Parameter Value
hashtag #bioc2020
start_day 2020-07-27
end_day 2020-07-31
timezone America/New_York
theme theme_light
accent #0092ac
accent2 #87b13f
kcore 3
topics_k 6
bigram_filter 5
fixed TRUE
seed 1

Introduction

An analysis of tweets from the #bioc2020 hashtag for the BioC 2020 conference.

A total of 1994 tweets from 391 users were collected using the rtweet R package.

1 Timeline

1.1 Tweets by day

1.2 Tweets by day and time

Filtered for dates 2020-07-27 - 2020-07-31 in the America/New_York timezone.

2 Users

2.1 Top tweeters

Overall

Original

Retweets

2.2 Retweet proportion

2.3 Top tweeters timeline

2.4 Top tweeters by day

Overall

Day 1

Day 2

Day 3

Day 4

Day 5

Original

Day 1

Day 2

Day 3

Day 4

Day 5

Retweets

Day 1

Day 2

Day 3

Day 4

Day 5

3 Sources

Users

Tweets

4 Networks

4.1 Replies

The “replies network”, composed from users who reply directly to one another, coloured by PageRank.

4.2 Mentions

The “mentions network”, where users mention other users in their tweets. Filtered for a k-core of 3. Node colour and size adjusted according to PageRank score.

5 Tweet types

5.1 Retweets

Proportion

Count

Top 10

screen_name text retweet_count
LeviWaldron1 Here is the full collection of posters for @Bioconductor #bioc2020. Slides for at least some talks will be posted there too, and a couple are up. https://t.co/QOOuTlvL3Z. This thread lists what’s there now - comments welcome. 34
RiyueSunnyBao

In #BioC2020 #BoF session “10 simple rules of #thriving in #bioinformatics #research”.

Let’s say NO to - isolated position - unrecognized contribution - neverending projs

Let’s say YES to - team environment - well-managed expectation - data-driven research

@AcademicChatter
28
fellgernon

Tomorrow I’ll be teaching 🎓 a workshop on #recount2 for #BioC2020

It’ll likely be my last #recount2 workshop 😢😇

🌐 https://t.co/navj34rcq4 💻 https://t.co/sDlZfkKMTo 🎚️🌈 https://t.co/Rwy2pPrNJk

🎅🏾🎁 is coming later in 2020 at a @Bioconductor 🪞 near you!☺️

#rstats #RNAseq https://t.co/EhIIwXPvsq
26
RuthLSchmidt Excited to be giving a talk today at #bioc2020 about how to build @plotlygraphs dashboards using Dash for R and Dash Bio for #microbiome omics data (like this one below for #metabolomics data). Tune in from 3-4 pm EST. Slides and talk will also be made available after. #dataviz https://t.co/VOU2QzOOEv 26
spaiglass Excited to present our software at #bioc2020 Thursday 3-4pm. Work with @garybader1 netDx: Build a patient classifier that integrates multi ’omic data, uses machine learning to predict clinical outcome. Now in @Bioconductor: https://t.co/uhoMRuTlPd Software paper coming soon! /1 https://t.co/IV38RbE7SI 25
PeteHaitch

Whether or not you’re at #bioc2020, you can use the instructional materials and watch a recording of my workshop on effectively using the DelayedArray framework to analyse large datasets with #rstats

Workshop material: https://t.co/dOjICGcgVF Video: https://t.co/a2nLBdRynF
23
mikelove

Congrats to the Bioc community award winners! 🎉 The motivation for these award winners is quite impressive #bioc2020

Helena Crowell @CrowellHL Aaron Lun Lori Shepherd @lshep712 Gordon Smyth
18
AedinCulhane

#Bioc2020 are extremely grateful to phenomenal @seandavis12 who is co-ordinating everything to run 22 live workshops

https://t.co/RAv2Kmhgcu

He created a @github template for workshop presenters. It uses GitHub Actions to pkgdown websites and creates a docker image of each pkg https://t.co/wo9x7ccTxo
14
Bioconductor

Chloe @cmirzayi shows how easily you can make causal diagrams using #daggity 📦

#rstats #BioC2020 https://t.co/8cEElGwANs
13
josschavezf1 Join me tomorrow in the poster session A at #BioC2020 I will show you how to use my recent package #erba to study transcriptional regulators from bacteria and archaea 🧬 https://t.co/vu6YbNYgM7 13

Most retweeted

5.2 Likes

Proportion

Count

Top 10

screen_name text favorite_count
fellgernon

Tomorrow I’ll be teaching 🎓 a workshop on #recount2 for #BioC2020

It’ll likely be my last #recount2 workshop 😢😇

🌐 https://t.co/navj34rcq4 💻 https://t.co/sDlZfkKMTo 🎚️🌈 https://t.co/Rwy2pPrNJk

🎅🏾🎁 is coming later in 2020 at a @Bioconductor 🪞 near you!☺️

#rstats #RNAseq https://t.co/EhIIwXPvsq
94
RiyueSunnyBao

In #BioC2020 #BoF session “10 simple rules of #thriving in #bioinformatics #research”.

Let’s say NO to - isolated position - unrecognized contribution - neverending projs

Let’s say YES to - team environment - well-managed expectation - data-driven research

@AcademicChatter
84
spaiglass Excited to present our software at #bioc2020 Thursday 3-4pm. Work with @garybader1 netDx: Build a patient classifier that integrates multi ’omic data, uses machine learning to predict clinical outcome. Now in @Bioconductor: https://t.co/uhoMRuTlPd Software paper coming soon! /1 https://t.co/IV38RbE7SI 82
RuthLSchmidt Excited to be giving a talk today at #bioc2020 about how to build @plotlygraphs dashboards using Dash for R and Dash Bio for #microbiome omics data (like this one below for #metabolomics data). Tune in from 3-4 pm EST. Slides and talk will also be made available after. #dataviz https://t.co/VOU2QzOOEv 82
mikelove

Congrats to the Bioc community award winners! 🎉 The motivation for these award winners is quite impressive #bioc2020

Helena Crowell @CrowellHL Aaron Lun Lori Shepherd @lshep712 Gordon Smyth
74
AedinCulhane

#Bioc2020 are extremely grateful to phenomenal @seandavis12 who is co-ordinating everything to run 22 live workshops

https://t.co/RAv2Kmhgcu

He created a @github template for workshop presenters. It uses GitHub Actions to pkgdown websites and creates a docker image of each pkg https://t.co/wo9x7ccTxo
64
LeviWaldron1 Here is the full collection of posters for @Bioconductor #bioc2020. Slides for at least some talks will be posted there too, and a couple are up. https://t.co/QOOuTlvL3Z. This thread lists what’s there now - comments welcome. 63
seandavis12 With over 600 workshop instances served on a #kubernetes cluster on #GoogleCloud on just the first day of #bioc2020, the impact of @isb_cgc efforts and resources has been a multiplier for the fantastic work done by Bioconductor workshop contributors. https://t.co/VzVYcOi2Ru 54
tangming2005 dplyr-based Access to Bioconductor Annotation Resources https://t.co/XoI1yOGNRT #Bioc2020 49
PeteHaitch

Whether or not you’re at #bioc2020, you can use the instructional materials and watch a recording of my workshop on effectively using the DelayedArray framework to analyse large datasets with #rstats

Workshop material: https://t.co/dOjICGcgVF Video: https://t.co/a2nLBdRynF
49

Most likes

5.3 Quotes

Proportion

Count

Top 10

screen_name text quote_count
Bioconductor

@WeAreRLadies A @Bioconductor package ;)

https://t.co/EKNWClyRj7

#BioC2020 help out @romanescu_maria with these questions! We know that many BioC users are #tidyverse 🤩 fans. Some of you even make new packages to bridge both worlds, like @steman_research

https://t.co/Yl485rJ3ve

#rstats https://t.co/56TySdFPJ6
4
ivivek87

@siminaboca @OmicDataScience @fellgernon Thoroughly enjoyed the last workshop session of Day 1 #BioC2020

https://t.co/P2JIODWf6T https://t.co/J73N6DqMAB
4
AggarwalAyush_ Really showing the power and easiness in using #tidyverse for #rnaseq analysis. Amazing workshop by @steman_research and maria doyle. My 1st bioc conference is turning out to be amazing. Lucky that it is virtual this time #BioC2020 #RStats https://t.co/Wgg85D1d2b 4
TaniaGueA

on #tidybulk: Shut up and take my data 🤓 Thanks for the very nice explanation!

#BioC2020 https://t.co/kCKTcTzojI https://t.co/MPDwUYlq4v
4
ivivek87

Very insightful workshop @cmirzayi on causal diagrams.

#BioC2020

https://t.co/Qu7SBjYbBJ https://t.co/t5PVd9Ocoy
3
LeviWaldron1 Outstanding #bioc2020 workshop today by @cmirzayi of @cunyisph and @CUNYSPH, to a live audience of 140. If you missed it, https://t.co/lhyrHSz5ml https://t.co/wVoNbspX4s 3
TaniaGueA I feel enlighted! Looking forward to try out #daggity on my own data and sit and cry once I confirm I did everything wrong the first time! lol🙈but at least now I know! Amazing talk and I’M LOVING THE WORKSHOPS PLATFORM! ❤️ #BioC2020 https://t.co/nlwAGlcHZd 3
ivivek87

Day 2 begins at #bioc2020 😃

with

Gene, networks and high throughout Omics.

#Bioinformatics #RStats #bioconductor https://t.co/vxlo7deu7S
3
arjunmk1 Darn! I missed this one! However, I can watch the recorded talk and all the workshop data is available in one click! thanks, #bioc2020 organizers! https://t.co/Gk7qku54nh 3
ftzohra22 Day 2 starting with gene-set analysis workshop #BioC2020 https://t.co/Penu5YPCsV 3

Most quoted

6 Media

Proportion

Top 10

screen_name text favorite_count
fellgernon

Tomorrow I’ll be teaching 🎓 a workshop on #recount2 for #BioC2020

It’ll likely be my last #recount2 workshop 😢😇

🌐 https://t.co/navj34rcq4 💻 https://t.co/sDlZfkKMTo 🎚️🌈 https://t.co/Rwy2pPrNJk

🎅🏾🎁 is coming later in 2020 at a @Bioconductor 🪞 near you!☺️

#rstats #RNAseq https://t.co/EhIIwXPvsq
94
spaiglass Excited to present our software at #bioc2020 Thursday 3-4pm. Work with @garybader1 netDx: Build a patient classifier that integrates multi ’omic data, uses machine learning to predict clinical outcome. Now in @Bioconductor: https://t.co/uhoMRuTlPd Software paper coming soon! /1 https://t.co/IV38RbE7SI 82
RuthLSchmidt Excited to be giving a talk today at #bioc2020 about how to build @plotlygraphs dashboards using Dash for R and Dash Bio for #microbiome omics data (like this one below for #metabolomics data). Tune in from 3-4 pm EST. Slides and talk will also be made available after. #dataviz https://t.co/VOU2QzOOEv 82
AedinCulhane

#Bioc2020 are extremely grateful to phenomenal @seandavis12 who is co-ordinating everything to run 22 live workshops

https://t.co/RAv2Kmhgcu

He created a @github template for workshop presenters. It uses GitHub Actions to pkgdown websites and creates a docker image of each pkg https://t.co/wo9x7ccTxo
64
josschavezf1 Join me tomorrow in the poster session A at #BioC2020 I will show you how to use my recent package #erba to study transcriptional regulators from bacteria and archaea 🧬 https://t.co/vu6YbNYgM7 47
Bioconductor

Thank you everyone for attending #BioC2020!!! 🤗 You are the community & what gives life to the project! 🤩

Levi Waldron @LeviWaldron1 Aedin Culhane @AedinCulhane now give the closing remarks😢

Thank you organizing team! It’s all volunteers & you can volunteer next years too! https://t.co/k6fUxeKHdM
41
AedinCulhane #bioc2020 is grateful to @stickermule for in-kind sponsorship so participants can get conference stickers. The @Bioconductor community’s expanding collection of package, event & diversity hex stickers are at https://t.co/gpV0EYNpKE Add a sticker with pkg hexSticker::sticker https://t.co/OkQHAluEZV 41
Bioconductor

For our final activity today we have Mike Love @mikelove Avi Srivastava @k3yavi on “Importing #alevin scRNA-seq counts into R/Bioconductor”

In case you don’t know, Mike is a star 🤩 at the Bioconductor Support Website

https://t.co/a2Nad5WGuu

#BioC2020 #rstats https://t.co/H3DBP0lIAu
37
ErickCuevasF #BioC2020 @CDSBMexico My first BioC, I really enjoyed it a lot, opened up a universe for me. I feel responsible and enthusiastic to share what I have learned in my academic community and continue learning. I look forward to exhibiting my first first pack in BioC2021 next year https://t.co/1K9dscoB1e 37
mikelove

For a #bioc2020 speaker it’s nice to see attendees adding a workshop to their schedules in advance 😁

Talks are recorded and workshop material is online. My and @k3yavi’s vignette on importing alevin scRNA-seq counts with tximeta (work w @nomad421 et al)

https://t.co/bVbJJnZcHH https://t.co/htI3Lox2sr
36

6.1 Most liked image

7 Tweet text

7.1 Word cloud

The top 100 words used 3 or more times.

7.2 Hashtags

Other hashtags used 5 or more times.

7.3 Emojis

7.4 Bigram graph

Words that were tweeted next to each other at least 5 times.

7.5 Topic modelling

Top 10 words associated with 6 topics identified by LDA.

7.5.1 Representative tweets

Most representative tweets for each topic

Topic 1

screen_name text gamma
siminaboca Excited about Kylie Bemis @kuwisdelu’s talk today about the matter package https://t.co/7NccffPm0e. KB’s package Cardinal https://t.co/tpmHxOJJQl won the John M. Chambers Statistical Software Award by the American Statistical Association. #bioc2020 https://t.co/6vkw9Vdbg3 0.9943269
F1000Research We’re thrilled to be supporting #BioC2020! To celebrate, we’re highlighting the awesome @Bioconductor Gateway on @F1000Research, so stay tuned this week for our top picks in #bioinformatics research 😊 And don’t forget to check out the conference posters: https://t.co/4WOQBJ4PIk https://t.co/7s9ZPxO0IB 0.9943269
spaiglass Excited to present our software at #bioc2020 Thursday 3-4pm. Work with @garybader1 netDx: Build a patient classifier that integrates multi ’omic data, uses machine learning to predict clinical outcome. Now in @Bioconductor: https://t.co/uhoMRuTlPd Software paper coming soon! /1 https://t.co/IV38RbE7SI 0.9943269
siminaboca The matter package uses the concept of atoms “atom = a contiguous sequence of data elements.” Atoms can come from different files. A matter object builds data from atoms. (Matter = many atoms. Glad I got this!) Manuscript available at https://t.co/23mSRmBSq8 #bioc2020 0.9940587
AedinCulhane Amazing history of @Bioconductor TAB told by @LeviWaldron1 at #bioc2020. The TAB was created in a grant that funded a few labs on an academic project Bioconductor. As @Bioconductor expanded, Martin Morgan begun to increases the size, representation & transparency of the TAB. https://t.co/wtJwSp9CTn 0.9940587
siminaboca At Broad, CP helped launch the “Metastatic Breast Cancer Project” https://t.co/dEb83Wp4zD @MBC_Project. This is a patient-centered study that makes it easy to sign up, vs. having it be driven top-down, allowing a very large number of individuals to participate. #bioc2020 0.9940587
RuthLSchmidt Excited to be giving a talk today at #bioc2020 about how to build @plotlygraphs dashboards using Dash for R and Dash Bio for #microbiome omics data (like this one below for #metabolomics data). Tune in from 3-4 pm EST. Slides and talk will also be made available after. #dataviz https://t.co/VOU2QzOOEv 0.9937639
siminaboca Angiosarcoma project at https://t.co/3Gw8zXNGKt. Data is at https://t.co/ulvCMeZv12. Turns out that some patients have very high mutation rates, similar to melanoma. Appears to be a UV-signature. High-mutation rates may predict response to checkpoint inhibitors. #bioc2020 0.9934383
siminaboca Workshop material at https://t.co/FQMonVE7BO Can use anything that works with the SummarizedExperiment class and select tSNE, PCA, or UMAP plots. It’s built on top of the shiny framework and allows you to run shiny apps from console or to deploy them. #bioc2020 0.9934383
fellgernon

1st day of #BioC2020 ✅

Got a bit of info overload! 😵 but it went great :)

Sorry that I didn’t see live some ❓ during my #recount2 workshop but I’ve posted the answers below

Virtual advantages: dressed up differently, took a shower 🚿 during a break https://t.co/MxIAqZ8MZE https://t.co/AWUiLUlMVR
0.9934383
fellgernon

Such a simple message and such a powerful effect, thank you @AedinCulhane!!!

I mean, I LOVE ❤️ hanging out and learning for each other. You share stories and learn things you wouldn’t type out or chat. Voice and verbal communication helps so much 🙌🏽. Thx! 🍻

#BioC2020 #rstats https://t.co/OVZGypnkW6
0.9934383

Topic 2

screen_name text gamma
AleMedinaRivera

Hace dos años iniciaron los cursos de la @CDSBMexico gracias al entusiasmo de @areyesq @fellgernon y Heladia Salgado.

Esta semana varios miembros de @CDSBMexico participan en #BioC2020. Se ve el resultado del esfuerzo de todos los miembros 🤗

@RBioinformatica @nnb_unam https://t.co/OjGiH76wxv
0.9963204
Bioconductor

You can now choose:

“Birds of a Feather: Reproducible environments for integrated computational workflows” with @KevinRUE67 & Charlie George

or

Talk with the BioC Core Team with @lshep712 & Hervé Pagès on build system, single 📦 builder tracker for new submissions

#BioC2020 https://t.co/URYsxuDTFf
0.9947968
siminaboca MS imaging (MSI) leads to complicated data structure (“data cube”). This led to KB developing Cardinal (w/ PhD adviser @olgavitek, who is curating @WomenInStat this week!), as at the time there were no packages specifically for MS imaging. https://t.co/1dmRKsAQP1 #bioc2020 0.9947968
Bioconductor

For our last level 500 workshop, Kelly Street @justokstreet Koen Van den Berge @koenvdberge_Be and Hector Roux de Bezieux @hector_rdb present

“Trajectory inference across conditions: differential expression and differential progression”

Join the fun! 💯

#BioC2020 #rstats https://t.co/gZ1fYAJRyd
0.9945720
Bioconductor

For our 1st talk today: Kylie Bemis @kuwisdelu on “Out-of-memory computing with matter”

Beyond #bioinformatics Kylie is active in outreach to the Native American & LGBTQ communities, an enrolled member of the Zuni tribe + poet & writer

https://t.co/K30OPUep3g

#BioC2020 #rstats https://t.co/Z5rBZEgFGX
0.9945720
AggarwalAyush_ Another amazing package I got to know about at #BioC2020. iSEE: interactive visualization of single cell exp. A lot of options to customize and visualize a variety of informative plots. Great workshop by @CSoneson @FedeBioinfo @KevinRUE67 & Aaron Lun #Rstats #Rshiny #scrna https://t.co/VeeKRNsxld 0.9943269
JordanKrull Having a fun week with BioConductor world learning the newest tools in the bioinformatics biz. Its a big undertaking, producing an R package. Can you imagine writing de-novo script for every analysis you’ve done, without a pre-written package? Did I mention its free? #bioc2020 0.9943269
Bioconductor

Final keynote; Aaron Lun talks about “Making the infrastructure sausage: tales of Bioconductor package development”

Aaron is 1 of the inaugural 4 Bioconductor Community award winners 🎖️, promises to have 20 min for questions & is a 📦dev all🌟

#BioC2020

https://t.co/6BeCQCjEkF https://t.co/aXQ3NFLWrU
0.9940587
siminaboca Ben Haibe-Kains @bhaibeka now introducing the PharmacoGx package https://t.co/2mtYcIotDg for drug sensitivity data (eg NCI60) and the ToxicoGx package https://t.co/RKEEsPWk9Z which has healthy cell data (don’t want drugs to be toxic to good cells.) #bioc2020 0.9937639
Bioconductor

For our second 100 level workshop we have Chloe Mirzayi @cmirzayi who will present “A workshop for concepts of epidemiology” aka, Epidemiology for Bioinformaticians

Join and learn about causal inference (not casual!) Very relevant with #COVID19 nowadays!

#BioC2020 #rstats https://t.co/hS74FLtVfF
0.9937639

Topic 3

screen_name text gamma
Bioconductor

Thanks to @seandavis12 & workshop authors you can run the #BioC2020 workshop code on the cloud, your laptop or view 🖥️

☁️ https://t.co/TyQWGtdDat (7GB RAM, 1.5 CPUs, max 3 hrs) 🐬https://t.co/j1vVMBcmAY (Docker, same #rstats env) 🌍 or view online thx to #pkgdown @github actions https://t.co/hvgoueLSU3
0.9951947
AedinCulhane #bioc2020 Dan Bunis, Atul Deskpande ask for colorblind friendly figures. Critical for single cell t-SNE/UMAP @humancellatlas Faceting figures, overlaid labels or even just letters (A,B,C) on clusters. Recommend less than 8 colors. dittoSeq sets a new standard for all #rstats https://t.co/xtAeY9kncD 0.9951947
Bioconductor

Our next contributed talks session is starting with Lambda Moses @LambdaMoses Ellis Patrick @TheEllisPatrick Dario Righelli @drighelli Lukas M Weber @lmwebr

Learn about #spatialLIBD, #VisiumExperiment, #smFISH data methods, and spicyR

#BioC2020 #rstats #spatial #Visium https://t.co/U399TnwUDH
0.9947968
Bioconductor

Our second session of contributed talks is getting started with Daniel Bunis @DanBunis Will Townes @sandakano Lauren Hsu https://t.co/DzYlOsvK0V and Koen Van den Berge @koenvdberge_Be

Learn about #dittoSeq, #tradeSeq, scRNAseq dim reduction, & #corral

#BioC2020 #rstats https://t.co/PEW3OWNITZ
0.9947968
AedinCulhane So so grateful to Johannes Rainer for redesigning the #bioc2020 conference stickers to reflect its new virtual location. The virus lurks overhead, but there is light from the @Bioconductor logo on the laptop. The mug includes a nod to the intended physical location (Boston). https://t.co/rmi9o9LRq9 0.9945720
Bioconductor

Next you have 2 options (though recordings will be available later):

Birds of a Feather: Ten simple rules for thriving in bioinformatics research

or

Talk with the BioC Core Team: open discussion on BiocSet, annotation pipelines for release, package creation/review

#BioC2020 https://t.co/txtF8jVPaB
0.9945720
Bioconductor

Hena R Ramay @henaramay Jayaram Kancherla @jayaram Shian Su @shian_su Emma Jablonski are now starting the 5th contributed talks session

#RENKU, @nanopore, #FemMicro16S and #epivizrChart are the stars of the show now =) Come learn about them!

#BioC2020 #rstats https://t.co/RMu451KgiF
0.9943269
AedinCulhane So so grateful to @jo_rainer for redesigning the #bioc2020 conference stickers to reflect its new virtual location. The virus lurks overhead, but there is light from the @Bioconducto logo on the laptop. The mug includes a nod to the intended physical location (Boston). https://t.co/h0iLDwRHvK 0.9943269
AedinCulhane

#Bioc2020 are extremely grateful to phenomenal @seandavis12 who is co-ordinating everything to run 22 live workshops

https://t.co/RAv2Kmhgcu

He created a @github template for workshop presenters. It uses GitHub Actions to pkgdown websites and creates a docker image of each pkg https://t.co/wo9x7ccTxo
0.9943269
RiyueSunnyBao

#BioC2020 day 1 kicking off!!!!!!!!

Lots of super exciting #talks & #workshops!

We are also actively #recruiting scientists to join our fight against #cancer @UPMCHillmanCC. Check job board!!

You will find me on forum, channel, here and there … open to coffee chat! :) https://t.co/9dI4h9BRi4
0.9943269
Bioconductor

Our last contributed talks are by Charlotte Soneson @CSoneson Davide Risso @drisso1893 Anthony Sonrel @AnthonySonrel Stephanie Hicks @stephaniehicks

Batch, #scRNAseq, #pipeComp, bench pressing 🏋️‍♀️🏽🏋️‍♂️🏽

Includes 2 Technical Advisory Board members 💯

#BioC2020 #rstats #diversity https://t.co/0wOHIXeago
0.9943269

Topic 4

screen_name text gamma
siminaboca This was the inspiration to create the matter package, using the imzML format as input. imzML = open-source format for interchange of MS imaging experiments, combination of XML file (meta-data) and binary file (spectral data). #bioc2020 0.9945720
Bioconductor

Next, Corrie Painter @corrie_painter on “Count Me In, Partnering with patients to accelerate the pace of cancer research”

She has combined her cancer advocacy & scientific bkg to engage with patients in order to build & carry out patient-partnered genomic ⚗️🔎

#BioC2020 #rstats https://t.co/9RTl7uRxzl
0.9945720
ivivek87

Day 5 at #bioc2020 starts with “Multi-Domain Data Integration: From Observations to Mechanistic Insights”

Very interesting talk using #NeuralNetworks primarily Autoencoder (AE)across data from varied assay types.

Lineage tracing using AE in #SingleCell . https://t.co/BoNvt66Mba
0.9945720
Bioconductor

Join us for our last lightning talk session 🌩️

Shivani Sharma @ishshivani Matthew Carlucci https://t.co/vymYYCTtlW Robert Castelo @robertclab James Ashmore @jma1991 Spencer Nystrom @nystromspencer Jenny Drnevich https://t.co/ff3W6dfLCN Olga Demler @odemler 🤩🙌🏽 #BioC2020 #rstats https://t.co/fYT3iJEm6r
0.9945720
jma1991 LG Q&A: Best practices for scRNA-seq enrichment analysis? Stabilize variance using a transformation / read through OSCA book - highlights a specific section on gene-set analysis for cell type annotation: https://t.co/A8LkKbXd3X #bioc2020 0.9943269
siminaboca CP decided to go through and defend her PhD so that she would be seen as a scientist, not just “CP the cancer patient.” Deciding between a career as PI and advocate, she found an opening at Broad that combined science+advocacy “Assoc Dir of Operations and Sci Outreach.” #bioc2020 0.9943269
mikelove

@Bioconductor @robertclab @jma1991 @NystromSpencer @odemler Only fair given how well James @jma1991 has covered the conference I’ll post his ⚡️ talk #BioC2020

“The Daim software package incorporates methods for pre-processing, normalisation, and peak calling of DamID-seq data”

📦 - https://t.co/fQo0cfVrPv 📜 - https://t.co/RRPQy1YRUR https://t.co/fRXb9Mgf5F
0.9943269
Bioconductor

Next up is Ting Huang @huang704 on “MSstatsTMT: Statistical detection of differentially abundant proteins in experiments with isobaric labeling and multiple mixtures”

Ting is the second speaker in the session (sorry about the mistake earlier)

#BioC2020 #RStats https://t.co/TdRRIPxs2G
0.9940587
Bioconductor

Yi Wang presented “Co-expression analysis is biased by a mean-correlation relationship”

Yi was the first presenter of the contributed talks session (sorry for the earlier mistake at https://t.co/gdfYgsSqey !)

Check @siminaboca summary: https://t.co/fk0yKQVovS

#BioC2020 #rstats https://t.co/MaMGz0Cuxw
0.9937639
TaniaGueA On tomorrow’s poster session @ #BioC2020 I’ll show you how #Bioconductor goes wild to analyze #cheetah #DNAmethylation. This is part of my MSc work conducted at @IZWberlin If not into coding (which I doubt if you’re at this Con) be there for the nice cheetah pics😺 https://t.co/bvuldPRGgu 0.9934383
jma1991 Last round of Contributed Talks before the end of the conference. The themes are RNA velocity, abundance methods for microbiome data, and evaluating scRNA-seq preprocessing tools / imputation methods #BioC2020 https://t.co/MueLvj3zr8 0.9934383

Topic 5

screen_name text gamma
Bioconductor

Julie Zhu & Jianhong Ou are starting their workshop on “CRISPRseek for design target-specific gRNAs for the CRISPR genome editing system including base editor and prime editor”

https://t.co/xLmtG5RlRw

https://t.co/t3Oo9DQMI9

#BioC2020 #rstats #CRISPR #GenomeEditing https://t.co/sBe92FNHqp
0.9951947
ivivek87

Final workshop for Day 2 #bioc2020

“Integrated ChIP-seq data analysis workshop” 😃

Kai Hu Jianhong Ou Rui Li Haibo Liu Lihua Julie Zhu

Material: https://t.co/bT6hZwxkfB

#BigData #Bioinformatics #Genomics #DataScience
0.9951947
Bioconductor

We now continue with X. Shirley Liu @XShirleyLiu to learn about “Computational modeling of protein degradation in tumors”

Her research focuses on algorithm dev & integrative mining from big data generated on microarrays, massively parallel sequencing & HT tech

#BioC2020 #rstats https://t.co/o9sS0TisZi
0.9951947
Bioconductor

For our last #BioC2020 workshop today we have Kai Hu, Julie Zhu, Haibo Liu, & Jianhong Ou on “Integrated ChIP-seq data analysis workshop”

Thank you for attending our conf today! See you tomorrow at 8 am for the CAB presentation & community awards! 🏅

#BioC2020 #rstats #ChIPseq https://t.co/KUXoaoWi9v
0.9950036
Bioconductor

We continue with Fei Chen on “Slide-seq: a platform for understanding cellular circuits in tissue”

Chen’s lab utilizes ExM as a platform for in situ transcriptomics & epigenomics, while pioneering novel molecular & microscopy tools

https://t.co/rJsPacgJYC

#BioC2020 #rstats https://t.co/juIhCDNbgQ
0.9950036
AedinCulhane #bioc2020 are grateful MAZE Therapeutics for their sponsorships. MAZE have job openings including a Computational Biologist/Senior Computational Biologist position based in Maze Therapeutics (South San Francisco, CA). See https://t.co/xgDbR3biM9 Please RT https://t.co/2EWFwUkBVc 0.9947968
PeteHaitch Ah, there’s nothing like recording oneself to dial up the self-loathing 🥰. Really makes you question your basic skills, e.g. forming a coherent sentence, not to mention your tech skills, e.g. teaching #rstats. PS come to my workshop at #bioc2020 I’ll try not to sound too Strayan https://t.co/FP5XU4GwQj 0.9947968
Bioconductor

Next up we have Leonardo Collado Torres @fellgernon for our 4th workshop: “Human RNA-seq data from #recount2 and related packages”

It’s his 3rd BioC recount2 workshop (2017, 19, 20)

Leo will also present a poster & BoF at #BioC2020

https://t.co/gMjxJOmqlE

#rstats #RNAseq https://t.co/BsY8z1LfOB
0.9945720
siminaboca 2nd workshop of the day! Chloe Mirzayi @cmirzayi introduces epidemiology for bioinformaticians! Detailed explanations on confounders, mediators, colliders. Selection bias (including loss to follow) can be a form of collider bias. #bioc2020 0.9940587
chaos35002422

Essential Cell Biology (Day 1 p5) ・Cells are the fundamental units of life ・and diverse in their chemical requirements and activities ・ different from the outside but similar inside ・viruses are chemical zombies

#100DaysOfBio #Bioinformatics #Biology #BioC2020
0.9940587
Bioconductor

Our 6th and last #BioC2020 workshop for today is by Stefano Mangiola @steman_research and Maria Doyle on “A tidy transcriptomics introduction to RNA-Seq analyses”

Join us tomorrow for more great content by our community =)

https://t.co/lUB24kiDiE

#BioC2020 #rstats #RNAseq https://t.co/qVq7Zl9jaK
0.9940587
fellgernon

@KevinRUE67 @AedinCulhane @Bioconductor I recommend diving this task in 2:

  • The R code for creating the output files. The equivalent of rmarkdown::render()

  • Deploying. It’s easiest to use gh-pages. See the workshop example repo by @seandavis12 for 1 case. Or dive into pkgdown::deploy_to_branch()

#BioC2020 #rstats https://t.co/39gEaaidww
0.9940587
NystromSpencer

I’ve been so focused on the cool talks at #BioC2020 I forgot to tweet about my poster! I built an R package which interfaces with the MEME Suite for motif analysis using native R/Bioconductor data structures. Come chat at noon today, or shoot me a DM.

https://t.co/AIAqByB7PK
0.9940587

Topic 6

screen_name text gamma
CDSBMexico

@RConsortium @RBioinformatica @nnb_unam @ErickCuevasF @UNAM_MX @Aleponcem @TeresaOM @AnaBetty2304 @RLadies_Qro @markrobinsonca @yalbi_ibm @RespiraINER @lcgunam @ccg_unam @rdv_chio @M2RUseR @Bioconductor @LeviWaldron1 @BarjonCar @EmilianoSotel10 @josschavezf1 @RLadiesCuerna @VjimenezJacinto @ibt_unam @rstudio @areyesq @wolfgangkhuber @rafalab @Novartis Leonardo Collado Torres @fellgernon is a co-founder & CDSB member + the 2nd main #CDSB2020 instructor

He is a BioC vet, part of the @Bioconductor Community Advisory Board, has 3 #BioC2020 presentations tomorrow: 🚕, poster, BoF on CDSB

https://t.co/KBHzPrWXZ0

#BioC2020 #rstats https://t.co/HQWffxbylX
0.9963204
CDSBMexico

@RConsortium @RBioinformatica @nnb_unam @ErickCuevasF @UNAM_MX @Aleponcem @TeresaOM @AnaBetty2304 @RLadies_Qro @markrobinsonca @yalbi_ibm @RespiraINER @lcgunam @ccg_unam @rdv_chio @M2RUseR @Bioconductor @LeviWaldron1 @BarjonCar @EmilianoSotel10 @josschavezf1 @RLadiesCuerna @VjimenezJacinto @ibt_unam @rstudio Leticia Vega Alvarado is the 3rd/3 @RLadiesCuerna co-founder & co-instructor with Vero for the intro to R & @rstudio workshop

Lety joined CDSB this week also and like Vero is attending BioC for the first time

https://t.co/dJOx17EMB4 https://t.co/gvTlhcFZo9

#BioC2020 #rstats https://t.co/jA76Sm9gLO
0.9962094
Bioconductor

@niteshturaga @mt_morgan @kaylainter1011 @lshep712 @M2RUseR @Docker @rstudio Learn more details about the BioC @Docker images by @niteshturaga et al (based on #rocker by @rOpenSci members) at

https://t.co/wz7lISNHH0

Info on rocker: https://t.co/29Yp2JKhSV @noamross @cboettig @eddelbuettel

#BioC2020 #rstats (#TakeTwo messed up my from acc the 1st time) https://t.co/cnufYROdx6
0.9958322
CDSBMexico

@RConsortium @RBioinformatica @nnb_unam @ErickCuevasF @UNAM_MX @Aleponcem @TeresaOM @AnaBetty2304 @RLadies_Qro @markrobinsonca @yalbi_ibm @RespiraINER @lcgunam @ccg_unam @rdv_chio @M2RUseR @Bioconductor @LeviWaldron1 Carmina Barberena @BarjonCar is a CDSB alumni & one of our first @Bioconductor package new developers thx to #regutools

More on this project at the Birds of a Feather session tomorrow Wednesday

https://t.co/Tnqu5PBUUI Carmina recently finished her undergrad💯

#BioC2020 #rstats https://t.co/tZB8tJKg28
0.9958322
CDSBMexico

@RConsortium @RBioinformatica @nnb_unam @ErickCuevasF @UNAM_MX @Aleponcem @TeresaOM @AnaBetty2304 @RLadies_Qro @markrobinsonca @yalbi_ibm @RespiraINER @lcgunam @ccg_unam @rdv_chio @M2RUseR @Bioconductor @LeviWaldron1 @BarjonCar @EmilianoSotel10 @josschavezf1 @RLadiesCuerna Veronica Jimenez Jacinto @VjimenezJacinto joined us this week & is a @RLadiesCuerna co-founder

Vero taught many of us at @lcgunam analyzes data at @ibt_unam + teaches the intro to R & @rstudio @RBioinformatica @nnb_unam summer workshop

https://t.co/8q8BkPCytc

#BioC2020 #rstats https://t.co/hHhTc1A3BA
0.9958322
CDSBMexico

@RConsortium @RBioinformatica @nnb_unam @ErickCuevasF @UNAM_MX @Aleponcem @TeresaOM @AnaBetty2304 @RLadies_Qro @markrobinsonca @yalbi_ibm @RespiraINER @lcgunam @ccg_unam @rdv_chio @M2RUseR @Bioconductor @LeviWaldron1 @BarjonCar @EmilianoSotel10 Our 3rd @Bioconductor new developer is Joselyn Chavez @josschavezf1 & #regutools maintainer

Co-founded @RLadiesCuerna after #CDSB2018 & 19, won scholarships for #BioC2019 #rstudioconf 2020, is #CDSB2020 main instructor & board member🤩

https://t.co/ae7y9oyb78

#BioC2020 #rstats https://t.co/U4PALb1kag
0.9955361
CDSBMexico

@RConsortium @RBioinformatica @nnb_unam @ErickCuevasF @UNAM_MX @Aleponcem @TeresaOM @AnaBetty2304 @RLadies_Qro @markrobinsonca Yalbi Balderas @yalbi_ibm is a prof at @RespiraINER working on lung diseases including COVID-19

Yalbi is a great person to collaborate with! If you have a grant proposal idea, get in touch with her. Her local exp will be invaluable 💯

https://t.co/DGf9O8wP8r

#BioC2020 #rstats https://t.co/0OLYkhnhBY
0.9953717
CDSBMexico

@RConsortium @RBioinformatica @nnb_unam @ErickCuevasF @UNAM_MX @Aleponcem @TeresaOM @AnaBetty2304 @RLadies_Qro @markrobinsonca @yalbi_ibm @RespiraINER @lcgunam @ccg_unam @rdv_chio @M2RUseR @Bioconductor @LeviWaldron1 @BarjonCar @EmilianoSotel10 @josschavezf1 @RLadiesCuerna @VjimenezJacinto @ibt_unam @rstudio Alejandro Reyes @areyesq is a co-founder & CDSB board member

You might know him for his #DEXSeq work with @wolfgangkhuber, but he’s also behind many other packages wth @rafalab & more including #regutools

He recently joined @Novartis

https://t.co/TVJzUxXzwC

#BioC2020 #rstats https://t.co/aGUfZeKqdM
0.9953717
CDSBMexico

@RConsortium @RBioinformatica @nnb_unam @ErickCuevasF @UNAM_MX @Aleponcem @TeresaOM @AnaBetty2304 @RLadies_Qro @markrobinsonca @yalbi_ibm @RespiraINER @lcgunam @ccg_unam @rdv_chio Marcel Ramos @M2RUseR recently joined @CDSBMexico after volunteering to teach part of #CDSB2020 coming up soon

Marcel is part of the @Bioconductor core team, works with @LeviWaldron1 & co in many key 📦 including #MultiAssayExperiment

https://t.co/pDfVbIjFi4

#BioC2020 #rstats https://t.co/fpmzF9NFQJ
0.9951947
CDSBMexico

@RConsortium @RBioinformatica @nnb_unam @ErickCuevasF @UNAM_MX @Aleponcem @TeresaOM @AnaBetty2304 @RLadies_Qro @markrobinsonca @yalbi_ibm @RespiraINER @lcgunam @ccg_unam @rdv_chio @M2RUseR @Bioconductor @LeviWaldron1 @BarjonCar Along with Carmina, Jesus Emiliano Sotelo Fonseca @EmilianoSotel10 worked on #regutools and is a @Bioconductor package developer 🙌🏽

Emi worked on #praiseMX https://t.co/17t6Fq1n79 during #CDSB2019 It’s a hilarious 📦, check it out!

https://t.co/ETX2VbZKWv

#BioC2020 #rstats https://t.co/lF8rygtgHJ
0.9951947

Session info

## ─ Session info ───────────────────────────────────────────────────────────────
##  setting  value                       
##  version  R version 4.0.0 (2020-04-24)
##  os       macOS Catalina 10.15.6      
##  system   x86_64, darwin17.0          
##  ui       X11                         
##  language (EN)                        
##  collate  en_US.UTF-8                 
##  ctype    en_US.UTF-8                 
##  tz       Europe/Berlin               
##  date     2020-09-01                  
## 
## ─ Packages ───────────────────────────────────────────────────────────────────
##  package      * version    date       lib source                          
##  askpass        1.1        2019-01-13 [1] CRAN (R 4.0.0)                  
##  assertthat     0.2.1      2019-03-21 [1] CRAN (R 4.0.0)                  
##  backports      1.1.8      2020-06-17 [1] CRAN (R 4.0.0)                  
##  bitops         1.0-6      2013-08-17 [1] CRAN (R 4.0.0)                  
##  callr          3.4.3      2020-03-28 [1] CRAN (R 4.0.0)                  
##  clamour      * 0.1.0      2020-09-01 [1] Github (lazappi/clamour@c8ea1c7)
##  cli            2.0.2      2020-02-28 [1] CRAN (R 4.0.0)                  
##  colorspace     1.4-1      2019-03-18 [1] CRAN (R 4.0.0)                  
##  crayon         1.3.4      2017-09-16 [1] CRAN (R 4.0.0)                  
##  curl           4.3        2019-12-02 [1] CRAN (R 4.0.0)                  
##  digest         0.6.25     2020-02-23 [1] CRAN (R 4.0.0)                  
##  dplyr        * 1.0.1      2020-07-31 [1] CRAN (R 4.0.2)                  
##  ellipsis       0.3.1      2020-05-15 [1] CRAN (R 4.0.0)                  
##  emo          * 0.0.0.9000 2020-08-17 [1] Github (hadley/emo@3f03b11)     
##  evaluate       0.14       2019-05-28 [1] CRAN (R 4.0.0)                  
##  fansi          0.4.1      2020-01-08 [1] CRAN (R 4.0.0)                  
##  farver         2.0.3      2020-01-16 [1] CRAN (R 4.0.0)                  
##  forcats      * 0.5.0      2020-03-01 [1] CRAN (R 4.0.0)                  
##  fs           * 1.5.0      2020-07-31 [1] CRAN (R 4.0.2)                  
##  generics       0.0.2      2018-11-29 [1] CRAN (R 4.0.0)                  
##  ggforce        0.3.2      2020-06-23 [1] CRAN (R 4.0.2)                  
##  ggplot2      * 3.3.2      2020-06-19 [1] CRAN (R 4.0.2)                  
##  ggraph       * 2.0.3      2020-05-20 [1] CRAN (R 4.0.0)                  
##  ggrepel      * 0.8.2      2020-03-08 [1] CRAN (R 4.0.0)                  
##  ggtext       * 0.1.0      2020-06-04 [1] CRAN (R 4.0.2)                  
##  glue           1.4.1      2020-05-13 [1] CRAN (R 4.0.0)                  
##  graphlayouts   0.7.0      2020-04-25 [1] CRAN (R 4.0.0)                  
##  gridExtra      2.3        2017-09-09 [1] CRAN (R 4.0.0)                  
##  gridtext       0.1.1      2020-02-24 [1] CRAN (R 4.0.2)                  
##  gtable         0.3.0      2019-03-25 [1] CRAN (R 4.0.0)                  
##  here         * 0.1        2017-05-28 [1] CRAN (R 4.0.0)                  
##  highr          0.8        2019-03-20 [1] CRAN (R 4.0.0)                  
##  htmltools      0.5.0      2020-06-16 [1] CRAN (R 4.0.0)                  
##  httr           1.4.2      2020-07-20 [1] CRAN (R 4.0.2)                  
##  igraph       * 1.2.5      2020-03-19 [1] CRAN (R 4.0.0)                  
##  janeaustenr    0.1.5      2017-06-10 [1] CRAN (R 4.0.0)                  
##  jsonlite       1.7.0      2020-06-25 [1] CRAN (R 4.0.0)                  
##  kableExtra   * 1.2.1      2020-08-27 [1] CRAN (R 4.0.2)                  
##  knitr        * 1.29       2020-06-23 [1] CRAN (R 4.0.0)                  
##  labeling       0.3        2014-08-23 [1] CRAN (R 4.0.0)                  
##  lattice        0.20-41    2020-04-02 [1] CRAN (R 4.0.0)                  
##  lifecycle      0.2.0      2020-03-06 [1] CRAN (R 4.0.0)                  
##  lubridate    * 1.7.9      2020-06-08 [1] CRAN (R 4.0.0)                  
##  magick       * 2.4.0      2020-06-23 [1] CRAN (R 4.0.0)                  
##  magrittr       1.5        2014-11-22 [1] CRAN (R 4.0.0)                  
##  markdown       1.1        2019-08-07 [1] CRAN (R 4.0.0)                  
##  MASS           7.3-51.6   2020-04-26 [1] CRAN (R 4.0.0)                  
##  Matrix         1.2-18     2019-11-27 [1] CRAN (R 4.0.0)                  
##  modeltools     0.2-23     2020-03-05 [1] CRAN (R 4.0.0)                  
##  munsell        0.5.0      2018-06-12 [1] CRAN (R 4.0.0)                  
##  NLP            0.2-0      2018-10-18 [1] CRAN (R 4.0.0)                  
##  openssl        1.4.2      2020-06-27 [1] CRAN (R 4.0.0)                  
##  pillar         1.4.6      2020-07-10 [1] CRAN (R 4.0.2)                  
##  pkgconfig      2.0.3      2019-09-22 [1] CRAN (R 4.0.0)                  
##  plyr           1.8.6      2020-03-03 [1] CRAN (R 4.0.0)                  
##  png            0.1-7      2013-12-03 [1] CRAN (R 4.0.0)                  
##  polyclip       1.10-0     2019-03-14 [1] CRAN (R 4.0.0)                  
##  processx       3.4.3      2020-07-05 [1] CRAN (R 4.0.2)                  
##  ps             1.3.3      2020-05-08 [1] CRAN (R 4.0.0)                  
##  purrr        * 0.3.4      2020-04-17 [1] CRAN (R 4.0.0)                  
##  R6             2.4.1      2019-11-12 [1] CRAN (R 4.0.0)                  
##  RColorBrewer * 1.1-2      2014-12-07 [1] CRAN (R 4.0.0)                  
##  Rcpp           1.0.5      2020-07-06 [1] CRAN (R 4.0.0)                  
##  RCurl          1.98-1.2   2020-04-18 [1] CRAN (R 4.0.0)                  
##  reshape2       1.4.4      2020-04-09 [1] CRAN (R 4.0.0)                  
##  rlang          0.4.7      2020-07-09 [1] CRAN (R 4.0.2)                  
##  rmarkdown      2.3        2020-06-18 [1] CRAN (R 4.0.0)                  
##  rprojroot      1.3-2      2018-01-03 [1] CRAN (R 4.0.0)                  
##  rstudioapi     0.11       2020-02-07 [1] CRAN (R 4.0.0)                  
##  rtweet       * 0.7.0      2020-01-08 [1] CRAN (R 4.0.0)                  
##  rvest        * 0.3.6      2020-07-25 [1] CRAN (R 4.0.2)                  
##  scales         1.1.1      2020-05-11 [1] CRAN (R 4.0.0)                  
##  selectr        0.4-2      2019-11-20 [1] CRAN (R 4.0.0)                  
##  sessioninfo    1.1.1      2018-11-05 [1] CRAN (R 4.0.0)                  
##  slam           0.1-47     2019-12-21 [1] CRAN (R 4.0.0)                  
##  SnowballC      0.7.0      2020-04-01 [1] CRAN (R 4.0.0)                  
##  stringi        1.4.6      2020-02-17 [1] CRAN (R 4.0.0)                  
##  stringr      * 1.4.0      2019-02-10 [1] CRAN (R 4.0.0)                  
##  tibble         3.0.3      2020-07-10 [1] CRAN (R 4.0.2)                  
##  tidygraph      1.2.0      2020-05-12 [1] CRAN (R 4.0.0)                  
##  tidyr        * 1.1.1      2020-07-31 [1] CRAN (R 4.0.2)                  
##  tidyselect     1.1.0      2020-05-11 [1] CRAN (R 4.0.0)                  
##  tidytext     * 0.2.5      2020-07-11 [1] CRAN (R 4.0.2)                  
##  tm             0.7-7      2019-12-12 [1] CRAN (R 4.0.0)                  
##  tokenizers     0.2.1      2018-03-29 [1] CRAN (R 4.0.0)                  
##  topicmodels  * 0.2-11     2020-04-19 [1] CRAN (R 4.0.0)                  
##  tweenr         1.0.1      2018-12-14 [1] CRAN (R 4.0.0)                  
##  usethis        1.6.1      2020-04-29 [1] CRAN (R 4.0.0)                  
##  utf8           1.1.4      2018-05-24 [1] CRAN (R 4.0.0)                  
##  vctrs          0.3.2      2020-07-15 [1] CRAN (R 4.0.2)                  
##  viridis      * 0.5.1      2018-03-29 [1] CRAN (R 4.0.0)                  
##  viridisLite  * 0.3.0      2018-02-01 [1] CRAN (R 4.0.0)                  
##  webshot      * 0.5.2      2019-11-22 [1] CRAN (R 4.0.0)                  
##  withr          2.2.0      2020-04-20 [1] CRAN (R 4.0.0)                  
##  wordcloud    * 2.6        2018-08-24 [1] CRAN (R 4.0.0)                  
##  xfun           0.16       2020-07-24 [1] CRAN (R 4.0.2)                  
##  xml2         * 1.3.2      2020-04-23 [1] CRAN (R 4.0.0)                  
##  yaml           2.2.1      2020-02-01 [1] CRAN (R 4.0.0)                  
## 
## [1] /Library/Frameworks/R.framework/Versions/4.0/Resources/library