def summary(self):
"""Summary table of model estimation results"""
smry = super(PanelEffectsResults, self).summary
is_invalid = np.isfinite(self.f_pooled.stat)
f_pool = _str(self.f_pooled.stat) if is_invalid else '--'
f_pool_pval = pval_format(self.f_pooled.pval) if is_invalid else '--'
f_pool_name = self.f_pooled.dist_name if is_invalid else '--'
extra_text = []
if is_invalid:
extra_text.append('F-test for Poolability: {0}'.format(f_pool))
extra_text.append('P-value: {0}'.format(f_pool_pval))
extra_text.append('Distribution: {0}'.format(f_pool_name))
extra_text.append('')
if self.included_effects:
effects = ', '.join(self.included_effects)
extra_text.append('Included effects: ' + effects)
if self.other_info is not None:
ncol = self.other_info.shape[1]
extra_text.append('Model includes {0} other effects'.format(ncol))
for c in self.other_info.T:
col = self.other_info.T[c]
extra_text.append('Other Effect {0}:'.format(c))
stats = 'Avg Obs: {0}, Min Obs: {1}, Max Obs: {2}, Groups: {3}'
stats = stats.format(_str(col['mean']), _str(col['min']),
_str(col['max']), int(col['total']))
extra_text.append(stats)
smry.add_extra_txt(extra_text)
return smry
def summary(self) -> Summary:
"""
Model estimation summary.
Returns
-------
Summary
Summary table of model estimation results
Supports export to csv, html and latex using the methods ``summary.as_csv()``,
``summary.as_html()`` and ``summary.as_latex()``.
"""
smry = super(PanelEffectsResults, self).summary
is_invalid = np.isfinite(self.f_pooled.stat)
f_pool = _str(self.f_pooled.stat) if is_invalid else "--"
f_pool_pval = pval_format(self.f_pooled.pval) if is_invalid else "--"
f_pool_name = self.f_pooled.dist_name if is_invalid else "--"
extra_text = []
if is_invalid:
extra_text.append("F-test for Poolability: {0}".format(f_pool))
extra_text.append("P-value: {0}".format(f_pool_pval))
extra_text.append("Distribution: {0}".format(f_pool_name))
extra_text.append("")
if self.included_effects:
effects = ", ".join(self.included_effects)
extra_text.append("Included effects: " + effects)
if self.other_info is not None:
nrow = self.other_info.shape[0]
plural = "s" if nrow > 1 else ""
extra_text.append(f"Model includes {nrow} other effect{plural}")
for c in self.other_info.T:
col = self.other_info.T[c]
extra_text.append("Other Effect {0}:".format(c))
stats = "Avg Obs: {0}, Min Obs: {1}, Max Obs: {2}, Groups: {3}"
stats = stats.format(
_str(col["mean"]),
_str(col["min"]),
_str(col["max"]),
int(col["total"]),
)
extra_text.append(stats)
smry.add_extra_txt(extra_text)
return smry