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An open API service indexing awesome lists of open source software.

Projects in Awesome Lists by m-clark

A curated list of projects in awesome lists by m-clark .

https://github.com/m-clark/miscellaneous-r-code

Code that might be useful to others for learning/demonstration purposes, specifically along the lines of modeling and various algorithms. **Superseded by the models-by-example repo**.

additive-models bayesian em factor-analysis gaussian-processes irt jags julia machine-learning matlab mixed-models mixture-model ordinal-regression pca probit python r stan survival-analysis zip

Last synced: 13 Apr 2025

https://github.com/m-clark/Miscellaneous-R-Code

Code that might be useful to others for learning/demonstration purposes, specifically along the lines of modeling and various algorithms. **Superseded by the models-by-example repo**.

additive-models bayesian em factor-analysis gaussian-processes irt jags julia machine-learning matlab mixed-models mixture-model ordinal-regression pca probit python r stan survival-analysis zip

Last synced: 14 Mar 2025

https://github.com/m-clark/generalized-additive-models

A document introducing generalized additive models.📈

gam generalized-additive-models mgcv modeling r random-effects splines

Last synced: 30 Apr 2025

https://github.com/m-clark/mixedup

An R package for extracting results from mixed models that are easy to use and viable for presentation.

brms glmmtmb lme4 mgcv mixed-models nlme random-coefficients random-effects variance-components

Last synced: 30 Apr 2025

https://github.com/m-clark/book-of-models

Spells for everyday living. (also a book coming out in 2025)

linear-models machine-learning python r-language

Last synced: 30 Apr 2025

https://github.com/m-clark/data-processing-and-visualization

This document forms the basis of several workshops/talks that get into everyday programming with R, but also includes mirrored code in Python as Jupyter notebooks.

data-processing data-science datatable dplyr ggplot2 htmlwidgets jupyter-notebooks machine-learning model-criticism modeling numpy pandas programming programming-exercises python r tidyverse visualization workshop workshops

Last synced: 02 Sep 2025

https://github.com/m-clark/sem

:white_medium_small_square: <- :white_circle: Structural Equation Modeling from a broader context.

bayesian-nonparametric-models graphical-models growth-curves irt latent-variable-models lavaan mixture-model r sem structural-equation-modeling topic-modeling

Last synced: 30 Apr 2025

https://github.com/m-clark/text-analysis-with-r

:book: :books: :newspaper: Workshop that demonstrates using and analyzing text in R.

barthelme carver character factor pos-tagging quanteda r regex sentiment-analysis shakespeare text text2vec tidytext topic-modeling wordembeddings

Last synced: 30 Apr 2025

https://github.com/m-clark/exploratory-data-analysis-tools

A survey of tools that make EDA more automated.

eda exploratory-data-analysis r

Last synced: 10 Jul 2025

https://github.com/m-clark/latent-variable-models-workshop-2019

A workshop on latent variables models including factor analysis, PCA, SEM, etc.

Last synced: 30 Apr 2025

https://github.com/m-clark/gammit

Functions for using mgcv for mixed models. 📈

bam gam glmer lme4 lmer mgcv mixed-models random-effects variance-components

Last synced: 30 Apr 2025

https://github.com/m-clark/mixed-models-with-r-workshop

This is the companion slides, data, and RStudio project for a workshop on mixed models.

lme4 mixed-models workshop

Last synced: 13 Oct 2025

https://github.com/m-clark/docs

Documents that go into methodological detail regarding various statistical procedures.

additive-models bayesian-methods mixed-models r stan statistical-procedures structural-equation-modeling

Last synced: 30 Apr 2025

https://github.com/m-clark/stanr_workshop

A workshop on using Stan with R.

bobross kittens lamborghini r stan workshop

Last synced: 30 Apr 2025

https://github.com/m-clark/introduction-to-rmarkdown

Workshop to introduce R Markdown and related, with an eye toward reproducible research.

css literate-programming markdown r-markdown reproducible-research rmarkdown shiny

Last synced: 04 Jul 2025

https://github.com/m-clark/mcmc-algorithms

Raw files for a document providing a list of mcmc algorithm descriptions.

bayesian-methods laplaces-demon mcmc

Last synced: 05 Jan 2026

https://github.com/m-clark/r-ii-programming

Basic programming with R- understanding objects, iterative methods, writing functions, code style, and more.

Last synced: 27 Oct 2025

https://github.com/m-clark/advice-to-the-graduate

Some thoughts, particularly for graduate students, but any researcher in applied disciplines on what they can do regarding statistical and programming basics to make their research efforts more efficient.

Last synced: 30 Apr 2025

https://github.com/m-clark/topic-models-demo

Demonstration of a standard topic model approach

demo latent-dirichlet-allocation lda r structural-topic-modeling topic-modeling

Last synced: 30 Apr 2025

https://github.com/m-clark/polars-talk-2024

Notebook for a talk introducing polars

Last synced: 10 Oct 2025

https://github.com/m-clark/easy-bayes

Workshop to introduce participants to rstanarm and brms.

bayesian-analysis brms mixed-models r rstan rstanarm stan

Last synced: 30 Apr 2025

https://github.com/m-clark/mixed-models-growth-curves-simulation

Raw files for a document simulating models for longitudinal data (mixed models and growth curve models).

comparison growth-curve-models longitudinal-data mixed-models simulation

Last synced: 30 Apr 2025

https://github.com/m-clark/data-manipulation-in-r

Set of slides for a workshop introducing dplyr related functionality, piping and related.

data-manipulation dplyr magrittr piping tidyverse workshop

Last synced: 30 Apr 2025

https://github.com/m-clark/reliability

A brief document describing issues and uncertainty regarding reliability.

Last synced: 30 Apr 2025

https://github.com/m-clark/introduction-to-rstudio

Workshop to help people to use RStudio for more than scripting.

r rstudio workshop

Last synced: 30 Apr 2025

https://github.com/m-clark/webr

Raw files for a document providing an introduction to web-scraping and beyond in R.

apis publishing r visualization webscraping

Last synced: 25 Oct 2025

https://github.com/m-clark/r-iv-visualization

Getting started with pretty pictures in R

Last synced: 23 Mar 2025

https://github.com/m-clark/bookdown_template

bookdown starter set

bookdown

Last synced: 23 Mar 2025

https://github.com/m-clark/correlation-measures

Raw files for a summary of various measures of dependency.

correlation-measures distance-correlation hoeffding mic

Last synced: 05 Jan 2026

https://github.com/m-clark/heatr

Visualizing correlation matrix structure.

correlation interactive latent-variable-models r visualization

Last synced: 12 Sep 2025

https://github.com/m-clark/llap-2019

Library Learning Analytics Project Workshop

introduction-to-r r

Last synced: 09 Sep 2025

https://github.com/m-clark/prior-sensitivity

A test of how informative priors can be

bayesian-inference prior-distribution rstan stan

Last synced: 30 Jul 2025

https://github.com/m-clark/distill-workshop

This will introduce R users to the Distill format for R Markdown, for scientific communication and building websites.

Last synced: 07 Oct 2025

https://github.com/m-clark/fastr

Raw files for a document covering techniques for speeding up R, especially before parallelization.

high-performance parallelization r

Last synced: 09 Jul 2025

https://github.com/m-clark/patchmate-2019

A demo/workshop on how to use patchwork and gganimate

gganimate ggplot2 ggplot2-enhancements patchwork r

Last synced: 23 Mar 2025

https://github.com/m-clark/mixed-growth-comparison

A demonstration of the equivalence of growth curves and mixed models

Last synced: 23 Mar 2025

https://github.com/m-clark/mixed-models-anova

Raw files for a document introducing mixed models for those familiar with ANOVA.

anova comparison introduction mixed-models

Last synced: 06 Jul 2025

https://github.com/m-clark/visuals

Random Visualizations

Last synced: 23 Mar 2025

https://github.com/m-clark/mixed-models-growth-curves

Raw files for a document comparing mixed models and growth curve models (sem).

comparison growth-curve-models mixed-models sem

Last synced: 22 Jul 2025

https://github.com/m-clark/r-v-presentation

Reproducibility and R Markdown

Last synced: 23 Mar 2025

https://github.com/m-clark/rstudio-2019

Helping others get more from RStudio than just scripting.

Last synced: 23 Mar 2025

https://github.com/m-clark/clustered-data

Raw files for a document covering different approaches to dealing with dependent data.

cluster-data fixed-effects gee mixed-models

Last synced: 08 Oct 2025

https://github.com/m-clark/latent-variables-and-sum-scores

Raw files for a document examining the use of latent variable and sum scores for secondary analysis.

latent-variabels measurement-error sum-scores

Last synced: 11 Sep 2025

https://github.com/m-clark/datasets

Datasets I used at some point.

Last synced: 11 Aug 2025

https://github.com/m-clark/atprankingshistory

a look at the big 4

atp rankings tennis

Last synced: 16 Dec 2025

https://github.com/m-clark/m-clark

Last synced: 01 Sep 2025

https://github.com/m-clark/mcrmd

my templates

r r-markdown templates

Last synced: 30 Dec 2025

https://github.com/m-clark/mixed-models-estimation

Raw files for a document demonstrating some by hand estimation of mixed models.

maximum-likelihood mixed-models mixed-models-estimation

Last synced: 23 Mar 2025

https://github.com/m-clark/tornados

Last synced: 13 Jun 2025

https://github.com/m-clark/sc2-workshop

Workshop for the Scientific Computing Club

Last synced: 16 Oct 2025

https://github.com/m-clark/mixed-models-overview

Raw files for a document providing an overview of mixed models from varying perspectives.

mixed-models multilevel-models penalized-regression random-effects

Last synced: 23 Mar 2025

https://github.com/m-clark/categorical-regression-models

Raw files for a document that provides an overview of models for the case of a categorical dependent variable.

categorical-regression-models logistic-regression multinomial-regression ordinal-regression

Last synced: 23 Mar 2025

https://github.com/m-clark/r-bootcamp

an afternoon/day course to introduce R programming

r

Last synced: 23 Mar 2025

https://github.com/m-clark/config-files

gitignore, css, etc.

Last synced: 16 Aug 2025

https://github.com/m-clark/old-dsss

These are an R version of Kerby Shedden's Python notes from the initial Data Science Skills Series

Last synced: 23 Mar 2025

https://github.com/m-clark/bretthorst

analytical bayesian t-test

Last synced: 06 Jul 2025

https://github.com/m-clark/testgit

playtime

Last synced: 01 Jul 2025

https://github.com/m-clark/pop

playing with tidycensus

Last synced: 23 Mar 2025

https://github.com/m-clark/connections

connections among various statistical methods

graph statistical-methods statistical-models statistics

Last synced: 23 Mar 2025

https://github.com/m-clark/tbd

statistical science, data expression, computational reasoning

Last synced: 20 Jun 2025

https://github.com/m-clark/r-for-social-science

Hastily put together document with social science oriented demos of R.

darren-davis-is-a-jacakass r social-sciences

Last synced: 11 Jun 2025

https://github.com/m-clark/bigr

Raw files for a document that will serve as a reference for dealing with 'big' data in R.

Last synced: 23 Mar 2025