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d775c62
Add ArcSinhTransformer for inverse hyperbolic sine transformation
ankitlade12 Jan 8, 2026
841e30c
Enhance ArcSinhTransformer docs: add to index/README, improve user gu…
ankitlade12 Jan 12, 2026
6022a24
Add ArcSinhTransformer to standard estimator checks
ankitlade12 Jan 12, 2026
201b032
Fix duplicate LogCpTransformer in estimator checks
ankitlade12 Jan 12, 2026
0cb0023
Docs: Remove leading 'The' from ArcSinhTransformer references
ankitlade12 Jan 12, 2026
bf44266
Docs: Remove 'the' before LogTransformer reference
ankitlade12 Jan 12, 2026
b9d92d5
Docs: Rename Example section to Python demo
ankitlade12 Jan 12, 2026
246cd2c
Docs: Standardize section underlines to '---'
ankitlade12 Jan 12, 2026
0c44f40
Docs: Add dataframe output to ArcSinhTransformer python demo
ankitlade12 Jan 12, 2026
cc95d3a
Docs: Update transformer setup text in ArcSinhTransformer demo
ankitlade12 Jan 12, 2026
aeeddad
Docs: Add commas around 'however' for grammar
ankitlade12 Jan 12, 2026
e3e6440
Docs: Add transformed dataframe output to ArcSinhTransformer demo
ankitlade12 Jan 12, 2026
a8d880a
Docs: Clarify intro text for plotting code
ankitlade12 Jan 12, 2026
8fad3b8
Docs: Add histogram plot image to ArcSinhTransformer guide
ankitlade12 Jan 12, 2026
9fa7698
Docs: Replace np.allclose with dataframe output in inverse transform …
ankitlade12 Jan 12, 2026
6a8fc64
Docs: Remove API Reference from User Guide (exists in api_doc)
ankitlade12 Jan 12, 2026
bdcb271
Docstring: Clarify linear behavior of arcsinh for small x
ankitlade12 Jan 12, 2026
73b9ef1
Docstring: Remove redundant 'does not learn parameters' sentence from…
ankitlade12 Jan 12, 2026
f055b05
Tests: Add explicit value assertions for negative values in ArcSinh test
ankitlade12 Jan 12, 2026
3f17f04
Tests: Add string and boolean to invalid_scale parameterization
ankitlade12 Jan 12, 2026
3be7004
Docs: Add practical explanation for using loc and scale parameters
ankitlade12 Jan 12, 2026
f990fde
Docs: Add ArcSinhTransformer to api_doc index and update description
ankitlade12 Jan 14, 2026
30288af
update ihs user guide
solegalli Jan 26, 2026
fb8f826
fix typo
solegalli Jan 26, 2026
9d73640
fix(ci): silence Pandas 3 warnings and fix datetime precision in tests
ankitlade12 Jan 26, 2026
1e92e25
docs: fix typos in ArcSinh user guide
ankitlade12 Jan 26, 2026
4f789c7
fix(style): resolve flake8 violations in find_variables.py
ankitlade12 Jan 26, 2026
41f9528
fix(tests): make expected datetime strings dynamic to handle vary pre…
ankitlade12 Jan 26, 2026
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1 change: 1 addition & 0 deletions README.md
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Expand Up @@ -114,6 +114,7 @@ Please share your story by answering 1 quick question
* PowerTransformer
* BoxCoxTransformer
* YeoJohnsonTransformer
* ArcSinhTransformer

### Variable Scaling methods
* MeanNormalizationScaler
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5 changes: 5 additions & 0 deletions docs/api_doc/transformation/ArcSinhTransformer.rst
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@@ -0,0 +1,5 @@
ArcSinhTransformer
==================

.. autoclass:: feature_engine.transformation.ArcSinhTransformer
:members:
1 change: 1 addition & 0 deletions docs/api_doc/transformation/index.rst
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Expand Up @@ -13,6 +13,7 @@ mathematical transformations.
LogCpTransformer
ReciprocalTransformer
ArcsinTransformer
ArcSinhTransformer
PowerTransformer
BoxCoxTransformer
YeoJohnsonTransformer
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1 change: 1 addition & 0 deletions docs/index.rst
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Expand Up @@ -237,6 +237,7 @@ like anova, and machine learning models, like linear regression. Feature-engine
- :doc:`api_doc/transformation/BoxCoxTransformer`: performs Box-Cox transformation of numerical variables
- :doc:`api_doc/transformation/YeoJohnsonTransformer`: performs Yeo-Johnson transformation of numerical variables
- :doc:`api_doc/transformation/ArcsinTransformer`: performs arcsin transformation of numerical variables
- :doc:`api_doc/transformation/ArcSinhTransformer`: applies arcsinh (pseudo-logarithm) transformation of numerical variables

Feature Creation:
~~~~~~~~~~~~~~~~~
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