Unpacking NumPy and Pandas

Let's Do This! Setting Up a Python Data Analysis Environment 6 lectures 34:28 The Course Overview This video gives an overview of the entire course. Installing Anaconda We prepare to analyze data with Python by installing Anaconda • Go to the Continuum Analytics website • Download the appropriate version • Run the installer Exploring Jupyter Notebooks You'll learn to write literate Python code with Jupyter Notebooks • Start a Jupyter notebook • Write text and code • Run the document code Exploring Alternatives to Jupyter You'll learn when and how to use alternative development environments to Jupyter • Understand why a Jupyter Notebook alternative is desirable • Choose an alternative development environment • Use the chosen environment for data analysis Package Management with conda You'll learn how to manage packages and environments with conda. • Create a conda environment • Install the desired packages • Remove unwanted packages Setting Up a Database We set up a MySQL database to store the data used in data analysis • Go to Oracle's website • Download appropriate MySQL packages • Run installers Let's Do This! Setting Up a Python Data Analysis Environment 6 lectures 34:28 The Course Overview This video gives an overview of the entire course. Installing Anaconda We prepare to analyze data with Python by installing Anaconda • Go to the Continuum Analytics website • Download the appropriate version • Run the installer Exploring Jupyter Notebooks You'll learn to write literate Python code with Jupyter Notebooks • Start a Jupyter notebook • Write text and code • Run the document code Exploring Alternatives to Jupyter You'll learn when and how to use alternative development environments to Jupyter • Understand why a Jupyter Notebook alternative is desirable • Choose an alternative development environment • Use the chosen environment for data analysis Package Management with conda You'll learn how to manage packages and environments with conda. • Create a conda environment • Install the desired packages • Remove unwanted packages Setting Up a Database We set up a MySQL database to store the data used in data analysis • Go to Oracle's website • Download appropriate MySQL packages • Run installers The Course Overview This video gives an overview of the entire course. The Course Overview This video gives an overview of the entire course. The Course Overview This video gives an overview of the entire course. The Course Overview This video gives an overview of the entire course. This video gives an overview of the entire course. This video gives an overview of the entire course. Installing Anaconda We prepare to analyze data with Python by installing Anaconda • Go to the Continuum Analytics website • Download the appropriate version • Run the installer Installing Anaconda We prepare to analyze data with Python by installing Anaconda • Go to the Continuum Analytics website • Download the appropriate version • Run the installer Installing Anaconda We prepare to analyze data with Python by installing Anaconda • Go to the Continuum Analytics website • Download the appropriate version • Run the installer Installing Anaconda We prepare to analyze data with Python by installing Anaconda • Go to the Continuum Analytics website • Download the appropriate version • Run the installer We prepare to analyze data with Python by installing Anaconda • Go to the Continuum Analytics website • Download the appropriate version • Run the installer We prepare to analyze data with Python by installing Anaconda • Go to the Continuum Analytics website • Download the appropriate version • Run the installer Exploring Jupyter Notebooks You'll learn to write literate Python code with Jupyter Notebooks • Start a Jupyter notebook • Write text and code • Run the document code Exploring Jupyter Notebooks You'll learn to write literate Python code with Jupyter Notebooks • Start a Jupyter notebook • Write text and code • Run the document code Exploring Jupyter Notebooks You'll learn to write literate Python code with Jupyter Notebooks • Start a Jupyter notebook • Write text and code • Run the document code Exploring Jupyter Notebooks You'll learn to write literate Python code with Jupyter Notebooks • Start a Jupyter notebook • Write text and code • Run the document code You'll learn to write literate Python code with Jupyter Notebooks • Start a Jupyter notebook • Write text and code • Run the document code You'll learn to write literate Python code with Jupyter Notebooks • Start a Jupyter notebook • Write text and code • Run the document code Exploring Alternatives to Jupyter You'll learn when and how to use alternative development environments to Jupyter • Understand why a Jupyter Notebook alternative is desirable • Choose an alternative development environment • Use the chosen environment for data analysis Exploring Alternatives to Jupyter You'll learn when and how to use alternative development environments to Jupyter • Understand why a Jupyter Notebook alternative is desirable • Choose an alternative development environment • Use the chosen environment for data analysis Exploring Alternatives to Jupyter You'll learn when and how to use alternative development environments to Jupyter • Understand why a Jupyter Notebook alternative is desirable • Choose an alternative development environment • Use the chosen environment for data analysis Exploring Alternatives to Jupyter You'll learn when and how to use alternative development environments to Jupyter • Understand why a Jupyter Notebook alternative is desirable • Choose an alternative development environment • Use the chosen environment for data analysis You'll learn when and how to use alternative development environments to Jupyter • Understand why a Jupyter Notebook alternative is desirable • Choose an alternative development environment • Use the chosen environment for data analysis You'll learn when and how to use alternative development environments to Jupyter • Understand why a Jupyter Notebook alternative is desirable • Choose an alternative development environment • Use the chosen environment for data analysis Package Management with conda You'll learn how to manage packages and environments with conda. • Create a conda environment • Install the desired packages • Remove unwanted packages Package Management with conda You'll learn how to manage packages and environments with conda. • Create a conda environment • Install the desired packages • Remove unwanted packages Package Management with conda You'll learn how to manage packages and environments with conda. • Create a conda environment • Install the desired packages • Remove unwanted packages Package Management with conda You'll learn how to manage packages and environments with conda. • Create a conda environment • Install the desired packages • Remove unwanted packages You'll learn how to manage packages and environments with conda. • Create a conda environment • Install the desired packages • Remove unwanted packages You'll learn how to manage packages and environments with conda. • Create a conda environment • Install the desired packages • Remove unwanted packages Setting Up a Database We set up a MySQL database to store the data used in data analysis • Go to Oracle's website • Download appropriate MySQL packages • Run installers Setting Up a Database We set up a MySQL database to store the data used in data analysis • Go to Oracle's website • Download appropriate MySQL packages • Run installers Setting Up a Database We set up a MySQL database to store the data used in data analysis • Go to Oracle's website • Download appropriate MySQL packages • Run installers Setting Up a Database We set up a MySQL database to store the data used in data analysis • Go to Oracle's website • Download appropriate MySQL packages • Run installers We set up a MySQL database to store the data used in data analysis • Go to Oracle's website • Download appropriate MySQL packages • Run installers We set up a MySQL database to store the data used in data analysis • Go to Oracle's website • Download appropriate MySQL packages • Run installers It's All in the Numbers – Diving into NumPy 5 lectures 42:43 Running through NumPy Data Types You'll learn about NumPydtypes, special values, ndarrays, and matrices. • Identify dtypes • Understand special values • Discover ndarrays Creating NumPy Arrays How can we create an ndarray with our data? We see the NumPy functions for creating ndarrays. • Identify the shape, structure, and content of the desired array • Find the function to create/load this array • Apply the function to get the desired data Slicing Arrays in NumPy We need to access data in an ndarray; here, we see how subsetting is done, so we get exactly the data we need. • Identify the neededentries of an array • Develop a strategy for accessing the elements • Store or manipulate the array subset Arithmetic and Linear Algebra with Arrays How can we use ndarrays for computation? We see how arithmetic and linear algebra with NumPy arrays is done. • Create the array with the data • Perform arithmetic or linear algebra on the array • Interpret the result Employing Array Methods and Functions How can we use NumPy to perform calculations fast? With ufuncs and vectorization! • Identify the calculation needed • Identify the ndarray method or ufunc needed for the calculation • Apply the function or method to the ndarray It's All in the Numbers – Diving into NumPy. 5 lectures 42:43 Running through NumPy Data Types You'll learn about NumPydtypes, special values, ndarrays, and matrices. • Identify dtypes • Understand special values • Discover ndarrays Creating NumPy Arrays How can we create an ndarray with our data? We see the NumPy functions for creating ndarrays. • Identify the shape, structure, and content of the desired array • Find the function to create/load this array • Apply the function to get the desired data Slicing Arrays in NumPy We need to access data in an ndarray; here, we see how subsetting is done, so we get exactly the data we need. • Identify the neededentries of an array • Develop a strategy for accessing the elements • Store or manipulate the array subset Arithmetic and Linear Algebra with Arrays How can we use ndarrays for computation? We see how arithmetic and linear algebra with NumPy arrays is done. • Create the array with the data • Perform arithmetic or linear algebra on the array • Interpret the result Employing Array Methods and Functions How can we use NumPy to perform calculations fast? With ufuncs and vectorization! • Identify the calculation needed • Identify the ndarray method or ufunc needed for the calculation • Apply the function or method to the ndarray Running through NumPy Data Types You'll learn about NumPydtypes, special values, ndarrays, and matrices. • Identify dtypes • Understand special values • Discover ndarrays Running through NumPy Data Types You'll learn about NumPydtypes, special values, ndarrays, and matrices. • Identify dtypes • Understand special values • Discover ndarrays Running through NumPy Data Types You'll learn about NumPydtypes, special values, ndarrays, and matrices. • Identify dtypes • Understand special values • Discover ndarrays Running through NumPy Data Types You'll learn about NumPydtypes, special values, ndarrays, and matrices. • Identify dtypes • Understand special values • Discover ndarrays You'll learn about NumPydtypes, special values, ndarrays, and matrices. • Identify dtypes • Understand special values • Discover ndarrays You'll learn about NumPydtypes, special values, ndarrays, and matrices. • Identify dtypes • Understand special values • Discover ndarrays Creating NumPy Arrays How can we create an ndarray with our data? We see the NumPy functions for creating ndarrays ries and DataFrames to data manipulation problems Pandas Are Fun! What Is Pandas? What is pandas? We get an overview of the pandas functionality. • Think about data management • Learn about pandas'...