Source code for visions.application.summaries.series.base_summary
import pandas as pd
[docs]def base_summary(series: pd.Series) -> dict:
"""Summary for every series
Args:
series: series to summarize
Returns:
A summary of the series including `frequencies`, `n_records`, `memory_size`, `dtype` and `types`.
"""
summary = {
"frequencies": series.value_counts().to_dict(),
"n_records": series.shape[0],
"memory_size": series.memory_usage(deep=True),
"dtype": series.dtype,
"types": series.map(lambda x: type(x).__name__).value_counts().to_dict(),
}
return summary