[02x05] Statistics Plotting; GR StatsPlots PlotlyJS CairoMakie | 5/13 Julia Analysis for Beginners
Learn how to use the Julia Programming Language to generate Statistical Visualizations for Analysis. Create Linear Regressions, Histograms and Density Plots -- both manually and programmatically. Utilize the following visualization Packages: Plots, GR, StatsPlots, PlotlyJS and CairoMakie. Discover the pros and cons of each statistical plot as well as the strengths and weaknesses of the different plotting options. Bonus: learn how to change fonts in CairoMakie! Data for Tutorial: observations = [144, 151, 157, 170, 152, 145, 175, 149, 99, 113, 140, 102, 135, 149, 149, 68, 136, 144, 72, 97] Schedule: New tutorials are posted on Sundays. Prerequisite: Students must be familiar with Julia syntax and semantics. 00:00 Intro 00:59 Programming Environment 04:13 Plots + GR 21:56 StatsPlots + PlotlyJS 28:52 CairoMakie 30:13 How to change fonts in CairoMakie 37:37 Benchmarking Link to the GitHub Repository for this tutorial: https://github.com/julia4ta/tutorials... Links to the Julia Packages used in this tutorial: CairoMakie v0.3.14: https://github.com/JuliaPlots/CairoMa... GLM v1.3.11: https://github.com/JuliaStats/GLM.jl KernelDensity v0.6.2: https://github.com/JuliaStats/KernelD... Makie v0.12.0: https://github.com/JuliaPlots/Makie.jl PlotlyJS v0.14.0: https://github.com/JuliaPlots/PlotlyJ... Plots v1.10.4: https://github.com/JuliaPlots/Plots.jl StatsBase v0.33.2: https://github.com/JuliaStats/StatsBa... StatsPlots v0.14.19: https://github.com/JuliaPlots/StatsPl... TypedTables v1.2.3: https://github.com/JuliaData/TypedTab... Links to My Video Playlists: Julia Analysis for Beginners Playlist: • [02x01] Julia; VS Code; Iris Flower Data S... Julia for Beginners Playlist: • [01x01] How to Get Started with the Julia ... Links to the Programming Environment: The Julia Programming Language (free): https://julialang.org/ Microsoft Visual Studio Code (free): https://code.visualstudio.com/ Notice of Non-Affiliation and Disclaimer: I am not affiliated, associated, authorized, endorsed by, or in any way officially connected with The Julia Programming Language, Julia Academy, Julia Computing, Microsoft, Forschunsgzentrum Julich, Plotly, or any of their subsidiaries or their affiliates. Nor am I affiliated, associated, authorized, endorsed by, or in any way officially connected with any of the Julia Packages that are included in this tutorial. All marks, emblems and images are registered trademarks of their respective owners. Use of them does not imply any affiliation with or endorsement by them.
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