def get_correlation_items(stats_object) -> dict:
"""Create the list of correlation items
Args:
stats_object: dict of correlations
Returns:
List of correlation items to show in the interface.
"""
items = {}
if "pearson" in stats_object["correlations"]:
items["pearson"] = {
"matrix": plot.correlation_matrix(stats_object["correlations"]["pearson"]),
"name": "Pearson's r",
}
if "spearman" in stats_object["correlations"]:
items["spearman"] = {
"matrix": plot.correlation_matrix(stats_object["correlations"]["spearman"]),
"name": "Spearman's ρ",
}
if "kendall" in stats_object["correlations"]:
items["kendall"] = {
"matrix": plot.correlation_matrix(stats_object["correlations"]["kendall"]),
"name": "Kendall's τ",
}
if "phi_k" in stats_object["correlations"]:
items["phi_k"] = {
"matrix": plot.correlation_matrix(
stats_object["correlations"]["phi_k"], vmin=0
),
"name": "Phik (φ<sub><em>k</em></sub>)",
}
if "cramers" in stats_object["correlations"]:
items["cramers"] = {
"matrix": plot.correlation_matrix(
stats_object["correlations"]["cramers"], vmin=0
),
"name": "Cramér's V (φ<sub><em>c</em></sub>)",
}
if "recoded" in stats_object["correlations"]:
items["recoded"] = {
"matrix": plot.correlation_matrix(
stats_object["correlations"]["recoded"], vmin=0
),
"name": "Recoded",
}
return items
def render_correlations_html(stats_object: dict) -> str:
"""Render the correlations HTML.
Args:
stats_object: The diagrams to display in the correlation component.
Returns:
The rendered HTML of the correlations component of the profile.
"""
values = {}
active = ""
if "pearson" in stats_object["correlations"]:
if active == "":
active = "pearson"
values["pearson"] = {
"matrix":
plot.correlation_matrix(stats_object["correlations"]["pearson"]),
"name":
"Pearson",
}
if "spearman" in stats_object["correlations"]:
if active == "":
active = "spearman"
values["spearman"] = {
"matrix":
plot.correlation_matrix(stats_object["correlations"]["spearman"]),
"name":
"Spearman",
}
if "kendall" in stats_object["correlations"]:
if active == "":
active = "kendall"
values["kendall"] = {
"matrix":
plot.correlation_matrix(stats_object["correlations"]["kendall"]),
"name":
"Kendall",
}
if "phi_k" in stats_object["correlations"]:
if active == "":
active = "phi_k"
values["phi_k"] = {
"matrix":
plot.correlation_matrix(stats_object["correlations"]["phi_k"],
vmin=0),
"name":
"Phi<sub>k</sub>",
}
if "cramers" in stats_object["correlations"]:
if active == "":
active = "cramers"
values["cramers"] = {
"matrix":
plot.correlation_matrix(stats_object["correlations"]["cramers"],
vmin=0),
"name":
"Cramér's V",
}
if "recoded" in stats_object["correlations"]:
if active == "":
active = "recoded"
values["recoded"] = {
"matrix":
plot.correlation_matrix(stats_object["correlations"]["recoded"],
vmin=0),
"name":
"Recoded",
}
return templates.template("correlations.html").render(values=values,
active=active)