Create a comparison of imputation strategies

docs/api/imputation_selector.md

@@ -0,0 +1,6 @@
+# Imputation Selector
+
+This module allows to select imputation strategies.
+
+
+::: probatus.missing_values.imputation

mkdocs.yml

@@ -17,10 +17,12 @@ nav:
     - Multivariate Sample Similarity: tutorials/nb_sample_similarity.ipynb
     - Univariate Sample Similarity: tutorials/nb_distribution_statistics.ipynb
     - Custom Scoring Metrics: tutorials/nb_custom_scoring.ipynb
+    - Imputation Strategy Comparision : tutorials/nb_imputation_comparison.ipynb
   - API:
     - probatus.feature_elimination: api/feature_elimination.md
     - probatus.interpret: api/model_interpret.md
     - probatus.metric_volatility: api/metric_volatility.md
+    - probatus.missing_values : api/imputation_selector.md
     - probatus.sample_similarity: api/sample_similarity.md
     - probatus.stat_tests: api/stat_tests.md
     - probatus.utils: api/utils.md

probatus/missing_values/__init__.py

@@ -0,0 +1,23 @@
+# Copyright (c) 2020 ING Bank N.V.
+#
+# Permission is hereby granted, free of charge, to any person obtaining a copy of
+# this software and associated documentation files (the "Software"), to deal in
+# the Software without restriction, including without limitation the rights to
+# use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of
+# the Software, and to permit persons to whom the Software is furnished to do so,
+# subject to the following conditions:
+#
+# The above copyright notice and this permission notice shall be included in all
+# copies or substantial portions of the Software.
+#
+# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS
+# FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR
+# COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER
+# IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN
+# CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.
+
+
+from .imputation import ImputationSelector
+
+__all__ = ["ImputationSelector"]