Building Streaming Data Analytics Solutions on AWS

In this course, you will learn to build streaming data analytics solutions using AWS services, including Amazon Kinesis and Amazon Managed Streaming for Apache Kafka (Amazon MSK). Amazon Kinesis is a massively scalable and durable real-time data streaming service. Amazon MSK offers a secure, fully managed, and highly available Apache Kafka service. You will learn how Amazon Kinesis and Amazon MSK integrate with AWS services such as AWS Glue and AWS Lambda. The course addresses the streaming data ingestion, stream storage, and stream processing components of the data analytics pipeline. You will also learn to apply security, performance, and cost management best practices to the operation of Kinesis and Amazon MSK. • Course level: Intermediate • Duration: 1 day

ACTIVITES

This course includes presentations, practice labs, discussions, and class exercises.

COURSE OBJECTIVES

In this course, you will learn to:

  • Understand the features and benefits of a modern data architecture. Learn how AWS streaming services fit into a modern data architecture.
  • Design and implement a streaming data analytics solution
  • Identify and apply appropriate techniques, such as compression, sharding, and partitioning, to optimize data storage
  • Select and deploy appropriate options to ingest, transform, and store real-time and near real-time data
  • Choose the appropriate streams, clusters, topics, scaling approach, and network topology for a particular business use case
  • Understand how data storage and processing affect the analysis and visualization mechanisms needed to gain actionable business insights
  • Secure streaming data at rest and in transit
  • Monitor analytics workloads to identify and remediate problems
  • Apply cost management best practices

INTENDED AUDIENCE

This course is intended for:

  • Data engineers and architects
  • Developers who want to build and manage real-time applications and streaming data analytics solutions

PREREQUISITES

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

Phone
Phone
Product
Amazon Web Services
Code
AWS-BSD
Duration
1 Day
Price (baht)
10,800

About the course

COURSE OUTLINE

Module A: Overview of Data Analytics and the Data Pipeline

  • Data analytics use cases
  • Using the data pipeline for analytics

Module 1: Using Streaming Services in the Data Analytics Pipeline

  • The importance of streaming data analytics
  • The streaming data analytics pipeline
  • Streaming concepts

Module 2: Introduction to AWS Streaming Services

  • Streaming data services in AWS
  • Amazon Kinesis in analytics solutions
  • Demonstration: Explore Amazon Kinesis Data Streams
  • Practice Lab: Setting up a streaming delivery pipeline with Amazon Kinesis
  • Using Amazon Kinesis Data Analytics
  • Introduction to Amazon MSK
  • Overview of Spark Streaming

Module 3: Using Amazon Kinesis for Real-time Data Analytics

  • Exploring Amazon Kinesis using a clickstream workload
  • Creating Kinesis data and delivery streams
  • Demonstration: Understanding producers and consumers
  • Building stream producers
  • Building stream consumers
  • Building and deploying Flink applications in Kinesis Data Analytics
  • Demonstration: Explore Zeppelin notebooks for Kinesis Data Analytics
  • Practice Lab: Streaming analytics with Amazon Kinesis Data Analytics and Apache Flink

Module 4: Securing, Monitoring, and Optimizing Amazon Kinesis

  • Optimize Amazon Kinesis to gain actionable business insights
  • Security and monitoring best practices

Module 5: Using Amazon MSK in Streaming Data Analytics Solutions

  • Use cases for Amazon MSK
  • Creating MSK clusters
  • Demonstration: Provisioning an MSK Cluster
  • Ingesting data into Amazon MSK
  • Practice Lab: Introduction to access control with Amazon MSK
  • Transforming and processing in Amazon MSK

Module 6: Securing, Monitoring, and Optimizing Amazon MSK

  • Optimizing Amazon MSK
  • Demonstration: Scaling up Amazon MSK storage
  • Practice Lab: Amazon MSK streaming pipeline and application deployment
  • Security and monitoring
  • Demonstration: Monitoring an MSK cluster

Module 7: Designing Streaming Data Analytics Solutions

  • Use case review
  • Class Exercise: Designing a streaming data analytics workflow

Module B: Developing Modern Data Architectures on AWS

  • Modern data architectures

Register for Training

Schedule

Start DateEnd DateDuration (days)PriceCode
10/7/202410/11/2024520,000AZ-204T00
11/4/202411/8/2024520,000AZ-204T00
12/9/202412/13/2024520,000AZ-204T00
1/6/20251/10/2025520,000AZ-204T00
2/3/20252/7/2025520,000AZ-204T00
3/3/20253/7/2025520,000AZ-204T00
4/21/20254/25/2025520,000AZ-204T00
5/19/20255/23/2025520,000AZ-204T00
6/9/20256/13/2025520,000AZ-204T00
7/14/20257/18/2025520,000AZ-204T00
8/4/20258/8/2025520,000AZ-204T00
9/1/20259/5/2025520,000AZ-204T00
10/6/202510/10/2025520,000AZ-204T00
11/3/202511/7/2025520,000AZ-204T00
12/8/202512/12/2025520,000AZ-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
10/8/202410/11/2024416,000AZ-400T00
11/5/202411/8/2024416,000AZ-400T00
12/10/202412/13/2024416,000AZ-400T00
1/6/20251/9/2025416,000AZ-400T00
2/4/20252/7/2025416,000AZ-400T00
3/4/20253/7/2025416,000AZ-400T00
4/8/20254/11/2025416,000AZ-400T00
5/6/20255/9/2025416,000AZ-400T00
6/2/20256/6/2025416,000AZ-400T00
7/29/20258/1/2025416,000AZ-400T00
8/11/20258/15/2025416,000AZ-400T00
9/9/20259/12/2025416,000AZ-400T00
10/14/202510/17/2025416,000AZ-400T00
11/4/202511/7/2025416,000AZ-400T00
12/1/202512/4/2025416,000AZ-400T00
10/7/202410/11/2024520,000AZ-040T00
11/4/202411/8/2024520,000AZ-040T00
12/9/202412/13/2024520,000AZ-040T00
1/6/20251/10/2025520,000AZ-040T00
2/3/20252/7/2025520,000AZ-040T00
3/24/20253/28/2025520,000AZ-040T00
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5/19/20255/23/2025520,000AZ-040T00
6/9/20256/13/2025520,000AZ-040T00
6/30/20257/4/2025520,000AZ-040T00
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10/6/202510/10/2025520,000AZ-040T00
11/3/202511/7/2025520,000AZ-040T00
12/8/202512/12/2025520,000AZ-040T00
10/15/202410/18/2024416,000AZ-104T00(T)
11/5/202411/8/2024416,000AZ-104T00(T)
12/10/202412/13/2024416,000AZ-104T00(T)
1/6/20251/9/2025416,000AZ-104T00(T)
2/4/20252/7/2025416,000AZ-104T00(T)
3/11/20253/14/2025416,000AZ-104T00(T)
4/22/20254/25/2025416,000AZ-104T00(T)
5/27/20255/30/2025416,000AZ-104T00(T)
6/2/20256/6/2025416,000AZ-104T00(T)
7/15/20257/18/2025416,000AZ-104T00(T)
8/11/20258/15/2025416,000AZ-104T00(T)
9/9/20259/12/2025416,000AZ-104T00(T)
10/14/202510/17/2025416,000AZ-104T00(T)
11/4/202511/7/2025416,000AZ-104T00(T)
12/1/202512/4/2025416,000AZ-104T00(T)
10/15/202410/17/2024312,000AZ-120T00
11/11/202411/13/2024312,000AZ-120T00
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1/13/02051/15/2025312,000AZ-120T00
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8/13/20258/15/2025312,000AZ-120T00
9/10/20259/12/2025312,000AZ-120T00
10/15/202510/17/2025312,000AZ-120T00
11/11/202511/13/2025312,000AZ-120T00
12/10/202512/12/2025312,000AZ-120T00
10/28/202410/31/2024416,000AZ-140T00
11/19/202411/22/2024416,000AZ-140T00
12/17/202412/20/2024416,000AZ-140T00
1/21/20251/24/2025416,000AZ-140T00
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5/27/20255/30/2025416,000AZ-140T00
6/24/20256/27/2025416,000AZ-140T00
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10/27/202510/30/2025416,000AZ-140T00
11/18/202511/21/2025416,000AZ-140T00
12/16/202512/19/2025416,000AZ-140T00
10/8/202410/11/2024416,000AZ-305T00
11/12/202411/15/2024416,000AZ-305T00
12/10/202412/13/2024416,000AZ-305T00
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10/7/202510/10/2025416,000AZ-305T00
11/11/202511/14/2025416,000AZ-305T00
12/9/202512/12/2025416,000AZ-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
10/2/202410/4/2024312,000AZ-700T00
11/6/202411/8/2024312,000AZ-700T00
12/11/202412/13/2024312,000AZ-700T00
1/8/20251/10/2025312,000AZ-700T00
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5/7/20255/9/2025312,000AZ-700T00
6/4/20256/6/2025312,000AZ-700T00
7/7/20257/9/2025312,000AZ-700T00
8/13/20258/15/2025312,000AZ-700T00
9/3/20259/5/2025312,000AZ-700T00
10/1/202510/3/2025312,000AZ-700T00
11/5/202511/7/2025312,000AZ-700T00
12/10/202512/12/2025312,000AZ-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
10/8/202410/11/2024416,000AZ-800T00(T)
11/12/202411/15/2024416,000AZ-800T00(T)
12/10/202412/13/2024416,000AZ-800T00(T)
1/14/20251/17/2025416,000AZ-800T00(T)
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8/11/20258/15/2025416,000AZ-800T00(T)
9/9/20259/12/2025416,000AZ-800T00(T)
10/7/202510/10/2025416,000AZ-800T00(T)
11/11/202511/14/2025416,000AZ-800T00(T)
12/9/202512/12/2025416,000AZ-800T00(T)
10/28/202410/31/2024416,000AZ-801T00
11/19/202411/22/2024416,000AZ-801T00
12/17/202412/20/2024416,000AZ-801T00
1/21/20251/24/2025416,000AZ-801T00
2/18/20252/21/2025416,000AZ-801T00
3/25/20253/28/2025416,000AZ-801T00
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5/27/20255/30/2025416,000AZ-801T00
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8/19/20258/22/2025416,000AZ-801T00
9/16/20259/19/2025416,000AZ-801T00
10/27/202510/30/2025416,000AZ-801T00
11/18/202511/21/2025416,000AZ-801T00
12/16/202512/19/2025416,000AZ-801T00
10/7/202410/7/202414,000AZ-900T00(T)
11/11/202411/11/202414,000AZ-900T00(T)
12/9/202412/9/202414,000AZ-900T00(T)
1/6/20251/6/202514,000AZ-900T00(T)
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3/7/20253/7/202514,000AZ-900T00(T)
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6/13/20256/13/202514,000AZ-900T00(T)
7/9/20257/9/202514,000AZ-900T00(T)
8/11/20258/11/202514,000AZ-900T00(T)
9/8/20259/8/202514,000AZ-900T00(T)
10/6/202510/6/202514,000AZ-900T00(T)
11/7/202511/7/202514,000AZ-900T00(T)
12/8/202512/8/202514,000AZ-900T00(T)
1/6/20251/6/202514,000AI-3016
2/14/20252/14/202514,000AI-3016
3/7/20253/7/202514,000AI-3016
4/18/20254/18/202514,000AI-3016
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10/8/202410/11/2024416,000AI-102T00
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10/7/202410/8/202428,000DP-080T00
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10/2/202410/4/2024312,000DP-100T01
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520,000MD-100T00
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10/7/202410/11/2024520,000MD-102T00(T)
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520,000MS-100T00
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11/24/202511/28/2025520,000MS-102T00(T)
12/22/202512/26/2025520,000MS-102T00(T)
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10/20/202510/20/202514,000DP-603T00
11/21/202511/21/202514,000DP-603T00
12/19/202512/19/202514,000DP-603T00
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12/7/202412/7/202414,000MS-4007
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4/4/20254/4/202514,000MS-4007
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8/8/20258/8/202514,000MS-4007
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10/6/202510/6/202514,000MS-4007
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12/12/202512/12/202514,000MS-4007
12/23/202412/26/202414,000AI-3018
1/3/20251/3/202514,000AI-3018
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3/10/20253/10/202514,000AI-3018
4/11/20254/11/202514,000AI-3018
5/2/20255/2/202514,000AI-3018
6/9/20256/9/202514,000AI-3018
7/4/20257/4/202514,000AI-3018
8/8/20258/8/202514,000AI-3018
9/5/20259/5/202514,000AI-3018
10/10/202510/10/202514,000AI-3018
11/17/202511/17/202514,000AI-3018
12/15/202512/15/202514,000AI-3018
12/28/202512/28/202514,000SC-5006
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3/10/20253/10/202514,000SC-5006
4/7/20254/7/202514,000SC-5006
5/6/20255/6/202514,000SC-5006
6/9/20256/9/202514,000SC-5006
7/18/20257/18/202514,000SC-5006
8/15/20258/15/202514,000SC-5006
9/5/20259/5/202514,000SC-5006
10/17/202510/17/202514,000SC-5006
11/14/202511/14/202514,000SC-5006
12/15/202512/15/202514,000SC-5006
12/9/202412/9/202414,000MS-4009
1/6/20251/6/202514,000MS-4009
2/14/20252/14/202514,000MS-4009
3/10/20253/10/202514,000MS-4009
4/18/20254/18/202514,000MS-4009
5/13/20255/13/202514,000MS-4009
6/20/20256/20/202514,000MS-4009
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9/19/20259/19/202514,000MS-4009
10/17/202510/17/202514,000MS-4009
11/21/202511/21/202514,000MS-4009
11/19/202511/19/202514,000MS-4009
12/23/202412/23/202414,000PL-7008
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10/20/202510/20/202514,000PL-7008
11/17/202511/17/202514,000PL-7008
12/26/202512/26/202514,000PL-7008
12/16/202412/16/202414,000MS-4010
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4/21/20254/21/202514,000MS-4010
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10/24/202510/24/202514,000MS-4010
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12/22/202512/22/202514,000MS-4010
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11/25/202411/27/2024326,000ERTV-05
9/3/20259/5/2025326,000ERTV-05
12/24/202512/26/2025326,000ERTV-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)
10/7/202410/8/2024210,800AWS-CPE(T)
11/14/202411/15/2024210,800AWS-CPE(T)
12/19/202412/20/2024210,800AWS-CPE(T)
1/16/20251/17/2025210,800AWS-CPE(T)
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3/13/20253/14/2025210,800AWS-CPE(T)
6/4/20256/5/2025210,800AWS-CPE(T)
6/16/20256/17/2025210,800AWS-CPE(T)
7/15/20257/16/2025210,800AWS-CPE(T)
8/5/20258/6/2025210,800AWS-CPE(T)
11/22/202411/22/2024110,800AWS-CPE
12/6/202412/6/2024110,800AWS-CPE
1/21/20251/21/202515,900AWS-EBL
2/25/20252/25/202515,900AWS-EBL
1/20/20251/20/202515,900AWS-EFS
2/21/20252/21/202515,900AWS-EFS
10/9/202410/11/2024332,400AWS-ARC(T)
10/29/202410/31/2024332,400AWS-ARC(T)
11/27/202411/29/2024332,400AWS-ARC(T)
1/13/20251/15/2025332,400AWS-ARC(T)
2/5/20252/7/2025332,400AWS-ARC(T)
5/27/20255/29/2025332,400AWS-ARC(T)
6/18/20256/20/2025332,400AWS-ARC(T)
7/2/20257/4/2025332,400AWS-ARC(T)
8/20/20258/22/2025332,400AWS-ARC(T)
9/17/20259/19/2025332,400AWS-ARC(T)
10/15/202510/17/2025332,400AWS-ARC(T)
11/19/202511/21/2025332,400AWS-ARC(T)
12/17/202512/19/2025332,400AWS-ARC(T)
10,800AWS-WBP
32,400AWS-ADA
10,800AWS-AWB
54,000AWS-ARA
11/20/202411/22/2024332,400AWS-COA(T)
12/2/202412/4/2024332,400AWS-COA(T)
1/22/20251/24/2025332,400AWS-COA(T)
3/12/20253/14/2025332,400AWS-COA(T)
5/28/20255/30/2025332,400AWS-COA(T)
6/18/20256/20/2025332,400AWS-COA(T)
7/15/20257/17/2025332,400AWS-COA(T)
8/27/20258/29/2025332,400AWS-COA(T)
9/24/20259/26/2025332,400AWS-COA(T)
10/27/202510/29/2025332,400AWS-COA(T)
11/19/202511/21/2025332,400AWS-COA(T)
12/24/202512/26/2025332,400AWS-COA(T)
21,600AWS-FIN
32,400AWS-CFM
10/16/202410/18/2024332,400AWS-DWA
11/20/202411/22/2024332,400AWS-DWA
12/18/202412/20/2024332,400AWS-DWA
8/20/20258/22/2025332,400AWS-DWA
9/17/20259/19/2025332,400AWS-DWA
10/15/202510/17/2025332,400AWS-DWA
11/19/202511/21/2025332,400AWS-DWA
12/17/202512/19/2025332,400AWS-DWA
10,800AWS-BLK
10,800AWS-BDA
10,800AWS-BBD
10,800AWS-BSD
21,600AWS-AVA
10/28/202410/30/2024332,400AWS-PDD
11/20/202411/22/2024332,400AWS-PDD
12/25/202412/27/2024332,400AWS-PDD
8/27/20258/29/2025332,400AWS-PDD
9/24/20259/26/2025332,400AWS-PDD
10/27/202510/29/2025332,400AWS-PDD
11/19/202511/21/2025332,400AWS-PDD
12/24/202512/26/2025332,400AWS-PDD
11/11/202411/13/2024332,400AWS-DEV
12/16/202412/18/2024332,400AWS-DEV
8/20/20258/22/2025332,400AWS-DEV
9/17/20259/19/2025332,400AWS-DEV
10/15/202510/17/2025332,400AWS-DEV
11/19/202511/21/2025332,400AWS-DEV
12/17/202512/19/2025332,400AWS-DEV
32,400AWS-ADE
10/28/202410/30/2024332,400AWS-DOP
11/20/202411/22/2024332,400AWS-DOP
12/25/202412/27/2024332,400AWS-DOP
8/27/20258/29/2025332,400AWS-DOP
9/24/20259/26/2025332,400AWS-DOP
10/27/202510/29/2025332,400AWS-DOP
11/19/202511/21/2025332,400AWS-DOP
12/24/202512/26/2025332,400AWS-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
10/16/202410/18/2024332,400AWS-MLE
11/20/202411/22/2024332,400AWS-MLE
8/26/20258/28/2025332,400AWS-MLE
9/17/20259/19/2025332,400AWS-MLE
10/15/202510/17/2025332,400AWS-MLE
11/19/202511/21/2025332,400AWS-MLE
10,800AWS-PDS
43,200AWS-MLP
32,400AWS-SSD
21,600AWS-VSE
10/15/202410/15/2024110,800AWS-MES
11/18/202411/18/2024110,800AWS-MES
12/16/202412/16/2024110,800AWS-MES
1/13/20251/13/2025110,800AWS-MES
2/13/20252/13/2025110,800AWS-MES
3/14/20253/14/2025110,800AWS-MES
4/23/20254/23/2025110,800AWS-MES
5/19/20255/19/2025110,800AWS-MES
6/20/20256/20/2025110,800AWS-MES
7/1/20257/1/2025110,800AWS-MES
8/4/20258/4/2025110,800AWS-MES
9/15/20259/16/2025210,800AWS-MES
10/14/202510/15/2025210,800AWS-MES
11/14/202511/15/2025210,800AWS-MES
12/15/202512/16/2025210,800AWS-MES
10/16/202410/18/2024332,400AWS-MGA
6/18/20256/20/2025332,400AWS-MGA
8/6/20258/8/2025332,400AWS-MGA
10/15/202510/17/2025332,400AWS-MGA
11/19/202411/19/2024110,800AWS-SES
12/6/202412/6/2024110,800AWS-SES
1/13/20251/13/2025110,800AWS-SES
2/13/20252/13/2025110,800AWS-SES
3/14/20253/14/2025110,800AWS-SES
4/23/20254/23/2025110,800AWS-SES
5/19/20255/19/2025110,800AWS-SES
6/20/20256/20/2025110,800AWS-SES
7/18/20257/18/2025110,800AWS-SES
8/19/20258/19/2025110,800AWS-SES
9/15/20259/15/2025110,800AWS-SES
10/14/202510/14/2025110,800AWS-SES
11/14/202511/14/2025110,800AWS-SES
12/15/202512/15/2025110,800AWS-SES
8/27/20258/29/2025332,400AWS-SEN
9/24/20259/26/2025332,400AWS-SEN
10/27/202510/29/2025332,400AWS-SEN
11/19/202511/21/2025332,400AWS-SEN
12/24/202512/26/2025332,400AWS-SEN
10,800AWS-SGS
10,800AWS-SBP
10/28/202410/28/2024110,800AWS-TES(T)
11/18/202411/18/2024110,800AWS-TES(T)
12/6/202412/6/2024110,800AWS-TES(T)
12/20/202412/20/2024110,800AWS-TES(T)
1/23/20251/23/2025110,800AWS-TES(T)
2/27/20252/27/2025110,800AWS-TES(T)
4/29/20254/29/2025110,800AWS-TES(T)
5/26/20255/26/2025110,800AWS-TES(T)
6/17/20256/17/2025110,800AWS-TES(T)
7/1/20257/1/2025110,800AWS-TES(T)
7/14/20257/14/2025110,800AWS-TES(T)
8/19/20258/19/2025110,800AWS-TES(T)
8/25/20258/25/2025110,800AWS-TES(T)
9/16/20259/16/2025110,800AWS-TES(T)
10/14/202510/14/2025110,800AWS-TES(T)
11/6/202511/6/2025110,800AWS-TES(T)
12/9/202512/9/2025110,800AWS-TES(T)
11/29/202411/29/20240.510,800AWS-AIE
12/16/202412/16/20240.510,800AWS-AIE
10/2/202410/4/2024345,000D1101651GC10
11/6/202411/8/2024345,000D1101651GC10
12/11/202412/13/2024345,000D1101651GC10
1/20/20251/22/2025345,000D1101651GC10
4/21/20254/23/2025345,000D1101651GC10
7/21/20257/23/2025345,000D1101651GC10
10/20/202510/22/2025345,000D1101651GC10
11/11/202411/15/2024557,900D107509GC10
12/9/202412/13/2024557,900D107509GC10
1/13/20251/17/2025557,900D107509GC10
2/17/20252/21/2025557,900D107509GC10
3/10/20253/14/2025557,900D107509GC10
4/7/20254/11/2025557,900D107509GC10
5/5/20255/9/2025557,900D107509GC10
6/9/20256/13/2025557,900D107509GC10
7/14/20257/18/2025557,900D107509GC10
8/4/20258/8/2025557,900D107509GC10
9/1/20259/5/2025557,900D107509GC10
9/29/202510/3/2025557,900D107509GC10
11/3/202511/7/2025557,900D107509GC10
12/15/202512/19/2025557,900D107509GC10
1/20/20251/24/2025546,200D107511GC10
3/17/20253/21/2025546,200D107511GC10
4/21/20254/25/2025546,200D107511GC10
5/19/20255/23/2025546,200D107511GC10
6/16/20256/20/2025546,200D107511GC10
7/21/20257/25/2025546,200D107511GC10
8/18/20258/22/2025546,200D107511GC10
9/8/20259/12/2025546,200D107511GC10
10/6/202510/10/2025546,200D107511GC10
11/10/202511/14/2025546,200D107511GC10
12/22/202512/26/2025546,200D107511GC10
4/17/20254/18/2025240,000D1105780GC10
6/5/20256/6/2025240,000D1105780GC10
8/14/20258/15/2025240,000D1105780GC10
10/21/202510/22/2025240,000D1105780GC10
12/3/202512/4/2025240,000D1105780GC10
4/17/20254/18/2025240,000D1109439GC10
6/5/20256/6/2025240,000D1109439GC10
8/14/20258/15/2025240,000D1109439GC10
10/21/202510/22/2025240,000D1109439GC10
12/3/202512/4/2025240,000D1109439GC10
4/7/20254/11/2025575,000D1106069GC10
6/9/20256/13/2025575,000D1106069GC10
8/4/20258/8/2025575,000D1106069GC10
10/6/202510/10/2025575,000D1106069GC10
12/15/202512/19/2025575,000D1106069GC10
10/28/202411/1/2024557,900D108103GC20
11/18/202411/22/2024557,900D108103GC20
12/23/202412/27/2024557,900D108103GC20
1/27/20251/31/2025557,900D108103GC20
3/24/20253/28/2025557,900D108103GC20
5/26/20255/30/2025557,900D108103GC20
6/23/20256/27/2025557,900D108103GC20
8/25/20258/29/2025557,900D108103GC20
9/15/20259/19/2025557,900D108103GC20
10/27/202510/31/2025557,900D108103GC20
11/17/202511/21/2025557,900D108103GC20
11/12/202411/15/2024458,600D108654GC10
12/10/202412/13/2024458,600D108654GC10
1/28/20251/31/2025458,600D108654GC10
4/22/20254/25/2025458,600D108654GC10
7/22/20257/25/2025458,600D108654GC10
556,500D78848GC20
10/15/202410/18/2024458,600D108634GC10
11/19/202411/22/2024458,600D108634GC10
12/17/202412/20/2024458,600D108634GC10
1/14/20251/17/2025458,600D108634GC10
2/10/20252/14/2025458,600D108634GC10
3/11/20253/14/2025458,600D108634GC10
4/22/20254/25/2025458,600D108634GC10
5/13/20255/16/2025458,600D108634GC10
6/17/20256/20/2025458,600D108634GC10
7/15/20257/18/2025458,600D108634GC10
8/11/20258/15/2025458,600D108634GC10
9/16/20259/19/2025458,600D108634GC10
10/14/202510/17/2025458,600D108634GC10
11/11/202511/14/2025458,600D108634GC10
12/16/202512/19/2025458,600D108634GC10
11/4/202411/5/2024240,000D108638GC10
12/2/202412/3/2024240,000D108638GC10
2/13/20252/14/2025240,000D108638GC10
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6/5/20256/6/2025240,000D108638GC10
8/14/20258/15/2025240,000D108638GC10
10/16/202510/17/2025240,000D108638GC10
10/7/202410/11/2024575,000D108774GC20
11/18/202411/22/2024575,000D108774GC20
12/16/202412/20/2024575,000D108774GC20
1/13/20251/17/2025575,000D108774GC20
2/17/20252/21/2025575,000D108774GC20
3/10/20253/14/2025575,000D108774GC20
4/21/20254/25/2025575,000D108774GC20
5/19/20255/23/2025575,000D108774GC20
6/16/20256/20/2025575,000D108774GC20
7/14/20257/18/2025575,000D108774GC20
8/18/20258/22/2025575,000D108774GC20
9/15/20259/19/2025575,000D108774GC20
11/10/202511/14/2025575,000D108774GC20
12/15/202512/19/2025575,000D108774GC20
10/28/202411/1/2024575,000D108630GC10
11/25/202411/29/2024575,000D108630GC10
12/23/202412/27/2024575,000D108630GC10
1/13/20251/17/2025575,000D108630GC10
2/17/20252/21/2025575,000D108630GC10
3/10/20253/14/2025575,000D108630GC10
4/21/20254/25/2025575,000D108630GC10
5/19/20255/23/2025575,000D108630GC10
6/16/20256/20/2025575,000D108630GC10
7/14/20257/18/2025575,000D108630GC10
8/18/20258/22/2025575,000D108630GC10
9/15/20259/19/2025575,000D108630GC10
11/10/202511/14/2025575,000D108630GC10
12/15/202512/19/2025575,000D108630GC10
2/13/20252/14/2025240,000D1106095GC10
4/17/20254/18/2025240,000D1106095GC10
6/5/20256/6/2025240,000D1106095GC10
10/16/202510/17/2025240,000D1106095GC10
2/19/20252/21/2025345,000D1101948GC10
5/28/20255/30/2025345,000D1101948GC10
8/20/20258/22/2025345,000D1101948GC10
2/13/20252/14/2025239,200D1101944GC10
5/26/20255/27/2025239,200D1101944GC10
8/18/20258/19/2025239,200D1101944GC10
10/28/202411/1/2024570,500D110148GC10
11/25/202411/29/2024570,500D110148GC10
12/16/202412/20/2024570,500D110148GC10
1/13/20251/17/2025570,500D110148GC10
2/17/20252/21/2025570,500D110148GC10
3/10/20253/14/2025570,500D110148GC10
5/26/20255/30/2025570,500D110148GC10
6/9/20256/13/2025570,500D110148GC10
7/14/20257/18/2025570,500D110148GC10
8/4/20258/8/2025570,500D110148GC10
9/8/20259/12/2025570,500D110148GC10
10/6/202510/10/2025570,500D110148GC10
11/17/202511/21/2025570,500D110148GC10
12/15/202512/19/2025570,500D110148GC10
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)
1/6/20251/6/202512,500OF-19-NF(T)
2/3/20252/3/202512,500OF-19-NF(T)
3/10/20253/10/202512,500OF-19-NF(T)
4/4/20254/4/202512,500OF-19-NF(T)
5/2/20255/2/202512,500OF-19-NF(T)
6/9/20256/9/202512,500OF-19-NF(T)
7/9/20257/9/202512,500OF-19-NF(T)
8/11/20258/11/202512,500OF-19-NF(T)
9/5/20259/5/202512,500OF-19-NF(T)
10/6/202510/6/202512,500OF-19-NF(T)
11/10/202511/10/202512,500OF-19-NF(T)
12/4/202512/4/202512,500OF-19-NF(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)
1/16/20251/17/202525,000WD-19-01(T)
2/13/20252/14/202525,000WD-19-01(T)
3/24/20253/25/202525,000WD-19-01(T)
4/10/20254/11/202525,000WD-19-01(T)
5/6/20255/7/202525,000WD-19-01(T)
6/10/20256/11/202525,000WD-19-01(T)
7/8/20257/9/202525,000WD-19-01(T)
8/4/20258/5/202525,000WD-19-01(T)
9/15/20259/16/202525,000WD-19-01(T)
10/14/202510/15/202525,000WD-19-01(T)
11/13/202511/14/202525,000WD-19-01(T)
12/8/202512/9/202525,000WD-19-01(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)
1/23/20251/24/202525,000WD-19-02(T)
2/10/20252/11/202525,000WD-19-02(T)
3/26/20253/27/202525,000WD-19-02(T)
4/17/20254/18/202525,000WD-19-02(T)
5/8/20255/9/202525,000WD-19-02(T)
6/12/20256/13/202525,000WD-19-02(T)
7/17/20257/18/202525,000WD-19-02(T)
8/18/20258/19/202525,000WD-19-02(T)
9/22/20259/23/202525,000WD-19-02(T)
10/16/202510/17/202525,000WD-19-02(T)
11/17/202511/18/202525,000WD-19-02(T)
12/18/202512/19/202525,000WD-19-02(T)
10/15/202410/16/202425,000EX-19-01(T)
11/14/202411/15/202425,000EX-19-01(T)
12/9/202412/10/202425,000EX-19-01(T)
1/16/20251/17/202525,000EX-19-01(T)
2/27/20252/28/202525,000EX-19-01(T)
3/24/20253/25/202525,000EX-19-01(T)
4/10/20254/11/202525,000EX-19-01(T)
5/6/20255/7/202525,000EX-19-01(T)
6/10/20256/11/202525,000EX-19-01(T)
7/8/20257/9/202525,000EX-19-01(T)
8/5/20258/6/202525,000EX-19-01(T)
9/15/20259/16/202525,000EX-19-01(T)
10/14/202510/15/202525,000EX-19-01(T)
11/13/202511/14/202525,000EX-19-01(T)
12/8/202512/9/202525,000EX-19-01(T)
12/19/202412/20/202425,000EX-19-02(T)
1/13/20251/14/202525,000EX-19-02(T)
2/13/20252/14/202525,000EX-19-02(T)
3/26/20253/27/202525,000EX-19-02(T)
4/17/20254/18/202525,000EX-19-02(T)
5/8/20255/9/202525,000EX-19-02(T)
6/12/20256/13/202525,000EX-19-02(T)
7/17/20257/18/202525,000EX-19-02(T)
8/21/20258/22/202525,000EX-19-02(T)
9/22/20259/23/202525,000EX-19-02(T)
10/16/202510/17/202525,000EX-19-02(T)
11/17/202511/18/202525,000EX-19-02(T)
12/18/202512/19/202525,000EX-19-02(T)
10/25/202410/25/202412,500EX-19-03(T)
11/25/202411/25/202412,500EX-19-03(T)
12/23/202412/23/202412,500EX-19-03(T)
1/27/20251/27/202512,500EX-19-03(T)
2/27/20252/27/202512,500EX-19-03(T)
3/28/20253/28/202512,500EX-19-03(T)
4/18/20254/18/202512,500EX-19-03(T)
5/13/20255/13/202512,500EX-19-03(T)
6/30/20256/30/202512,500EX-19-03(T)
7/21/20257/21/202512,500EX-19-03(T)
8/29/20258/29/202512,500EX-19-03(T)
9/22/20259/22/202512,500EX-19-03(T)
10/24/202510/24/202512,500EX-19-03(T)
11/24/202511/24/202512,500EX-19-03(T)
12/22/202512/22/202512,500EX-19-03(T)
10/7/202410/8/202425,000PP-19-01(T)
11/4/202411/5/202425,000PP-19-01(T)
12/9/202412/10/202425,000PP-19-01(T)
1/13/20251/14/202525,000PP-19-01(T)
2/27/20252/28/202525,000PP-19-01(T)
3/24/20253/25/202525,000PP-19-01(T)
4/10/20254/11/202525,000PP-19-01(T)
5/13/20255/14/202525,000PP-19-01(T)
6/10/20256/11/202525,000PP-19-01(T)
7/8/20257/9/202525,000PP-19-01(T)
8/4/20258/5/202525,000PP-19-01(T)
9/8/20259/9/202525,000PP-19-01(T)
10/6/202510/7/202525,000PP-19-01(T)
11/3/202511/4/202525,000PP-19-01(T)
12/8/202512/9/202525,000PP-19-01(T)
10/15/202410/16/202425,000PP-19-02(T)
11/14/202411/15/202425,000PP-19-02(T)
12/19/202412/20/202425,000PP-19-02(T)
1/16/20251/17/202525,000PP-19-02(T)
2/24/20252/25/202525,000PP-19-02(T)
3/26/20253/27/202525,000PP-19-02(T)
4/17/20254/18/202525,000PP-19-02(T)
5/15/20255/16/202525,000PP-19-02(T)
6/12/20256/13/202525,000PP-19-02(T)
7/17/20257/18/202525,000PP-19-02(T)
8/18/20258/19/202525,000PP-19-02(T)
9/15/20259/16/202525,000PP-19-02(T)
10/14/202510/15/202525,000PP-19-02(T)
11/13/202511/14/202525,000PP-19-02(T)
12/18/202512/19/202525,000PP-19-02(T)
10/2/202410/4/202437,500PJ-19-US(T)
11/6/202411/8/202437,500PJ-19-US(T)
12/2/202412/4/202437,500PJ-19-US(T)
1/8/20251/10/202537,500PJ-19-US(T)
2/19/20252/21/202537,500PJ-19-US(T)
3/12/20253/14/202537,500PJ-19-US(T)
4/8/20254/10/202537,500PJ-19-US(T)
5/7/20255/9/202537,500PJ-19-US(T)
6/4/20256/6/202537,500PJ-19-US(T)
7/7/20257/9/202537,500PJ-19-US(T)
8/13/20258/15/202537,500PJ-19-US(T)
9/3/20259/5/202537,500PJ-19-US(T)
10/1/202510/3/202537,500PJ-19-US(T)
11/5/202511/7/202537,500PJ-19-US(T)
12/1/202512/3/202537,500PJ-19-US(T)
10/25/202410/25/202412,500OL-19-01(T)
11/25/202411/25/202412,500OL-19-01(T)
12/23/202412/23/202412,500OL-19-01(T)
1/20/20251/20/202512,500OL-19-01(T)
2/28/20252/28/202512,500OL-19-01(T)
3/24/20253/24/202512,500OL-19-01(T)
4/11/20254/11/202512,500OL-19-01(T)
5/16/20255/16/202512,500OL-19-01(T)
6/30/20256/30/202512,500OL-19-01(T)
7/21/20257/21/202512,500OL-19-01(T)
8/25/20258/25/202512,500OL-19-01(T)
9/22/20259/22/202512,500OL-19-01(T)
10/24/202510/24/202512,500OL-19-01(T)
11/24/202511/24/202512,500OL-19-01(T)
12/22/202512/22/202512,500OL-19-01(T)
456,400D101287GC10
6/4/20246/7/2024449,000D90871GC20
7/2/20247/5/2024449,000D90871GC20
8/13/20248/16/2024449,000D90871GC20
9/10/20249/13/2024449,000D90871GC20
10/1/202410/4/2024449,000D90871GC20
11/5/202411/8/2024449,000D90871GC20
12/10/202412/13/2024449,000D90871GC20
556,500D66376GC51
1/20/20251/24/2025557,900D61762GC51
3/17/20253/21/2025557,900D61762GC51
5/26/20255/30/2025557,900D61762GC51
7/21/20257/25/2025557,900D61762GC51
9/22/20259/26/2025557,900D61762GC51
11/17/202511/21/2025557,900D61762GC51
11/5/202411/8/2024457,000D109197GC10
12/10/202412/13/2024457,000D109197GC10
2/18/20252/21/2025457,000D109197GC10
4/22/20254/25/2025457,000D109197GC10
6/24/20256/27/2025457,000D109197GC10
8/19/20258/22/2025457,000D109197GC10
10/20/202510/24/2025457,000D109197GC10
12/16/202512/19/2025457,000D109197GC10
2/17/20252/21/2025557,900D66378GC50
4/21/20254/25/2025557,900D66378GC50
6/23/20256/27/2025557,900D66378GC50
8/18/20258/22/2025557,900D66378GC50
12/15/202512/19/2025557,900D66378GC50
6/27/20246/28/2024236,900D108463GC10
7/30/20247/31/2024236,900D108463GC10
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1/13/20251/17/2025598,500D95507GC20(T)
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12/15/202512/19/2025598,500D95507GC20(T)
10/28/202411/1/2024596,500D95503GC10
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11/3/202511/7/2025557,900D108650GC10(T)
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6/23/20256/27/2025519,900PYTN104(T)
7/14/20257/18/2025519,900PYTN104(T)
8/25/20258/29/2025519,900PYTN104(T)
9/22/20259/26/2025519,900PYTN104(T)
10/27/202510/31/2025519,900PYTN104(T)
11/24/202511/28/2025519,900PYTN104(T)
12/22/202512/26/2025519,900PYTN104(T)
4/21/20254/25/2025535,000PMP7(T)
5/19/20255/23/2025535,000PMP7(T)
10/6/202510/10/2025535,000PMP7(T)
6/14/20246/14/202414,000AI-050T00
7/15/20247/15/202414,000AI-050T00
8/16/20248/16/202414,000AI-050T00
9/9/20249/9/202414,000AI-050T00
10/18/202410/18/202414,000AI-050T00
11/11/202411/11/202414,000AI-050T00
12/16/202412/16/202414,000AI-050T00
10/18/202410/18/202414,000DP-601T00
11/11/202411/11/202414,000DP-601T00
12/16/202412/16/202414,000DP-601T00
1/17/20251/17/202514,000DP-601T00
2/14/20252/14/202514,000DP-601T00
3/14/20253/14/202514,000DP-601T00
4/18/20254/18/202514,000DP-601T00
5/19/20255/19/202514,000DP-601T00
6/13/20256/13/202514,000DP-601T00
7/14/20257/14/202514,000DP-601T00
8/15/20258/15/202514,000DP-601T00
9/15/20259/15/202514,000DP-601T00
10/17/202510/17/202514,000DP-601T00
11/14/202511/14/202514,000DP-601T00
12/15/202512/15/202514,000DP-601T00
12/13/202412/13/202414,000DP-604T00
1/27/20251/27/202514,000DP-604T00
2/24/20252/24/202514,000DP-604T00
3/24/20253/24/202514,000DP-604T00
4/25/20254/25/202514,000DP-604T00
5/26/20255/26/202514,000DP-604T00
6/23/20256/23/202514,000DP-604T00
7/25/20257/25/202514,000DP-604T00
8/25/20258/25/202514,000DP-604T00
9/26/20259/26/202514,000DP-604T00
10/24/202510/24/202514,000DP-604T00
11/24/202511/24/202514,000DP-604T00
12/22/202512/22/202514,000DP-604T00
24,000IC-002T00
10/8/202410/11/2024416,000DP-203T00
11/12/202411/15/2024416,000DP-203T00
12/10/202412/13/2024416,000DP-203T00
1/14/20251/17/2025416,000DP-203T00
2/10/20252/14/2025416,000DP-203T00
3/11/20253/14/2025416,000DP-203T00
4/1/20254/4/2025416,000DP-203T00
5/13/20255/16/2025416,000DP-203T00
6/17/20256/20/2025416,000DP-203T00
7/15/20257/18/2025416,000DP-203T00
8/26/20258/29/2025416,000DP-203T00
9/9/20259/12/2025416,000DP-203T00
10/7/202510/10/2025416,000DP-203T00
11/11/202511/14/2025416,000DP-203T00
12/9/202512/12/2025416,000DP-203T00

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