Merge branch 'dev' of https://github.com/maks-sh/scikit-uplift into dev

Author: maks-sh

docs/changelog.md

@@ -10,88 +10,88 @@
 
 ## Version 0.3.0
 
-### [sklift.datasets](https://www.uplift-modeling.com/en/latest/en/latest/api/datasets/index.html)
+### [sklift.datasets](https://www.uplift-modeling.com/en/v0.3.0/api/datasets/index.html)
 
-* 🔥 Add [sklift.datasets](https://www.uplift-modeling.com/en/latest/en/latest/user_guide/index.html)  by [@ElisovaIra](https://github.com/ElisovaIra), [@RobbStarkk](https://github.com/RobbStarkk), [@acssar](https://github.com/acssar), [@tankudo](https://github.com/tankudo), [@flashlight101](https://github.com/flashlight101), [@semenova-pd](https://github.com/semenova-pd), [@timfex](https://github.com/timfex)
+* 🔥 Add [sklift.datasets](https://www.uplift-modeling.com/en/v0.3.0/api/datasets/index.html)  by [@ElisovaIra](https://github.com/ElisovaIra), [@RobbStarkk](https://github.com/RobbStarkk), [@acssar](https://github.com/acssar), [@tankudo](https://github.com/tankudo), [@flashlight101](https://github.com/flashlight101), [@semenova-pd](https://github.com/semenova-pd), [@timfex](https://github.com/timfex)
 
-### [sklift.models](https://www.uplift-modeling.com/en/latest/en/latest/api/models.html)
+### [sklift.models](https://www.uplift-modeling.com/en/v0.3.0/api/models/index.html)
 
 * 📝 Add different checkers by [@ElisovaIra](https://github.com/ElisovaIra)
 
-### [sklift.metrics](https://www.uplift-modeling.com/en/latest/en/latest/api/metrics.html)
+### [sklift.metrics](https://www.uplift-modeling.com/en/v0.3.0/api/metrics/index.html)
 
 * 📝 Add different checkers by [@ElisovaIra](https://github.com/ElisovaIra)
 
-### [sklift.viz](https://www.uplift-modeling.com/en/latest/en/latest/api/viz.html)
+### [sklift.viz](https://www.uplift-modeling.com/en/v0.3.0/api/viz/index.html)
 
 * 📝 Fix conflicting and duplicating default values by [@denniskorablev](https://github.com/denniskorablev)
 
-### [User Guide](https://www.uplift-modeling.com/en/latest/en/latest/user_guide/index.html)
+### [User Guide](https://www.uplift-modeling.com/en/v0.3.0/user_guide/index.html)
 
 * 📝 Fix typos
 
 ## Version 0.2.0
 
-### [User Guide](https://www.uplift-modeling.com/en/latest/en/latest/user_guide/index.html)
+### [User Guide](https://www.uplift-modeling.com/en/v0.2.0/user_guide/index.html)
 
-* 🔥 Add [User Guide](https://www.uplift-modeling.com/en/latest/en/latest/user_guide/index.html)
+* 🔥 Add [User Guide](https://www.uplift-modeling.com/en/v0.2.0/user_guide/index.html)
 
-### [sklift.models](https://www.uplift-modeling.com/en/latest/en/latest/api/models.html)
+### [sklift.models](https://www.uplift-modeling.com/en/v0.2.0/api/models/index.html)
 
-* 💥 Add `treatment interaction` method to [SoloModel](https://www.uplift-modeling.com/en/latest/en/latest/api/models/SoloModel.html) approach by [@AdiVarma27](https://github.com/AdiVarma27).
+* 💥 Add `treatment interaction` method to [SoloModel](https://www.uplift-modeling.com/en/v0.2.0/api/models/SoloModel.html) approach by [@AdiVarma27](https://github.com/AdiVarma27).
 
-### [sklift.metrics](https://www.uplift-modeling.com/en/latest/en/latest/api/metrics.html)
+### [sklift.metrics](https://www.uplift-modeling.com/en/v0.2.0/api/index/metrics.html)
 
-* 💥 Add [uplift_by_percentile](https://www.uplift-modeling.com/en/latest/en/latest/api/metrics/uplift_by_percentile.html) function by [@ElisovaIra](https://github.com/ElisovaIra).
-* 💥 Add [weighted_average_uplift](https://www.uplift-modeling.com/en/latest/en/latest/api/metrics/weighted_average_uplift.html) function by [@ElisovaIra](https://github.com/ElisovaIra).
-* 💥 Add [perfect_uplift_curve](https://www.uplift-modeling.com/en/latest/en/latest/api/metrics/perfect_uplift_curve.html) function.
-* 💥 Add [perfect_qini_curve](https://www.uplift-modeling.com/en/latest/en/latest/api/metrics/perfect_qini_curve.html) function.
-* 🔨 Add normalization in [uplift_auc_score](https://www.uplift-modeling.com/en/latest/en/latest/api/metrics/uplift_auc_score.html) and [qini_auc_score](https://www.uplift-modeling.com/en/latest/en/latest/api/metrics/qini_auc_score.html) functions.
-* ❗ Remove metrics `auuc` and `auqc`. In exchange for them use respectively [uplift_auc_score](https://www.uplift-modeling.com/en/latest/en/latest/api/metrics/uplift_auc_score.html) and [qini_auc_score](https://www.uplift-modeling.com/en/latest/en/latest/api/metrics/qini_auc_score.html)
+* 💥 Add [uplift_by_percentile](https://www.uplift-modeling.com/en/v0.2.0/api/metrics/uplift_by_percentile.html) function by [@ElisovaIra](https://github.com/ElisovaIra).
+* 💥 Add [weighted_average_uplift](https://www.uplift-modeling.com/en/v0.2.0/api/metrics/weighted_average_uplift.html) function by [@ElisovaIra](https://github.com/ElisovaIra).
+* 💥 Add [perfect_uplift_curve](https://www.uplift-modeling.com/en/v0.2.0/api/metrics/perfect_uplift_curve.html) function.
+* 💥 Add [perfect_qini_curve](https://www.uplift-modeling.com/en/v0.2.0/api/metrics/perfect_qini_curve.html) function.
+* 🔨 Add normalization in [uplift_auc_score](https://www.uplift-modeling.com/en/v0.2.0/api/metrics/uplift_auc_score.html) and [qini_auc_score](https://www.uplift-modeling.com/en/v0.2.0/api/metrics/qini_auc_score.html) functions.
+* ❗ Remove metrics `auuc` and `auqc`. In exchange for them use respectively [uplift_auc_score](https://www.uplift-modeling.com/en/v0.2.0/api/metrics/uplift_auc_score.html) and [qini_auc_score](https://www.uplift-modeling.com/en/v0.2.0/api/metrics/qini_auc_score.html)
 
-### [sklift.viz](https://www.uplift-modeling.com/en/latest/en/latest/api/viz.html)
+### [sklift.viz](https://www.uplift-modeling.com/en/v0.2.0/api/viz/index.html)
 
-* 💥 Add [plot_uplift_curve](https://www.uplift-modeling.com/en/latest/en/latest/api/viz/plot_uplift_curve.html) function.
-* 💥 Add [plot_qini_curve](https://www.uplift-modeling.com/en/latest/en/latest/api/viz/plot_qini_curve.html) function.
+* 💥 Add [plot_uplift_curve](https://www.uplift-modeling.com/en/v0.2.0/api/viz/plot_uplift_curve.html) function.
+* 💥 Add [plot_qini_curve](https://www.uplift-modeling.com/en/v0.2.0/api/viz/plot_qini_curve.html) function.
 * ❗ Remove `plot_uplift_qini_curves`.
 
 ### Miscellaneous
 
 * 💥 Add contributors in main Readme and in main page of docs.
-* 💥 Add [contributing guide](https://www.uplift-modeling.com/en/latest/en/latest/contributing.html).
+* 💥 Add [contributing guide](https://www.uplift-modeling.com/en/v0.2.0/contributing.html).
 * 💥 Add [code of conduct](https://github.com/maks-sh/scikit-uplift/blob/master/.github/CODE_OF_CONDUCT.md).
-* 📝 Reformat [Tutorials](https://www.uplift-modeling.com/en/latest/en/latest/tutorials.html) page.
+* 📝 Reformat [Tutorials](https://www.uplift-modeling.com/en/v0.2.0/tutorials.html) page.
 * 📝 Add github buttons in docs.
 * 📝 Add logo compatibility with pypi.
 
 ## Version 0.1.2
 
-### [sklift.models](https://www.uplift-modeling.com/en/latest/en/v0.1.2/api/models.html)
+### [sklift.models](https://www.uplift-modeling.com/en/v0.1.2/api/models.html)
 
-* 🔨 Fix bugs in [TwoModels](https://www.uplift-modeling.com/en/latest/en/v0.1.2/api/models.html#sklift.models.models.TwoModels) for regression problem.
+* 🔨 Fix bugs in [TwoModels](https://www.uplift-modeling.com/en/v0.1.2/api/models.html#sklift.models.models.TwoModels) for regression problem.
 * 📝 Minor code refactoring.
 
-### [sklift.metrics](https://www.uplift-modeling.com/en/latest/en/v0.1.2/api/metrics.html)
+### [sklift.metrics](https://www.uplift-modeling.com/en/v0.1.2/api/metrics.html)
 
 * 📝 Minor code refactoring.
 
-### [sklift.viz](https://www.uplift-modeling.com/en/latest/en/v0.1.2/api/viz.html)
+### [sklift.viz](https://www.uplift-modeling.com/en/v0.1.2/api/viz.html)
 
-* 💥 Add bar plot in [plot_uplift_by_percentile](https://www.uplift-modeling.com/en/latest/en/v0.1.2/api/viz.html#sklift.viz.base.plot_uplift_by_percentile) by [@ElisovaIra](https://github.com/ElisovaIra).
-* 🔨 Fix bug in [plot_uplift_by_percentile](https://www.uplift-modeling.com/en/latest/en/v0.1.2/api/viz.html#sklift.viz.base.plot_uplift_by_percentile).
+* 💥 Add bar plot in [plot_uplift_by_percentile](https://www.uplift-modeling.com/en/v0.1.2/api/viz.html#sklift.viz.base.plot_uplift_by_percentile) by [@ElisovaIra](https://github.com/ElisovaIra).
+* 🔨 Fix bug in [plot_uplift_by_percentile](https://www.uplift-modeling.com/en/v0.1.2/api/viz.html#sklift.viz.base.plot_uplift_by_percentile).
 * 📝 Minor code refactoring.
 
 ## Version 0.1.1
 
-### [sklift.viz](https://www.uplift-modeling.com/en/latest/en/v0.1.1/api/viz.html)
+### [sklift.viz](https://www.uplift-modeling.com/en/v0.1.1/api/viz.html)
 
-* 💥 Add [plot_uplift_by_percentile](https://www.uplift-modeling.com/en/latest/en/v0.1.1/api/viz.html#sklift.viz.base.plot_uplift_by_percentile) by [@ElisovaIra](https://github.com/ElisovaIra).
-* 🔨 Fix bug with import [plot_treatment_balance_curve](https://www.uplift-modeling.com/en/latest/en/v0.1.1/api/viz.html#sklift.viz.base.plot_treatment_balance_curve).
+* 💥 Add [plot_uplift_by_percentile](https://www.uplift-modeling.com/en/v0.1.1/api/viz.html#sklift.viz.base.plot_uplift_by_percentile) by [@ElisovaIra](https://github.com/ElisovaIra).
+* 🔨 Fix bug with import [plot_treatment_balance_curve](https://www.uplift-modeling.com/en/v0.1.1/api/viz.html#sklift.viz.base.plot_treatment_balance_curve).
 
-### [sklift.metrics](https://www.uplift-modeling.com/en/latest/en/v0.1.1/api/metrics.html)
+### [sklift.metrics](https://www.uplift-modeling.com/en/v0.1.1/api/metrics.html)
 
-* 💥 Add [response_rate_by_percentile](https://www.uplift-modeling.com/en/latest/en/v0.1.1/api/viz.html#sklift.metrics.metrics.response_rate_by_percentile) by [@ElisovaIra](https://github.com/ElisovaIra).
-* 🔨 Fix bug with import [uplift_auc_score](https://www.uplift-modeling.com/en/latest/en/v0.1.1/api/metrics.html#sklift.metrics.metrics.uplift_auc_score) and [qini_auc_score](https://www.uplift-modeling.com/en/latest/en/v0.1.1/metrics.html#sklift.metrics.metrics.qini_auc_score).
+* 💥 Add [response_rate_by_percentile](https://www.uplift-modeling.com/en/v0.1.1/api/viz.html#sklift.metrics.metrics.response_rate_by_percentile) by [@ElisovaIra](https://github.com/ElisovaIra).
+* 🔨 Fix bug with import [uplift_auc_score](https://www.uplift-modeling.com/en/v0.1.1/api/metrics.html#sklift.metrics.metrics.uplift_auc_score) and [qini_auc_score](https://www.uplift-modeling.com/en/v0.1.1/metrics.html#sklift.metrics.metrics.qini_auc_score).
 * 📝 Fix typos in docstrings.
 
 ### Miscellaneous
@@ -101,25 +101,25 @@
 
 ## Version 0.1.0
 
-### [sklift.models](https://www.uplift-modeling.com/en/latest/en/v0.1.0/api/models.html)
+### [sklift.models](https://www.uplift-modeling.com/en/v0.1.0/api/models.html)
 
-* 📝 Fix typo in [TwoModels](https://www.uplift-modeling.com/en/latest/en/v0.1.0/api/models.html#sklift.models.models.TwoModels) docstring by [@spiaz](https://github.com/spiaz).
+* 📝 Fix typo in [TwoModels](https://www.uplift-modeling.com/en/v0.1.0/api/models.html#sklift.models.models.TwoModels) docstring by [@spiaz](https://github.com/spiaz).
 * 📝 Improve docstrings and add references to all approaches.
 
-### [sklift.metrics](https://www.uplift-modeling.com/en/latest/en/v0.1.0/api/metrics.html)
+### [sklift.metrics](https://www.uplift-modeling.com/en/v0.1.0/api/metrics.html)
 
-* 💥 Add [treatment_balance_curve](https://www.uplift-modeling.com/en/latest/en/v0.1.0/api/metrics.html#sklift.metrics.metrics.treatment_balance_curve) by [@spiaz](https://github.com/spiaz).
-* ❗️ The metrics `auuc` and `auqc` are now respectively renamed to [uplift_auc_score](https://www.uplift-modeling.com/en/latest/en/v0.1.0/api/metrics.html#sklift.metrics.metrics.uplift_auc_score) and [qini_auc_score](https://www.uplift-modeling.com/en/latest/en/v0.1.0/metrics.html#sklift.metrics.metrics.qini_auc_score). So, `auuc` and `auqc` will be removed in 0.2.0.
-* ❗️ Add a new parameter `startegy` in [uplift_at_k](https://www.uplift-modeling.com/en/latest/en/v0.1.0/metrics.html#sklift.metrics.metrics.uplift_at_k).
+* 💥 Add [treatment_balance_curve](https://www.uplift-modeling.com/en/v0.1.0/api/metrics.html#sklift.metrics.metrics.treatment_balance_curve) by [@spiaz](https://github.com/spiaz).
+* ❗️ The metrics `auuc` and `auqc` are now respectively renamed to [uplift_auc_score](https://www.uplift-modeling.com/en/v0.1.0/api/metrics.html#sklift.metrics.metrics.uplift_auc_score) and [qini_auc_score](https://www.uplift-modeling.com/en/v0.1.0/metrics.html#sklift.metrics.metrics.qini_auc_score). So, `auuc` and `auqc` will be removed in 0.2.0.
+* ❗️ Add a new parameter `startegy` in [uplift_at_k](https://www.uplift-modeling.com/en/v0.1.0/metrics.html#sklift.metrics.metrics.uplift_at_k).
 
-### [sklift.viz](https://www.uplift-modeling.com/en/latest/en/v0.1.0/api/viz.html)
+### [sklift.viz](https://www.uplift-modeling.com/en/v0.1.0/api/viz.html)
 
-* 💥 Add [plot_treatment_balance_curve](https://www.uplift-modeling.com/en/latest/en/v0.1.0/api/viz.html#sklift.viz.base.plot_treatment_balance_curve) by [@spiaz](https://github.com/spiaz).
-* 📝 fix typo in [plot_uplift_qini_curves](https://www.uplift-modeling.com/en/latest/en/v0.1.0/api/viz.html#sklift.viz.base.plot_uplift_qini_curves) by [@spiaz](https://github.com/spiaz).
+* 💥 Add [plot_treatment_balance_curve](https://www.uplift-modeling.com/en/v0.1.0/api/viz.html#sklift.viz.base.plot_treatment_balance_curve) by [@spiaz](https://github.com/spiaz).
+* 📝 fix typo in [plot_uplift_qini_curves](https://www.uplift-modeling.com/en/v0.1.0/api/viz.html#sklift.viz.base.plot_uplift_qini_curves) by [@spiaz](https://github.com/spiaz).
 
 ### Miscellaneous
 
 * ❗️ Remove sklift.preprocess submodule.
 * 💥 Add compatibility of tutorials with colab and add colab buttons by [@ElMaxuno](https://github.com/ElMaxuno).
 * 💥 Add Changelog.
-* 📝 Change the documentation structure. Add next pages: [Tutorials](https://www.uplift-modeling.com/en/latest/en/v0.1.0/tutorials.html), [Release History](https://www.uplift-modeling.com/en/latest/en/v0.1.0/changelog.html) and [Hall of fame](https://www.uplift-modeling.com/en/latest/en/v0.1.0/hall_of_fame.html).
+* 📝 Change the documentation structure. Add next pages: [Tutorials](https://www.uplift-modeling.com/en/v0.1.0/tutorials.html), [Release History](https://www.uplift-modeling.com/en/v0.1.0/changelog.html) and [Hall of fame](https://www.uplift-modeling.com/en/v0.1.0/hall_of_fame.html).

sklift/datasets/datasets.py

@@ -144,7 +144,7 @@ def fetch_lenta(data_home=None, dest_subdir=None, download_if_missing=True, retu
 
     """
 
-    url = 'https:/winterschool123.s3.eu-north-1.amazonaws.com/lentadataset.csv.gz'
+    url = 'https://winterschool123.s3.eu-north-1.amazonaws.com/lentadataset.csv.gz'
     filename = 'lentadataset.csv.gz'
 
     csv_path = _get_data(data_home=data_home, url=url, dest_subdir=dest_subdir,