diff --git a/.github/workflows/security.yaml b/.github/workflows/security.yaml index 632454bbf..cf8b2f656 100644 --- a/.github/workflows/security.yaml +++ b/.github/workflows/security.yaml @@ -6,7 +6,7 @@ on: - master - release/* schedule: - - cron: "0 0 * * 1 *" + - cron: "0 0 * * 1" workflow_dispatch: jobs: diff --git a/doc/source/examples/cfproto_cat_adult_ohe.ipynb b/doc/source/examples/cfproto_cat_adult_ohe.ipynb index 145c1bd9a..8de6e5d47 100644 --- a/doc/source/examples/cfproto_cat_adult_ohe.ipynb +++ b/doc/source/examples/cfproto_cat_adult_ohe.ipynb @@ -282,7 +282,7 @@ "outputs": [], "source": [ "X_cat = X[:, :-4].copy()\n", - "ohe = OneHotEncoder(categories='auto', sparse=False).fit(X_cat)\n", + "ohe = OneHotEncoder(categories='auto', sparse_output=False).fit(X_cat)\n", "X_cat_ohe = ohe.transform(X_cat)" ] }, @@ -531,7 +531,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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", "text/plain": [ "
" ]