Introduction
In this lab, we will explore how to reshape data in pandas using various functions like sort_values
, pivot
, pivot_table
, and melt
. We will work with the Titanic and Air Quality datasets to demonstrate the reshaping techniques.
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`"])
pandas(("`Pandas`")) -.-> pandas/ReadingDataGroup(["`Reading Data`"])
pandas(("`Pandas`")) -.-> pandas/DataSelectionGroup(["`Data Selection`"])
pandas(("`Pandas`")) -.-> pandas/DataManipulationGroup(["`Data Manipulation`"])
pandas(("`Pandas`")) -.-> pandas/DataAnalysisGroup(["`Data Analysis`"])
pandas(("`Pandas`")) -.-> pandas/AdvancedOperationsGroup(["`Advanced Operations`"])
python(("`Python`")) -.-> python/ControlFlowGroup(["`Control Flow`"])
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`")
pandas/ReadingDataGroup -.-> pandas/read_csv("`Read CSV`")
pandas/DataSelectionGroup -.-> pandas/select_columns("`Select Columns`")
pandas/DataSelectionGroup -.-> pandas/conditional_selection("`Conditional Selection`")
pandas/DataManipulationGroup -.-> pandas/sort_data("`Sorting Data`")
pandas/DataAnalysisGroup -.-> pandas/groupby_operations("`GroupBy Operations`")
pandas/DataAnalysisGroup -.-> pandas/pivot_tables("`Pivot Tables`")
pandas/AdvancedOperationsGroup -.-> pandas/reshape_data("`Reshaping Data`")
python/BasicConceptsGroup -.-> python/booleans("`Booleans`")
python/ControlFlowGroup -.-> python/for_loops("`For Loops`")
python/DataStructuresGroup -.-> python/lists("`Lists`")
python/DataStructuresGroup -.-> python/tuples("`Tuples`")
python/ModulesandPackagesGroup -.-> python/importing_modules("`Importing Modules`")
python/ModulesandPackagesGroup -.-> python/standard_libraries("`Common Standard Libraries`")
python/DataScienceandMachineLearningGroup -.-> python/numerical_computing("`Numerical Computing`")
python/DataScienceandMachineLearningGroup -.-> python/data_analysis("`Data Analysis`")
subgraph Lab Skills
python/comments -.-> lab-65436{{"`Reshaping Data With Pandas`"}}
pandas/read_csv -.-> lab-65436{{"`Reshaping Data With Pandas`"}}
pandas/select_columns -.-> lab-65436{{"`Reshaping Data With Pandas`"}}
pandas/conditional_selection -.-> lab-65436{{"`Reshaping Data With Pandas`"}}
pandas/sort_data -.-> lab-65436{{"`Reshaping Data With Pandas`"}}
pandas/groupby_operations -.-> lab-65436{{"`Reshaping Data With Pandas`"}}
pandas/pivot_tables -.-> lab-65436{{"`Reshaping Data With Pandas`"}}
pandas/reshape_data -.-> lab-65436{{"`Reshaping Data With Pandas`"}}
python/booleans -.-> lab-65436{{"`Reshaping Data With Pandas`"}}
python/for_loops -.-> lab-65436{{"`Reshaping Data With Pandas`"}}
python/lists -.-> lab-65436{{"`Reshaping Data With Pandas`"}}
python/tuples -.-> lab-65436{{"`Reshaping Data With Pandas`"}}
python/importing_modules -.-> lab-65436{{"`Reshaping Data With Pandas`"}}
python/standard_libraries -.-> lab-65436{{"`Reshaping Data With Pandas`"}}
python/numerical_computing -.-> lab-65436{{"`Reshaping Data With Pandas`"}}
python/data_analysis -.-> lab-65436{{"`Reshaping Data With Pandas`"}}
end