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Data Visualizations in Python

How to Create a Pareto Chart in Python (Step-by-Step)

A Pareto chart is a type of chart that displays the ordered frequencies of categories along with the cumulative frequencies of categories. This tutorial provides...

How to Create a Scree Plot in Python (Step-by-Step)

Principal components analysis (PCA) is an unsupervised machine learning technique that finds principal components (linear combinations of the predictor variables) that explain a large...

How to Create a Precision-Recall Curve in Python

When using classification models in machine learning, two metrics we often use to assess the quality of the model are precision and recall. Precision: Correct...

How to Calculate & Plot a CDF in Python

You can use the following basic syntax to calculate the cumulative distribution function (CDF) in Python: #sort data x = np.sort(data) #calculate CDF values y = 1. *...

How to Create a Log-Log Plot in Python

A log-log plot is a plot that uses logarithmic scales on both the x-axis and the y-axis. This type of plot is useful for visualizing...

Curve Fitting in Python (With Examples)

Often you may want to fit a curve to some dataset in Python. The following step-by-step example explains how to fit curves to data in...

How to Plot a ROC Curve in Python (Step-by-Step)

Logistic Regression is a statistical method that we use to fit a regression model when the response variable is binary. To assess how well a logistic...

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