Add Warning to InfoGram for Fairness Section

[exalate-issue-sync]

We should add a warning or caveat to this section of our docs: [https://docs.h2o.ai/h2o/latest-stable/h2o-docs/admissible.html#fair-infogram-a-diagnostic-tool-for-fairness|https://docs.h2o.ai/h2o/latest-stable/h2o-docs/admissible.html#fair-infogram-a-diagnostic-tool-for-fairness|smart-link] due to the following bug: [https://h2oai.atlassian.net/browse/PUBDEV-8680|https://h2oai.atlassian.net/browse/PUBDEV-8680|smart-link]

[exalate-issue-sync]

Michal Kurka commented: cc: [~accountid:5e43370f5a495e0c91a74ebe]

[h2o-ops]

JIRA Issue Details

Jira Issue: PUBDEV-8764
Assignee: Erin LeDell
Reporter: Megan Kurka
State: Open
Fix Version: 3.42.0.1
Attachments: N/A
Development PRs: N/A

[wendycwong]

Hannah: Please ask Tomas F for help.

[hannah-tillman]

Request: Add warning that Infogram is not able to remove correlated columns.
Want warning added here.

see example below:

df = h2o.create_frame(cols=1, categorical_fraction=1, seed=1234).cbind(
    h2o.create_frame(cols=1, integer_fraction=1, integer_range=6, seed=1234)
)
df.col_names = ['State', 'Target']
df['Target'] = df['Target'].abs()
# convert to pandas to concatenate two columns
df = df.as_data_frame()
df['City'] = df['State'] + "_" + df['Target'].astype(str)
df = h2o.H2OFrame(df)
df['Target'] = (df['Target'] > 5).ifelse("Yes", "No")

from h2o.estimators.infogram import H2OInfogram
ig_protected = H2OInfogram(protected_columns=['State'], model_id='infogram_protected.hex')
ig_protected.train(y='Target', x=['City'], training_frame=df)
ig_protected.plot()

[hannah-tillman]

closed with #15623