Introduction
In this lab, we will explore how to manipulate textual data using Python's Pandas library. You will learn how to convert string characters to lowercase, extract parts of strings, replace string values and more using various built-in Pandas methods.
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/ReadingDataGroup(["`Reading Data`"])
pandas(("`Pandas`")) -.-> pandas/DataSelectionGroup(["`Data Selection`"])
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/ReadingDataGroup -.-> pandas/read_csv("`Read CSV`")
pandas/DataSelectionGroup -.-> pandas/select_columns("`Select Columns`")
pandas/DataSelectionGroup -.-> pandas/select_rows("`Select Rows`")
pandas/DataSelectionGroup -.-> pandas/conditional_selection("`Conditional Selection`")
python/BasicConceptsGroup -.-> python/variables_data_types("`Variables and Data Types`")
python/BasicConceptsGroup -.-> python/strings("`Strings`")
python/DataStructuresGroup -.-> python/lists("`Lists`")
python/DataStructuresGroup -.-> python/tuples("`Tuples`")
python/DataStructuresGroup -.-> python/dictionaries("`Dictionaries`")
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`")
python/FunctionsGroup -.-> python/build_in_functions("`Build-in Functions`")
subgraph Lab Skills
python/comments -.-> lab-65439{{"`Pandas Textual Data`"}}
python/with_statement -.-> lab-65439{{"`Pandas Textual Data`"}}
pandas/read_csv -.-> lab-65439{{"`Pandas Textual Data`"}}
pandas/select_columns -.-> lab-65439{{"`Pandas Textual Data`"}}
pandas/select_rows -.-> lab-65439{{"`Pandas Textual Data`"}}
pandas/conditional_selection -.-> lab-65439{{"`Pandas Textual Data`"}}
python/variables_data_types -.-> lab-65439{{"`Pandas Textual Data`"}}
python/strings -.-> lab-65439{{"`Pandas Textual Data`"}}
python/lists -.-> lab-65439{{"`Pandas Textual Data`"}}
python/tuples -.-> lab-65439{{"`Pandas Textual Data`"}}
python/dictionaries -.-> lab-65439{{"`Pandas Textual Data`"}}
python/importing_modules -.-> lab-65439{{"`Pandas Textual Data`"}}
python/standard_libraries -.-> lab-65439{{"`Pandas Textual Data`"}}
python/numerical_computing -.-> lab-65439{{"`Pandas Textual Data`"}}
python/data_analysis -.-> lab-65439{{"`Pandas Textual Data`"}}
python/build_in_functions -.-> lab-65439{{"`Pandas Textual Data`"}}
end