summarease.summarize_dtypes¶

Functions¶

summarize_dtypes_table(→ pandas.DataFrame)

Summarize the data types in the dataset and return a DataFrame.

Module Contents¶

summarease.summarize_dtypes.summarize_dtypes_table(dataset: pandas.DataFrame) → pandas.DataFrame[source]¶

Summarize the data types in the dataset and return a DataFrame.

Parameters:: dataset (DataFrame) – The input dataset to analyze.
Returns:: A DataFrame summarizing the counts of each data type.
Return type:: DataFrame
Raises:: TypeError – If the input dataset is not a pandas DataFrame.

Examples

>>> data = pd.DataFrame({
...     'int_col': [1, 2, 3],
...     'float_col': [1.1, 2.2, 3.3],
...     'str_col': ['a', 'b', 'c'],
...     'bool_col': [True, False, True]
... })
>>> summarize_dtypes_table(data)
   DataType  Count
0    int64      1
1  float64      1
2   object      1
3     bool      1