Generating ProfileReport from pickle files does not work (methods ProfileReport.dumps() and ProfileReport.loads())

Current Behaviour

Used all defaut values
Generating ProfileReport from pd.DataFrame (Works) with ProfileReport(df) (Works)
Saving ProfileReport locally as pickle file (Works) with ProfileReport.dumps() (Works)
Loading ProfileReport from local pickle file with ProfileReport.loads() (Works)
Getting the error when calling ProfileReport.to_file('report.html') function: ValueError: Can not describe a lazy ProfileReport without a DataFrame.

Expected Behaviour

Expected a ProfileReport to be generated from loaded pickle file when invoking profile.to_file('report.html'). I expecte it to be possible to generate the ProfileReport from the loaded pickle file report without the original pd.DataFrame.

Data Description

df = pd.DataFrame([['a', 'b'], ['c', 'd']], index=['row 1', 'row 2'], columns=['col 1', 'col 2'])

Code that reproduces the bug

import pandas as pd
from pandas_profiling import ProfileReport
import pickle

# create dummy data as pd.DataFrame
df = pd.DataFrame([['a', 'b'], ['c', 'd']],
                index=['row 1', 'row 2'],
                columns=['col 1', 'col 2'])
# generate report from pd.DataFrame
profile = ProfileReport(df)
# save report locally as pickle file
_bytes = profile.dumps()
with open('report.pickle', 'wb') as f:
    pickle.dump(_bytes, f, pickle.HIGHEST_PROTOCOL)
# create empty report object
profile = ProfileReport()
# load report pickle file from local
data = pickle.load(open('report.pickle', "rb"))
profile.loads(data)
#! generate report from loaded pickle file
profile.to_file('report.html')

pandas-profiling version

v3.2.0

Dependencies

pandas==1.3.5
pandas-profiling==3.2.0

OS

Windows 10

Checklist

[X] There is not yet another bug report for this issue in the issue tracker
[X] The problem is reproducible from this bug report. This guide can help to craft a minimal bug report.
[X] The issue has not been resolved by the entries listed under Common Issues.

ydataai / ydata-profiling

Generating ProfileReport from pickle files does not work (methods ProfileReport.dumps() and ProfileReport.loads()) #1033