A Guide to Probability With Biological Data: Topics of Data Modeling

Prologue Before we begin, take a second. Open this link in a new tab. Did you do it? I’ll wait. Oh, you opened it? Great. Sorry for the forwardness, but this book is one of the greatest tools I have used in taking myself from a beginner in programming to a full time data scientist.Continue reading “A Guide to Probability With Biological Data: Topics of Data Modeling”

The Correlation Coefficient with Biological Data: Topics of Data Modeling

Introduction to the Correlation Coefficient Our discussion in this series on data modeling focuses on statistical tools which function to statistically represent biological data. The initial articles gave an initial foray into the topic, addressing the uses of statistics and a bit of insight into the concept of sampling. Following this, we expanded upon the generalContinue reading “The Correlation Coefficient with Biological Data: Topics of Data Modeling”

A Guide to Density and Contour Plots in MatPlotLib: Topics of MatPlotLib

Introduction to Density and Contour Plots in MatPlotLib At the commencement of our series pertaining to the MatPlotLib library, we first explored introductory topics pertaining to the subject such as installation, importing, and setting up configurations. This may be further explored here. This was immediately followed by a presentation of the basic mechanics of plotContinue reading “A Guide to Density and Contour Plots in MatPlotLib: Topics of MatPlotLib”

Guide to MatPlotLib and Basic Data Modeling: The MatPlotLib Series

The MatPlotLib Series This is the Art of Data Science blog, and as you might suspect, the world of Data Science revolves around data. We laboriously discussed techniques of data storage using Pandas in our Pandas series. It’s important you are well versed in this technique of storing data as it is critical that dataContinue reading “Guide to MatPlotLib and Basic Data Modeling: The MatPlotLib Series”

A COVID-19 Comprehensive Data Model From Web Scraping

Overview If you’ve been following along with The Art of Data Science blog, you may have seen our previous tutorials on data parsing from the internet. Our first tutorial involved the construction of a rather basic web scraper, the other involved the development of a slightly more sophisticated web crawler. Both of these were developedContinue reading “A COVID-19 Comprehensive Data Model From Web Scraping”

Methods of Biological Data Modeling: Techniques of Statistical Display

Modeling Biological Data Statistics is the cornerstone of science. Data serves as the matter by which statistics operates upon. However, these numerical computations are seldom useful unless they are efficaciously modeled. The purpose of data modeling is to organize data and statistical information in a succinct form such that observation of the model itself providesContinue reading “Methods of Biological Data Modeling: Techniques of Statistical Display”

A Guide to Modeling Biological Data: Introductory Statistics and Sampling

The Premise When it comes to working with biological systems, a prolific amount of data may be generated. Whether it be working with an animal population, modeling protein interactions, or accessing gene identities, biological systems are hot beds for data. This data is useless unless we have some way to understand it. This modeling biologicalContinue reading “A Guide to Modeling Biological Data: Introductory Statistics and Sampling”