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QUOTATION

Building Data Lakes on AWS

In this course, you will learn how to build an operational data lake that supports analysis of both structured and unstructured data. You will learn the components and functionality of the services involved in creating a data lake. You will use AWS Lake Formation to build a data lake, AWS Glue to build a data catalog, and Amazon Athena to analyze data. The course lectures and labs further your learning with the exploration of several common data lake architectures. • Course level: Intermediate • Duration: 1 day

ACTIVITES

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

COURSE OBJECTIVES

In this course, you will learn to:

  • Apply data lake methodologies in planning and designing a data lake
  • Articulate the components and services required for building an AWS data lake
  • Secure a data lake with appropriate permission
  • Ingest, store, and transform data in a data lake
  • Query, analyze, and visualize data within a data lake

INTENDED AUDIENCE

This course is intended for:

  • Data platform engineers
  • Solutions architects
  • IT professionals

PREREQUISITES

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

  • Completed the AWS Technical Essentials classroom course
  • One year of experience building data analytics pipelines or have completed the Data Analytics Fundamentals digital course
Phone
Phone
Product
Amazon Web Services
Code
AWS-BLK
Duration
1 Day
Price (baht)
10,800

About the course

COURSE OUTLINE

Module 1: Introduction to data lakes

  • Describe the value of data lakes
  • Compare data lakes and data warehouses
  • Describe the components of a data lake
  • Recognize common architectures built on data lakes

Module 2: Data ingestion, cataloging, and preparation

  • Describe the relationship between data lake storage and data ingestion
  • Describe AWS Glue crawlers and how they are used to create a data catalog
  • Identify data formatting, partitioning, and compression for efficient storage and query
  • Lab 1: Set up a simple data lake

Module 3: Data processing and analytics

  • Recognize how data processing applies to a data lake
  • Use AWS Glue to process data within a data lake
  • Describe how to use Amazon Athena to analyze data in a data lake

Module 4: Building a data lake with AWS Lake Formation

  • Describe the features and benefits of AWS Lake Formation
  • Use AWS Lake Formation to create a data lake
  • Understand the AWS Lake Formation security model
  • Lab 2: Build a data lake using AWS Lake Formation

Module 5: Additional Lake Formation configurations

  • Automate AWS Lake Formation using blueprints and workflows
  • Apply security and access controls to AWS Lake Formation
  • Match records with AWS Lake Formation FindMatches
  • Visualize data with Amazon QuickSight
  • Lab 3: Automate data lake creation using AWS Lake Formation blueprints
  • Lab 4: Data visualization using Amazon QuickSight

Module 6: Architecture and course review

  • Post course knowledge check
  • Architecture review
  • Course review

 

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
2/17/20252/21/2025520,000AZ-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
2/24/20252/28/2025520,000AZ-040T00
3/24/20253/28/2025520,000AZ-040T00
4/21/20254/25/2025520,000AZ-040T00
5/19/20255/23/2025520,000AZ-040T00
6/9/20256/13/2025520,000AZ-040T00
6/30/20257/4/2025520,000AZ-040T00
8/4/20258/8/2025520,000AZ-040T00
9/1/20259/5/2025520,000AZ-040T00
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)
5/13/20255/16/2025416,000AZ-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
12/11/202412/13/2024312,000AZ-120T00
1/13/02051/15/2025312,000AZ-120T00
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3/10/20253/12/2025312,000AZ-120T00
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5/14/20255/16/2025312,000AZ-120T00
6/9/20256/11/2025312,000AZ-120T00
7/7/20257/9/2025312,000AZ-120T00
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
2/18/20252/21/2025416,000AZ-140T00
3/18/20253/21/2025416,000AZ-140T00
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5/27/20255/30/2025416,000AZ-140T00
6/24/20256/27/2025416,000AZ-140T00
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8/18/20258/21/2025416,000AZ-140T00
9/16/20259/19/2025416,000AZ-140T00
10/27/202510/30/2025416,000AZ-140T00
11/18/202511/21/2025416,000AZ-140T00
12/16/202512/19/2025416,000AZ-140T00
1/14/20251/17/2025416,000AZ-305T00
2/10/20252/13/2024416,000AZ-305T00
3/11/20253/15/2025416,000AZ-305T00
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6/9/20256/12/2025416,000AZ-305T00
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8/5/20258/8/2025416,000AZ-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
2/5/20252/7/2025312,000AZ-700T00
3/5/20253/7/2025312,000AZ-700T00
4/2/20254/4/2025312,000AZ-700T00
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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3/11/20253/14/2025416,000AZ-800T00(T)
4/22/20254/25/2025416,000AZ-800T00(T)
5/13/20255/16/2025416,000AZ-800T00(T)
6/2/20256/6/2025416,000AZ-800T00(T)
7/15/20257/18/2025416,000AZ-800T00(T)
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
4/22/20254/25/2025416,000AZ-801T00
5/27/20255/30/2025416,000AZ-801T00
6/17/20256/20/2025416,000AZ-801T00
7/22/20257/25/2025416,000AZ-801T00
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)
2/3/20252/3/202514,000AZ-900T00(T)
3/7/20253/7/202514,000AZ-900T00(T)
4/4/20254/4/202514,000AZ-900T00(T)
5/5/20255/5/202514,000AZ-900T00(T)
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
5/2/20255/2/202514,000AI-3016
6/6/20256/6/202514,000AI-3016
7/14/20257/14/202514,000AI-3016
8/15/20258/15/202514,000AI-3016
9/12/20259/12/202514,000AI-3016
10/10/202510/10/202514,000AI-3016
11/7/202511/7/202514,000AI-3016
12/12/202512/12/202514,000AI-3016
10/8/202410/11/2024416,000AI-102T00
11/12/202411/15/2024416,000AI-102T00
12/10/202412/13/2024416,000AI-102T00
1/14/20251/17/2025416,000AI-102T00
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10/7/202410/7/202414,000AI-900T00
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1/6/20251/6/202514,000AI-900T00
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11/3/202511/3/202514,000AI-900T00
12/8/202512/8/202514,000AI-900T00
10/7/202410/8/202428,000DP-080T00
11/14/202411/15/202428,000DP-080T00
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10/6/202510/7/202528,000DP-080T00
11/10/202511/11/202528,000DP-080T00
12/11/202512/12/202528,000DP-080T00
10/2/202410/4/2024312,000DP-100T01
11/6/202411/8/2024312,000DP-100T01
12/11/202412/13/2024312,000DP-100T01
1/8/20251/10/2025312,000DP-100T01
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10/1/202510/3/2025312,000DP-100T01
11/5/202511/7/2025312,000DP-100T01
12/10/202512/12/2025312,000DP-100T01
10/28/202410/31/2024416,000DP-300T00(T)
11/19/202411/22/2024416,000DP-300T00(T)
12/17/202412/20/2024416,000DP-300T00(T)
1/21/20251/24/2025416,000DP-300T00(T)
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10/27/202510/30/2025416,000DP-300T00(T)
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10/15/202410/18/2024416,000DP-420T00
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1/21/20251/24/2025416,000DP-420T00
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11/11/202511/14/2025416,000DP-420T00
12/16/202512/19/2025416,000DP-420T00
520,000MD-100T00
520,000MD-101T00
10/7/202410/11/2024520,000MD-102T00(T)
11/25/202411/29/2024520,000MD-102T00(T)
12/23/202412/27/2024520,000MD-102T00(T)
1/20/20251/24/2025520,000MD-102T00(T)
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11/24/202511/28/2025520,000MD-102T00(T)
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520,000MS-100T00
520,000MS-101T00
1/20/20251/24/2025520,000MS-102T00(T)
2/17/20252/21/2025520,000MS-102T00(T)
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12/15/202512/19/2025520,000MS-102T00(T)
6/10/20246/14/2024520,000MS-203T00
320,000MS-220T00
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10/15/202410/18/2024416,000MS-700T00(T)
11/12/202411/15/2024416,000MS-700T00(T)
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11/11/202511/14/2025416,000MS-700T00(T)
12/9/202512/12/2025416,000MS-700T00(T)
312,000MS-720T00
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10/17/202510/17/202514,000SC-5006
11/14/202511/14/202514,000SC-5006
12/15/202512/15/202514,000SC-5006
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5/13/20255/13/202514,000MS-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
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12/23/202412/23/202414,000PL-7008
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5/30/20255/30/202514,000PL-7008
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8/22/20258/22/202514,000PL-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
1/10/20251/10/202514,000MS-4010
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3/17/20253/17/202514,000MS-4010
4/21/20254/21/202514,000MS-4010
5/23/20255/23/202514,000MS-4010
6/23/20256/23/202514,000MS-4010
7/21/20257/21/202514,000MS-4010
8/18/20258/18/202514,000MS-4010
9/26/20259/26/202514,000MS-4010
10/24/202510/24/202514,000MS-4010
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12/22/202512/22/202514,000MS-4010
12/27/202412/27/202414,000MS-4015
1/17/20251/17/202514,000MS-4015
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3/21/20253/21/202514,000MS-4015
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5/23/20255/23/202514,000MS-4015
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7/25/20257/25/202514,000MS-4015
8/22/20258/22/202514,000MS-4015
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10/27/202510/27/202514,000MS-4015
11/24/202511/24/202514,000MS-4015
12/22/202512/22/202514,000MS-4015
12/23/202412/23/202414,000MD-4011
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4/18/20254/18/202514,000MD-4011
5/23/20255/23/202514,000MD-4011
6/23/20256/23/202514,000MD-4011
7/25/20257/25/202514,000MD-4011
8/22/20258/22/202514,000MD-4011
9/26/20259/26/202514,000MD-4011
10/24/202510/24/202514,000MD-4011
11/28/202511/28/202514,000MD-4011
12/26/202512/26/202514,000MD-4011
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5/27/20255/30/202544,000DP-700T00
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8/25/20258/28/202544,000DP-700T00
9/23/20259/26/202544,000DP-700T00
10/27/202510/30/202544,000DP-700T00
11/25/202511/28/202544,000DP-700T00
12/23/202512/26/202544,000DP-700T00
2/28/20252/28/202514,000MS-4014
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4/28/20254/28/202514,000MS-4014
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6/27/20256/27/202514,000MS-4014
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10/27/202510/27/202514,000MS-4014
11/28/202511/28/202514,000MS-4014
12/29/202512/29/202514,000MS-4014
3/24/20253/24/202514,000MS-4021
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5/16/20255/16/202514,000MS-4021
6/16/20256/16/202514,000MS-4021
7/18/20257/18/202514,000MS-4021
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9/19/20259/19/202514,000MS-4021
10/20/202510/20/202514,000MS-4021
11/21/202511/21/202514,000MS-4021
12/22/202512/22/202514,000MS-4021
110,000ERTV-01
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9/24/20259/26/2025326,000ERTV-02
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11/26/202511/28/2025326,000ERTV-02
12/17/202512/19/2025326,000ERTV-02
8/20/20258/22/2025326,000ERTV-03
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10/20/202510/22/2025326,000ERTV-04
9/3/20259/5/2025326,000ERTV-05
12/24/202512/26/2025326,000ERTV-05
3/17/20253/21/2025450,000DCVCTS
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4/21/20254/25/2025562,000VSICM8
5/19/20255/23/2025562,000VSICM8
6/16/20256/20/2025562,000VSICM8
3/3/20253/7/2025566,000VSAAV80
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6/9/20256/13/2025566,000VSOS8
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5/19/20255/23/2025562,000NSXICM40
3/17/20253/21/2025566,000NSXDV4X
3/10/20253/14/2025566,000NSXTOV4X
590,000VSFT7
166,000VSTS7
4/28/20254/30/2025341,000VSD8
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)
1/27/20251/30/2025551,000VSANICM8
5/13/20255/16/2025551,000VSANICM8
40,000VSTDCM8(T)
60,000WS1DM22(T)
90,000WS1DMUEMT22(T)
566,000NSXTD32
1/20/20251/24/2025562,000VROICM86
5/26/20255/30/2025562,000VROICM86
10/2/202310/6/2023566,000NSXTTO32
10/16/202310/20/2023560,000HDM8
11/6/202311/10/2023560,000HDM8
25,000HIA8
1/20/20251/23/2025450,000KFCO
5/6/20255/9/2025450,000KFCO
1/16/20251/17/2025210,800AWS-CPE(T)
1/27/20251/28/2025210,800AWS-CPE(T)
2/13/20252/14/2025210,800AWS-CPE(T)
2/20/20252/21/2025210,800AWS-CPE(T)
2/24/20252/25/2025210,800AWS-CPE(T)
3/13/20253/14/2025210,800AWS-CPE(T)
3/24/20253/25/2025210,800AWS-CPE(T)
4/21/20254/22/2025210,800AWS-CPE(T)
5/7/20255/8/2025210,800AWS-CPE(T)
5/26/20255/27/2025210,800AWS-CPE(T)
6/9/20256/10/2025210,800AWS-CPE(T)
7/15/20257/16/2025210,800AWS-CPE(T)
8/5/20258/6/2025210,800AWS-CPE(T)
4/9/20254/9/2025110,800AWS-CPE
5/5/20255/5/2025110,800AWS-CPE
5/20/20255/20/2025110,800AWS-CPE
6/4/20256/4/2025110,800AWS-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
1/29/20251/31/2025332,400AWS-ARC(T)
2/26/20252/28/2025332,400AWS-ARC(T)
3/26/20253/28/2025332,400AWS-ARC(T)
4/23/20254/25/2025332,400AWS-ARC(T)
5/14/20255/16/2025332,400AWS-ARC(T)
5/28/20255/30/2025332,400AWS-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
5/21/20255/23/2025332,400AWS-ADA
10,800AWS-AWB
54,000AWS-ARA
1/22/20251/24/2025332,400AWS-COA(T)
2/10/20252/12/2025332,400AWS-COA(T)
2/19/20252/21/2025332,400AWS-COA(T)
3/19/20253/21/2025332,400AWS-COA(T)
4/21/20254/23/2025332,400AWS-COA(T)
5/28/20255/30/2025332,400AWS-COA(T)
6/11/20256/13/2025332,400AWS-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)
5/19/20255/20/2025221,600AWS-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
1/29/20251/31/2025332,400AWS-DEV
2/10/20252/12/2025332,400AWS-DEV
3/26/20253/28/2025332,400AWS-DEV
4/9/20254/11/2025332,400AWS-DEV
5/21/20255/23/2025332,400AWS-DEV
6/18/20256/20/2025332,400AWS-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
6/11/20256/13/2025332,400AWS-DEP
8/27/20258/29/2025332,400AWS-DEP
9/24/20259/26/2025332,400AWS-DEP
10/27/202510/29/2025332,400AWS-DEP
11/19/202511/21/2025332,400AWS-DEP
12/24/202512/26/2025332,400AWS-DEP
110,800AWS-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
1/20/20251/20/2025110,800AWS-TES(T)
2/17/20252/18/2025210,800AWS-TES(T)
2/27/20252/27/2025110,800AWS-TES(T)
3/10/20253/11/2025210,800AWS-TES(T)
4/10/20254/11/2025210,800AWS-TES(T)
5/6/20255/7/2025210,800AWS-TES(T)
5/26/20255/27/2025210,800AWS-TES(T)
6/5/20256/6/2025210,800AWS-TES(T)
6/16/20256/17/2025210,800AWS-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)
2/19/20252/19/20250.55,900AWS-AIE
3/12/20253/12/20250.55,900AWS-AIE
4/24/20254/24/20250.55,900AWS-AIE
5/9/20255/9/20250.55,900AWS-AIE
6/6/20256/6/20250.55,900AWS-AIE
4/25/20254/25/2025110,800AWS-AIF
5/9/20255/9/2025110,800AWS-AIF
6/6/20256/6/2025110,800AWS-AIF
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
4/17/20254/18/2025240,000D108638GC10
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
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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
4/11/20254/11/202514,000DP-601T00
5/26/20255/26/202514,000DP-601T00
6/13/20256/13/202514,000DP-601T00
7/14/20257/14/202514,000DP-601T00
8/15/20258/15/202514,000DP-601T00
9/8/20259/8/202514,000DP-601T00
10/6/202510/6/202514,000DP-601T00
11/14/202511/14/202514,000DP-601T00
12/26/202512/26/202514,000DP-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
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
12/22/202512/25/2025416,000DP-203T00
2/3/20252/7/2025537,950RH124
3/3/20253/7/2025537,950RH124
2/17/20252/21/2025547,450RH134
3/10/20253/14/2025547,450RH134
2/24/20252/24/2025460,960RH294
3/17/20253/20/2025460,960RH294
2/17/20252/20/2025460,960DO180
3/17/20253/20/2025460,960DO180
2/24/20252/27/2025345,720DO280
2/24/20252/24/2025460,960DO374
3/24/20253/27/2025460,960DO467
17,590RH174
556,050RH199
566,130RH200
571,040RH295
215,180RH104
460,960RH342
576,200RH358
460,960RH362
460,960RH403
460,960RH415
469,000RH436
460,960RH442
586,250RH445
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115,240DO101
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115,240DO274
460,960DO288
230,480DO313
345,720DO316
230,480DO322
345,720DO328
460,960DO370
460,960DO378
460,960DO380
460,960DO400
460,960DO457
460,960DO417
460,960DO480
230,480TL112
345,720TL250
578,000TL500

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