Examples

This page contains some plotting guides for using watex. It is broken up into base, methods, view, and plot utility sections. For more in-depth guide, visit the full user guide.

Most of the data used for the plot examples are real-world geosciences engineering data. However, the scripts implemented for the visualization work with any kind of dataset.

Applications: Step-by-step guide

These examples show a step-by-step guide for computing the DC-parameters, the mixture learning strategy to predict the permeability coefficient \(k\) and restoring tensors via the modules watex.methods and watex.utils.hydroutils. The feature analyses and visualization are performed using the watex.view module. The datasets explanation can be found in watex.datasets.

Auto-detect the drilling location

Auto-detect the drilling location

Data exploratory: Quick view

Data exploratory: Quick view

EM, DC, and Hydro parameters computing

EM, DC, and Hydro parameters computing

Fast AMT data processing from Stratagem hardware

Fast AMT data processing from Stratagem hardware

K-Means Featurization

K-Means Featurization

NSAMT tensors recovery

NSAMT tensors recovery

Plot Res, Z and phase tensors

Plot Res, Z and phase tensors

Predict FR from DC-Resistivity data

Predict FR from DC-Resistivity data

Restoring tensor with noised AMT data

Restoring tensor with noised AMT data

k-prediction from MXS: step-by-step guide

k-prediction from MXS: step-by-step guide

Base assessors & estimators

Examples concerning the watex.base module.

Plot Linear Adaptative Neuron Classifier (Adaline)

Plot Linear Adaptative Neuron Classifier (Adaline)

Plot Sequential Backward Selection (SBS)

Plot Sequential Backward Selection (SBS)

Plot Stochastic Linear Adaptative Neuron Classifier

Plot Stochastic Linear Adaptative Neuron Classifier

Plot data with missing features

Plot data with missing features

Analyses

Examples concerning the watex.analysis module.

Explained variance ratio

Explained variance ratio

Linear discriminant analysis (LDA)

Linear discriminant analysis (LDA)

PCA vs Factor Analysis with scedatic noises

PCA vs Factor Analysis with scedatic noises

Plot decision regions

Plot decision regions

Methods

Examples concerning the watex.methods module.

Electrical Resistivity Profiling (ERP)

Electrical Resistivity Profiling (ERP)

Plot Pseudosection Phase tensors

Plot Pseudosection Phase tensors

Plot filtered tensors in 1D

Plot filtered tensors in 1D

Plot filtered tensors in 2D

Plot filtered tensors in 2D

Plot logging Predictor and target

Plot logging Predictor and target

Plot logging predictor

Plot logging predictor

Plot multiple sites signal recovery

Plot multiple sites signal recovery

Plot tensor 2D

Plot tensor 2D

Plot tensors

Plot tensors

Remove noises

Remove noises

Vertical Electrical Sounding (VES)

Vertical Electrical Sounding (VES)

Plot utilities

Examples concerning the watex.utils.plotutils module.

Plot Savitzky Golay 1D filter

Plot Savitzky Golay 1D filter

Plot Strata

Plot Strata

Plot Voronoi

Plot Voronoi

Plot clusters

Plot clusters

Plot confidence in EM data

Plot confidence in EM data

Plot confusion matrices

Plot confusion matrices

Plot confusion matrix

Plot confusion matrix

Plot confusion matrix sweet

Plot confusion matrix sweet

Plot elbow

Plot elbow

Plot electrical resistivity profiling (ERP)

Plot electrical resistivity profiling (ERP)

Plot errors vs epochs

Plot errors vs epochs

Plot ex-heatmap

Plot ex-heatmap

Plot ex-matrix

Plot ex-matrix

Plot feature importance with Randomforest

Plot feature importance with Randomforest

Plot feature selection with SBS

Plot feature selection with SBS

Plot learning curves

Plot learning curves

Plot log

Plot log

Plot naive dendrogram

Plot naive dendrogram

Plot naive silhouette

Plot naive silhouette

Plot ohmic-area

Plot ohmic-area

Plot phase sensitive skew

Plot phase sensitive skew

Plot principal components analysis (PCA) components

Plot principal components analysis (PCA) components

Plot pseudo-fracturing index (sfi)

Plot pseudo-fracturing index (sfi)

Plot regularization path

Plot regularization path

Plot strike

Plot strike

Visualizations

Examples concerning the watex.view module.

Plot Box

Plot Box

Plot Cut/Quantile features

Plot Cut/Quantile features

Plot Precision-Recall (PR)

Plot Precision-Recall (PR)

Plot Receiving Operating Characteristic (ROC)

Plot Receiving Operating Characteristic (ROC)

Plot Regression learning scoring

Plot Regression learning scoring

Plot Skew 1D/2D

Plot Skew 1D/2D

Plot apparent resistivity curves

Plot apparent resistivity curves

Plot base distributions

Plot base distributions

Plot bipolar with Principal component analysis (PCA)

Plot bipolar with Principal component analysis (PCA)

Plot confusion matrix metric

Plot confusion matrix metric

Plot correlating features

Plot correlating features

Plot correlation missing data

Plot correlation missing data

Plot dendrogram

Plot dendrogram

Plot dendrogram combined with heatmap

Plot dendrogram combined with heatmap

Plot dendrogram missing data

Plot dendrogram missing data

Plot discussing features

Plot discussing features

Plot features vs target on histogram plots

Plot features vs target on histogram plots

Plot grid

Plot grid

Plot jointing features

Plot jointing features

Plot learning inspections

Plot learning inspections

Plot matrix show

Plot matrix show

Plot model

Plot model

Plot model scores

Plot model scores

Plot multiple categorical feature distributions

Plot multiple categorical feature distributions

Plot numerical features

Plot numerical features

Plot pairwise features

Plot pairwise features

Plot parallel coordinates

Plot parallel coordinates

Plot projection

Plot projection

Plot radial (RadViz)

Plot radial (RadViz)

Plot robust principal components analysis (PCA)

Plot robust principal components analysis (PCA)

Plot scattering features

Plot scattering features

Plot scatterring features

Plot scatterring features

Plot silhouette

Plot silhouette

Plot single learning inspection

Plot single learning inspection

Plot single site signal recovery

Plot single site signal recovery

Plot target inspection

Plot target inspection

Plot two dimensional dimensional filtered tensor

Plot two dimensional dimensional filtered tensor

Plot two dimensional phase tensors

Plot two dimensional phase tensors

Plot two dimensional resistivity tensors

Plot two dimensional resistivity tensors