Deepak Kumar Mohantykumarblog-1.hashnode.dev·Oct 13, 2024Understanding Covariance, Correlation, and Collinearity: A Comprehensive GuideIn the world of statistics and data analysis, understanding how different variables interact is crucial for building effective models. Three important concepts that help us analyze these relationships are covariance, correlation, and collinearity. In...26 readscollinearity
Sunney Soodsunneysood.hashnode.dev·Aug 26, 2024Correlation Does Not Equal Causation: Explained in Three WaysIntroduction: Understanding Correlation and Causation in Data Science In the world of data science, understanding the difference between correlation and causation is fundamental. Correlation refers to a statistical relationship between two variables,...Data Sciencecausation
Gulshan Kumarperfinsights.hashnode.dev·Oct 30, 2023Correlation In JMeterIntroduction In JMeter, correlation is very important because with the help of correlation, we can capture and store the dynamic value inside a variable and use it wherever it's required in the subsequent request. We perform correlation because dynam...Perf Quick Readsjmeter
Pluviophilepluviophile.hashnode.dev·Aug 14, 20232.0 Exploring Essential Correlations for Data ScientistsCorrelations lie at the heart of data science, serving as crucial tools to uncover relationships between variables and unveil hidden insights within complex datasets. As a data scientist, understanding different types of correlations is essential for...Statistical Testscorrelation
Rick Hallblog.rickslearning.com·Nov 17, 2022Incorporate custom functions in sklearn pipelineI was working on a tabular dataset problem on Kaggle, and I wrote a function to do some preprocessing. The function removed columns that had a correlation above a threshold. I wanted to experiment with different thresholds, and rather than tune it by...41 readssklearn
Dimitris Fanisdimitrisfanis.hashnode.dev·Aug 29, 2022Correlation vs. Causation: Why Correlation Does Not Imply CausationIn the data analysis and decision sector the terms correlation and causation are quite often confused, however, they are not synonyms, and here are the reasons why: TL;DR A correlation does not imply causation, but causation always implies correlati...56 readsData Science
Aman Singanamalaamansinganamala.hashnode.dev·Jul 29, 2022Statistics Concepts in Data-ScienceImporting Libraries and Read Data import pandas as pd import numpy as np import matplotlib.pyplot as plt Read the Data and get the first rows of the DataFrame data = pd.read_csv(‘files/weight-height.csv’) Output Count The count is descriptive st...24 likes·67 readsData Science