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Data Science for Global Conflict Project: Learn from Scratch
Installations
Installing Anaconda Distribution for Windows (10:35)
Installing Anaconda Distribution for MacOs (6:17)
Installing Anaconda Distribution for Linux (14:43)
Reviewing The Jupyter Notebook (12:54)
Reviewing The Jupyter Lab (11:37)
Overview of Jupyter Notebook and Google Colab (5:31)
Exploring Global Conflict: Dataset and Variables
Course Introduction (7:22)
Loading the Dataset (11:52)
Understanding the Variables in the Dataset (5:28)
Preparing the Conflict Dataset for Analysis
Exploring the Characteristics of Our Conflict Dataset (8:23)
Missing and Unique Value Analysis (7:35)
Renaming Variables (2:57)
Ensuring Data Consistency- Lesson 1 (6:35)
Ensuring Data Consistency- Lesson 2 (7:25)
Ensuring Data Consistency- Lesson 3 (4:59)
Level 1 – Foundations of Exploratory Data Analysis
Distribution Analysis of Conflict - Lesson 2 (6:22)
Distribution Analysis of Conflict - Lesson 1 (8:38)
Distribution Analysis of Conflict - Lesson 3 (5:56)
Exploring Annual Trends Lesson 1 (9:04)
Exploring Annual Trends Lesson 2 (9:34)
Analyzing Conflict Data by Region Lesson 1 (10:18)
Analyzing Conflict Data by Region Lesson 2 (9:00)
Level 2 – Intermediate EDA: Revealing Relationships
Visualizing Conflict Data Correlations Lesson 2 (6:58)
Visualizing Conflict Data Correlations Lesson 1 (5:03)
Bar Charts for Regional Death Counts - Lesson 1 (9:39)
Bar Charts for Regional Death Counts - Lesson 2 (13:30)
Identifying Top Events with Highest Fatalities (7:45)
Stacked Bar Charts for Conflict-related Deaths Over the Years – Lesson 1 (5:59)
Stacked Bar Charts for Conflict-related Deaths Over the Years – Lesson 2 (4:55)
Level 3 – Advanced EDA: Clustering and Temporal Patterns
Exploring Trends with Bubble Charts Lesson 1 (5:35)
Exploring Trends with Bubble Charts Lesson 2 (4:07)
Filtering Regional Death Trends- A Temporal Analysis Lesson 1 (8:48)
Filtering Regional Death Trends- A Temporal Analysis Lesson 2 (8:05)
Mastering Elbow Method and Silhouette Scores Lesson 1 (14:01)
Mastering Elbow Method and Silhouette Scores Lesson 2 (5:54)
Mastering Elbow Method and Silhouette Scores Lesson 3 (3:52)
Regional Conflict Clustering Lesson 1 (9:58)
Regional Conflict Clustering Lesson 2 (7:16)
Level 4 – Mastering EDA: From Interactivity to Statistical Precision
Advanced Data Visualization with Plotly Animating Conflict Trends Over Time - 1 (7:03)
Advanced Data Visualization with Plotly Animating Conflict Trends Over Time - 2 (15:32)
Advanced Data Visualization with Plotly Animating Conflict Trends Over Time - 3 (2:53)
Heatmap Visualization of Regional Conflict Metrics Lesson 1 (6:19)
Heatmap Visualization of Regional Conflict Metrics Lesson 2 (5:35)
In-Depth Statistical Analysis of Numerical Data in Conflict Studies (13:37)
Testing for Normality in Conflict Data Using the Shapiro-Wilk Test (7:41)
Advanced Outlier Detection Using Z-Scores in Conflict Data (8:36)
Advanced Outlier Detection Using Z-Scores in Conflict Data
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