Introduction
In this lab, we will explore the windowing operations in pandas, including rolling windows, expanding windows, and exponentially weighted windows. Windowing operations are useful for performing aggregations over a sliding partition of 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/DataAnalysisGroup(["`Data Analysis`"])
pandas(("`Pandas`")) -.-> pandas/AdvancedOperationsGroup(["`Advanced Operations`"])
python(("`Python`")) -.-> python/ControlFlowGroup(["`Control Flow`"])
python(("`Python`")) -.-> python/ModulesandPackagesGroup(["`Modules and Packages`"])
python(("`Python`")) -.-> python/DataScienceandMachineLearningGroup(["`Data Science and Machine Learning`"])
python(("`Python`")) -.-> python/FunctionsGroup(["`Functions`"])
python/BasicConceptsGroup -.-> python/comments("`Comments`")
python/FileHandlingGroup -.-> python/with_statement("`Using with Statement`")
pandas/DataAnalysisGroup -.-> pandas/basic_statistics("`Basic Statistics`")
pandas/AdvancedOperationsGroup -.-> pandas/time_series_analysis("`Time Series Analysis`")
python/ControlFlowGroup -.-> python/for_loops("`For Loops`")
python/ModulesandPackagesGroup -.-> python/importing_modules("`Importing Modules`")
python/DataScienceandMachineLearningGroup -.-> python/numerical_computing("`Numerical Computing`")
python/DataScienceandMachineLearningGroup -.-> python/data_analysis("`Data Analysis`")
python/FunctionsGroup -.-> python/build_in_functions("`Build-in Functions`")
subgraph Lab Skills
python/comments -.-> lab-65457{{"`Windowing Operations in Pandas`"}}
python/with_statement -.-> lab-65457{{"`Windowing Operations in Pandas`"}}
pandas/basic_statistics -.-> lab-65457{{"`Windowing Operations in Pandas`"}}
pandas/time_series_analysis -.-> lab-65457{{"`Windowing Operations in Pandas`"}}
python/for_loops -.-> lab-65457{{"`Windowing Operations in Pandas`"}}
python/importing_modules -.-> lab-65457{{"`Windowing Operations in Pandas`"}}
python/numerical_computing -.-> lab-65457{{"`Windowing Operations in Pandas`"}}
python/data_analysis -.-> lab-65457{{"`Windowing Operations in Pandas`"}}
python/build_in_functions -.-> lab-65457{{"`Windowing Operations in Pandas`"}}
end