Exploratory Data Analysis

Import & Setup

    script_dir = os.path.dirname( __file__ )
    mymodule_dir = os.path.join( script_dir, '..', 'EDA' )
    sys.path.append( mymodule_dir )
    from data_analysis import Analysis
    eda = Analysis()

Function analysis():

Input	Type	Description
dataset	pandas.dataframe	Model dataset in dataframe
EDA_type	string	name of EDA required Default = "dataprep" | "profiling" "sweetviz"

Returns eda.EDA_type_analysis() --> HTML

Usage

    analysis(df, "sweetviz")

Imports Analysis().dataprep_analysis from /pybanking/src/pybanking/EDA/data_analysis.py

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DATAPREP

Function dataprep_analysis():

Input	Type	Description
dataset	pandas.dataframe	Model dataset in dataframe

Returns HTML file in browser

Usage

    da.dataprep_analysis(df)

Dataprep output report HTML

Dataprep output plot HTML

Further Documentation on Dataprep

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SWEETVIZ

Function sweetviz_analysis():

Input	Type	Description
dataset	pandas.dataframe	Model dataset in dataframe

Returns HTML file in browser

Usage

    da.sweetviz_analysis(df)

Sweetviz output HTML

Further Documentation on Sweetviz

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PANDAS PROFILING

Function pandas_analysis():

Input	Type	Description
dataset	pandas.dataframe	Model dataset in dataframe

Returns HTML file in browser

Usage

    da.pandas_analysis(df)

Pandas profiling output HTML

Further Documentation on Pandas Profiling

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