Tweets Analysis - Keyword: @hadleywickham
Overview
Total number of tweets analysed
67
Earliest tweet was on
2023-03-21
Latest tweet was on
2023-03-30
Tweets covering
8 days
Average age of authors' accounts
10 years
Summarization
Data scientists are recommending online books for learning data handling and modeling with R. There is a discussion of package development in R, with recommendations for resources such as rOpenSci and the "goodpractice" package. There is also a suggestion for ggplot2 to have in-built ternary plotting capabilities. Additionally, a resource on declarative programming is recommended for optimizing scientific computations. There are discussions about R's use of pointers and escaping semantics, as well as the development of NSE in other programming languages such as JuliaLang.
Topic Modeling
- DataScience and modeling with R
- R package development and best practices
- Outdoor programming and open science with R
- Ternary plotting capabilities in ggplot2
- Declarative programming for scientific computations
Emotional Analysis
The tweets express a range of positive emotions, such as enthusiasm for learning and gratitude towards those who have contributed to the R programming community. There are also expressions of disappointment and humility when mistakes are made or misunderstandings arise, as well as a desire for improvement and collaboration with others. There is a sense of community and shared learning goals among the users of #EconTwitter.
Trend Analysis
- Interest in learning and utilizing data science and modeling with R
- Discussion and debate about the proper use and understanding of R concepts such as pipes, package development, and efficient coding practices
- Appreciation for and acknowledgement of @hadleywickham's contributions to R development and packages
- Requests and suggestions for new features and capabilities within R and its packages
- Explorations and comparisons of R with other programming languages such as Python and Julia
Types of Tweets
Number of Retweets
17
Percentage of total tweets
25%
Number of Original tweets
13
Percentage of total tweets
19%
Number of tweets that contain Mentions
67
Percentage of total tweets
100%
Number of tweets that were Replies
36
Percentage of total tweets
53%
Number of tweets that were Quotes
3
Percentage of total tweets
4%
Number of tweets that contain Hashtags
25
Percentage of total tweets
37%
Top 5 devices used to tweet
| Source | Count |
|---|---|
| Twitter Web App | 27 |
| Twitter for iPhone | 18 |
| Twitter for Android | 10 |
| TweetDeck | 5 |
| Twitter for iPad | 3 |
What devices were used to tweet
Top 10 accounts with highest followers count
| Username | Name | Bio | Followers count |
|---|---|---|---|
| matplotlib | Matplotlib | Python library for creating static, animated, & interactive visualizations. Chat w/ us @ https://t.co/QDNR5Khj9w Sponsored by @NumFocus | 42,728 |
| rOpenSci | rOpenSci | rOpenSci develops #RStats based tools to facilitate open science and access to open data. | 35,776 |
| RosanaFerrero | Rosana Ferrero🕊☮️🏳 | Ph.D. Directora académica en @maximaDataSci_R 🎓 Cursos de Data Science + Machine Learning + Statistics 😉 Haz que tus datos sean útiles 🌿 Ecology @_SevillaR | 30,097 |
| rstatstweet | Rstats | I retweet #rstats stuff. Maintained by @justin_ct_ho. | 27,839 |
| TheSmartJokes | Think & Smile | Select "Smart Jokes" from web by #rstats #data #scientist 🧘♂️ | 9,347 |
| CavaliereGiu | Giuseppe Cavaliere | Professor of #Econometrics @Unibo & @UniofExeter. Associate editor of @JEconometrics, Econometrics J; CoEditor of Econometric Theory. Dadx2. Tireless traveler. | 9,304 |
| kdpsinghlab | Karandeep Singh | ACMIO of AI @umichmedicine. Asst Prof @umichDLHS @UMichKidney @UMichUrology @umsi via @HarvardDBMI @BWHKidney @uclaimchiefs. #JuliaLang. #RStats. Views own. | 8,730 |
| JonTheGeek | Jon Harmon (he/him) | 🗣️#RStats #DataScience @R4DScommunity admin 🔗https://t.co/tXaYQjeAew 🔗https://t.co/fZq9ZF9Iiy 🔗https://t.co/bRfz6hBRGT | 5,003 |
| matloff | Norm Matloff 全世界加油！ | CS (frmr Stat) prof. Award-winning #rstats author; teach., pub. service awards. Frmr Ed-in-Chief, R Journal. Views mine, progressive but not "woke." 佢/佢/佢嘅 :-) | 4,483 |
| rstats_tweets | R Tweets | Bot automatically retweeting things posted with the #rstats hashtag. Highly filtered. Profile and header image CC-BY-4.0 @allison_horst. Bot by @MikeMahoney218. | 4,111 |
Top 10 accounts with highest friends count
| Username | Name | Bio | Followers count |
|---|---|---|---|
| TheSmartJokes | Think & Smile | Select "Smart Jokes" from web by #rstats #data #scientist 🧘♂️ | 9,948 |
| RosanaFerrero | Rosana Ferrero🕊☮️🏳 | Ph.D. Directora académica en @maximaDataSci_R 🎓 Cursos de Data Science + Machine Learning + Statistics 😉 Haz que tus datos sean útiles 🌿 Ecology @_SevillaR | 4,835 |
| RexDouglass | Rex "garbage in" Douglass Ph.D. | Data Science/ML for 10+ years at UCSD. Princeton PhD. Moving to industry shortly. Appreciated the help. | 4,774 |
| dccc_phd | Damien C-C | Human geneticist 🧬, bioinformagician 🧙🏻♂️, choral musician 🎼, and unrepentant city slicker 🏙️. Amplifying interesting signals (like #ScienceWin)! [he/him] | 4,456 |
| mrworthington | Matt Worthington | Husband, parent | Policy + Data Science | Serves w/ @ATXDVCC + @DelValleISD Board | @spurs & SATX native | Used to flip @Whataburger | #rstats + #txlege 🤓 | 3,977 |
| acidflask | Jiahao Chen 陈家豪 distracted by diversity demands | He/him/他. Responsible AI. 2x Founder, ex-@JPMorgan @CapitalOne @MIT_CSAIL @UOfIllinois @JuliaLanguage 🐕🦺🇸🇬🇺🇲 @jiahao@mastodon.social | 3,044 |
| StefanieButland | Stefanie Butland | @Openscapes team member, was Community Manager @rOpenSci, biologist bioinformatician, connector, knowledge-sharer, fan of https://t.co/a449zXa147, she/her | 2,721 |
| KeBearMc | Kerry McCullough | Assoc Prof, Finance (PhD). Three fur-kids & a flerken. Drinker of copious amounts of tea. Would rather be reading. Her/she. 🌈. ⚛️. 🌍. @KayMac@econtwitter.net | 2,386 |
| JonTheGeek | Jon Harmon (he/him) | 🗣️#RStats #DataScience @R4DScommunity admin 🔗https://t.co/tXaYQjeAew 🔗https://t.co/fZq9ZF9Iiy 🔗https://t.co/bRfz6hBRGT | 2,111 |
| elipousson | Eli Pousson 🚮🚲👋🏼 | I ❤ old neighborhoods, bikes, and Baltimore. He/his/him. Planner @ Baltimore Plannning Dept. @elipousson@dads.cool #bikemorefamily #bmorehistoric #baltimore311 | 1,991 |
Most active users
| Username | Bio | Number of tweets |
|---|---|---|
| Inkstall | Installing knowledge since 12 years. Learning is more than absorbing facts, it is acquiring understanding. | 8 |
| kdpsinghlab | ACMIO of AI @umichmedicine. Asst Prof @umichDLHS @UMichKidney @UMichUrology @umsi via @HarvardDBMI @BWHKidney @uclaimchiefs. #JuliaLang. #RStats. Views own. | 5 |
| mrworthington | Husband, parent | Policy + Data Science | Serves w/ @ATXDVCC + @DelValleISD Board | @spurs & SATX native | Used to flip @Whataburger | #rstats + #txlege 🤓 | 4 |
| buddyherms | Data Scientist @CSGJC Formerly: @ACSNYC; @MOA_org; @StoryCorps; @endsmeatnyc_; @RobertasPizza Just here for the #rstats 📊📈💻 | 3 |
| acidflask | He/him/他. Responsible AI. 2x Founder, ex-@JPMorgan @CapitalOne @MIT_CSAIL @UOfIllinois @JuliaLanguage 🐕🦺🇸🇬🇺🇲 @jiahao@mastodon.social | 3 |
| rockdoc11 | Probe wrangler and volcano petrologist. Tweets, likes and retweets are my own & don't represent past or present employers. rockdoc@fediscience.org She/her | 3 |
| matloff | CS (frmr Stat) prof. Award-winning #rstats author; teach., pub. service awards. Frmr Ed-in-Chief, R Journal. Views mine, progressive but not "woke." 佢/佢/佢嘅 :-) | 3 |
| elipousson | I ❤ old neighborhoods, bikes, and Baltimore. He/his/him. Planner @ Baltimore Plannning Dept. @elipousson@dads.cool #bikemorefamily #bmorehistoric #baltimore311 | 2 |
| AnthonyAmihere2 | - | 2 |
| rstatstweet | I retweet #rstats stuff. Maintained by @justin_ct_ho. | 2 |
Tweets per day
Top 10 tweets with highest Retweet count
| ID | Text | Retweet count |
|---|---|---|
| 1639181089968095233 | Hi #EconTwitter! Want to learn #DataScience and modeling with 𝗥? Check out these awesome online books written by data scientists: one on data handling by @hadleywickham & @StatGarrett, and one on modeling by @topepos & @juliasilge. Don't miss these cool resources! #rstats https://t.co/B5O267bAU2 | 75 |
| 1640432575436005376 | I’ve been writing #rstats packages quite a bit lately and have really been enjoying it. Outside of @hadleywickham’s R Packages, what other good content is out there with good advice/tips/practices for developing great tools that others can use? | 5 |
| 1638887451040292864 | Doing outdoors programming in #R. Open air for open science and reproducibility. We are learning a lot in this workshop! Thanks, @hadleywickham for #ROxygen2 package and all inspiration for R packages. @openscience https://t.co/YJczzNBQqO | 4 |
| 1638533376448536577 | Folks, I’m taking down my thread on pipes in R because I think it conflates different concepts and is ultimately not correct as stated. Will point to @hadleywickham’s chapter on this and may update this later. Also appreciate the feedback from @GaborCsardi and @_lionelhenry. https://t.co/7XUSiiJoOr | 2 |
| 1641225024517316617 | @salixdubois @elipousson @mrworthington @hadleywickham Thanks for share our guide! @ma_salmon also create this training on develop R packages for our Champions Program: 🚲 Beginner: https://t.co/GbX4yOJ9s9 🚀 Advanced: https://t.co/MtIv3ngv07 #rstats | 1 |
| 1638427841195831296 | #RStats #TidyTuesday @hadleywickham is there a function for storing objects in the GlobalEnv within pipes e.g. in the images shown below: https://t.co/yXUYMV7cqh | 1 |
| 1640540657046388736 | @mrworthington @hadleywickham This may not be quite the answer that you’re looking for but I’ve learned a lot about package development while contributing to other mature packages that follow different conventions (e.g. @rOpenSci or tidyverse). This development guide is also very good https://t.co/3yxB1ipRUo | 1 |
| 1640461391197794307 | @mfranevans @hadleywickham @nickchk Mary! You are an #rstats 🤓?! How did I not know this? | 1 |
| 1638591877212700672 | @caldera_curator @hadleywickham @matplotlib bad on @matplotlib then. The ternary diagram is super important in so many fields! | 0 |
| 1638700194551463936 | @dvaughan32 @hadleywickham Those warnings were getting a little "Clippy" :/ https://t.co/FjxelA2jyL | 0 |
Top 10 tweets with highest Like count
| ID | Text | Like count |
|---|---|---|
| 1639181089968095233 | Hi #EconTwitter! Want to learn #DataScience and modeling with 𝗥? Check out these awesome online books written by data scientists: one on data handling by @hadleywickham & @StatGarrett, and one on modeling by @topepos & @juliasilge. Don't miss these cool resources! #rstats https://t.co/B5O267bAU2 | 366 |
| 1638533376448536577 | Folks, I’m taking down my thread on pipes in R because I think it conflates different concepts and is ultimately not correct as stated. Will point to @hadleywickham’s chapter on this and may update this later. Also appreciate the feedback from @GaborCsardi and @_lionelhenry. https://t.co/7XUSiiJoOr | 41 |
| 1638887451040292864 | Doing outdoors programming in #R. Open air for open science and reproducibility. We are learning a lot in this workshop! Thanks, @hadleywickham for #ROxygen2 package and all inspiration for R packages. @openscience https://t.co/YJczzNBQqO | 30 |
| 1640432575436005376 | I’ve been writing #rstats packages quite a bit lately and have really been enjoying it. Outside of @hadleywickham’s R Packages, what other good content is out there with good advice/tips/practices for developing great tools that others can use? | 30 |
| 1640540657046388736 | @mrworthington @hadleywickham This may not be quite the answer that you’re looking for but I’ve learned a lot about package development while contributing to other mature packages that follow different conventions (e.g. @rOpenSci or tidyverse). This development guide is also very good https://t.co/3yxB1ipRUo | 9 |
| 1638532460374814723 | @hadleywickham Thank you. It’s been a while since I read that chapter 😂 (have been deep in the weeds of the meta programming chapters lately) I’ll take this thread down so as not to confuse people. And I’ll check my understanding and update if it makes sense to do so. https://t.co/7EONRg0yML | 8 |
| 1640458742645809152 | @mrworthington @hadleywickham I love the {goodpractice} package for helping to enforce... Well, good practices. You don't have to agree with everything they check, but start there and then back off if anything feels wrong for you. | 7 |
| 1640459027875340289 | @mrworthington @hadleywickham @nickchk has lots of great resources. | 4 |
| 1638260207024496641 | Hey @hadleywickham wouldn't it be great if ggplot2 had in-built ternary plotting capabilities? I know ggtern exists, but ternary plots are a fundamental plot type. Matplotlib has them (minor teasing here). Also the fewer packages involved the better | 3 |
| 1640734259794137089 | @elipousson @mrworthington @hadleywickham @rOpenSci Came here to link to this too. | 3 |
Top 3 Languages Used In Tweets
Top 10 Hashtags used
| Hashtag | Count |
|---|---|
| #rstats | 17 |
| #datascience | 6 |
| #econtwitter | 3 |
| #techtwitter | 3 |
| #r | 3 |
| #roxygen2 | 3 |
| #r4ds | 2 |
| #tidytuesday | 2 |
| #ai | 1 |
| #data | 1 |
Top 10 Hashtags Used In Tweets
Top 10 mentions
| Mention | Count |
|---|---|
| @hadleywickham | 67 |
| @mrworthington | 17 |
| @gaborcsardi | 11 |
| @_lionelhenry | 11 |
| @kdpsinghlab | 8 |
| @kirkdborne | 7 |
| @ropensci | 5 |
| @statgarrett | 4 |
| @topepos | 4 |
| @juliasilge | 4 |
Top 10 mentions
Wordcloud of Tweets
Emojis
Average number of emojis used per tweet
28
Emojis used in tweets
| Emoji | Count | Emoji Text |
|---|---|---|
| 🚲 | 2 | bicycle |
| 🚀 | 2 | rocket |
| 🤓 | 2 | nerd_face |
| 📕 | 2 | closed_book |
| 🤣 | 1 | rolling_on_the_floor_laughing |
| 😜 | 1 | winking_face_with_tongue |
| 🙌 | 1 | raising_hands |
| 💡 | 1 | light_bulb |
| 📚 | 1 | books |
| 🌐 | 1 | globe_with_meridians |
Emojis groups
| Emoji Group | Count |
|---|---|
| Smileys & Emotion | 8 |
| Travel & Places | 5 |
| Objects | 4 |
| People & Body | 2 |