Introduction
This Python Pandas Lab aims to introduce you to the fundamental operations of the pandas library, which is a powerful data manipulation tool in Python. Throughout this lab, you will work with numerous examples and code snippets to solidify your understanding of pandas.
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
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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`"])
pandas(("`Pandas`")) -.-> pandas/DataVisualizationGroup(["`Data Visualization`"])
python(("`Python`")) -.-> python/DataStructuresGroup(["`Data Structures`"])
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/DataSelectionGroup -.-> pandas/select_columns("`Select Columns`")
pandas/DataCleaningGroup -.-> pandas/handle_missing_values("`Handling Missing Values`")
pandas/DataVisualizationGroup -.-> pandas/line_plots("`Line Plots`")
python/BasicConceptsGroup -.-> python/booleans("`Booleans`")
python/DataStructuresGroup -.-> python/lists("`Lists`")
python/DataStructuresGroup -.-> python/tuples("`Tuples`")
python/DataStructuresGroup -.-> python/dictionaries("`Dictionaries`")
python/ModulesandPackagesGroup -.-> python/importing_modules("`Importing Modules`")
python/DataScienceandMachineLearningGroup -.-> python/numerical_computing("`Numerical Computing`")
python/DataScienceandMachineLearningGroup -.-> python/data_analysis("`Data Analysis`")
python/DataScienceandMachineLearningGroup -.-> python/data_visualization("`Data Visualization`")
python/FunctionsGroup -.-> python/build_in_functions("`Build-in Functions`")
subgraph Lab Skills
python/comments -.-> lab-65447{{"`Pandas Data Manipulation Fundamentals`"}}
python/with_statement -.-> lab-65447{{"`Pandas Data Manipulation Fundamentals`"}}
pandas/select_columns -.-> lab-65447{{"`Pandas Data Manipulation Fundamentals`"}}
pandas/handle_missing_values -.-> lab-65447{{"`Pandas Data Manipulation Fundamentals`"}}
pandas/line_plots -.-> lab-65447{{"`Pandas Data Manipulation Fundamentals`"}}
python/booleans -.-> lab-65447{{"`Pandas Data Manipulation Fundamentals`"}}
python/lists -.-> lab-65447{{"`Pandas Data Manipulation Fundamentals`"}}
python/tuples -.-> lab-65447{{"`Pandas Data Manipulation Fundamentals`"}}
python/dictionaries -.-> lab-65447{{"`Pandas Data Manipulation Fundamentals`"}}
python/importing_modules -.-> lab-65447{{"`Pandas Data Manipulation Fundamentals`"}}
python/numerical_computing -.-> lab-65447{{"`Pandas Data Manipulation Fundamentals`"}}
python/data_analysis -.-> lab-65447{{"`Pandas Data Manipulation Fundamentals`"}}
python/data_visualization -.-> lab-65447{{"`Pandas Data Manipulation Fundamentals`"}}
python/build_in_functions -.-> lab-65447{{"`Pandas Data Manipulation Fundamentals`"}}
end