def render_variables_section(dataframe_summary: dict) -> list:
"""Render the HTML for each of the variables in the DataFrame.
Args:
dataframe_summary: The statistics for each variable.
Returns:
The rendered HTML, where each row represents a variable.
"""
templs = []
descriptions = config["variables"]["descriptions"].get(dict)
show_description = config["show_variable_description"].get(bool)
reject_variables = config["reject_variables"].get(bool)
render_map = get_render_map()
for idx, summary in dataframe_summary["variables"].items():
# Common template variables
warnings = [
warning.fmt() for warning in dataframe_summary["messages"]
if warning.column_name == idx
]
warning_fields = {
field
for warning in dataframe_summary["messages"]
if warning.column_name == idx for field in warning.fields
}
warning_types = {
warning.message_type
for warning in dataframe_summary["messages"]
if warning.column_name == idx
}
template_variables = {
"varname": idx,
"varid": hash(idx),
"warnings": warnings,
"description":
descriptions.get(idx, "") if show_description else "",
"warn_fields": warning_fields,
}
template_variables.update(summary)
# Per type template variables
template_variables.update(
render_map[summary["type"]](template_variables))
# Ignore these
if reject_variables:
ignore = MessageType.REJECTED in warning_types
else:
ignore = False
bottom = None
if "bottom" in template_variables and template_variables[
"bottom"] is not None:
btn = ToggleButton("Toggle details",
anchor_id=template_variables["varid"])
bottom = Collapse(btn, template_variables["bottom"])
var = Variable(
template_variables["top"],
bottom=bottom,
anchor_id=template_variables["varid"],
name=idx,
ignore=ignore,
)
templs.append(var)
return templs
def render_variables_section(dataframe_summary: dict) -> list:
"""Render the HTML for each of the variables in the DataFrame.
Args:
dataframe_summary: The statistics for each variable.
Returns:
The rendered HTML, where each row represents a variable.
"""
type_to_func = {
Boolean: render_boolean,
Real: render_real,
Count: render_real,
Complex: render_complex,
Date: render_date,
Categorical: render_categorical,
Url: render_url,
AbsolutePath: render_path,
ExistingPath: render_path,
# ImagePath: render_path_image,
Generic: render_generic,
}
templs = []
for idx, summary in dataframe_summary["variables"].items():
# Common template variables
warnings = [
warning.fmt()
for warning in dataframe_summary["messages"]
if warning.column_name == idx
]
warning_fields = {
field
for warning in dataframe_summary["messages"]
if warning.column_name == idx
for field in warning.fields
}
warning_types = {
warning.message_type
for warning in dataframe_summary["messages"]
if warning.column_name == idx
}
template_variables = {
"varname": idx,
"varid": hash(idx),
"warnings": warnings,
"warn_fields": warning_fields,
}
template_variables.update(summary)
# Per type template variables
template_variables.update(type_to_func[summary["type"]](template_variables))
# Ignore these
if config["reject_variables"].get(bool):
ignore = MessageType.REJECTED in warning_types
else:
ignore = False
bottom = None
if "bottom" in template_variables and template_variables["bottom"] is not None:
btn = ToggleButton("Toggle details", anchor_id=template_variables["varid"])
bottom = Collapse(btn, template_variables["bottom"])
var = Variable(
template_variables["top"],
bottom=bottom,
anchor_id=template_variables["varid"],
name=idx,
ignore=ignore,
)
templs.append(var)
return templs
def render_variables_section(config: Settings, dataframe_summary: dict) -> list:
"""Render the HTML for each of the variables in the DataFrame.
Args:
config: report Settings object
dataframe_summary: The statistics for each variable.
Returns:
The rendered HTML, where each row represents a variable.
"""
templs = []
descriptions = config.variables.descriptions
show_description = config.show_variable_description
reject_variables = config.reject_variables
render_map = get_render_map()
for idx, summary in dataframe_summary["variables"].items():
# Common template variables
alerts = [
alert.fmt()
for alert in dataframe_summary["alerts"]
if alert.column_name == idx
]
alert_fields = {
field
for alert in dataframe_summary["alerts"]
if alert.column_name == idx
for field in alert.fields
}
alert_types = {
alert.alert_type
for alert in dataframe_summary["alerts"]
if alert.column_name == idx
}
template_variables = {
"varname": idx,
"varid": hash(idx),
"alerts": alerts,
"description": descriptions.get(idx, "") if show_description else "",
"alert_fields": alert_fields,
}
template_variables.update(summary)
# Per type template variables
template_variables.update(
render_map[summary["type"]](config, template_variables)
)
# Ignore these
if reject_variables:
ignore = AlertType.REJECTED in alert_types
else:
ignore = False
bottom = None
if "bottom" in template_variables and template_variables["bottom"] is not None:
btn = ToggleButton("Toggle details", anchor_id=template_variables["varid"])
bottom = Collapse(btn, template_variables["bottom"])
var = Variable(
template_variables["top"],
bottom=bottom,
anchor_id=template_variables["varid"],
name=idx,
ignore=ignore,
)
templs.append(var)
return templs