European Internet School: Mastering Pandas for Data Analysis: From Basics to Advanced Techniques
Europäische Internetschule
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Mastering Pandas for Data Analysis: From Basics to Advanced Techniques
Mastering Pandas for Data Analysis: From Basics to Advanced Techniques
Kursinhalt
Lektion 1: Installing Pandas and Setting Up Your Python Environment for Data Analysis
# **Installing Pandas and Setting Up Your Python Environment for Data Analysis** --- ## **Introduc...
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Lektion 2: Understanding Pandas Core Concepts: Series, DataFrames, and Indexing
```markdown # Understanding Pandas Core Concepts: Series, DataFrames, and Indexing ## Introduction ...
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Lektion 3: Reading and Writing Data: CSV, Excel, JSON, and SQL Files with Pandas
# **Reading and Writing Data: CSV, Excel, JSON, and SQL Files with Pandas** --- ## **Introduction*...
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Lektion 4: Data Cleaning Essentials: Handling Missing Values, Duplicates, and Outliers
# **Data Cleaning Essentials: Handling Missing Values, Duplicates, and Outliers** --- ## **Introdu...
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Lektion 5: Data Transformation Techniques: Filtering, Sorting, and Applying Functions
# **Data Transformation Techniques: Filtering, Sorting, and Applying Functions** Data transformatio...
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Lektion 6: Grouping and Aggregating Data: Using `groupby()`, Pivot Tables, and Aggregation Functions
# **Grouping and Aggregating Data: Using `groupby()`, Pivot Tables, and Aggregation Functions** ## ...
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Lektion 7: Merging and Joining Datasets: Concatenation, Merging, and Combining DataFrames
# **Merging and Joining Datasets: Concatenation, Merging, and Combining DataFrames** ## **Introduct...
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Lektion 8: Time Series Analysis with Pandas: Resampling, Rolling Windows, and DateTime Handling
```markdown # **Time Series Analysis with Pandas: Resampling, Rolling Windows, and DateTime Handling...
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Lektion 9: Handling Text Data: String Operations, Regular Expressions, and Text Processing
# **Handling Text Data: String Operations, Regular Expressions, and Text Processing** --- ## **Int...
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Lektion 10: Advanced Indexing and Selection: MultiIndex, Boolean Indexing, and Querying
1 A 300 California or Texas in 2021: Sales Region Year Product C...
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Lektion 11: Optimizing Pandas Performance: Vectorization, `eval()`, and Memory Management
# Optimizing Pandas Performance: Vectorization, `eval()`, and Memory Management ## Introduction Pa...
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Lektion 12: Visualizing Data with Pandas and Matplotlib/Seaborn: Built-in Plotting and Integration
```markdown # **Visualizing Data with Pandas and Matplotlib/Seaborn: Built-in Plotting and Integrati...
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Lektion 13: Working with Large Datasets: Chunking, Dask, and Parallel Processing in Pandas
# **Working with Large Datasets: Chunking, Dask, and Parallel Processing in Pandas** --- ## **Intr...
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Lektion 14: Automating Data Analysis with Pandas: Scripting, Loops, and Custom Functions
# **Automating Data Analysis with Pandas: Scripting, Loops, and Custom Functions** ## **Introductio...
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Lektion 15: Real-World Case Study: End-to-End Data Analysis Project Using Pandas
```markdown # **Real-World Case Study: End-to-End Data Analysis Project Using Pandas** --- ## **In...
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