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Python is one of the most popular programming languages for data science and analytics. It’s used across a wide range of industries. It’s easy to learn, highly flexible, and its various libraries can expand functionality to natively perform statistical functions and plotting.

This course is a comprehensive introduction to statistical analysis using Python. You’ll start with a step-by-step guide to the fundamentals of programming in Python. You’ll learn to apply these functions to numerical data. You’ll first look at strings, lists, dictionaries, loops, functions, and data maps. After mastering these, you’ll take a deep dive through various Python libraries, including pandas, NumPy, Matplotlib, Seaborn, and Plotly. You’ll wrap up with guided projects to clean, analyze, and visualize unique datasets using these libraries.

By the end of this course, you will be proficient in data science, including data management, analysis, and visualization.

Introduction to Data Science with Python

How can we compute 5 to the power of 3 in Python?

How can we compute 5 to the power of 3 in Python?

How can we convert the string `s = 'i am in Alberta'` to upper case and then convert it into a list of characters?

How can we convert the string <code>s = 'i am in Alberta'</code> to upper case and then convert it into a list of characters?

From the given nested list, what is the index to grab `'Canada'`?
```python
a = ['Alberta',2,[3,4],[5,['Canada',7,['hello']],10,15],1,7]
```

From the given nested list, what is the index to grab <code>'Canada'</code>?
<pre><code class="language-python">a = ['Alberta',2,[3,4],[5,['Canada',7,['hello']],10,15],1,7]
</code></pre>

What is the correct way to get all the keys from the dictionary into a list?
```python
d = {'BC':'Victoria','AB':'Edmonton', 'ON':'Toronto', 'QC':'Quebec City'}      
```

What is the correct way to get all the keys from the dictionary into a list?
<pre><code class="language-python">d = {'BC':'Victoria','AB':'Edmonton', 'ON':'Toronto', 'QC':'Quebec City'} 
</code></pre>

What is the main difference between a tuple and a list?

What is the main difference between a tuple and a list?

Choose the correct option:

Choose the correct option:

Let's test what you've learned about Python fundamentals.

Introduction

Python Essentials

NumPy: Data Analysis

Pandas: Data Analysis

Matplotlib: Data Visualization

Seaborn: Statistical Data Visualization

Pandas: Data Visualization

Plotly: Interactive Data Visualization

Project 1: Oil vs Banks During Recession

Project 2: Emergency Calls Dataset

In Closing

Quiz: Python’s Essentials