Introduction
In this lab, we will explore the Nullable Boolean data type, provided by the Pandas library in Python. We will learn how to use this feature in indexing and logical operations, and how it differs from traditional boolean operations due to the presence of 'NA' values.
VM Tips
After the VM startup is done, click the top left corner to switch to the Notebook tab to access Jupyter Notebook for practice.
Sometimes, you may need to wait a few seconds for Jupyter Notebook to finish loading. The validation of operations cannot be automated because of limitations in Jupyter Notebook.
If you face issues during learning, feel free to ask Labby. Provide feedback after the session, and we will promptly resolve the problem for you.
Skills Graph
%%%%{init: {'theme':'neutral'}}%%%%
flowchart RL
python(("`Python`")) -.-> python/BasicConceptsGroup(["`Basic Concepts`"])
python(("`Python`")) -.-> python/FileHandlingGroup(["`File Handling`"])
pandas(("`Pandas`")) -.-> pandas/DataSelectionGroup(["`Data Selection`"])
pandas(("`Pandas`")) -.-> pandas/DataCleaningGroup(["`Data Cleaning`"])
python(("`Python`")) -.-> python/DataStructuresGroup(["`Data Structures`"])
python(("`Python`")) -.-> python/ModulesandPackagesGroup(["`Modules and Packages`"])
python(("`Python`")) -.-> python/DataScienceandMachineLearningGroup(["`Data Science and Machine Learning`"])
python/BasicConceptsGroup -.-> python/comments("`Comments`")
python/FileHandlingGroup -.-> python/with_statement("`Using with Statement`")
pandas/DataSelectionGroup -.-> pandas/conditional_selection("`Conditional Selection`")
pandas/DataCleaningGroup -.-> pandas/handle_missing_values("`Handling Missing Values`")
python/BasicConceptsGroup -.-> python/booleans("`Booleans`")
python/DataStructuresGroup -.-> python/lists("`Lists`")
python/DataStructuresGroup -.-> python/tuples("`Tuples`")
python/ModulesandPackagesGroup -.-> python/importing_modules("`Importing Modules`")
python/DataScienceandMachineLearningGroup -.-> python/numerical_computing("`Numerical Computing`")
python/DataScienceandMachineLearningGroup -.-> python/data_analysis("`Data Analysis`")
subgraph Lab Skills
python/comments -.-> lab-65441{{"`Working With Nullable Boolean Data`"}}
python/with_statement -.-> lab-65441{{"`Working With Nullable Boolean Data`"}}
pandas/conditional_selection -.-> lab-65441{{"`Working With Nullable Boolean Data`"}}
pandas/handle_missing_values -.-> lab-65441{{"`Working With Nullable Boolean Data`"}}
python/booleans -.-> lab-65441{{"`Working With Nullable Boolean Data`"}}
python/lists -.-> lab-65441{{"`Working With Nullable Boolean Data`"}}
python/tuples -.-> lab-65441{{"`Working With Nullable Boolean Data`"}}
python/importing_modules -.-> lab-65441{{"`Working With Nullable Boolean Data`"}}
python/numerical_computing -.-> lab-65441{{"`Working With Nullable Boolean Data`"}}
python/data_analysis -.-> lab-65441{{"`Working With Nullable Boolean Data`"}}
end