National dataset validationΒΆ

/opt/hostedtoolcache/Python/3.12.8/x64/lib/python3.12/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html
  from .autonotebook import tqdm as notebook_tqdm

Calibration check: the table below shows how both the original and enhanced FRS datasets compare to over 2,000 official statistics (which the EFRS was explicitly calibrated to hit) from the OBR, DWP and HMRC.

Since the EFRS is calibrated to these statistics, high performance is expected and achieved.

Full resultsΒΆ

name estimate target error abs_error rel_error abs_rel_error time_period dataset
Loading ITables v2.2.4 from the init_notebook_mode cell... (need help?)

ComparisonsΒΆ

name time_period target_frs estimate_frs estimate_efrs error_frs error_efrs abs_error_frs abs_error_efrs rel_error_frs rel_error_efrs abs_rel_error_frs abs_rel_error_efrs rel_error_change_under_efrs
Loading ITables v2.2.4 from the init_notebook_mode cell... (need help?)