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Advanced Python for Data Science and Machine Learning (PYTN104)

Today Data Science and Machine Learning is used in almost all the industries, including automobile, banking, healthcare, media, telecom and others. As the Data Science and Machine Learning practioner, you may need to do extensive data processing, experiment with the data using advance tools and build amazing solutions for business. However, where and how are you going to learn the programming language required for Data Science and Machine Learning? Python has been ranked as the #1 language for Data Science and Machine Learning. It is easy to use and is rich with various libraries and functions required for performing various tasks for Data Science and Machine Learning. Moreover, it is the most preferred and default language of use for many Deep Learning frameworks. This course has also been designed to help you understand how some of the Data Science and Machine Learning algorithms and techniques work.

WHAT YOU WILL LEARN 

  • Master Python Programming as required for Data Science  
  • Learn how to analyze the data using data visualization with all the necessary charts and plots 
  • Perform data Processing using Pandas and ScikitLearn 
  • Master Regression with all its parameters and assumptions 
  • Learn various classification algorithms 

WHO THIS COURSE IS FOR 

  • Beginners as well as advance programmers who want to make a career in Data Science and Machine Learning 

REQUIREMENTS 

  • Some programming skill 
  • Passion to deal with data analysis 
Product
Other
Code
PYTN104(T)
Duration
5 Days
Price (baht)
19,900

About the course

COURSE CONTENTS 

Module 1 – Python Programming

  • Install Anaconda, Spyder
  • Hello Python and Know the Environment
  • Variable Types and Operators
  • Decision Making – If-Else
  • While Loops and For Loops
  • Lists Basic Operations
  • Slicing Multidimensional Lists
  • Python Tuples
  • Access the Dictionary Data
  • Dictionary Methods and Functions
  • Open and Read Files
  • Process Data and Write to Files
  • Process Data Using Loops
  • Example Python Project

 Module 2 – Introduction to Data Science and Machine Learning

  • Type of Analytics
  • Data Science Project Lifecycle
  • What Does a Data Scientist Do and the Skill Required?

 Module 3 – Essential Statistics

  • Understanding the Data and Its Elements
  • Measure of Central Tendency using Mean, Median, Mode
  • Measure of Dispersion using Standard Deviation and variance
  • Measure of Dispersion using Percentile, Range and IQR

 Module 4 – Data Visualization

  • Importance of Data Visualization
  • Frequency Table, Histogram and Bar Chart
  • Understanding Boxplot for Numerical Data
  • Creat Line Plots
  • Understand Plot Figure Menu
  • Create Bar Chart
  • Create Histogram of Data
  • Plotting Blox Plot
  • Data Visualization for Categorical Data
  • Pie Charts
  • Scatter Plots
  • MatplotLib Figures for Creating Multiple Plots
  • Subplots for Plotting Multiple Plots in One Figure
  • Customization of Plot Elements

 Module 5 – Data Pre-Processing

  • Import Library to Read and Slice the Data
  • Understand the Data You are Dealing With
  • Handling Missing Values
  • Label-Encoding for Categorical Data
  • Hot-Encoding for Categorical Data
  • Data Normalization Using Standard Scaler and minmax
  • Train and Test Data Split

 Module 6 – Simple Linear Regression

  • What is Simple Linear Regression
  • Ordinary Least Squre and Regression Errors
  • Test the Model and Predict Y Values
  • R-Squared and Its Importance
  • Score and Get Coefficients
  • Calculate RMSE (Root Mean Squared Error)
  • Plot the Predictions

 Module 7 – Multiple Linear Regression

  • Understanding the Multiple Linear Regression
  • Degrees of Freedom
  • Adjusted R-Squared
  • Plot Autocorrelation
  • Create Shifted or TimeLag Data
  • Normality of Residuals

Module 8 – Decision Trees

  • Intuition Behind Decision Trees
  • Adult Income Prediction Problem
  • Decision Trees Parameters
  • Run and Evaluate Model
  • Classification Evaluation Measures
  • Adjusting Thresholds
  • AUC ROC Curve

 Module 9 – Feature Selection

  • F-Test for Regression and Classification
  • Chi-Squared Intuition
  • Scikitlearn – What are Feature Selection Transforms
  • SelectKBest
  • SelectPercentile
  • Recursive Feature Elimination (RFE)
  • Get Feature Importance Score

 Module 10 – Regularization

  • Ridge Regression or L2 Penalty
  • Plot Ridge Regression Line
  • Lasso Regression or L1 Penalty
  • Elasticnet Regularization

 Module 11 – Model Selection

  • How Cross Validation Works
  • Parameter and Implementation of Cross Validation
  • Hyperparameter Tuning
  • Grid Search and Randomized Search Approach
  • GridSearchCV
  • Select Best Model
  • Randomized Search

Register for Training

Schedule

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