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Tyler Burns's Projects

ask-marcus-aurelius icon ask-marcus-aurelius

Type a question. Get the passages in Meditations by Marcus Aurelius that are most relevant.

cluster_stability icon cluster_stability

Some helper functions to visualize the stability of a clustering method for your single-cell data.

conv-ca icon conv-ca

Convolution-based cellular automata, with kernel adjustment leading to new rules.

cytof_som_umatrix icon cytof_som_umatrix

An interrogation of the U-Matrix as a visualization of SOM-clustered CyTOF data.

dimr_spectrum_single_cell icon dimr_spectrum_single_cell

View a spectrum of dimensionality reduction embeddings for your single-cell data ranging from t-SNE like to UMAP like

knn_sleepwalk icon knn_sleepwalk

A wrapper around the sleepwalk package that allows for interactive knn visualizations of an embedding.

knnsleepwalk icon knnsleepwalk

R package that allows for visualization of the KNN of an embedding compared to the KNN of the original high-dimensional data.

language-entropy icon language-entropy

Using entropy to determine relative efficiency of written languages. I was trying to figure out if English or German is more efficient.

nnvis icon nnvis

Make KNN-based identity comparisons between different manifolds (eg. original space vs t-SNE space). For a comparable project using distance comparisons see https://anders-biostat.github.io/sleepwalk/ by by Svetlana Ovchinnikova and Simon Anders

preprint_dashboard icon preprint_dashboard

Scrapes bio/chem/medrxiv preprints and places them into a Dash table that you can filter.

pubmed_trends icon pubmed_trends

Programmatically pull pubmed search results for predictive analytics.

rss_map icon rss_map

Make a context map of your RSS feed

sconify icon sconify

Group CyTOF data into overlapping k-nearest neighborhoods for enhanced single-cell visualizations.

tweet_table icon tweet_table

Create searchable and sortable tables of the tweet histories of your favorite twitter users.

twitter-mining-scilit icon twitter-mining-scilit

Mining automated paper-posting bots from twitter, especially useful to determine which pre-prints are being talked about.

twitter_archive_and_embed icon twitter_archive_and_embed

Scrape tweets from any number of users, embed the tweets, do dimension reduction and clustering, and visualize them in an interactive interface.

umap-for-cytof icon umap-for-cytof

My early solution to running UMAP on your flow and mass cytometry data and compare it with t-SNE. Now I use the umap package in CRAN.

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