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Advanced Python

In this Python training course, students already familiar with Python programming will learn advanced Python techniques. This advanced Python course is taught using Python 3; however, differences between Python 2 and Python 3 are noted. For private Python classes, our instructor can focus specifically on Python 2 if desired.

AT COURSE COMPLETION

After completing this course, students will be able to:

  • Work with the Collections module.
  • Understand mapping and filtering and lambda functions.
  • Perform advanced sorting.
  • Work with regular expressions in Python.
  • Work with databases, CSV files, JSON, and XML.
  • Write object-oriented code in Python.
  • Test and debug your Python code.

 

PREREQUISITES

Experience in the following is required for this Python class:

  • Basic Python programming experience. In particular, you should be very comfortable with:
    1. Working with strings.
    2. Working with lists, tuples and dictionaries.
    3. Loops and conditionals.
    4. Writing your own functions.

 

Experience in the following would be useful for this Python class:

  • Some exposure to HTML, XML, JSON, and SQL.
Product
Microsoft
Code
55285-A
Duration
2 Day
Price (baht)
8,000

About the course

COURSE TOPICS

Module 1: Advanced Python Concepts

In this lesson, you will learn about some Python functionality and techniques that are commonly used but require a solid foundation in Python to understand.

Lessons

  • Lambda Functions
  • Advanced List Comprehensions
  • Collections Module
  • Mapping and Filtering
  • Mutable and Immutable Built-in Objects
  • Sorting
  • Unpacking Sequences in Function Calls

 

Lab: Exercises in this Lesson

  • Rolling Five Dice
  • Creating a defaultdict
  • Creating a OrderedDict
  • Creating a Counter
  • Working with a deque
  • Converting list.sort() to sorted(iterable)
  • Converting a String to a datetime.date Object

 

After completing this module, students will be able to:

  • Work with lambda functions.
  • Write more advanced list comprehensions.
  • Work with the collections module to create named tuples, defaultdicts, ordereddicts, counters, deque
  • Use mapping and filtering.
  • Sort sequences.
  • Unpack sequences in function calls.
  • Create modules and packages.

 

Module 2: Working with Data

Data is stored in many different places and in many different ways. There are Python modules for all of the most common ways.

Lessons

  • Relational Databases
  • CSV
  • Getting Data from the Web
  • JSON

 

Lab: Exercises in this Lesson

  • Querying a SQLite Database
  • Inserting File Data into a Database
  • Comparing Data in a CSV File
  • Requests and Beautiful Soup
  • Using JSON to Print Course Data

 

After completing this module, students will be able to:

  • Access and work with data stored in a relational database.
  • Access and work with data stored in a CSV file.
  • Get data from a web page.
  • Access and work with data stored as HTML and XML.
  • Access an API.
  • Access and work with data stored as JSON.

 

Module 3: Testing and Debugging

This module explains how to test and debug using Python.

Lessons

  • Testing for Performance
  • The unittest Module

 

Lab: Exercises in this Lesson

  • Fixing Functions

 

After completing this module, students will be able to:

  • Test performance with timers and using the timeit module.
  • To write unit tests using the unittest module.

 

Module 4: Classes and Objects

An object is something that has attributes and/or behaviors, meaning it is certain ways and does certain things. In the real world, everything could be considered an object. Some objects are tangible, like rocks, trees, tennis racquets, and tennis players. And some objects are intangible, like words, colors, tennis swings, and tennis matches.

Lessons

  • Attributes
  • Behaviors
  • Classes vs. Objects
  • Attributes and Methods
  • Private Attributes
  • Properties
  • Documenting Classes
  • Inheritance
  • Static Methods
  • Class Attributes and Methods
  • Abstract Classes and Methods
  • Understanding Decorators

 

Lab: Exercises in this Lesson

  • Adding a roll() Method to Die
  • Properties
  • Documenting the Die Class
  • Extending to Die Class
  • Extending the roll() Method

 

After completing this module, students will be able to:

  • Create classes and objects in Python.
  • Write instance methods, class methods, and static methods.
  • Define properties.
  • Create subclasses using inheritance.
  • Create abstract classes.
  • Appropriately document Python classes.
  • Understand how decorators work.

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
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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
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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
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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
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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
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10/28/202410/31/2024416,000AZ-801T00
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12/17/202412/20/2024416,000AZ-801T00
6/10/20246/10/202414,000AZ-900T00(T)
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8/19/20248/19/202414,000AZ-900T00(T)
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6/4/20246/7/2024416,000AI-102T00
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6/10/20246/10/202414,000AI-900T00
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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
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11/14/202411/15/202428,000DP-080T00
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6/5/20246/7/2024312,000DP-100T01
7/3/20247/5/2024312,000DP-100T01
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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
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520,000MD-100T00
520,000MD-101T00
6/24/20246/28/2024520,000MD-102T00(T)
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520,000MS-100T00
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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
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8/13/20248/16/2024416,000MS-721T00
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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
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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)
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6/4/20246/7/2024416,000AZ-500T00(T)
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11/12/202411/15/2024416,000AZ-500T00(T)
12/10/202412/13/2024416,000AZ-500T00(T)
416,000MS-500T00
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6/10/20246/10/202414,000SC-900T00(T)
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6/10/20246/10/202414,000PL-900T00(T)
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12/9/202412/9/202414,000PL-900T00(T)
6/24/20246/27/2024410,000PWA-201(T)
7/1/20247/4/2024410,000PWA-201(T)
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12,500O365-Admin-ENH
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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)
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