL-200T00(T)
6/10/20246/12/2024312,000PL-300T00(T)
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7/30/20248/1/2024312,000PL-300T00(T)
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6/17/20246/21/2024520,000PL-400T00(T)
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10/7/202410/11/2024520,000PL-400T00(T)
11/18/202411/22/2024520,000PL-400T00(T)
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6/18/20246/21/2024416,000PL-500T00(T)
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9/2/20249/5/2024416,000PL-500T00(T)
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11/19/202411/22/2024416,000PL-500T00(T)
12/17/202412/20/2024416,000PL-500T00(T)
6/17/20246/19/2024312,000PL-600T00(T)
7/23/20247/25/2024312,000PL-600T00(T)
8/26/20248/28/2024312,000PL-600T00(T)
9/25/20249/27/2024312,000PL-600T00(T)
10/28/202410/30/2024312,000PL-600T00(T)
11/20/202411/22/2024312,000PL-600T00(T)
12/23/202412/25/2024312,000PL-600T00(T)
6/10/20246/10/202414,000PL-900T00(T)
7/8/20247/8/202414,000PL-900T00(T)
8/13/20248/13/202414,000PL-900T00(T)
9/6/20249/6/202414,000PL-900T00(T)
10/7/202410/7/202414,000PL-900T00(T)
11/4/202411/4/202414,000PL-900T00(T)
12/9/202412/9/202414,000PL-900T00(T)
6/24/20246/27/2024410,000PWA-201(T)
7/1/20247/4/2024410,000PWA-201(T)
8/26/20248/29/2024410,000PWA-201(T)
9/23/20249/26/2024410,000PWA-201(T)
10/7/202410/10/2024410,000PWA-201(T)
11/25/202411/28/2024410,000PWA-201(T)
12/23/202412/26/2024410,000PWA-201(T)
6/24/20246/25/202425,000M365-End-User(T)
7/8/20247/9/202425,000M365-End-User(T)
8/5/20248/6/202425,000M365-End-User(T)
9/2/20249/3/202425,000M365-End-User(T)
9/30/202410/1/202425,000M365-End-User(T)
11/6/202411/7/202425,000M365-End-User(T)
12/2/202412/3/202425,000M365-End-User(T)
12,500O365-Admin-ENH
6/13/20246/13/202414,00055154B(T)
7/15/20247/15/202414,00055154B(T)
8/16/20248/16/202414,00055154B(T)
9/16/20249/16/202414,00055154B(T)
10/18/202410/18/202414,00055154B(T)
11/11/202411/11/202414,00055154B(T)
12/9/202412/9/202414,00055154B(T)
6/10/20246/10/202412,500OF-19-NF
6/13/20246/14/202425,000WD-19-01
6/20/20246/21/202425,000WD-19-02
6/13/20246/14/202425,000EX-19-01
6/20/20246/21/202425,000EX-19-02
6/24/20246/24/202412,500EX-19-03
6/11/20246/12/202425,000PP-19-01
6/13/20246/14/202425,000PP-19-02
6/5/20246/7/202437,500PJ-19-US
6/24/20246/24/202412,500OL-19-01
6/24/20246/28/2024520,000ASP-MVC5
7/15/20247/19/2024520,000ASP-MVC5
8/26/20248/30/2024520,000ASP-MVC5
9/23/20249/27/2024520,000ASP-MVC5
10/7/202410/11/2024520,000ASP-MVC5
11/25/202411/29/2024520,000ASP-MVC5
12/23/202412/27/2024520,000ASP-MVC5
6/27/20246/28/202428,00055267-A
7/30/20247/31/202428,00055267-A
8/19/20248/20/202428,00055267-A
9/16/20249/17/202428,00055267-A
10/24/202410/25/202428,00055267-A
11/18/202411/19/202428,00055267-A
12/19/202412/20/202428,00055267-A
6/4/20246/7/2024416,00055284-A
7/16/20247/19/2024416,00055284-A
8/13/20248/16/2024416,00055284-A
9/10/20249/13/2024416,00055284-A
10/15/202410/18/2024416,00055284-A
11/11/202411/14/2024416,00055284-A
12/10/202412/13/2024416,00055284-A
6/13/20246/14/202428,00055285-A
7/30/20247/31/202428,00055285-A
8/19/20248/20/202428,00055285-A
9/16/20249/17/202428,00055285-A
10/21/202410/22/202428,00055285-A
11/18/202411/19/202428,00055285-A
12/19/202412/20/202428,00055285-A
6/24/20246/28/2024520,00055039-B
7/15/20247/19/2024520,00055039-B
8/26/20248/30/2024520,00055039-B
9/23/20249/27/2024520,00055039-B
10/7/202410/11/2024520,00055039-B
11/25/202411/29/2024520,00055039-B
12/23/202412/27/2024520,00055039-B
6/18/20246/21/2024416,00055215-B(T)
7/1/20247/4/2024416,00055215-B(T)
8/13/20248/16/2024416,00055215-B(T)
9/10/20249/13/2024416,00055215-B(T)
10/8/202410/11/2024416,00055215-B(T)
11/12/202411/15/2024416,00055215-B(T)
12/10/202412/13/2024416,00055215-B(T)
6/5/20246/7/2024312,00055199-A(T)
7/3/20247/5/2024312,00055199-A(T)
8/7/20248/9/2024312,00055199-A(T)
9/4/20249/6/2024312,00055199-A(T)
10/2/202410/4/2024312,00055199-A(T)
11/6/202411/8/2024312,00055199-A(T)
12/2/202412/4/2024312,00055199-A(T)
6/11/20246/12/202428,00055200-A(T)
7/8/20247/9/202428,00055200-A(T)
8/5/20248/6/202428,00055200-A(T)
9/9/20249/10/202428,00055200-A(T)
10/7/202410/8/202428,00055200-A(T)
11/14/202411/15/202428,00055200-A(T)
12/2/202412/3/202428,00055200-A(T)
416,00055217-A
6/24/20246/28/2024520,00055234-A(T)
7/15/20247/19/2024520,00055234-A(T)
8/26/20248/30/2024520,00055234-A(T)
9/23/20249/27/2024520,00055234-A(T)
10/7/202410/11/2024520,00055234-A(T)
11/25/202411/29/2024520,00055234-A(T)
12/23/202412/27/2024520,00055234-A(T)
6/17/20246/19/2024312,00055238-B(T)
7/24/20247/26/2024312,00055238-B(T)
8/7/20248/9/2024312,00055238-B(T)
9/4/20249/6/2024312,00055238-B(T)
10/28/202410/30/2024312,00055238-B(T)
11/11/202411/13/2024312,00055238-B(T)
12/11/202412/13/2024312,00055238-B(T)
6/6/20246/7/202428,00055251-A(T)
7/1/20247/2/202428,00055251-A(T)
8/1/20248/2/202428,00055251-A(T)
9/2/20249/3/202428,00055251-A(T)
10/7/202410/8/202428,00055251-A(T)
11/4/202411/5/202428,00055251-A(T)
12/2/202412/3/202428,00055251-A(T)
6/10/20246/14/2024512,00010972(T)
7/8/20247/12/2024512,00010972(T)
8/5/20248/9/2024512,00010972(T)
9/2/20249/6/2024512,00010972(T)
10/7/202410/11/2024512,00010972(T)
11/4/202411/8/2024512,00010972(T)
12/9/202412/13/2024512,00010972(T)
6/18/20246/21/2024416,00010987(T)
7/23/20247/26/2024416,00010987(T)
8/6/20248/9/2024416,00010987(T)
9/17/20249/20/2024416,00010987(T)
10/15/202410/18/2024416,00010987(T)
11/12/202411/15/2024416,00010987(T)
12/17/202412/20/2024416,00010987(T)
6/24/20246/26/2024312,00010997
7/15/20247/17/2024312,00010997
8/26/20248/28/2024312,00010997
9/25/20249/27/2024312,00010997
10/28/202410/30/2024312,00010997
11/25/202411/27/2024312,00010997
12/23/202412/25/2024312,00010997
6/24/20246/28/2024520,00020761
7/15/20247/19/2024520,00020761
8/26/20248/30/2024520,00020761
9/23/20249/27/2024520,00020761
10/28/202411/1/2024520,00020761
11/25/202411/29/2024520,00020761
12/16/202412/20/2024520,00020761
6/10/20246/14/2024520,00020764(T)
7/8/20247/12/2024520,00020764(T)
8/26/20248/30/2024520,00020764(T)
9/9/20249/13/2024520,00020764(T)
9/30/202410/4/2024520,00020764(T)
11/11/202411/15/2024520,00020764(T)
12/9/202412/13/2024520,00020764(T)
6/13/20246/14/202428,00020778(T)
7/18/20247/19/202428,00020778(T)
8/5/20248/6/202428,00020778(T)
9/2/20249/3/202428,00020778(T)
10/7/202410/8/202428,00020778(T)
11/14/202411/15/202428,00020778(T)
12/2/202412/3/202428,00020778(T)
6/5/20246/7/2024312,00020779
7/3/20247/5/2024312,00020779
8/7/20248/9/2024312,00020779
9/4/20249/6/2024312,00020779
10/2/202410/4/2024312,00020779
11/6/202411/8/2024312,00020779
12/11/202412/13/2024312,00020779
6/10/20246/14/2024520,000WS-011T00(T)
7/8/20247/12/2024520,000WS-011T00(T)
8/5/20248/9/2024520,000WS-011T00(T)
9/2/20249/6/2024520,000WS-011T00(T)
9/30/202410/4/2024520,000WS-011T00(T)
11/4/202411/8/2024520,000WS-011T00(T)
12/9/202412/13/2024520,000WS-011T00(T)
7/9/20247/12/2024416,000DP-600T00
10/8/202410/11/2024416,000DP-600T00
6/14/20246/14/202414,000DP-3011
9/9/20249/9/202414,000DP-3011
7/15/20247/15/202414,000DP-3012
10/18/202410/18/202414,000DP-3012
8/16/20248/16/202414,000DP-3014
11/11/202411/11/202414,000DP-3014
7/12/20247/12/202414,000DP-605T00
10/25/202410/25/202414,000DP-605T00
6/14/20246/14/202414,000DP-900T00(T)
7/15/20247/15/202414,000DP-900T00(T)
8/2/20248/2/202414,000DP-900T00(T)
9/16/20249/16/202414,000DP-900T00(T)
10/18/202410/18/202414,000DP-900T00(T)
11/11/202411/11/202414,000DP-900T00(T)
12/16/202412/16/202414,000DP-900T00(T)
6/4/20246/7/202448,000IC-001T00
7/2/20247/5/202448,000IC-001T00
8/6/20248/9/202448,000IC-001T00
9/10/20249/13/202448,000IC-001T00
10/1/202410/4/202448,000IC-001T00
11/5/202411/8/202448,000IC-001T00
12/10/202412/13/202448,000IC-001T00
112,900ERT-GAI01
110,000ERTV-01
7/1/20247/3/2024326,000ERTV-02
8/21/20248/23/2024326,000ERTV-02
9/16/20249/18/2024326,000ERTV-02
10/28/202410/30/2024326,000ERTV-02
11/11/202411/13/2024326,000ERTV-02
12/16/202412/18/2024326,000ERTV-02
7/15/20247/17/2024326,000ERTV-03
10/16/202410/18/2024326,000ERTV-03
9/25/20249/27/2024326,000ERTV-04
8/7/20248/9/2024326,000ERTV-05
11/25/202411/27/2024326,000ERTV-05
590,000VSFT7
166,000VSTS7
340,000VSD8(T)
25,000SRMICM82
6/10/20246/12/2024340,000VSKDM7(T)
449,000TKGIEICM110
6/24/20246/28/2024560,000NSXTICM32(T)
60,000NSXICM64(T)
60,000VCDICM104(T)
25,000VRASSSODM86(T)
60,000VSANICM8(T)
40,000VSTDCM8(T)
60,000WS1DM22(T)
90,000WS1DMUEMT22(T)
566,000NSXTD32
9/23/20249/27/2024560,000VROICM86(T)
10/2/202310/6/2023566,000NSXTTO32
10/16/202310/20/2023560,000HDM8
11/6/202311/10/2023560,000HDM8
25,000HIA8
7/23/20247/26/2024449,000KFCO(T)
6/6/20246/7/2024210,800AWS-CPE(T)
6/17/20246/18/2024210,800AWS-CPE(T)
7/4/20247/5/2024210,800AWS-CPE(T)
7/16/20247/17/2024210,800AWS-CPE(T)
8/6/20248/7/2024210,800AWS-CPE(T)
6/26/20246/26/202415,900AWS-EBL
6/25/20246/25/202415,900AWS-EFS
6/19/20246/21/2024332,400AWS-ARC(T)
7/3/20247/5/2024332,400AWS-ARC(T)
8/21/20248/23/2024332,400AWS-ARC(T)
9/18/20249/20/2024332,400AWS-ARC(T)
10/16/202410/18/2024332,400AWS-ARC(T)
11/20/202411/22/2024332,400AWS-ARC(T)
12/18/202412/20/2024332,400AWS-ARC(T)
10,800AWS-WBP
32,400AWS-ADA
10,800AWS-AWB
54,000AWS-ARA
6/19/20246/21/2024332,400AWS-COA(T)
7/16/20247/18/2024332,400AWS-COA(T)
8/28/20248/30/2024332,400AWS-COA(T)
9/25/20249/27/2024332,400AWS-COA(T)
10/28/202410/30/2024332,400AWS-COA(T)
11/20/202411/22/2024332,400AWS-COA(T)
12/25/202412/27/2024332,400AWS-COA(T)
21,600AWS-FIN
32,400AWS-CFM
8/21/20248/23/2024332,400AWS-DWA
9/18/20249/20/2024332,400AWS-DWA
10/16/202410/18/2024332,400AWS-DWA
11/20/202411/22/2024332,400AWS-DWA
12/18/202412/20/2024332,400AWS-DWA
10,800AWS-BLK
10,800AWS-BDA
10,800AWS-BBD
10,800AWS-BSD
21,600AWS-AVA
8/28/20248/30/2024332,400AWS-PDD
9/25/20249/27/2024332,400AWS-PDD
10/28/202410/30/2024332,400AWS-PDD
11/20/202411/22/2024332,400AWS-PDD
12/25/202412/27/2024332,400AWS-PDD
8/21/20248/23/2024332,400AWS-DEV
9/18/20249/20/2024332,400AWS-DEV
10/16/202410/18/2024332,400AWS-DEV
11/20/202411/22/2024332,400AWS-DEV
12/18/202412/200/2024332,400AWS-DEV
32,400AWS-ADE
8/28/20248/30/2024332,400AWS-DOP
9/25/20249/27/2024332,400AWS-DOP
10/28/202410/30/2024332,400AWS-DOP
11/20/202411/22/2024332,400AWS-DOP
12/25/202412/27/2024332,400AWS-DOP
8/26/20248/26/2024110,800AWS-DEL
9/17/20249/17/2024110,800AWS-DEL
10/15/202410/15/2024110,800AWS-DEL
11/19/202411/19/2024110,800AWS-DEL
8/27/20248/29/2024332,400AWS-MLE
9/18/20249/20/2024332,400AWS-MLE
10/16/202410/18/2024332,400AWS-MLE
11/20/202411/22/2024332,400AWS-MLE
10,800AWS-PDS
43,200AWS-MLP
32,400AWS-SSD
21,600AWS-VSE
6/21/20246/21/2024110,800AWS-MES
7/1/20247/1/2024110,800AWS-MES
8/5/20248/5/2024110,800AWS-MES
9/16/20249/16/2024110,800AWS-MES
10/15/202410/15/2024110,800AWS-MES
11/15/202411/15/2024110,800AWS-MES
12/16/202412/16/2024110,800AWS-MES
6/19/20246/21/2024332,400AWS-MGA
8/7/20248/9/2024332,400AWS-MGA
10/16/202410/18/2024332,400AWS-MGA
6/21/20246/21/2024110,800AWS-SES
7/19/20247/19/2024110,800AWS-SES
8/20/20248/20/2024110,800AWS-SES
9/16/20249/16/2024110,800AWS-SES
10/15/202410/15/2024110,800AWS-SES
11/15/202411/15/2024110,800AWS-SES
12/16/202412/16/2024110,800AWS-SES
8/28/20248/30/2024332,400AWS-SEN
9/25/20249/27/2024332,400AWS-SEN
10/28/202410/30/2024332,400AWS-SEN
11/20/202411/22/2024332,400AWS-SEN
12/25/202412/27/2024332,400AWS-SEN
10,800AWS-SGS
10,800AWS-SBP
6/18/20246/18/2024110,800AWS-TES(T)
7/15/20247/15/2024110,800AWS-TES(T)
8/19/20248/19/2024110,800AWS-TES(T)
8/27/20248/27/2024110,800AWS-TES(T)
9/19/20249/19/2024110,800AWS-TES(T)
10/17/202410/17/2024110,800AWS-TES(T)
11/7/202411/7/2024110,800AWS-TES(T)
12/10/202412/10/2024110,800AWS-TES(T)
6/10/20246/12/2024342,300D1101651GC10
7/3/20247/5/2024342,300D1101651GC10
8/7/20248/9/2024342,300D1101651GC10
9/4/20249/6/2024342,300D1101651GC10
10/2/202410/4/2024342,300D1101651GC10
11/6/202411/8/2024342,300D1101651GC10
12/11/202412/13/2024342,300D1101651GC10
6/10/20246/14/2024556,500D107509GC10
7/1/20247/5/2024556,500D107509GC10
8/5/20248/9/2024556,500D107509GC10
9/2/20249/6/2024556,500D107509GC10
9/30/202410/4/2024556,500D107509GC10
11/4/202411/8/2024556,500D107509GC10
12/9/202412/13/2024556,500D107509GC10
6/17/20246/21/2024556,500D107511GC10
7/15/20247/19/2024556,500D107511GC10
8/19/20248/23/2024556,500D107511GC10
9/9/20249/13/2024556,500D107511GC10
10/7/202410/11/2024556,500D107511GC10
11/11/202411/15/2024556,500D107511GC10
12/16/202412/20/2024556,500D107511GC10
6/24/20246/28/2024556,500D108103GC20
7/15/20247/19/2024556,500D108103GC20
8/26/20248/30/2024556,500D108103GC20
9/16/20249/20/2024556,500D108103GC20
10/28/202411/1/2024556,500D108103GC20
11/18/202411/22/2024556,500D108103GC20
12/23/202412/27/2024556,500D108103GC20
6/18/20246/21/2024456,400D108654GC10
7/9/20247/12/2024456,400D108654GC10
8/13/20248/16/2024456,400D108654GC10
9/10/20249/13/2024456,400D108654GC10
10/15/202410/18/2024456,400D108654GC10
11/12/202411/15/2024456,400D108654GC10
12/10/202412/13/2024456,400D108654GC10
556,500D78848GC20
6/25/20246/28/2024456,400D108634GC10
7/23/20247/26/2024456,400D108634GC10
8/20/20248/23/2024456,400D108634GC10
9/17/20249/20/2024456,400D108634GC10
10/15/202410/18/2024456,400D108634GC10
11/19/202411/22/2024456,400D108634GC10
12/17/202412/20/2024456,400D108634GC10
6/4/20246/5/2024236,900D108638GC10
7/1/20247/2/2024236,900D108638GC10
8/1/20248/2/2024236,900D108638GC10
9/2/20249/3/2024236,900D108638GC10
9/30/202410/1/2024236,900D108638GC10
11/4/202411/5/2024236,900D108638GC10
12/2/202412/3/2024236,900D108638GC10
6/10/20246/14/2024570,500D108774GC20
7/8/20247/12/2024570,500D108774GC20
8/5/20248/9/2024570,500D108774GC20
9/9/20249/13/2024570,500D108774GC20
10/7/202410/11/2024570,500D108774GC20
11/18/202411/22/2024570,500D108774GC20
12/16/202412/20/2024570,500D108774GC20
6/24/20246/28/2024570,500D108630GC10
7/15/20247/19/2024570,500D108630GC10
8/26/20248/30/2024570,500D108630GC10
9/23/20249/27/2024570,500D108630GC10
10/28/202411/1/2024570,500D108630GC10
11/25/202411/29/2024570,500D108630GC10
12/23/202412/27/2024570,500D108630GC10
6/24/20246/28/2024570,500D110148GC10
7/15/20247/19/2024570,500D110148GC10
8/26/20248/30/2024570,500D110148GC10
9/23/20249/27/2024570,500D110148GC10
10/28/202411/1/2024570,500D110148GC10
11/25/202411/29/2024570,500D110148GC10
12/16/202412/20/2024570,500D110148GC10
6/10/20246/10/202412,500OF-19-NF(T)
7/8/20247/8/202412,500OF-19-NF(T)
8/13/20248/13/202412,500OF-19-NF(T)
9/6/20249/6/202412,500OF-19-NF(T)
10/7/202410/7/202412,500OF-19-NF(T)
11/4/202411/4/202412,500OF-19-NF(T)
12/6/202412/6/202412,500OF-19-NF(T)
6/13/20246/14/202425,000WD-19-01(T)
7/8/20247/9/202425,000WD-19-01(T)
8/5/20248/6/202425,000WD-19-01(T)
9/23/20249/24/202425,000WD-19-01(T)
10/15/202410/16/202425,000WD-19-01(T)
11/14/202411/15/202425,000WD-19-01(T)
12/9/202412/10/202425,000WD-19-01(T)
6/20/20246/21/202425,000WD-19-02(T)
7/18/20247/19/202425,000WD-19-02(T)
8/19/20248/20/202425,000WD-19-02(T)
9/23/20249/24/202425,000WD-19-02(T)
10/17/202410/18/202425,000WD-19-02(T)
11/18/202411/19/202425,000WD-19-02(T)
12/19/202412/20/202425,000WD-19-02(T)
6/13/20246/14/202425,000EX-19-01(T)
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