fix Set1 matplotlib colormap

[earthai-tech]

v0.3.1 (March 7, 2024)

Changes and enhancements have been made to the API since version v0.3.0, leading to the introduction of new features and the resolution of various bugs.

• |API change| From now on, only the selected utilities listed below are available as the public API, which has led to shorter loading times for the package. The available
  public API functions include:

  • :func:watex.utils.bi_selector available publicly as :func:watex.bi_selector
  • :func:watex.utils.cleaner available publicly as :func:watex.cleaner
  • :func:watex.utils.erpSelector available publicly as :func:watex.erpSelector
  • :func:watex.utils.erpSmartDetector available publicly as :func:watex.erpSmartDetector
  • :func:watex.utils.fetch_data available publicly as :func:watex.fetch_data
  • :func:watex.utils.fittensor available publicly as :func:watex.fittensor
  • :func:watex.utils.get2dtensor available publicly as :func:watex.get2dtensor
  • :func:watex.utils.make_erp available publicly as :func:watex.make_erp
  • :func:watex.utils.make_naive_pipe available publicly as :func:watex.make_naive_pipe
  • :func:watex.utils.make_ves available publicly as :func:watex.make_ves
  • :func:watex.utils.magnitude available publicly as :func:watex.magnitude
  • :func:watex.utils.naive_imputer available publicly as :func:watex.naive_imputer
  • :func:watex.utils.naive_scaler available publicly as :func:watex.naive_scaler
  • :func:watex.utils.ohmicArea available publicly as :func:watex.ohmicArea
  • :func:watex.utils.plotAnomaly available publicly as :func:watex.plotAnomaly
  • :func:watex.utils.plot_confidence_in available publicly as :func:watex.plot_confidence_in
  • :func:watex.utils.plotOhmicArea available publicly as :func:watex.plotOhmicArea
  • :func:watex.utils.plot_sfi available publicly as :func:watex.plot_sfi
  • :func:watex.utils.power available publicly as :func:watex.power
  • :func:watex.utils.qc available publicly as :func:watex.qc
  • :func:watex.utils.read_data available publicly as :func:watex.read_data
  • :func:watex.utils.selectfeatures available publicly as :func:watex.selectfeatures
  • :func:watex.utils.sfi available publicly as :func:watex.sfi
  • :func:watex.utils.shape available publicly as :func:watex.shape
  • :func:watex.utils.smart_label_classifier available publicly as :func:watex.smart_label_classifier
  • :func:watex.utils.to_numeric_dtypes available publicly as :func:watex.to_numeric_dtypes
  • :func:watex.utils.type_ available publicly as :func:watex.type_
  • :func:watex.utils.vesSelector available publicly as :func:watex.vesSelector

• |API change| The parameter edi_obj in :func:watex.utils.plot_skew has been deprecated and replaced by edis_list, which refers to either a collection of :term:EDI files or a full path to EDI files. Two-dimensional skewness, represented as :math:eta, can now be visualized by setting the parameter view='2D'.

• |API change| The xgboost library is no longer automatically installed as a dependency. Users must install it separately for complete model functionality or use the dev option as shown below:

  .. code-block:: bash

  pip install watex[dev]

• |Fix| The :class:watex.em.EM module now throws a :class:watex.exceptions.EDIError instead of an AttributeError when an EDI file is expected but an object is passed.

• |Fix| The base_estimator parameter is no longer available in scikit-learn versions greater than 1.2; it has been renamed to estimator. Consequently, :mod:watex.models and :mod:watex.models.premodels have been updated to reflect this change.

• |Feature| The :func:watex.utils.plotutils.plot_l_curve function has been introduced to plot the Hansen L-curve, with an option to highlight the Hansen point. This feature uses the L-curve criterion to determine the most suitable model after performing multiple inversions with different :math:\tau values.