RT @neingeist: https://t.co/puUPsaXLiV
RT @Jowanza: Working on some population estimation for a project and found this Wikipedia entry fascinating: https://t.co/C18OHRXUde
My score is about 50%. https://t.co/9iyPH4pOCD
It's snowing 🌨, I'm drinking tea 🍵 and doing #rstats. 😍
@dataandme I tried to fix it after school yesterday and her bangs are SHORT now. 😳
@jkru @astrohummel @tek_keller I ❤️❤️❤️ awk, and have for a very long time.
Was Julie helping me because I don't know anything about Python package management? Yes, yes, she was. https://t.co/HGU1oOQvLe
@JennyBryan I believe we've gotten THREE NOTES this fall from our various kids' classes about lice. The first came… https://t.co/N9TYKpcIq7
@Jowanza I have some ideas -- NLP stuff, probably unsurprisingly. Nothing too firmly set, though.
Am I downloading 1+ Gb (zipped) of Reddit comments from Election Day?
I am. 😯

https://t.co/XWccHJLo1m
RT @andrewheiss: Like this took 5 minutes to whip up https://t.co/c3W3kYF9Zo (preparing an index for a book)
RT @andrewheiss: *Finally* playing with @juliasilge and @drob's tidytext #rstats package and I'm completely blown away by it. https://t.co/…
SUPERMONGO FOREVERRRRRRRRR

(Not really. Not really AT ALL.)

(For me, it was C + silly amounts of awk + supermongo… https://t.co/Ne7VQTTI3q
@elliewix @jkru If you need another resource, this one at @STAT545 is also excellent: https://t.co/kJspIMzfJf
@elliewix @jkru Sure, I was just giving Julie trouble. Your plots are BEAUTIFUL!
@jkru Julie, that shit is exactly tidy data and it will CHANGE YOUR LIFE.
@jkru Somebody needs to learn about TIDY DATA PRINCIPLES.
@DeCiccoDonk I have to decide how to try to fix it this afternoon after school. 😞
Listening to the @rstudio webinar and Garrett just said: "BUT I DON'T WANT SNOWMAN!"
We discovered my 7-year-old cut her own bangs. It... is not a good look. 😐
RT @DataWookie: satRday in Cape Town https://t.co/MnT1LU9ZJB https://t.co/9IB3t8m7ed
@groundwalkergmb I actually have a conference paper on ASTRO 101 textbooks: https://t.co/52idj2Hoff
@groundwalkergmb They were for teaching! 😉 ASTRO 101 is the bread-and-butter of teaching for astronomy departments.
@maxjrosenthal For casual breakfast, The Park Cafe. For good drinks, Undercurrent, Avenues Proper, Beer Bar. The snow has been looking good!
@maxjrosenthal For food, I would say @PagoSLC, @FincaSLC, Laziz Kitchen, Publik Kitchen. For coffee, also Publik, @labarbaSLC, @TheRoseEstb
@chrisalbon BOOOOOOOOOO...
@AndreaUrbanPhD Did you move all of yours?
@astroeringrand I think that many of mine are not latest edition anymore; I wonder if it is still worth it...
@seankross OMG, SEAN 😂😂😂
RT @LindaRegber: Bad Dataviz: This map of every pub in the UK is super helpful. via /r/dataisugly https://t.co/5K7GjbewCk https://t.co/jzG7…
@darinself OMG, this is my favorite.
@tdhopper Data science will outlive my willingness to teach as an adjunct.
Me, not that long ago: "Data science sounds like a good fit, but OTOH I have all THESE TEXTBOOKS ALREADY!" https://t.co/cM9ZYtquFq
I think this data science thing is probably going to stick, and I can get rid of this shelf of slightly-outdated ASTRO 101 textbooks.
@hadleywickham @jeffmorgen I've never had eggnog with tequila in it! 😳
Well, this is awesome. Astronomy AND clothes, both things I have loved for a long time. https://t.co/1V2hiXa2Ns
I'm feeling real, real iffy about this whole Electoral College thing we still have going here, guys. @khayeswilson… https://t.co/L71PA255xN
@EconAndrew @YhatHQ OK, you got me!
RT @drob: A tidyverse approach to ROC curves #rstats https://t.co/buizc7U9ns
@drob theme_minimal?!?!????
RT @justinshanes: Amazon thinks my recent humidifier purchase was merely the inaugural move in a newfound hobby of humidifier collecting.
RT @philipbstark: If @realDonaldTrump is right that &gt;3MM voters were illegal, sample of 250 voters has 99.7% chance of catching &gt;=1. Let's…
@groundwalkergmb The Electoral College electors? I haven't checked, actually.
Just called my Republican senators to tell them I didn't think they should confirm Sessions as AG.  ¯\_(ツ)_/¯
@minebocek I love this A LOT.
Things like git reset --hard still make me real nervous. I prefer to only use the 4 git commands I actually trust/understand.
@yrlaNor Oh nice! That all looks really interesting.
RT @JennyBryan: I love that Google Code-in, for kids 13 - 17 interested in open source s/w, reflects a realistic mix of tasks. https://t.co…
RT @kara_woo: O'Reilly ebooks and videos (including my ggplot2 course) are 50% off today with discount code CYBER16. https://t.co/suCpi2MZ1G
@treycausey @ftrain THIS IS AMAZING.
RT @seanjtaylor: In particular, the idea to extend @hadleywickham's tidy data paradigm to text data is really powerful. Tons of hard things…
RT @seanjtaylor: .@juliasilge &amp; @drob are writing a really nice book on using R for text analysis (a task I usually use Python for!) https:…
Back to life, back to reality https://t.co/A6yi34HkeD
RT @DataWookie: Humpback whales. https://t.co/K8tVIhD3sS Another reason to be at satRday (although might be too late for whales!). https://…
@SKEdman Post-election McMullin has been 🔥🔥🔥.
RT @levithatcher: If you want enhanced job opportunities after grad school, learn the basics of git, databases, machine learning, and packa…
@earino Huh, that is definitely interesting.
RT @kateleth: "Why do I keep seeing better journalism from Teen Vogue than some major publications?" Well, friends: https://t.co/pB8TzJJmFe
RT @joewillage: Finally reading tidytext book by @drob &amp; @juliasilge. Text part is good so far, but also lots of dplyr things I didn't know…
RT @b0rk: floating point https://t.co/x83WTFeSV4
@JennyBryan My kids' hair is all either long or really curly... 😵
@JennyBryan @polesasunder Oh Jenny, you are stressing me out with this so much. https://t.co/EjDY7HgJLd
@earino 
My kids, first: "How many days until Halloween?"
Next: "How many days until Thanksgiving?"
Now: "How many days until Christmas?"
@dataandme 😅 My husband's name is Rob, and one of my kids' names is Grace.
HAHAHAHAHAHAHAHA OMG why do any of you follow me on here... @drob #rstats https://t.co/HrmHk7cjMI https://t.co/Eu0IpVQTa3
RT @kelkulus: CIA: We've tried to kill Fidel Castro 600 times and failed
2016: Hold my beer
Oh my goodness 😍😍😍 https://t.co/YOamYAplLB
@ma_salmon OMG 😂😂😂 

Communicating is hard, and I haven’t had coffee yet.
@ma_salmon @drob It's an idiom! "That's enough! No more for you! You've taken this far enough!"
@ma_salmon @drob I have been demanding A LOT of high fives lately from people, to the point that my husband is threatening to cut me off.
I'm feeling a little impatient about waiting that long, though, TBH.
These beauties arrived today and are going to get wrapped up under our tree for Christmas! 🎁 @jewelbots https://t.co/IYtwZ9ocAB
@tylerrinker Ah, I didn't find this in my searching earlier!
@andrewheiss 😅 Yes, to be fair, our youngest does sometimes seem rather suspiciously gregarious.
@Jfpohl We still haven't been!
I can tell my children are genetically related to me because they are so happy staying at home not doing anything i… https://t.co/jhF2ntx7IX
RT @MeganRisdal: I put together this dataset of fake news sources ... It's just a start, would love contributions! cc @fastml_extra https:/…
@Jemus42 This movie is, TBH, esoteric enough without trying to watch it out of order.
@Jemus42 whole time we were watching the beginning. Until we put in the second tape and realized it was ACTUALLY THE FIRST TAPE. 😭😭😭
@Jemus42 I watched this movie in college with my roommate, who was a Russian major. It came on two VHS tapes, and we were SO CONFUSED the
If people didn't have all their .travis.yml files on GitHub, I would never ever get anything to ever build. Ever. So thanks, everyone!
@Nicole_Cliffe He was a bit of a college playboy, but in many ways he has his shit together and is a grown-up. And the charm/chemistry. 😱
@Nicole_Cliffe MEEEEEE TOOOOOOO... I really like them together.
@bstrain1 @dataandme You can check out the post for details; there is a function that does it in an `echo = FALSE` chunk.
@quominus @drob I'm not sure right now, TBH. Definitely/obviously the syllable counter.
@dataandme Mara! https://t.co/qOxA7Y2pE1
@pete_stmarie to an estimate of grade level using a short bit of text.
@pete_stmarie That's a great question! I would need to do some exploring, but they are measured using LOTS of sentences so low compared
@quominus That is a very interesting proposition to consider! 
@drob, what are your initial thoughts?
Reasons being these, naturally: https://t.co/ieWRr776Oz
It has an ~8th grade score, lower than "Anne of Green Gables" by ~1 year.
Well, FOR REASONS, my husband just asked me to repeat the readability scoring for "All Quiet on the Western Front": https://t.co/XdhAHWjWsu
@TechnoPhobe01 James Joyce, man. What was up with that guy...
@kearneymw @ma_salmon OMG I love this idea. https://t.co/PgHkRTeHfK
@ibddoctor In my research for this, I saw that SMOG is used a lot in healthcare/medicine! Super interesting area.
RT @sarahmei: Elf on the shelf: a post-9/11 NSA program designed to accustom our children to the surveillance state.
@nest No, no, not in error. Just the turkey!
Part of measuring readability involves counting syllables! Here are the distributions of syllables per word in the… https://t.co/SCMH1JUKxb
NEW POST: Measuring readability in text using tidy data principles #rstats https://t.co/wysFpPPprt https://t.co/zCaO7c6pvG
The @nest people should write a blog post about how many smoke alarms went off yesterday. (I know ours did.)
RT @BoogTweets: *Busts through Kool-aid mans wall*

Kool-aid man: Not cool. What I do is fake. This is our home

Me: I'm sorr…

*A sippy cu…
RT @Ted_Underwood: If we come through this without getting everyone killed, it will become 22nd-century schoolkids' fav. hilarious part of…
You can know you invited fun people to Thanksgiving dinner when the after-dinner games turn to Fibonacci numbers. @astrohummel
Thanksgiving success! 🦃 https://t.co/TjytFxBCBx
@lucaswmuller 😵
@dataandme I say embrace it. Me with a new baby: https://t.co/EBTusA57P8
@earino Well, not the lightbulbs, just a lamp on a wifi switch.
@dataandme HAHAHAHAHAHA... OMG, I love babies so much. I mean, we are totally done, but I luuuuuuuuuv them. The oxytocin hit!
@earino We use it most for playing music. We also have it set up with IFTT for the garage door (which is super nice), one of the lamps, etc.
@earino Oh cool! Yes, I have met Célestin through connections from my faith tradition/church/etc.
@earino His name is Célestin Musekura.
@earino Was is more South Africa or Rwanda or what? I ask because I know a little bit someone involved with the Rwandan reconciliation work.
@earino OMG 😵
@xtophercook YOU CAN DO IT. I'm sure you probably have lots of resources, but just in case, I've heard this is good: https://t.co/6NHvpHehLo
@levithatcher I am truly looking forward to not driving.
@xtophercook Nice! Thanks for the mention.
RT @xtophercook: Can you see, from this graph of what time of day I tweet, when Newsnight is on? (have been cribbing @juliasilge's coding)…
My husband is reading only depressing non-fiction, all "YOU KNOW WHAT I AM GOING TO BE EVEN MORE WOKE NOW."
I am reading only escapist fluff fiction, all "THE WORLD IS TERRIBLE LA LA LA LA."
My husband's and my reading habits could not be more different right now.
RT @astropixie: Holiday Gift Ideas!

https://t.co/c1fcmJDdDL https://t.co/iDHXUsGrUt
RT @ellis2013nz: Adding some (minor) polish to that well-known Arctic sea ice graphic with viridis colours, #ggplot2 and #rstats https://t.…
@rad_prof Turns out it was a bit of both, actually! 😂
@nj_tierney Oh gosh, that too! (It did turn out part of the slowness was an error on my side.)
RT @thosjleeper: Nice example of using #ggplot2 with my margins package to create really simple visualizations of model estimates. #rstats…
@Selkie1970 This has been happening to ME lately! I have been waking up so early! I don't understand. 😩
RT @tfoldi: NLP at its finest https://t.co/b8UCZxMmSL
@joshua_ulrich Well, it's for a blog post so keep an eye out for it. I do think I know why it is slow; I just didn't realize HOW slow.
MWAHAHAHAHA... It finished and it all worked right. https://t.co/30AoFN4Arg
SNOW SNOW SNOW 🌨️✨🌨️✨🌨️ https://t.co/uMpSMdThf1
@bhive01 I hope so! Still running...
Wow, this code is taking a shockingly long time to run. I am shocked. Or I have made a horrible error somewhere.
@HaleyNBurke https://t.co/kMtZERPDlD
RT @polesasunder: geom_parsnip #rstats https://t.co/UOU9fRraMT
@juanshishido From this month's Food and Wine! https://t.co/Oo3UYQigUX
Ah, Thanksgiving, everybody! https://t.co/IZJ6C6FoC1
RT @cote_energy: Just for fun: Sentiment in 15 Herman Melville Novels &amp; Stories.  (Extension of a #tidytext tutorial by @juliasilge in #rst…
@jGage718 Thank you so much!
@HaleyNBurke Where did you find this? I do ❤️ it.
@HaleyNBurke I want to retweet this, but alas, your account is private now...
Short ribs in the slow cooker, turkey in the brine --  I am preparing all the meats.
@andrewheiss 😳
@emjonaitis Oh, I have these people.
@Selkie1970 HAHAHAHAHA... I remember that whole time period when I used only these old purple towels.
@Selkie1970 AAAAAAAAH, chlorine! The bane of fun colored hair!
@hadleywickham Yes! I think my favorite is the Vya that we just got. 👍🏻👍🏻
RT @peteskomoroch: This is the best thing I've seen on Twitter this month. Looking forward to seeing more work on "interestingness algorith…
It's quasi-blinded cocktail taste test time! This would be easier if we had pipettes. https://t.co/tfWlaHenc1
@hadleywickham I was just looking there -- thanks!
@hadleywickham (We are prepping for a big party for Rob's 40th birthday next month.)
@hadleywickham I remember seeing an enormous can of Luxardo cherries in a picture of yours at one point. Where did you obtain it?
She did a very good job, and I do appreciate that she thinks I'm cute. https://t.co/VNNFAO0M26
TFW you tell the person cutting your hair what you do for a living and she responds, "But you are so cute?! And you are wearing makeup!" 😐
@duffy_ma THE HOLIDAYS, Meghan. SUCH A JOYOUS TIME OF YEAR.
RT @chrisalbon: 1945: “Hey”
2016: “Hey”
1945: “How’s it going?”
2016: “…”
1945: “You let Nazis come—“
2016: “We let Nazis come back, yes…”
@bhive01 😅😅😅
@bhive01 I always do cranberry sauce! I love it a lot. Usually I do one with lots of spices and a little brandy, but I tried this new one.
Trying a new cranberry sauce this year, and after making it, it seems... more boozy than expected. https://t.co/Zh1AIflYAB
I saw this news today directly after picking up my youngest kid from his Jewish preschool. https://t.co/GECTac2KmZ
RT @karenebayne: Stop saying Alt-right. They are just regular boring old Nazis. I don't care how nice their suits are.
@SecretBeck Hero's Guide to Saving Your Kingdom?
@sckottie @kara_woo @davidjayharris I'm thinking of switching too, I think.
RT @SalilBenegal: Partisanship is one hell of a drug. https://t.co/WLwaUWu3F8
RT @_lionelhenry: ggstance now available on CRAN! Horizontal components for #ggplot2 (https://t.co/jA1MoAi242) #rstats https://t.co/xOrfL0B…
@RallidaeRule Also, at the same time, that she does not "see race".
@RallidaeRule Feel you. One of the highlights of last week for me was my aunt telling me that the Black Panthers want to kill white babies.
A local data science team that I like and respect is hiring, looking for #rstats package development experience: https://t.co/BcfNH0kDjW
@Jowanza Oh, I love how it turned out!
RT @Jowanza: Saturday evening project: Visualized names from the Trans-Atlantic Slave Database: https://t.co/COJuQsO8UY https://t.co/ust23m…
RT @CSCleve: NEW POST: "Talking to your family about Trump" https://t.co/eb3l1MRMLg https://t.co/jHhXBpM9uM
@thosjleeper I'm getting A LOT of this defensive talk from certain social circles these days. "But democracies have NEVER worked!"
Analysing the Gilmore Girls' coffee addiction ☕️ by (Twitterless?) Shirin Glander https://t.co/1YMhJbTMeu https://t.co/lXrg7dF0sS
Tequila shots with friends, because it is DELICIOUS and this has been A WEEK https://t.co/pSVs8XWAkQ
@astrohummel Yes, that's what I'm thinking.
@astrohummel Dale was definitely Mr. T.
@JasonPunyon Hmmmmmm, I was probably the Faceman of this operation. I am thinking @astrohummel for Murdock.
I had to leave the conference a little early, so I MISSED GETTING TO HOLD THE GIANT CHECK!!! 😭😭😭 https://t.co/lBNF5eUZay
My team won our local data science competition this fall, and the announcement was at the conference I was at today. https://t.co/FnzxXM4KKu
Everyone, I MISSED MY CHANCE TO HOLD A GIANT CHECK!!!
Does your text data spark joy? ✨✨ Slides from my Intermountain Data Conference talk today #rstats https://t.co/3XnO4O7c8w
RT @astrohummel: If you do any sort of text analytics and/or use R, you should totally check out the tidytext package on CRAN: https://t.co…
RT @astrohummel: Great talk from @juliasilge at the Intermountain Data Conference on the value of apply tidy data principles to text analys…
RT @mattyglesias: Trump is extraordinarily unpopular for a president-elect. He's going to get booed a lot. https://t.co/LQLNmClRCY
@danielphadley Aw, thanks!
RT @statredd: Utah #rstats user group starting now with @juliasilge presenting on text mining https://t.co/8slFdA59P5
RT @levithatcher: @juliasilge rocking her R SLC meetup talk on tidytext. https://t.co/DSeiNWt4Is @drob https://t.co/TsmzZshGST
@groundwalkergmb The Mindy Project
Me on Facebook now: https://t.co/9GzFGZKYDK
@BradleyJEck @drob @KHayhoe Austin is a much bigger city than Lubbock, so Texas Tech is a bigger proportion than UT.
RT @seankross: Want to start writing a book with bookdown? I wrote a post to show you how! https://t.co/13vJ9lHauW #rstats https://t.co/TEz…
RT @drob: Fun fact: the more a county uses R (measuring by % of Stack Overflow traffic), the less it voted for Trump #rstats https://t.co/G…
I think this might be my favorite thing I've read since the election. I ❤️ @baratunde. https://t.co/Rov1g7EJrm
First snow of the season ❄️️😍❄️️😍❄️️ https://t.co/U6wGWNschN
RT @sarahslo: When data is both beautiful &amp; funny: 10,000 words ranked according to their Trumpiness https://t.co/Ab9eq6tUKg via @nkl &amp; @co…
@VinhLu0ng We're about halfway through our year, so I'd expect in another handful of months? https://t.co/OM2ixWSjjc
RT @drob: @pedram_navid @NSSDeviations @hspter @rdpeng nice work! took at look at it, really interesting https://t.co/I0WrkvUEmT
@darinself I am not actually offended either way. 😉

https://t.co/yl3FLhTjLA
RT @drob: If you want to analyze election+population data yourself, here's #rstats code to set it up: https://t.co/SmFRpG5Wxu https://t.co/…
@darinself I'm also much older than you. https://t.co/NHtWbN2Cig
@darinself https://t.co/4JGiu6fVwN
RT @smfrogers: US election 2016: How to download county-level results data https://t.co/xbQE6y3Hnh https://t.co/NYVHhkLFzN
RT @OdaRygh: Unexpected "gender and computers"-experience. Google #quickdraw doesn't recognise my shoe. But it was so nice! https://t.co/XN…
@arnicas I just literally LOL'd.
@arnicas I personally am a HUGE FAN of code that works.
@arnicas Oh, no judgment from me.
@arnicas Ah, "code that works"...
@ma_salmon Well, I only do coffee early the day, and I find it doesn't hurt my sleep then. 😉
b) the Confidence Boost playlist on Spotify (https://t.co/zqtmFh3kUr), and c) COFFEE COFFEE COFFEE ☕️.
I have/am having a lot of big events this week and I am coping with a) no alcohol or sugar (UNLIKE LAST WEEK) for better sleep,
@Nicole_Cliffe I literally said this to Rob the other day, because I am such an optimist at heart.
Today's issue of Data is Plural from @jsvine is pretty 🔥🔥🔥, if you don't already get it. https://t.co/sv6kKt6UVE
RT @DataWookie: Submit your abstracts now to ensure a slot on the programme. https://t.co/wKSCHa4Qdb
@Jowanza Yeah, Hadley said he is updating it with 2015 soon.
@Jowanza Oh, that sounds SUPER interesting! I love name data.
@darinself I without exception do it wrong the first time.
@SKEdman https://t.co/TVvysSbdZm
@dataandme @AmeliaMN @tslumley @znmeb Here is one of my blog posts that uses the acs package: https://t.co/rRFTSssmlq
@Nicole_Cliffe Given our typical choices, I mean.
@Nicole_Cliffe To be fair, I am pretty open to the idea of voting for an actual principled conservative from this, our home state.
@Nicole_Cliffe HAHAHAHAHAHAHA... I used the phrases "religious minority" and "principled conservative".
@Nicole_Cliffe The staffer I got at Hatch's office was polite but sounded kind of OVER IT.
@NevilleLeoniers All very true; I said that as their constituent,  I thought it was important that they publicly oppose it.
@darinself The staffer was polite, but did sound the most OVER IT compared to the others. 😂
It was very easy to find the phone numbers for their SLC offices, the staffers were super polite, and the whole thing took about 7 minutes.
I just called my congressman and both my senators (all Republicans) to say how important it is that they oppose Steve Bannon.
RT @krisshaffer: Wow. This bot... https://t.co/g5TKto60fl
RT @arnicas: People into maps and poetry - lovely slides from @lisacrost https://t.co/XrLJKJhg5X cc @patriciogv
RT @sharon000: Finally added tidytext to my searchable list of great R packages for data wrangling, viz &amp; analysis #rstats
https://t.co/qTI…
@patternproject I am not sure but I will post if they are (despite my horror of seeing myself on video 😱).
@SecretBeck Oh no. 💙
@Jowanza Likewise! Are you going to the speaker dinner Friday night? I'll be there for the first hour or so.
@AnaSwanson 💓💓💓
@corynissen Well, the title is supposed to be a tongue-in-cheek joke based on the Kondo book.
If you are local, come on by and say hello! 🎉
On Friday, at the Utah R Users Group: https://t.co/lZvAtNb2rz
On Saturday, at the Intermountain Data Conference: https://t.co/dK8mueaKbC
I'm speaking on tidy text mining twice this week! #rstats https://t.co/8LN5WI5BtD
RT @MonaChalabi: What a y-axis
https://t.co/yWEwWn9oUT https://t.co/e5zf8EJWj5
@SKEdman I don't think so; this is him on his new Christmas album: https://t.co/YZYKWlloK3 

I do think he is kind of bad at being apostate.
RT @TheRyanParker: The @NewYorker and @PaulNoth have outdone themselves: https://t.co/Et4TreTSwL
RT @jasdumas: NEW Blog Post: Mapping &amp; Web-scraping the 2016 Presidential Election Results in Connecticut https://t.co/BKghcaSdQi #rstats
@Jowanza Only my husband.
5-year-old right now: "So wait... people give you money to do their data? That's how you get money?!"
RT @ccjones13: These are all over my neighborhood in suburban Salt Lake. I had nothing to do with the flyers, but I fully endorse them. htt…
@drob @hadleywickham Yes, I looked at GloVe embeddings once too.
@hadleywickham @drob That sounds really interesting; we'll have to look more into that.
How Many Types Of Crying Have You Done Since Tuesday? 😭😭😭https://t.co/T9xkJpZ1A6
RT @drsimonj: How to order bars in #ggplot2 facets
Solving a tidy text TODO by @juliasilge @drob
#rstats #DataScience #Dataviz
 https://t.c…
@andrewheiss Oh gosh, I would take ALLLLLLL those Twizzlers off your hand. It's a big problem for me.
I'm eating a SALAD because I believe in the FUTURE.

(Also, I am drinking horchata and rum.)
Got a school-wide email from my girls' principal about election-related negative interactions at their school. 😕
@kidalextree Ah, nice! I'm glad to hear it. (I use readr::read_csv almost every single time these days, TBH. Works like a charm!)
RT @kyle_e_walker: At the @TCU Ctr for Urban Studies we've produced a dot map of DFW election results with #rstats and @Mapbox GL JS: https…
@kidalextree Sounds like the `region` column isn't set up right. For the choroplethr package, that needs to be a FIPS code (numeric type).
@Jowanza I'm really going to have to bring it, I guess.
@Jowanza I just saw that they put our talks during the same session 😞 so I won't get to see yours. Boooooo... https://t.co/0dShdU5wM6
@shannimcg @darinself Yeah, that's probably a good idea.
A HUGE THANK YOU 🙌 to @kearneymw for compiling county-level election results here: https://t.co/2K7c82d1W1
NEW POST: Mapping Utah's election results #rstats https://t.co/2fYs1OAF4Y https://t.co/UN0j8kFZ9l
@visnut Not me, but yes! https://t.co/2K7c82d1W1
Ah, perfect! https://t.co/cUNDEbJv63
@kyle_e_walker You were using election result data, right? Where did you get it?
Does anybody know where the data lives, behind, for example, what I see when I google "election results utah"? https://t.co/uNhDwxuKpB
Any #rstats people scraped county-level results from anywhere yet? Looking at this and contemplating rvest, I guess: https://t.co/USFAqFiu9T
I know I've shared this poem by @maggiesmithpoet before, but I was thinking about it again. https://t.co/Mot5kgsjWq https://t.co/BjQFmfclAA
@AmericanSaeedi Yep, that's right! It turned out... interesting. 😳
It would be great to cast a truly meaningful vote someday.
I've been thinking about the Electoral College. I've never lived in a remotely contested state (either super red or super blue).
@groundwalkergmb @thosjleeper @bhive01 Sure, yes. I didn't mean, "Don't make them" by that comment.
@thosjleeper @groundwalkergmb @bhive01 TBH, I'm not sure what I think about these kinds of maps.
@groundwalkergmb @bhive01 I got the cartogram package to work here, if you want to see an example: https://t.co/bVLUb4Jrnp
@shaybstrong That was basically my reaction.
@tylervkent I think it's the smeared handprints that really get me. 😬
There's a new poster up at my kid's preschool. 💉🤔💉 https://t.co/V1oWZCQOOa
RT @fox13: Utah students being bullied after Trump wins election https://t.co/JLz4Zpnres https://t.co/fkfctBGa3V
@pubhealthwright Yes, that is definitely something. 👊🏻
@dataandpolitics That's not nothing.
I did actual, meaningful work this afternoon and I feel a little bit better. Less, you know, queasy.
😭😭😭 Wow, I really needed this. Top-notch work.

How To Talk To Your Child About The Election Results https://t.co/anq28pioJg
@lucaswmuller OMGWTFBBQ
RT @HillaryClinton: "To all the little girls watching...never doubt that you are valuable and powerful &amp; deserving of every chance &amp; opport…
RT @monkeycageblog: Agreed. The shift is mainly in how people/place votes, not in sheer number of votes. https://t.co/4Qg9iR3Uig
RT @kristenjobarton: Sexual assault survivors are watching the equivalent of their own attacker become president right now. Be kind, odds a…
RT @lucaswmuller: It's not news that we have a sick society, fear driven, permissive of/active in racism &amp; sexism, it's just much worse tha…
RT @Neil_Irwin: If things go the way they're looking, the winner of the presidential election will have lost the popular vote in 2 of the l…
RT @infinite_scream: AAAAAAAAAAAAAAAAAAAAHHHHHHHHHHHHHH
RT @NicolaSturgeon: Amidst all the criticism of her, I want to say, as a woman, simply this: thank you @HillaryClinton. Your candidacy was…
RT @emelina: Evangelicals had a harder time voting for a Mormon than a self-proclaimed sexual assaulter who makes fun of people w/ disabili…
RT @dbroockman: Your daily reminder our political institutions are biased towards rural whites by design.
@ErmiaBivatan @hspter @dataandme We're all freaking the hell out, is what's happening here.
😭😭😭😭😭😭😭😭😭😭😭 https://t.co/FFdXRaWKds
RT @SwiftOnSecurity: Who the hell is making your infographics @ABCPolitics. https://t.co/HeLLhvVtvW
RT @realsesmith: This is why there are long lines. Lines at polls aren't 'inspiring,' they are the sign of a broken system. https://t.co/7v…
RT @SpencerJCox: We had a voting machine issue in 1 of our 29 counties this morning. Not sure that qualifies as "entire country" but whatev…
RT @stitchfix_algo: New blog post! On the election, uncertainty, and being wrong the right number of times https://t.co/NZZtiGsEud
@datassist Ah, I forgot that you said today was your birthday!!! https://t.co/Rvlb0hGfKe
RT @kaggle: Recommended reading: @juliasilge &amp; @drob's free book Text Mining with R. The tidytext pkg is a fav in our community! https://t.…
RT @drob: One last election tweetstorm- about why the difference between Trump's devices matters and what it shows about him 1/n
RT @openNASA: #NASADatanauts Starry Night goes global this week when Datanaut @cindychin hosts a community event in #Lisbon Portugal! https…
@Selkie1970 Oh, I'm so sorry, Kimberly. 💕💕💕
RT @hspter: One of the most important takeaways: how to dunk a troll, by @drob #rstats https://t.co/JD9LmvmX5y
RT @robinson_es: Can't wait to try out @drob and @juliasilge's tidytext package for my own analysis. What an awesome edition to the tidyver…
@SKEdman There have been specific changes in some states since 2012 that target POC, so that kind of trend may even be worse now. 😕
@SKEdman I think it can depend in some unfortunate ways on demographics: https://t.co/teKHqB0vSB
RE: LRT I bought one of my kids some pajamas with penguins on them this last weekend, and I felt REAL WEIRD about it.
RT @MJPolito: 1/ I'm not seeing much #scicomm context around the @Natgeo
#Homewreckerpenguin video so will attempt to provide some https://…
@rogers_levi @lucaswmuller I can't remember which one of you I have talked to about this more.
@rogers_levi @lucaswmuller Is David Bazan the worst at being apostate? David Bazan gets in the Christmas spirit https://t.co/ZfdBIdel1A
@hadleywickham @JennyBryan @rstudio 👀 WOW 👀

Congratulations!!!
@pubhealthwright I assume you already know about @NSSDeviations?
RT @drob: "That's enough! He can't be trusted with Twitter.

Now let's work on getting him the nuclear codes"

https://t.co/Lrd6HRhn8G
@BarkleyBG @drob If you have something specific to suggest, feel free to add it as a GH issue; mentioning something on Twitter is good too!
Nice! 👍🏻 "How to contribute to an open source project on GitHub" https://t.co/WrK4RkpL63
@SKEdman https://t.co/AJIEWA2wk2
RT @TSchnoebelen: Look, the #firstsevenjobs in emoji by @HamdanAzhar #EmojiCon https://t.co/zh3EwD0Xym
Saturday morning vibes 🏊🏻 https://t.co/LMJDzSWjL7
RT @sehnaoui: This old motherboard looks like Ancient Greece. https://t.co/teYtlu3xR1
@astropixie If you ever make it up to SLC, stop by to stay or for dinner. Real invitation!
@astropixie So many parts of Utah are amazing!
@Selkie1970 Hang in there... 💙💙💙
@astropixie @LSST Congratulations, Amanda! That is amazing news! 🎉
@Rwilldred27 That is great to hear! Good, clear documentation was definitely a high priority for us.
@earino @bhive01 HAHAHAHAHAHAHAHA... Right, of course.
@bhive01 @earino I mean, if you're thinking civil rights and the Beatles, most of those people were actually too old to be boomers.
RT @drob: On Monday night I'm giving a talk at @nyhackr, on using tidy text mining to analyze Trump's Twitter https://t.co/V2kEmrGnzl #rsta…
@earino OMG, I feel the opposite about the baby boomers. LET THEM GO, I say.
@Jowanza We actually also have an Apple Music account 😭😭😭 because they have a no-explicit-music setting and that's what the 5th-grader uses.
Oops, this is what happens when you share a Spotify account, I guess. https://t.co/GNkFN3QHhQ
RT @carinahsieh: Melania: Our culture has gotten too mean. My husband is a beacon of hope for women's rights. 

Everyone: https://t.co/BPWm…
@unsorsodicorda Sure thing!
@HaleyNBurke No, you're OUR favorite.
RT @tabinfl: @juliasilge Brava. My dad was a polio survivor, it affected his entire life. School friend deaf from measles. My nephew w/auti…
@NevilleLeoniers Oh gosh.
My kid with autism is creative and amazing, and the measles and polio and whooping cough are awful.
Yep yep yep. One of my kids also has autism, and also I am happy to vaccinate them all with the safe, effective vac… https://t.co/F5tOa0PuYV
@amalah 💕💕💕
Texting with my husband https://t.co/ycoYERK5OJ
@RallidaeRule My problems involving programming pretty much always are my own fault.
@groundwalkergmb .dots, dots, lazy_dots, ...
Welp, I'm here again. https://t.co/2eJM05QhD1
@thosjleeper I know, right?! I realized I don't know much about their politics; they must really value being not engaged/affiliated.
Really great chat on data visualization by @VByrdPhD for the #NASADatanauts today! ✨📊🌠 https://t.co/Q7Hjqen3bG
@minebocek @hadleywickham This one is my FAVORITE: https://t.co/ruCC7t6dAx 
"My face is NOT 3-D ENOUGH."
Do I know anybody who has used Docker on a Hackintosh? My naive first tries are all failing, and my google-fu on this is proving iffy.
RT @inafried: Reminder: if cubs and Indians tied after 9 it goes to the House of Representatives.
@jkru Just add more memes.
RT @VeracioSurvey: Sign up to be a beta-tester for our tool funded by @knightfdn! https://t.co/B7PygTvzAR #survey #weighting #tool #nptech
@andrewheiss Oh no no no. This is all terrible, although of course so good that nobody is hurt.
I feel like a REAL LIVE COMPUTER PROGRAMMER when I fix the thing I intended to fix without breaking a bunch of other stuff.
Our new book on tidy text mining was featured on the Software Carpentry blog: https://t.co/Gi8VuCetTh
@SecretBeck Oh no, I am so sorry. 💙
@SKEdman So true!
@jkru @blueapron I think I did it?! Just canceled my subscription but did not delete my account.
@SKEdman Congratulations! 🎉🎉🎉
@bearloga @hspter It all worked properly but I think working directly notebook-style is not for me. (This makes me… https://t.co/sZEc7jMZor
@hspter I just do not care for the inline output in my .Rmd; I feel like I gave it an honest go when the notebooks first came out.
@quominus Me, thinking about whether I would like to work there: https://t.co/8iHtNaepSr
@quominus Oh, it's a local company whose chief data scientist has some... issues.
@quominus I got on my high horse in a response to a recruiter email this morning and I thought of you. ❤️
@dataandme It's like Marie-Kondo-ing your packages.
@dataandme Getting rid of all those packages I installed once but never used much afterwards?
@dataandme Am I the only one who sort of likes starting with a fresh slate?
RT @lenkiefer: An alternative view of growth in house prices, rents, incomes and other prices. length of segment corresponds to change sinc…
@badala2164 @drob No, just online for now. https://t.co/ad30TT1GCa
We are still in the process of completing it!
After several years of dominance, I believe that Elsa's popularity is finally declining; I am seeing lots more of Rey this year.
@RallidaeRule Bummer. 😞
@RallidaeRule Even postdocs?! It wasn't like that in my field.
The anonymized survey results are available at the link as well. 😉 https://t.co/ohXBbC40lL
This analysis by @flourish of a survey of fanfic readers is a delight! https://t.co/iqMSDzt5TJ
I helped in my 5th grader's class Halloween party this morning. Elementary school teachers are really not paid enough.
@pedram_navid I really went wild for a while on this project: https://t.co/boeQHpEjK8
Whoa. 🎃 https://t.co/ASLtq7rdCJ
@minebocek Congratulations!
@SKEdman OMG, i just literally LOL'd.
RT @ELYSDO: Fascinating view of #NASAdata in @juliasilge's new book https://t.co/033NR0Wb4A cc/@openNASA #NASAdatanauts https://t.co/N9Cjrk…
@Md_Harris That's disappointingly warm for October!
Scenes from a fall run #beUTAHful https://t.co/OqnuCDqfIs
@lenkiefer Oh, alpha changing with year?! 👍🏻❤️👍🏻
@Dorialexander https://t.co/hTmJN2L3nf
RT @mckaycoppins: The funniest thing about Trump's attack here is his claim that @Evan_McMullin is "going from coffee shop to coffee shop"…
RT @krisshaffer: Interested in learning R? Here are a bunch of resources that helped (and are still helping) me. https://t.co/bWQOBn0Q5Y #D…
RT @drsimonj: Why read Tidy Text Mining with R, by @juliasilge @drob?
I just read it top to bottom nonstop and want more #rstats
https://t.…
@drsimonj Wow, so glad to hear that! We will get busy finishing it up. 😃@drob
@Nicole_Cliffe My 2nd and 3rd children slept on mattresses on the floor for long periods, so basically the same.
And that plot! @ellis2013nz https://t.co/TyQO5bDHpG
Wow, this post by @ellis2013nz on @FiveThirtyEight's polling data is interesting/illuminating. #rstats… https://t.co/VHAVsjTkBd
@abresler @drob https://t.co/jUsTEZj7xH
@abresler @drob I am open to suggestions! https://t.co/aGeID9NOre
@dataandme 😂😂😂 I'll take a pass on running the world.
@hellomista @drob You are so welcome! 👊🏻 That is really great to hear.
@SKEdman 💕💕💕
@hnrklndbrg @drob Not as of yet, but possibly once we are all done writing it.
RT @drob: Interested in topic modeling in #rstats? Check out Chapter 7 of our new book "Tidy Text Mining with R" https://t.co/ThdbatKIxX @j…
@richierocks https://t.co/kgsgJPk3xP
@gvwilson Actually, I can't DM you my email address. Can you send me an email to chat details?
@gvwilson @drob @swcarpentry Sure! I'll send you my email and we can chat about details.
@sharon000 @drob Thank you! Fixed now.
@Nicole_Cliffe I finally figured out which dad you mean; I can see it.
@kjhealy @drob Thanks so much, Kieran! It has been fun to work on.
@davidmeza1 @drob Thank you so much, David!
The book includes new material, including a chapter with one of my #NASADatanauts projects! 🚀💫🌌… https://t.co/iDQ8mp4R2i
NEW POST: Announcing a new book by @drob and me, Tidy Text Mining with R #rstats https://t.co/LSr0hpdNSJ https://t.co/J0LngbC8j4
@SKEdman Life is so weird sometimes.
@Jowanza Oh, it's still there. I was reminded that I'm supposed to help at my daughter's Halloween party and I went directly there.
@SKEdman Oh gosh! 😕 All from a bean bag...
@SKEdman SWEET BABY.
@SKEdman 😞 Oh, poor sweet her...
@SKEdman Oh no! Hang in there...
@iamscicomm @RallidaeRule My faith informs my curiosity about the world around me, as well as how I treat the people I deal with.
@astropixie @PlanetDr @skamille 😱
@Nicole_Cliffe Oh man. I feel like I only really enjoy the gender-swapped versions now.
When @statredd showed the room how to tidy a linear model with broom, there were audible happy noises. @drob
Talking tidyverse at the Utah R Users Group with @statredd. #rstats https://t.co/OZOC70HMqH
This was me at the last talk I gave! "What... what do I do with this pack thing now?!?" https://t.co/99Mb6IBV2a
RT @joryjohn: Note: the first three times you tell me your name, I just hear the soothing sounds of the ocean.
Wait, maybe EVERYTHING is better when played to the soundtrack of "Sabotage"... https://t.co/qkcdNXxIm7
I was just reminded of this mashup-type thing, and I believe it is objectively better than the original. https://t.co/0pHzSxTTjX
@Katiekrongard I think he felt it is more for private discussion.
@dataandme Poor baby...
@revodavid Should I submit an issue for that kind of thing?
@revodavid Nice! I tried check_on_linux() and it seems to have quit from building a vignette because of a font? https://t.co/Z99Tu1q1K0
@monkmanmh I kinda pictured myself quoting Deadpool quoting Julia Roberts, TBH.
RT @VeracioSurvey: Why Veracio? https://t.co/2EMBaGhhpH via @Vimeo #surveys #data #weighting
I'm just a girl, standing in front of CRAN, asking it to build her binaries. #rstats
RT @AstroKatie: Beauty tip: use dramatic lighting to highlight your most striking features, such as clouds and oceans https://t.co/mtQHZ1Gz…
@tdhopper Six years ago?!?! Wowza. Six years ago I was deep in wee toddlers and SAHM life.
@AriLamstein That is a really great post.
@Biff_Bruise https://t.co/PAhZnxqLfo
Fifth grade is so TOPICAL. https://t.co/IEvoCSY8Ka
Discussing the Skywalker family tree with my 5-year-old, as per the usual. https://t.co/FswhaRLRC8
I shall say that I knew her back when... 😉

(@shaybstrong and I went to grad school together. Astrophysicists get i… https://t.co/TiqoXotzKl
@danielphadley Thank you! I am really excited about it.
HOLY MOLY, modelr::bootstrap + purrr::map making my life so good today. #rstats https://t.co/Nwg2qTdCN4
@Jowanza It is super intense and crazy and hard and joyful all at the same time.
@Jowanza I love babies a lot, but that is a truly delightful one.
@Jowanza 😍😍😍
@Jowanza NO! Nowhere even near it; it will be my first time in Africa at all. I am pretty excited about the whole thing.
RT @MangoTheCat: We are recruiting Data Scientists  https://t.co/fCcKMEiBZj #job #datascience #recruitment #rstats https://t.co/tlMnRrKiKN
@ma_salmon I'm pretty excited; I've never been that far south, or even to Africa at all!
I'm so pleased to be a keynote speaker at #satRdayCapeTown in February! 🎉 https://t.co/nk4g3fW0IU
@polesasunder Ah, I just noticed the autocorrect in that tweet! It was supposed to be "Slytherin-esque".
About LRT: I actually ❤️❤️❤️ both my dissertation advisor and my grad school office mates, although some may be a bit Slytherin-sequel.
RT @akantamn: @BecomingDataSci this is the greatest ever #DataScience Venn diagram, courtesy @TheImpactLab https://t.co/z6X7oSZjS6
@TiffanyTimbers Been there.
@jkru Hoooooooooo boy, Julie.
@Jowanza Wow, this is so cool!
Would you like to hear theories on the Star Wars universe from a child who declines to watch the movies ("too scary")? Come to my house!
@naasvanheerden Don't install it from CRAN for the next day or so! It's FUBAR.
@ma_salmon OK, thanks for sharing that! Hopefully this all goes smoothly. 😬
@tylerrinker I submitted another release late today. I BELIEVE I HAVE LEARNED SOME VALUABLE LESSONS TODAY.
@tylerrinker Oh, really bad. It made the main point of the package nonsensical. Obviously my tests were not good enough.
@hadleywickham 😵😵😵
@carroll_jono OK, thank you for sharing that! (And yes, CRAN people, DUH. I did not do this on purpose!)
Like so? https://t.co/Lev17mnp3w
Do I submit another release right away, with apologetic CRAN comments? Will they be super mad at me?
Aaaaaaaaah, I submitted a new release of janeaustenr to CRAN yesterday and just found a bad/stupid/important error… https://t.co/88a2KR914a
RT @JennyBryan: If you've ever had to clean text data, this will heal your soul. https://t.co/30CnNNLJqI
Negroni goes well with devtools::revdep_check()
@RallidaeRule https://t.co/Nd0pl7uj5b
👍🏻👍🏻 to @astrohummel, @mdmurry, @soumyasmruti, and the Twitter-less Dylan Zwick and Krishanu Banerjee
My group's project is all finished and submitted! Using Machine Learning Methods to Identify Similar Colleges https://t.co/FnzxXLN9lU
It's been so fun to meet and get to know people here in the valley, especially as someone who works remotely.
This fall, I've been participating in a local data competition through one of the meet-ups here I go to.
@polesasunder https://t.co/cYmSrhrn5t
@SKEdman AMAZING.
@groundwalkergmb Hmmmmm, wise words to consider.
Well, we just finished watching #HamildocPBS and it was DELIGHTFUL. 😍 🙌🏼😍 🙌🏼😍 https://t.co/KtYJVACWsq
Drinking some Scotch that sat in a French cave, to celebrate making it through this week, which could have been imp… https://t.co/XfiV6HKBYL
@duffy_ma Do this:
feedingdata &lt;- feedingdata %&gt;%
filter() %&gt;%
mutate()
RT @LucyStats: Look at all of these positive words coming from the #WSDS2016 hashtag {love, supporting, cool} 👯 #tidytext #rstats https://t…
@SKEdman "Guys, let's just *think* about things." Then in the Renaissance people like Galileo were all, "Actually, let's try *measuring*."
@SKEdman I am thinking about this more. This is basically what Aristotle and all those ancient natural philosophers wanted to do!
@SKEdman HAHAHAHAHAHAHA... https://t.co/Lih4f7J47J
Now all you 25-year-old kids get to be in the same stratum WITH ME. https://t.co/pN6KIOgyw2
I am re-binning ACS data because we had TOO MANY TINY STRATA for our purposes.
@Hao_and_Y @quominus @JennyBryan @tamaramunzner Ah, yes, this makes sense, and I can get behind that pronunciation:… https://t.co/SFFtz8q6cf
@JennyBryan @tamaramunzner HOW?!?!???
RT @drob: Looking for an NLP project? We've published a text dataset of all #rstats Stack Overflow questions on @kaggle

https://t.co/NohOh…
@ErmiaBivatan I know; it is really dreadful.
@ijlyttle I actually just sent this picture to @drob yesterday. https://t.co/wwkweQnMql
All right, let's do this. https://t.co/vK6g70kGkq
@flowingdata Do you have the code for this up anywhere?
RT @KenJennings: Y'all are missing 1 of the funniest subplots of Election 2016: my wife says Mormon Facebook is going crazy w "President Ev…
My 7-year-old: "What is Bayes?"
Me: "It's a person, a math person."
7-year-old: "Like Paul Erdős?"
Me: https://t.co/vzJy1JTPlm
RT @AngeBassa: Dear tech hiring managers who are looking for senior-level candidates from under-represented minorities, listen to Sarah! ht…
@nj_tierney I for sure would like to learn more Bayes, but this is actually related to the survey weighting project I am working on.
@Jowanza Well, for the past few weeks it was all COWS COWS COWS over here.
RT @Md_Harris: New post: Inspired by @juliasilge, Using @mcmc_stan to estimate uncertainty in rate of state names in song lyrics
https://t.…
Simulating, sampling, Monte Carlo, etc are just so great. I will make the computer figure out the distributions for me.
I am simulating so many numbers today, everybody. https://t.co/QOpYU2FXQL
@Nicole_Cliffe I am, like, your target demographic for all these tweets.
@Nicole_Cliffe And talk about sexual metaphors -- here comes the rosebush later, now LUSH and BLOOMING and FULL OF LIFE.
@Nicole_Cliffe Reading it gives me the most wonderful sense of vicarious catharsis. Chopping the rosebush!
@bearloga Oh, I love that song. I am 17 again!
@Nicole_Cliffe I just reread this recently and they are CLEARLY HAVING SEX (this didn't even occur to me as a question when I was 12).
@Nicole_Cliffe HAHAHAHAHAHAHAHAHAHAHAHA...
@Nicole_Cliffe And all the reactions to Charlie 😱 getting drunk 😱. At the time this seemed a totally normal/OK reaction to me.
@Nicole_Cliffe OMG I read this book a bunch of times and loved it, but how weird was the whole NO CORSET thing.
RT @rstudio: Call for rstudio::conf lightning talks https://t.co/qGoXLdmVui #rstats #rstudioconf
@Nicole_Cliffe But can you put it in the dishwasher?! I had an appearing-Tardis mug, but it ceased to function after some dishwasher trips.
RT @ledell: Thoughtful article by Dr. Cathy O'Neill @mathbabedotorg about the harmful side of algorithms. https://t.co/blOV4laKW8 #BigData…
"We could pick up the carpool, or you guys." 

Sure, I like it. https://t.co/gKzwaGW36P
RT @NateSilver538: You crazy kids are obsessed with UTAH so I write more about how we're forecasting the 4-way race there: https://t.co/Yr1…
@drob @earino @bhive01 The internet is a puzzlement sometimes.
So... who has a Time-Turner I can borrow this coming week?
@bhive01 ?!?!?!?????
@HaleyNBurke https://t.co/opgnCIjol2
I... &lt;blushing, stammering&gt; https://t.co/N5o4lugQOH
Up in the mountains with my sister and kids for the afternoon. 🏔️🍁💕 https://t.co/Jz4r7VAaJk
Old fashioneds, three of them, because my sister is in town visiting for the weekend! 🎉 https://t.co/vNpmCGvt9i
RT @TiffanyTimbers: I still fluctuate between these two images... And I imagine I always will... https://t.co/29oHXLg6h4
RT @hadleywickham: 😀🎉 to have so many awesome speakers at rstudio::conf: @juliasilge, @JennyBryan, @hspter, @hrbrmstr, @hafenstats, @andrew…
@SKEdman Those are so good. 👌🏻
@hpiedcoq Not yet, but probably eventually!
@tabinfl 💓💓💓 I am so sorry; this was not ever OK.
@hspter @drob Hooraaaaaaaaaaay...
@JennyBryan I now regret not adding some flair of some kind to my tweet announcement. https://t.co/OO5MPzN9gi
RT @TSchnoebelen: Taught a computer to find patterns in the 2nd Clinton-Trump debate. Filled a post with linguisticy things. https://t.co/9…
I'm really excited to be speaking at rstudio::conf in January on tidy text mining! https://t.co/dSF6Dsre22
Hmmmm, I guess I'm not tired of Star Wars yet. 😍

Rogue One: A Star Wars Story Official Trailer #3 https://t.co/hNc4EfnqGz
@SecretBeck I hate it when my teeth hurt from sinus issues; this happens to me so frequently when I get colds.
@rana_usman I am just now looking at the doParallel package?
@ijlyttle I am looking at doParallel?!?! https://t.co/ZgvZktmbXe
@ijlyttle Hmmmm, that's not exactly what I need. The data itself is not particularly large; I am just doing something over and over again.
(Not half an hour on the aging laptop that I mentioned earlier, to be clear. Half an hour on my respectably fast desktop.)
A whole set of Monte Carlo simulations of a survey is taking, like, half an hour, so I should probably finally bother with this.
I am doing embarrassingly parallel tasks with purrr and dplyr; what is the best way to actually use the 4 cores I've got here? #rstats
@ironsoap Me to your boss: https://t.co/nVhCB9UQK7
Today as I do my job, I am so thankful, once again, from the bottom of my heart, for dplyr. #rstats https://t.co/QGPT7GiwEP
@_TheodoreM_ Yep, this is exactly mine. Early 2011, battery has gone to crap, my fan is running ALL. THE. TIME. for no apparent reason, etc.
My ~6-year-old MacBook Pro is starting to display some very unnerving behavior. Hold on, aging MacBook! Until new ones come out!
RT @drob: New post: Understanding empirical Bayesian hierarchical modeling (using baseball statistics) https://t.co/hkcOr2inGg #rstats http…
@domurtag I don't know about that! Competence and experience is not dull to people who want to get things done.
When the vodka comes into play... 😱 https://t.co/wn899GSbG0
I've had a bit of a circuitous career path, and I like the way @StackOverflow's new #mydevstory represents it. https://t.co/S8fBmqEQG3
RT @VeracioSurvey: Sign up to be a beta tester for our new survey tool funded by @knightfdn! Good things come to those who weight :) https:…
You can now call me THE TRAVIS BOOKDOWN DEPENDENCY CACHE WHISPERER.
After struggling with bookdown + Travis, I now have a workflow that involves magical thinking and occasionally dele… https://t.co/8QJxvXUExa
LOL https://t.co/YdqZBxIqB9
RT @benheubl: Trump's sexism &amp; lies may have been enough, offering chance to train on smth utterly new: Decoding political #speech https://…
@benheubl That's so great, Ben!
@dataandme @WomenInData @JennyBryan @Ognyanova These aren't all specifically data, but some are: https://t.co/XDcX71mfhM
@Folken_fgc I don't know! We'll have to see...
A Map of Middle Earth made with ggplot2 and ggmap! #rstats https://t.co/DJrkXGBryK https://t.co/QK6CK8PqlL
@HaleyNBurke @Katiekrongard https://t.co/zTwSjWaQfb
@nerdhockeyAG @dataandme I like this version here a lot.
@kathykrey sit up front for normal commuting. Also, it has AWD for snow/skiing/etc, which is nice here.
@kathykrey Anyway, we got a Subaru Forester, which is QUITE smaller. The kids can fit 3 across the back seat no problem, but soon Grace will
@kathykrey When we do car pool for activities, etc, we can't have usually have siblings anyway, so the third row was rarely, rarely helpful.
@kathykrey For context, Grace is SUPER tall and probably can sit in the front seat within the next year. She is out of a booster altogether.
@kathykrey I was driving a Highlander, which felt too big for our needs most of the time now that nobody is in a big car seat.
RT @BananaData: Using #census #data properly to make better #policy decisions by @juliasilge https://t.co/o1OEpnOiAn https://t.co/m0Nz48fOvy
@JennyBryan And I am SO happy to be driving something smaller.
@JennyBryan absolutely did it all over email until we showed up with our checkbook. It was our most painless car purchase yet.
@JennyBryan Basically yes! We ended up doing non-certified-pre-owned, so it was maybe slightly different comparing similar cars, but we
RT @LibyaLiberty: It's been a very weird year for American candy companies. https://t.co/dQVcVXBsC8
We replaced the ENORMOUS VEHICLE I've been driving since our 3rd child was born, since now my oldest is so tall, smaller boosters, etc.
We bought a new-to-us car this weekend and I am soooooo happy. IT'S SO SHINY. ✨🚗✨🚗✨🚗✨
RT @alissamarie: "We at war with terrorism, racism, but most of all / we at war with ourselves" https://t.co/VjHMuWaBnj
@ziscore Well, I already had a PhD in astrophysics, so I did not lack for formal education. For me, it was a way to update my tools/skills.
RT @BreneBrown: To dismiss Trump’s comments as “guy talk” is an insult to good men and boys. This is what rape culture looks &amp; sounds like.
We are at a swim meet (first one of the season!), and my 10-year-old pointed at a parent with a camcorder and asked, "What's that thing?"
It doesn't change the maps really, but it is so great to interact/learn from lots of people. Thanks, Ben! https://t.co/oHLhccxeUv
I love having my work shared openly! @benmarwick found that I missed one variable in the call to dplyr::distinct() in my states/song work.
@rdpeng I have, like, a job and whole career now because I did all those courses. https://t.co/2Ob3EPBwnJ
@rdpeng I saw you tweet about the Coursera courses earlier and I don't think I've ever told you that's how I started learning R.
@JennyBryan HAHAHAHAHA... Everyone is calling you out on your word choice here. https://t.co/Nm1Qvf1QB7
RT @astropixie: these photos of the tread of Curiosity's wheels on MARS are incredible! shame about the damage though... https://t.co/71T9v…
I'm here to drop the PROGRAMMING TRUTH BOMBS for you today. https://t.co/AG889udgli
@noamross people joke about them but I say, "DO WHAT YOU LOVE."
@noamross There is this group of medieval sword-fighting LARPers who hang out in the big central park in SLC on certain evenings;
@noamross People who go all in with costumes like that make me happy.
RT @AndreaUrban3: Reminds me of @juliasilge's US population app: https://t.co/dpQAx4OHJk   which is very fun to play with! https://t.co/Kai…
@alexisylchan I know! I really like the people I know there, and I was so happy when I saw such a well-written job ad from them.
@b0rk Some local people here I know wrote this, and I think it's a really good example for data science: https://t.co/MF1oHw3vyA
@duffy_ma "Thanks so much for letting me know, daycare!"
I should have showed this at the talk I gave last Friday at the physics/astronomy department here. https://t.co/PcZ8w8co5n
RT @AndreaUrban3: OMG. The command "cd -" takes you back to your previous working directory. Where have you been all my life "cd -"?
@wardrobe_oxygen HAHAHAHAHA... I also looked DIFFERENT/YOUNGER five years ago. SORRY, EVERYONE.

(I think you look amazing, BTW.)
"My grandfather was a fire and brimstone preacher..." -A. Burr https://t.co/NEhdlC04we
RT @workstew: Since we're all feeling unsettled anyway, this is probably a good time to let you know that pipe cleaners are now called chen…
RT @MeganRisdal: I just published “Doing reproducible data science on Kaggle” https://t.co/FXchiJdp5W
@Jowanza I've only been to that taco truck!
RT @dalcantonJD: This needs to be the new default picture of Vera. What a great shot. https://t.co/tuugG51RnI
@rogers_levi Levi, I loved this so much.
@dataandme I love all of this name stuff so much. And new data gets released every year! Funnnnnnnn...
@thegardenisland Do you have access to a data set of lyrics you are interested in using?
@thegardenisland Oh, interesting! Do you have data sets in mind? I know we could do county level maps, or cities?
@AngeBassa Instead, I will go home in a bit and again tell all my children, including my daughters, how good at math they are.
@AngeBassa I want to send them my perfect math SAT score and ask how well they did. This would be helpful and mature.
@bhive01 @millerdl @quominus @drob I know about this: https://t.co/2b8D598ZTL Other thoughts?
@mdlaplante Oh, I think there's room for all our jokes here. I just thought you would enjoy great minds thinking alike.
@mdlaplante https://t.co/hYsfYKtF2j
@AllenDowney My mom's first job out of college in the 70s was as a mainframe programmer (although she did not continue after I was born).
RT @AllenDowney: @juliasilge Well, my "Mom" has a master's degree in computer science, so I know who to call with my Hadoop questions.
@AngeBassa ☝🏻👏🏻
@arnicas @datassist I have been learning a lot and having a great time!
@richierocks HAHAHAHAHA...
@JennyBryan 😱😱😱
RT @tdhopper: 👏This 👏 Thread 👏 https://t.co/qnRbxbc3JY
@LucieKalousova He was pretty stoked to be mentioned (if not by name) on the WashPo's blog. 😉
@LucieKalousova many songs about Baltimore?" "Is CA mentioned so often just because it has so many people?" etc etc etc
@LucieKalousova It has really been more of a super long "discussion" than "debate"; we always keep asking each other, "Why are there so
No. Please stop doing this. https://t.co/g8Xwn6XbKS
@dataandme @benheubl YES. I saw that too. ?????
RT @kjhealy: "Let he who is without a $915m loss that he parlayed into avoiding income tax for 20 years cast the first stone." https://t.co…
@NishWeiseth https://t.co/B3aV8fBN6P
Roasted tomatillo salsa https://t.co/iJt5SZMrLV
p ~ 0.05 🌶 AWFUL PAIN IN MY EYES
I'm so cavalier about handling chiles without gloves, and about 1 time in 20 this really backfires.
@thorgamma @washingtonpost Yes, only the complete "North Carolina", etc; it would be interesting to check just "Carolina" a la James Taylor.
@alistaire You can see the code here: https://t.co/bVLUb512eX
@kaylinquest There is a link to you in there!
@hadleywickham I used ggplot2 to make plots for the Washington Post, Hadley!
My work is featured today on the WashPo's Wonkblog!

The states that Americans sing about most https://t.co/dnVvAHwxYb
@drob It's like maybe that stuff about how text is increasingly important is true?!?!?!
@drob YEAH.
Guys, I am NOT READY for robots.
😱😩😱😩😱😩😱😩😱 https://t.co/B7H3LHhBbL
@noamross Gosh, Noam, thank you.
And a follow-up post by @benheubl using Naive Bayes to compare Hillary Clinton's speeches to others.… https://t.co/7TaoVFn4Z0
Examining Hillary Clinton's speaking style (using tidytext!) by @benheubl https://t.co/O3IKZ9lrR3 #rstats https://t.co/LGVvWK1iYT
RT @Kevin_Church: guys what sitcom was this https://t.co/HkNtUS8H1o
@gdequeiroz then work more for several hours after bedtime.
@gdequeiroz I don't know if this is an option but the split shift thing sometimes works: come home early, be with kids for several hours,
RT @thedatabank: Undoing bias in surveys with statistical weighting tools can provide better #data https://t.co/QBtPiJ2t6t via @juliasilge…
@RosieRedfield @STAT545 She is just SO SAD about having to leave academia. 😉 https://t.co/kFlSIzY5c1
@hadleywickham No cows today! https://t.co/RyDGKYpyQf
RT @datassist: New post by @juliasilge on how you could maybe get more sleep if you accurately weight survey data https://t.co/39BOSjuiX6 #…
I'm giving a talk today in the Dept of Physics/Astronomy at the U on careers outside academia. https://t.co/kFlSIzY5c1
@Jowanza HAHAHAHAHAHAHAHA... There is no such thing as oversharing in that situation. It's called CATHARSIS.
@Jowanza The only time it's an issue for me now is with video calls.
@Jowanza You are in an intense time of transition.
@Jowanza No no no, it's all good. I work remotely in, seriously, the middle of the house and everyone/you adjust.
RT @thricedotted: just like calling out terrible bullshit is important, acknowledging strong and sincere apologies for bullshit is importan…
@seankross SEAN. That worked perfectly. https://t.co/MKXt09mbtb
Do I know anyone who has embedded a SpeakerDeck presentation in a Markdown post?
RT @johngreathouse: https://t.co/rDfWeRePDP
@Nicole_Cliffe https://t.co/ugmqTycRyA
@jakevdp https://t.co/Em0fZgXbPB
@polesasunder It's a client for my actual-money-paying day job. It is interesting!
I am learning about linear mixed effects models (FOR COWS 🐮) and this from @pageinini contains much help. #rstats https://t.co/ln5GmeWTqs
@quominus Dave's is based on this theme: https://t.co/MXLEyKbdmf
@quominus Yes! My blog is based on this theme: https://t.co/oVYOKD1HEZ
But I gotta say that ALL of Michael Rose's are gorgeous, easy to use.
@davidjayharris @drob Yes! https://t.co/bVLUb4Jrnp https://t.co/c34FuwFMfE
@sunitayyz This is an even worse problem for POC, I am sure, as far as job applications, etc. with African-American-sounding names.
The Simpsons + tidytext! https://t.co/UAnUALi0uq
@kathykrey 😞
@tabinfl Wow, that's so interesting!
@StephdeSilva EXACTLY.
RT @jkru: To promote lasting change we can't capitulate to a broken culture. It's important to have relatable role models, EVEN THOSE WITH…
@drob what really sucks is being told, "OK, but can you be... less yourself????"
@drob Absolutely, but I'm not unused to being the only woman in a room (I WAS A PHYSICS MAJOR);
@jkru It's... a problem.
opportunities? Or being taken as as seriously? But I'm not willing to pursue any of that outside of being myself. 4/4
The thing is that I AM ACTUALLY a woman, though, and I DO ACTUALLY have children. Being my authentic self may have cost me 3/n
I have had people throughout my career tell me to tone down how specifically girly/feminine I come across, or to never mention my kids. 2/n
I haven't had anyone tell me specifically this, BUT 1/n  https://t.co/9dvA12cPL4
@drob https://t.co/n6sEyRtCq0
@bearloga OMG, I need to do this. My eyes are getting worse so fast.
Another analysis of the first debate using tidytext! https://t.co/L5by6D4Pzo
I don't think my blog posts are showing up on @Rbloggers anymore. Has anybody had that happen? Feed was working, then stopped?
@dwdeardorff I should check on the river/state issue!
@dwdeardorff This analysis counted each state once per song, and Mississippi was counted as a mention regardless of context.
@drob I was having a bit of trouble fitting a beta function to that "DISTRIBUTION", if you want to call it that. 😳
I use empirical Bayes methods (thanks, @drob!) with the states/song lyrics data from my post on Monday.… https://t.co/pBLk9decIx
NEW POST: Singing the Bayesian Beginner Blues https://t.co/57f3C2Pqxo #rstats https://t.co/pISieZczmJ
@dwdeardorff It's a scarf!
Is Everyone Hanging Out Without Me? by Mindy Kaling My rating: 3 of 5 stars Funny (duh) and enjoyable to... https://t.co/zUDj5MtDL4
@KenButler12 It's a scarf!
Do you, like me, need help in how to be cool? My 7-year-old is here to help. https://t.co/lLFhbjChd2
@bhive01 @JennyBryan @fredericksolt In my big cow analysis project, AI means "artificial insemination", not "artificial intelligence".
RT @benmarwick: Some pictures of data from #debatenight transcript @washingtonpost #rstats code &amp; data: https://t.co/SQqwjaLqjD thx to @jul…
@JennyBryan @fredericksolt I'm doing the cows RIGHT NOW. (Have YOU dewormed your cows in the last 6 months?!?!?!)
@earino Me, just on the edge all the time.
Shorter days = hens really cutting back on the laying = time to start buying eggs again. 🐔🍳🐔
RT @kara_woo: There is literally no acceptable amount of smiling for women, ever. https://t.co/PDQSnlcll3
@ma_salmon Yes, I am familiar with a lot of them. 😜 (Not all, of course.)
@ma_salmon @geoparser_io That is so interesting to see!
RT @ma_salmon: Song lyrics across the world -- @juliasilge's post inspired this use case of @geoparser_io #rstats package 🎤🌎 https://t.co/F…
@ryanprior I show both the raw counts and counts per population here: https://t.co/3v7ZKcBDOI
@drob Or maybe I'll *get* to learn about Bayesian methods.
@drob I'm going to have to eventually learn Bayesian thingamabobs, aren't I?
@ibddoctor Yes! I want to, but I think I need to find a bigger lyrics data set given the counts I ended up with at the state level.
@ma_salmon That would be interesting to try! I think I need to figure out a bigger lyrics data set first, though.
@Yeedle That's pretty much the conclusion I came to.
I also made... this squashy thing?!?!? I don't know, everybody. https://t.co/bVLUb512eX #rstats https://t.co/7ZiSZJ9Puh
NEW POST: Using tidytext and U.S. Census data to analyze song lyrics (sourced by @kaylinquest)… https://t.co/uRJuejDNlL
@noamross Then I shall wave at you from ~15 min away. 👋🏻 (I could swing by later if you need anything.)
@noamross Are you leaving right away, I assume? Or stuck here?
Only 20% of my family likes butternut squash. 😭😭😭 (Yes, it's me.)
RT @mer__edith: Twitter AI 2x liklier to ID black dialect Not English, even w/many black users. What else can't AI w/o diversity see?https:…
@sharlagelfand Ah yes, that is closer. Have so much fun!
RT @polesasunder: can't find how to do subtitles on #ggplot2 website! Thanks @juliasilge for putting code on the internets https://t.co/GFB…
@sharlagelfand Woohoo, southern Utah! Are you coming through SLC?
@carolynwclayton Hmmmm... 😒
@hadleywickham Oh, that sounds lovely. I'm always half afraid of flavored liquors, but if you tell me that one is good, I'll risk it.
@hspter @hadleywickham @drob I ❤️ the subtitles and captions so much (use them all the time), and I quite like the left alignment.
Molly Weasley
Dana Scully
Groucho Marx in, oh, let's say "Duck Soup"
#threefictionalcharacters
@SKEdman Oh, I want to steal Molly Weasley.
@Ted_Underwood I don't know what it means that almost everyone I know included Hermione.
@HeidiBaya I ran into that just recently! Floating point arithmetic.
RT @Jowanza: Mapped the Cell towers in the U.S.:  https://t.co/cv17Lbu734. Probably too much data, but workable with filters. #Rstats
RT @ch000ch: was pokemon go just a weird dream
RT @astropixie: earth-based telescopes photographed by space telescopes!
can you name them?

https://t.co/YyGwiVFZRZ https://t.co/gw49BhDeEr
RT @tabinfl: Love seeing the art &amp; the smiles with @drkatestone's  Starry Night kits! #NASADatanauts! @openNASA @HackTampa https://t.co/qru…
@vasantmarur @JennyBryan My particular cows are in a developing country, so I can't tell you, I'm afraid.
Someone just added me to a "BIG DATA" Twitter list but I've spent the past two weeks wrangling Excel spreadsheets about cows.
Well, that is wonderful and affirming. https://t.co/sRO4fa5Naw
@RobertMitchellV @drob @kara_woo @xieyihui Your site looks GREAT. 🏅
@kara_woo @drob I already copied this and use it for my blog; it works great for me. https://t.co/ozbuyyiGJ6
@polesasunder 😱
@Nicole_Cliffe My talk is too full of memes anyway, though, so that had to go.
@Nicole_Cliffe I am giving a talk at the U about non-academic careers for physics/astro PhDs and I was THISCLOSE us… https://t.co/oy4HWFBa4A
@bearloga (Also, I really like black coffee just the way it is. 😍☕️😍)
@bearloga They ARE delicious! I feel/sleep/cope with life better when I don't have much sugar, though, so I do such things sparingly.
@dwdeardorff There you go! 'Tis the season.
I buy one pumpkin spice latte a year and today is the day because DECORATIVE GOURD SEASON.
@tabinfl Oh, I remember that book from my homeschool days!
Discussion on drive to preschool this morning: why did Anakin Skywalker and Ben Solo decide to join the dark side.
PSEUDOBULGE. https://t.co/OKUqtHsHJ7
RT @localblactivist: Ok quick thread for all non-black allies who want to help in times of black pain and struggling but don't know how:
RT @rabaath: On my blog -&gt; A Fun Gastronomical Dataset: What's on the Menu?
https://t.co/kIljjNKenx
#rstats  #food @nypl_labs
RT @noamross: Know a sharp recent undergrad with interest in data/#rstats/health/ecology? Pass this on! https://t.co/uZ0XH1s85v
@SecretBeck You are now on the hook for me the next time I can't remember where a Canadian province is, which is basically all of the time.
@SecretBeck Maryland! On the East Coast, sort of mid-Atlantic-ish.
Nooooooooooooo... 😫🐄😫🐄😫🐄😫 https://t.co/oMmyfisTFE
RT @dandrezner: Denise Young deserves a raise, because that's about as perfect a response as a corporate officer could deliver given the si…
@bhive01 HA! No, but just about babies and books and personal stuff only.
RT @NishWeiseth: Skittles. https://t.co/kpGVkh8IUl
Then I realized THIS WOMAN IS ME, and I should just apologize to all my original Twitter friends. I'm sorry, pre-data-science friends.
I just unfollowed someone on Pinterest because she used to post dresses I like but now posts only about goat husbandry and bees.
@hadleywickham @thomasp85 @jimhester_ @drob I guess I think of it that way already: "Now I will facet this plot by Variable X."
@hadleywickham @thomasp85 @jimhester_ @drob I am not one for fights over grammar, but "facet" seems fine to me as a verb?!?!
You know you want to... Becoming a Salt Lake City Convert https://t.co/SuoaE6rfMy
@jscarlton TRUTH.
I am having to re-do some pretty onerous data cleaning work, and I am SO THANKFUL that it is all in knitr, fully reproducible, etc. #rstats
Time to buckle down with this REMARKABLE COW DATA https://t.co/yA75zm84pU
@dataandme LOLOLOL... Oh, I love that.
OMG, I love today's xkcd so so much. https://t.co/Wc3elhwy3s https://t.co/ZZPegQyUoU
New version of janeaustenr on CRAN today, with no dependencies now thanks to @opencpu! https://t.co/GVrclq3DFY https://t.co/1ExtBtNktp
@rmflight Been there. Both of those places.
@thomasp85 @drob "Facet" *can* be a verb: https://t.co/QYylrTQe8r
@drob Oh right, Emmys, TV. 

DAVE.
@drob This is basically how I pictured living in NYC when I was about 12.
@drob I... explain yourself, sir.
@JennyBryan This is from a humor website (and written by my friend!) but not actually a joke, I don't think: https://t.co/UyzyqmkUjq
Not that I'm saying I personally have everything figured out with all this. The narrative is just often so super negative, though!
"Plenty of people are able to combine big jobs, families and personal time just fine." via @FortuneMagazine https://t.co/iXIwWbgi5h
@JennyBryan Like which car to buy? I am about to downsize my vehicle (because oldest is tall + no more giant car seats) and I am SO HAPPY.
Also realized I have been confusing Chris Isak and Bruce Springsteen for who sings a certain song. https://t.co/vfCJcYLTGB
Things I did while making bacon for breakfast: submit new release of package to CRAN, pay bills, start laundry. https://t.co/APoGTBO5Gr
@bearloga You say that like it's a bad thing.
@Jowanza Congratulations! She is so beautiful and I love that name. 😍
RT @NikkyMill: Time to update your slide decks! Stock photos of women of color in tech, now free to use. https://t.co/em7mODAs01 https://t.…
I wonder where she could have gotten that from.
My oldest daughter is such a Hermione.
@abresler Oh, I am so sorry. I'm really glad you got to share that about her.
@sciam @amcasari BUT WAIT, look at my profile pic on GitHub! https://t.co/PzL6jmf8MV
@ExpectAPatronum @dataandme Wow! That can't be true for too many names.
@astropixie @yo_dabba_dabba Gosh, that is uncanny. I wouldn't at all question it if someone told me that was southern Utah.
@mimismartypants This is what I need! A list of maybe 30 things that we can eat!
@mimismartypants You just motivated me to start a document on Google Drive called "Dinner" because lately I am THE WORST about meal prep.
RT @dataandme: How @juliasilge could have been a Debbie, &amp; other #rstats babynames fun https://t.co/vWRQdTmdq8 https://t.co/pdTPBEhsxJ
@dataandme Oh, I had so much fun doing that blog post!
@polesasunder OMG, ME RIGHT NOW. Dozens of differently formatted/organized Excel files... https://t.co/PK6HgFTJGL
I laughed HA HA SO FUNNY when I RT'd this a few days ago, but I used this for real just now. https://t.co/9ceP4jaGze
This is the project that finally made me the learn the RStudio shortcuts for things like "run all chunks above", etc.
Grep 🔁 grep 🔁 grep 🔁 grep 🔁 grep 🔁 grep
Googling for regex patterns, as one does. (People have already figured all this out already, everybody.)
@rsangole This is for work; it's survey data collected in a developing country on dairy production. Some messy Excel for sure!
I've decided I regret being snarky yesterday about this data I am analyzing; a lot of people worked hard to collect it.
RT @thosjleeper: Stunning. And poignant. https://t.co/K2bdeWISFL
@AngeBassa The only thing I have tweeted about today is being kind of bad at gnarly spreadsheets.
@AngeBassa Thank you! (But... you have made me wonder if this is general encouraging applause? Or specific?)
@KenButler12 Maybe I should have.
Now column names that start with a space and then a number in brackets, like so: " [11] Eleventh Important Column Title"

So fun, everybody!
Column names that start with pound signs FOR DAYSSSSSS. 😭#️⃣😭
@sunitayyz I saw that! So a) hilarious and b) helpful.
@JennyBryan This is just ~1/4 of the data for this project, so I'll see what trips me up next!
@JennyBryan Turns out some columns had a mix of formatting in different cells (numeric, text); they are all rectangular, at least.
@pitakakariki @ibddoctor @StephdeSilva Yep, this is what I landed on!
RT @ksylor: I made a website to explain how to get yourself out of your git messes in plain english https://t.co/6Rc6YTPM3o
@ibddoctor @StephdeSilva I tried that, but it still put in NA for all the times when the cell was formatted as a string.
This is what I need to do; I just tried it on some of the problematic files and no NAs at all. https://t.co/vSmfWFO3mL
@stat_geek YES! This is what I need to do.
@rmflight Yes, readxl::read_excel is doing better than anything else. It turns out that a few of the cells are formatted as strings. 😱
@StephdeSilva Actually, I think that the problem is that some of the cells are formatted as strings.
@bryancshepherd The one that seems to be working the most but adding in some NAs is readxl::read_excel.
@rmflight @drob These are all rectangular/tabular; it is more just issues of formatting, people typing "03" for the number 3, etc.
@StephdeSilva Is that... an OK thing to do? Change the original file? I guess I could try it and see if that is really the only problem.
@bryancshepherd I've tried a couple of things; some of them are crashing because of Java dependencies, some are putting NAs in, etc.
@StephdeSilva Different cells, same column.
that some of those are characters and then turning them to NA.
As an example, there are right-justified and left-justified numbers in a column, and the ways of reading I have tried so far are thinking
I feel like I have joined some super lame club.
I have questions about reading complicated, rather problematically formatted Excel files into R. Where do I go? Who do I talk to?
Thing I just wrote in an email to @datassist: "I'll note those details on how to count the cows." https://t.co/t9VdwTknZ2
@opencpu Is there a reason you don't want to put the stop words in hunspell itself? Or did you figure out something that will work?
@opencpu Thanks for the PR, Jeroen!
@HaleyNBurke I am wearing them right now! But I can hardly focus!
About to get my eyes dilated, so farewell, ability to read/focus. 👓
RT @wrightallison: You start reading &amp; think, "she's not really going to do this for all of them, is she?" &amp; then she does https://t.co/BKF…
@opencpu @GaborCsardi You have no idea how much joy it brings me to see Pride and Prejudice pop up randomly in my mentions like this.
@opencpu Or wait! Tokenizers! It has fewer dependencies than tidytext or quanteda, and it has stop words in a bunch of languages.
@opencpu Have you looked at quanteda? It has a list.
@seankross @quominus I have used the R console to calculate how much I need to pay a babysitter.
Starting work on a new data set that is ALL COWS ALL THE TIME. 🐮🐄🐮🐄🐮 Working with @datassist is the best.
RT @rOpenSci: We’re looking for a postdoc to join the project. https://t.co/Ye6BQvlPRb #rstats #postdoc
RT @mcsweeneys: Kate Chopin’s "The Awokening": https://t.co/CAhy61KJkF https://t.co/dg43EGruX8
You know how great I think living in UT is!
Some local data science people I know/like are hiring (entry-level DS, senior DS, data vis/D3): https://t.co/MF1oHw3vyA
RT @dkod: Annual Mean Temperature Trends – 12 Airports https://t.co/x4C3DA2g3i https://t.co/isrqe2Bd0J
@suz_pohl!!! https://t.co/AocOtodCsP
@JennyBryan I mean, I do my best, but I don't really make any promises about the current level of shoe-as-phone in my code.
@JennyBryan I'm sure all my early code is like this, from a time when we apparently had no phones but only shoes. https://t.co/I3taos8CBs
@hadleywickham Well... there is that as well.
Mmmmmmm, some @accidental__aRt with ggrepel. It looks... sharp and poky! #rstats https://t.co/FmOZYNnhI9
@NishWeiseth "Donald Trump seems to have been created in a laboratory in order to repulse Mormons." HAHAHAHAHAHAHA... LOVE.
This is excellent, on what's going on in Utah in this here crazy 2016 election https://t.co/TGnkLpoxgM
@andrewheiss https://t.co/X9tmOj4aDG
My 10-year-old has opinions on taco trucks on every corner. a) They should serve horchata. b) They should rotate corners, for variety.
Found one on this corner! 🌮😍✨ https://t.co/nLfOfz4DJB
They did pray before the concert and I... was not expecting that.
We came to see @leslieodomjr and it was an AMAZING MAGICAL DELIGHT.
I am on the BYU campus but my shoulders are not covered. 😳😱😳😱😳
RT @polotek: Peter is one of the ppl trying to clean up twitter's mess. This is legit, and you should consider working with him. https://t.…
@HighlandAnalyst @drob Thanks so much, @dselivanov_ and @lincolnmullen, for that wonderful package! 👍🏻👍🏻 https://t.co/A0lgAcYpbR
@HighlandAnalyst @drob The ngrams tokenizing in tidytext is done by tokenizers, which @dselivanov_ is an author on. https://t.co/FTW86DEMrX
Watch your step at my house this morning. https://t.co/2jCMa2eECY
@_inundata https://t.co/5A0Dl483sf
@_inundata @JennyBryan Also, I'm about to take a child to a piano lesson so this is particularly bad timing on my part.
@_inundata @JennyBryan Ask me anything, Karthik! 

(I probably won't be able to help you.)
@HaleyNBurke No! WTF?!?!?!?! It was SOMETHING HE USED TO EAT!!!!!!!!!!! 😭😭😭😭😭
@minebocek It is a true horror, Mine. Brazilian cheese bread (not homemade), shredded kalua pork, fruit for kids + salad for adults.
5-year-old about what I made for dinner: "No! I love that negative infinity percent!"
@earino Oh. Hang in there, you.
@_inundata @JennyBryan Oh dear. 

I have not truly given any option a real workout, to be fair.
@JennyBryan I have been using Table Tool (just for OSX); you can download a nice working version from the App Store. https://t.co/Le4oHGYT0F
@JennyBryan I remember having trouble with this one, so I found another option that is working well for me.
Like, literally immediately, because I am always mucking around with renaming and reordering factors for plots and whatnot.
I sat down to read this about the forcats 🐈🐈🐈🐈 package for factors and I immediately started using it. #rstats https://t.co/B3OibEW2Qn
@kierisi 😳
RT @ma_salmon: My exploration of #first7jobs tweets with #rstats on @monkeylearn's blog https://t.co/Gtzew6EBKu 🐒
@_inundata Maybe I should clarify the plot; @drob mentions you about as much as dplyr and broom, more than Trump, less than @hspter.
RT @astrotweeps: For those with undergraduate degrees in Astronomy/Physics, how much computer science preparation did you receive?
@_inundata And @drob loves #rstats more than all of us.
@_inundata @drob I am just seeing that you don't have an @ because of your underscore; maybe we can fix that.
@drob Ironically, we are celebrating a birthday TODAY. My youngest is turning 5!
@sjGoring @drob To be made public very, very soon.
@tdhopper Well, I *did* take all those and based on my current daily tasks, what I regret not taking is any statistics at all.
Gosh, I just wonder which one of these is me and which one is @drob? How will we ever know?!?! https://t.co/JuAMFeemtU
RT @Maggie: THE WORLD IS GLUTTED WITH WONDER. https://t.co/zNgvi4W2vK
@LoveStats I mean, I'm sure lots of them were/are adaptive, let you make faster decisions with limited resources, etc.
@drob I, on the other hand, have a sophisticated, elegant set of git strategies. 🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥
RT @drob: Me: Git makes it easy to revert your local changes

Them: Great! So what command do I use?

Me: I said it was easy not that I kne…
RT @seankross: New post: A Sentiment Analysis of Hamilton https://t.co/jyt5JoMNyD Thanks to @juliasilge and @drob! #rstats https://t.co/ebK…
@seankross @drob Nice WORK. https://t.co/qpBhkW53WX
My life is SO DIFFERENT than it was ~5 years ago.
Today is the day my LAST BABY starts his LAST YEAR of preschool. 😎🙊😧
RT @kevinmarks: How to talk to a woman wearing headphones: Be a Kardashev Type II civilisation in HD164595 https://t.co/ud5IcRYssj
RT @RLadiesLondon: .@RConsortium @linuxfoundation FUNDS @RLadiesLondon @RLadiesSF!! Retweet ur support! #rstats https://t.co/poS8oZuomU htt…
@carroll_jono LOL -- They talk about Erdős numbers in this children's book, but not Erdős-Bacon numbers.
@AriLamstein NO. That's why it is so painful.
@hspter 😂 That is not in there; lots of his other weirdness is in.
Perhaps unsurprisingly, my kids love this book: https://t.co/864Mao9njl
RT @daattali: I finally documented a big list of intermediate/advanced Shiny tips+tricks I've come up with in past 2 years #rstats https://…
@richierocks @drob NOOOOOOOOOO... https://t.co/EUSM26QZE8
RT @freelanceastro: "Data analysis is where theory and engineering meet! That's why it's great to work there." @davidwhogg #AstroHackWeek
RT @ItsAndyRyan: Dickens: It was the best of times, it was the worst of times
Schrödinger: Nice, nice
RT @OhHeyJacob: This is the best demonstration of the problem with gendering toys I have ever seen. #LetToysBeToys https://t.co/Vg79W47bki
@alexisylchan He is ABOUT to turn 5, like in 2 days. (Won't start kindergarten until next year, though.)
My 4-year-old has moved on from his fixation with infinity to prime numbers, but his grasp on multiplication is feeble at best. 😫😫😫
@tek_keller @drob You might check out how the stop words in the tokenizers package are encoded? Has Russian, Spanish, etc etc etc
@tek_keller @drob I am not an expert in encoding issues but I do know the tokenizers package does handle other languages.
RT @tabinfl: The Onion answers commonly asked questions about sexism. Brilliantly. https://t.co/bZ1IGCgZl0
@JennyBryan My physician husband told me about it yesterday!
I showed my husband the Drew Conway Venn diagram for the first time yesterday, and he immediately played Kenny Loggins' "Danger Zone".
@Nicole_Cliffe Meat is OK, just not meat + dairy together in the same meal.
RT @fonti_kar: #Rstats package written by @will_cornwell to select earthy colour palettes for plots! https://t.co/EdL3kCFBux #nerd https://…
@earino Hey, we're the same age! I turned 38 in June. ✨🎂✨
@jkru OMG, that is... crazy and traumatic.
@jkru What?! Oh my gosh.
The mint is "locally foraged", which means Rob walked down the street and stole it from a neighbor, basically.
Mint juleps with honey simple syrup 🐝 https://t.co/AzPTLqmaMh
@TheAtavism ON IT and non-annoying for Neil deGrasse Tyson" when I saw those.
@TheAtavism OMG, I did not notice it was not the real one when I saw that getting passed around. I literally thought, "Wow, that seems very
@hadleywickham @rdpeng @hspter But you did just make me question whether I've been saying ggplot2 wrong this whole time.
@hadleywickham @rdpeng @hspter No, it's a hard g like in "go" in my name, although that is one of the closest mispronunciations.
@hspter Yes, right! It is a weird one.
@KenButler12 Yep, that's right. That side of my husband's family emigrated from Germany in the 1920s. Probably a good time to leave.
RT @hspter: In which I butcher @juliasilge's name https://t.co/nITU1yU2uz
@hspter @rdpeng My maiden name was Smith and I started using Silge while I was just engaged because I was about to publish my 1st paper. 😯
@hspter @rdpeng It's two syllables: SIL-GHEE (short i, hard g like in go).
@hspter @rdpeng OMG 😂 that *was* actually pretty bad. It is quite a difficult last name, in your defense.
RT @bryancshepherd: Fun things to do with your GitHub profile:
https://t.co/aEN10kcMrl #Python https://t.co/OR0rgaG1bk
RT @drob: New post: Analysis of the #7FavPackages hashtag https://t.co/3CN6wgJt3O #rstats https://t.co/zjYAHWz9dT
RT @krisshaffer: Exploring musical data with R: An introduction to computational music analysis https://t.co/Ppw7CJ8iov #corpusmusic #datas…
RT @superdames: You guys

I have a new favorite supervillain https://t.co/jVu9QlcsF6
RT @lenkiefer: comparison: year-over-year house price growth by state https://t.co/jjfz6ohvgc
@carroll_jono @drob My git skills/practice could be improved by several magnitudes and I would still probably mess stuff up on the regular.
@carroll_jono @drob HAHAHAHA, yes. (It's not a package; it's this book we're doing.)
I would just like to publicly say that I am sorry for this, @drob. 😵😵😵 https://t.co/Ccz9Lf1KJE
@noamross @dataandme If you would like to find a TOXIC CULTURE...
It's true; in astronomy, there are hardly ever any controlled experiments. 🔭 https://t.co/B44F3yThAK
@ErmiaBivatan Hmmmm, I think that Hilary Parker's tutorial here for a simple package is helpful: https://t.co/z42Ot5Meul
RT @rOpenSci: [blog] New #rstats package tokenizers (by @lincolnmullen ) joins rOpenSci  https://t.co/uHEa75i9eM
@RallidaeRule I was an astronomer, so for me it was weather + telescope instrumentation.
RT @cpsievert: New #rstats package for exploring zika virus data. Let me know what you find! https://t.co/PB9YsKOfDC https://t.co/JQzxXMZUku
RT @jakevdp: I adapted my intro #Python lectures into a free @OReillyMedia e-book: https://t.co/kTRnbqqCfM
Notebooks here: https://t.co/DYP…
The Girl on the Train by Paula Hawkins My rating: 4 of 5 stars Gripping, tense, and a fast read. It’s... https://t.co/iY5kqNn25t
RT @lenkiefer: This https://t.co/moGJ8iMgkC from @juliasilge 
+ https://t.co/PaIIhDZrtc from @kyle_e_walker very helpful to get started w/…
We have successfully gone 🚨BACK TO SCHOOL🚨. We now have a 5th grader and a 2nd grader!
@SecretBeck Oh, I am so sorry. 💙
@gdbassett Right, nothing much more fancy than that. I smashed the berry/basil up a bit to release the flavors, but that's all.
@JennyBryan Life is a rich tapestry.
@JennyBryan OMG. One of my kids has autism, so this is, like, hilariously familiar.
@hadleywickham If you ever come through SLC, for skiing or whatever, let's DO IT. 🍸🍹🤗
@arnicas That sounds LOVELY.
Blackberry basil gin + tonic 🌱 https://t.co/u5k3z86XG4
Alternatively, I could go full-on uniform and ONLY wear black jersey dresses, all the time. That might be the more cool, hip option.
⬅️ What am I wearing in my profile picture? A black jersey dress.
THING I SHOULD NOT BUY ANY MORE OF: black jersey dresses
I'm organizing my closet and boy, is there a lot of black jersey.
Negroni slushies, because it is still hot here ☀️ https://t.co/IgxcBumuMy
RT @lpettingill: My team, @Airbnb Data, hiring for a hugely impactful role ensuring our platform is inclusive for all. Amazing opp. https:/…
@hadleywickham @RallidaeRule @bearloga I've been using ggstance a lot when I need horizontal stuff. Would that help? https://t.co/zljShrYBnP
@hadleywickham The bad one!
Jane Austen Films and Onion Headlines: A Perfect Match – Flavorwire @flavorwire https://t.co/e6QxvVw48v https://t.co/xCc1X5ZtiE
RT @RexRizzo: Wired: "Machine learning will TAKE OVER THE WORLD!"

Amazon: "We see you bought a wallet. Would you like to buy ANOTHER WALLE…
@tjmahr Thank you!
@ChadEfaw Have you seen/used choroplethr by @AriLamstein? It is also really great to use.
I made a Shiny app where you can choose what % of the population to use as a break. https://t.co/3B4tVyzIHh #rstats https://t.co/Fzp8fUx1iO
I saw this tweet getting passed around lately, and thought I'd like to explore the idea more: https://t.co/TrOlX6S3Km
NEW POST: Mapping U.S. population density -- where do people live? https://t.co/vYDCI3v35f #rstats https://t.co/QhpvFQ52UR
People are connecting FIBER to our HOUSE. ✨🎉✨🎉✨ 

(I work remotely, from home usually, so this is a great development.)
@badala2164 It's up at Alta in Little Cottonwood Canyon, and it's a bit of a hike, but not too difficult for children, etc.
I knew I was doing it, but boy, I sure did not plan for much childcare these last few weeks of summer.
Turns out the first day of school on Monday is a half day. 😐
RT @revodavid: The R packages and functions used in @drob's fantastic analysis of Trump's tweets https://t.co/IAjXDFVtsf #rstats https://t.…
The kids and I hiked to Cecret Lake up in the mountains today. I cannot believe we get to live here. https://t.co/MR5CD96WrJ
@Mr_Poirot Oh, RStudio, far and away: https://t.co/wFOqOx19oP
@Mr_Poirot Files that end in .R are scripts that you write with code in them, so definitely editable!
@bryancshepherd My husband is an allergist and he was just bemoaning this. Awful.
@Selkie1970 Wow, that is PRETTY. And your eyes look so blue!
@drob @brendan642 @AmeliaMN When I was writing the unit tests, I was all: https://t.co/6IZKcwTgEb https://t.co/pWoSBDS4Fn
@brendan642 @AmeliaMN @drob NOPE.

WHAT DO PEOPLE USE THAT FOR?!?!?!
@AmeliaMN @brendan642 @drob We have ngrams and skip_ngrams; it's in the examples but no vignette on it yet. https://t.co/XS2ks4S5pA
@DoctorMac I KNOW!
@StatGarrett I have just recently sent that to someone and she found it really useful/helpful. She is up and going now with rmarkdown. 👍🏻
@drob @AmeliaMN @kaylinquest I have GRAND PLANS for this data set, whenever I get around to it.
RT @drob: Love this tidytext analysis by @AmeliaMN on song lyrics. E.g. most repetitive songs! https://t.co/FTw7IMOBcx #rstats https://t.co…
RT @JennyRohn: This stat's been available for years. What's terrifying is academia's failure to disclose it to prospective students https:/…
@JennyBryan @drob Is this still happening?!
RT @AmeliaMN: Me, learning new things in git https://t.co/38htN1s8GR
ggplot2
dplyr
purrr
devtools
rmarkdown
knitr
shiny

#7FavPackages #rstats
Doing some data science in this great office space today. So peaceful! #momlife #EndlessSummer https://t.co/ncbCDJHglp
@Selkie1970 @SecretBeck HAHAHAHAHAHAHAHA... Oh man, I don't know why but this just struck me as so hilarious (because YES).
@noamross @jimhester_ @hadleywickham Then how do you access it in the data-raw script? Explicitly like pkg:::function?
@nj_tierney Right about here: https://t.co/NfFnBmHGnS
RT @hadleywickham: rstudio::conf (https://t.co/ld0ZVEwach) has a limited number of diversity scholarships available: apply at https://t.co/…
RT @Jowanza: Important story: https://t.co/LCdA1vV06j
Mmmmmmmmm, external validation. @datassist https://t.co/0GPvVPiMd3
@hadleywickham Hmmmmmmm... I don't really want to make them functions in R/.
@Biff_Bruise MAPLE!
@groundwalkergmb Right, just for setting up the data. (But too long to really go in one file.)
(Elsewhere in data-raw.)
What is best practice for "source"-ing them from one file so another file can use functions set up elsewhere?
I have an R package question about functions/scripts in .R files in data-raw. #rstats
RT @KevinQ: Mo Farah FELL DOWN but still owned the mens 10k. His rank every 100 meters: https://t.co/A4GB6UDI8J https://t.co/dMpCAXfTLY
It's the last week before my girls go back to school. I sure do enjoy having more time with our kids during the summer.
RT @laurenduca: When you're too concerned about Zika to remember how bar graphs work https://t.co/HnOqVShXld
@SKEdman Oh, yes, EXERCISE.
@SKEdman I do pretty OK. It was tough there for a while, though, even when the kids were sleeping OK themselves.
@SKEdman I NEVER had issues sleeping in my WHOLE LIFE before babies. I will say that now, with my youngest ~5 and careful sleep hygiene,
@SKEdman I feel like having babies and the nighttime parenting really messed up my sleep patterns.
@angiefagerlin Yes! We are enjoying ourselves thoroughly.
@bearloga YES.
@datassist Our view on waking up: https://t.co/hc3YMnBx0y
We are glamping up near the Idaho border this weekend, and it is delightful. 🔥🌅🍇 https://t.co/ldxfLsoK6N
@benheubl That will be great!
Last day of Python camp for my tween daughter. https://t.co/vKXWIg1TDo
RT @drob: I wrote up my #rstats analysis of Trump's tweets in the Washington Post:  https://t.co/rR0HmIsqC4
I'm reading about Haskell someone stop meeeeeeeeeeeee...
@earino @quominus (We were actually very lucky compared to many, not upside down, didn't lose that much, etc. Still stung though.)
@earino @quominus We lost money on TWO houses, selling in 2008 and then again in 2010. SO SMART OF US!!! 💰😥
@Nicole_Cliffe The way she uses the word "inappropriate" is just AWFUL/HATEFUL perfection. This journalist is a) beautiful and b) so modest.
@Nicole_Cliffe https://t.co/LIwi4WcrIM
@janschulz That is some truth right there, and that *IS* something my education (physics/astro) was really good at.
Maybe then I wouldn't have ended up shamefully googling "definition of r squared".
Sure wish I had maybe taken some actual formal statistics sometime during my long, long educational path.
WELP, here's @drob talking to @TIMEPolitics: Programmer thinks he can tell which tweets Donald Trump wrote himself https://t.co/Qn3dyvsOdV
@drob @hspter ❗️❗️❗️❗️❗️❗️❗️❗️❗️❗️❗️❗️❗️❗️❗️❗️
Well, I'm installing this IMMEDIATELY. https://t.co/w9Q9Vukj9Z
@alice_data I did improv comedy in college! So fun.
Scape by Luci Shaw My rating: 4 of 5 stars 
I so enjoy Shaw's poetry, and this is wonderful. Lots abo... https://t.co/r9cO0HCmVP
RT @NishWeiseth: GOP evangelicals thinking that Clinton op-ed in Deseret was for them? Take a seat. It’s not about you for once. Welcome to…
RT @andrewheiss: Excellent list of LDS references in Hillary's DesNews op-ed https://t.co/59D0RMFdL1
I'm giving a talk next month at the U here in the astro/physics dept about non-academic career paths. Send me your blog posts/advice/etc!
RT @ScientistTrump: .@drob has zero natural talent - should not be coding. His analysis is bad &amp; his ggplot2 ability-zilch! https://t.co/WT…
RT @ByCommonConsent: When Hillary courts the Mormon vote, you know this is a weird election. https://t.co/VWX9JXNuVB
@lenkiefer @leetothekiefer Wow, amazing! 👍🏻
@JennyBryan Getting values out of nested-ish JSON: https://t.co/q9o60PdjDU
@JennyBryan This was one of the first times I used it in a little project, and I thought, "OMG, I have no idea how I would have done that!"
RT @JennyBryan: Seeking input for a purrr lesson #rstats:
1️⃣ WOW examples: behold, the simplicity!
2️⃣ challenges: how the #@&amp; can I do th…
RT @hspter: Just seeing that @drob's Trump tweet analysis was picked up by @mashable! https://t.co/N5A2TDOr0u
@JamesFallows @drob Dave!
@quominus Maybe a little bit: https://t.co/MIZ2nt4KBX
https://t.co/nbnPPqACyy
@quominus OH NO! You must find some BREAKFAST TACOS!!!
@revodavid @quominus Boy, we can be the worst here sometimes. Salt Lake is medium OK, at least in the central city. People ride bikes, etc.
@quominus Oh, I do ❤️ Austin, though. I assume you are eating breakfast tacos and drinking tequila, etc etc? Maybe Barton Springs?
@hadleywickham @quominus As adults, we moved from a really walkable neighborhood near New Haven to a suburb of Dallas and it was so sad.
@hadleywickham @quominus That is some truth right there.
@quominus I was all, "FERGAL! I wouldn't try that, and I have lived here in TX my whole life!"
@quominus way to the SSN office downtown, without telling us. He came back looking nearly dead of heat exhaustion. 😱
@quominus One of my officemates was Irish and his first week in AUS/TX/the US, (it was August) he decided to walk from campus all the
@quominus The land of my PhD years...
This WAS actually a terrible idea. Instead, tidyr::nest once, then dplyr::join and purrr::map2.
(This may turn out to be a terrible idea.)
I just tidyr::nested some tidyr::nested data frames. #rstats https://t.co/v1awgdQ5uS
@ledell @ErmiaBivatan Yes, I use jsonlite::fromJSON for this type of thing. Check out an example here: https://t.co/6euMmUOoMS
@drob This is crazy interesting, and great.
RT @drob: New post: Analysis of Trump tweets confirms he writes only the angrier Android half https://t.co/HRr4yj30hx #rstats https://t.co/…
RT @arappeport: SALT LAKE CITY — Mormons in reliably Republican Utah consider a radical idea: voting for Hillary Clinton https://t.co/oe8pB…
@Jowanza That dessert rhubarb hand pie thing was MAGIC.
@Jowanza About the same as Finca, I'd say. I've been there twice, and I liked it. https://t.co/TWBLYcr3RI
@Jowanza I also really like Pago. Other ideas would include HSL, Eva, and Finca.
@duffy_ma @vielmetti @JennyBryan @yodacomplex https://t.co/DwbQS9Id1A
@duffy_ma (Maybe save/copy your local version somewhere in the meantime to make sure this all works out.)
@duffy_ma I am an expert at this strategy.
@duffy_ma This is "burn it all down", as it were. 🔥🖥🔥
@duffy_ma If you really, really want to do this, "rm -rf" the whole directory, then "git clone" the GitHub repo to the same spot.
@hspter 😂😂😂 OMG, that's awful. (I'm terribly allergic to cats &amp; have enjoyed dog ownership in the past, for the record. Only chickens now.)
@sandcastler1 https://t.co/nBuVwpYGjw
@sandcastler1 Oh man, she is pulling for a dog/cat/rabbit/anything so hard. All we have is chickens (outside) and a lot of allergies.
About 20 kids in the group, and she is one of 2 girls. 😐 Utah parents, you're killing me here.
Dropped tween daughter off at the first day of Python camp.
Wow, analyzing #firstsevenjobs with @monkeylearn. 💯 https://t.co/tpQUxnzlhp
@ma_salmon Oh Maëlle, this is GREAT.
RT @_cingraham: 8 PM: We can totally binge watch Stranger things and then go to bed 
11 PM, huddled in living room with all the lights on:…
RT @ibddoctor: How do #IBD patients feel about clinical trials? Mostly hopeful anticipation of new and better treatments https://t.co/hWsQJ…
@hspter @Hazlitt Wowza.
RT @Maggie: Everyone at the @nytimes just giving each other the slow nod this morning. Beautiful piece. https://t.co/0G9R0TyKpb
@thurm0nd It was a symphony pops thing: the music of John Williams. Fun!
Living in Utah is pretty tough, everybody.
Went to an outdoor concert in the mountains tonight, the Utah Symphony Orchestra at Deer Valley Resort. 🎶🎶🎶 https://t.co/jAidiy04Wy
RT @ipnosimmia: Sense and pragma. It took a while, but here's my (partial) exploration into Jane Austen's word world. https://t.co/oObSuhqp…
I want to clarify that the hair accessory thing was a real job with a time card upon which I clocked in and out. https://t.co/xtooe4b4JK
@sunitayyz Right; I forgot about boarding school.
@sunitayyz You too?! You literally were not paid for any jobs before these? That internship was your first paid job?
@daattali That was literally your first paid job at all?!
@inconvergent Things look good in Chrome on my iPhone 6. 👍🏼 https://t.co/BMkl4hZGhN
@emjonaitis Huh, that may be partly it. For me, 1st 3 were before high school graduation, next 4 were during college (some concurrent).
@dataandme Yeah, I think that was probably the point of the bot.
@dataandme They've been suspended now, obviously.
@dataandme Aaaaaah, I just learned that was a totally fake account, not IOC or anything. The IOC does have rules, but that was a joker.
@NevilleLeoniers It must; the first 3 of mine were before I graduated high school.
So many of you got to "real" jobs in your first 7 jobs! Mine didn't even get past my undergrad graduation. Was I a job hopper?
@Jfpohl Really?!
RT @onshi: Yeah, this is working well #Rio2016 https://t.co/sBSuWkha91
@sjGoring @minisciencegirl Nothing in the chunk header, no hand editing.
@sjGoring @minisciencegirl I did get it to work, with `width = "100%"` in the call to leaflet(). It looks right on desktop/mobile now. 👍🏻
@dataandme Did you see the Pope one?!
@kyle_e_walker @timelyportfolio That worked, and it looks right now: https://t.co/rRFTSsaKWQ (R Markdown here: https://t.co/NoMVSeh6xu)
#firstsevenjobs
👶🏼 babysitting
🎀 hair accessory making/sewing
🛍 fabric store
📘 library
📞 insurance agency
✍🏻 math tutor
💡 physics lab
@kyle_e_walker @timelyportfolio Thank you! I'm going to try this.
@kyle_e_walker This looks terrible on mobile right now.
@kyle_e_walker You know a lot about Leaflet. Any thoughts on getting the width to play nice in Jekyll/R Markdown/GH Pages?
@SKEdman OH NO.
RT @Jowanza: Finished up this map of landfills in the United States with income and population information: https://t.co/JkGuFytZim #rstats…
@znmeb with images on mobile (resizing, etc) but these htmlwidgets do not play nice. Or at least it is beyond my front end knowledge.
@znmeb I was just trying to make these maps and put them in a blog post, though. The whole "theme" I have for my blog does a great job
@znmeb Yes, when I've used flexdashboard or Shiny, mobile looks very good.
Wait, wait, wait, is making things interactive HARD or something?!?!?!
Well, now I got the maps wider but they look awful on mobile now. This never happens with non-interactive plots/PNGs/etc for me.
@aschinchon You want to do something like this: https://t.co/zpjzwu7FXz
@aschinchon My blog is Jekyll + R Markdown + GitHub pages, so I do it a different way, but I know that people manage it.
@aschinchon Sure!
@sjGoring @minisciencegirl Gosh, that sounds... formidable to me. Where do you mean?
@drob @quominus https://t.co/Dx3NNoEdFV
@drob It wasn't me, Dave!
Do any Leaflet experts have advice on getting the maps to display wider on my Jekyll/R Markdown/GH Pages blog?
NEW POST: Mapping ghost sightings in Kentucky using Leaflet 👻👻👻 #rstats https://t.co/rRFTSsaKWQ https://t.co/codPf3gy6O
@rmflight These are actual sightings from an actual website, it turns out.
What a great new data package on CRAN! And always great to see more women authors in #rstats https://t.co/nROMibqPxX https://t.co/UEayWgx9bz
I got 100% correct in #TrumpOrJesus https://t.co/HwJ6VH9DE4
@RallidaeRule @quominus https://t.co/6R7QyqgZTg
@drob Basically a statistical weighting algorithm (post-stratification using ACS data).
RT @datassist: NEW BLOG: Good Things Come to Those Who Weight. https://t.co/n2vVGyXteC #datassist #dataviz https://t.co/5UYe7mLHQM
@drob (I don't really know Ruby, or much anything about front end web development, for the record.)
@drob Nope! This is the first time. It is super super beta right now, but we have successfully gotten it hooked up to the Ruby front end.
@drob But again, none of it is going to be big enough data (i.e. surveys) that speed of data.table vs dplyr matters.
@drob My current big project is actually the back end to a whole survey website thing. It's getting hooked up to Ruby and everything!
@drob @dataandme @tek_keller Well, the size of the data I usually deal with is such that "thinking" time of writing code is more important.
@tek_keller @dataandme You dooooooooooo... It will make your life easier/better.
@jon_m_rob Gosh, I thought you meant #rstats and I was SO confused for a minute.
@Nicole_Cliffe V is doing drama camp at the U this week and she is sooooo happy. a) Half of it is like straight-up OT and b) 💃🏻🎭🎶🎉
I sure would like to see another, more recent, big, likely voter poll in there.
FiveThirtyEight's forecast gives Trump a 95% chance of winning UT, but look at those polls. https://t.co/mnz6GbZa1g
RT @BenjaminEPark: A very smart essay by @maxperrymueller on the long history of Mormon opposition to Trump. https://t.co/WL4QMi5kiw
@Chucheria Sure, I work with @datassist. It's been great to work on such interesting projects!
@emjonaitis I mean, some episodes are straight up bad, TBH.
@emjonaitis MULDER + SCULLY = 💖💖💖
@emjonaitis Mmmmmm, first several seasons = DELICIOUSLY WONDERFUL. https://t.co/rKOqZOqQgI
I'm (slowly) rewatching through X-Files and OH NOOOOOOOOO Scully has cancer. 😮😰👽
RT @datassist: If you run online surveys, we have a free tool that will increase their nutritional value.  #datajournalism https://t.co/UJW…
RT @drob: .@_inundata promotes Journal of Open Source Software, w/ tidytext article by @juliasilge+me as example 🎉🎉 #JSM2016 https://t.co/I…
Then it doesn't say "Paid for by Hillary for America"
📌 Mitt Romney saying Trump is unfit to lead
📌 Big letters: "Is Trump consistent with Utah values?"
📌 "VOTE YOUR CONSCIENCE"
I have come up with a good political campaign commercial for Utah:
📌 Trump talking about Khizr Khan
📌 Trump telling the baby to leave
Gosh, I wish I had thought to do the sentiment analysis on convention speeches first, but those analyses (last RT, @benheubl) are GOLD. 💯
RT @BrianToad: Was Trump's RNC speech the most negative in recent history? Yep. My student and I checked. https://t.co/c5Qe2UrE8o https://t…
RT @jpager: Probably the best use of pie charts I've seen this year https://t.co/1Ju7HKB2zO
RT @_inundata: Fancy new rmarkdown website! 
https://t.co/pDqKnhp62B
This is still in process and could use some more cleaning up, but COOL, right?!
I did some work on our #NASADatanauts project today, connecting description text and keywords in metadata. #rstats https://t.co/0dzMieTcTS
ME: No more poop jokes! Poop jokes aren't funny.
UNIDENTIFIED CHILD: &lt;pause&gt; Aren't they?
@duffy_ma https://t.co/9TyFdnGNdI
RT @seankross: New short blog post: How R Packages are Licensed https://t.co/lOAnz3cMmG (Thanks @hrbrmstr) #rstats https://t.co/skOumIX4qz
RT @kyle_e_walker: The caricRture package by @chrisbrunsdon for hand drawn-looking maps w/#rstats is really fun https://t.co/KXVZu05MKv htt…
@rachelheldevans 👍🏻💯
@lenkiefer So nice!
RT @albertocairo: New blog post: Trumpian visualization https://t.co/UBFcgLK6LV #dataviz #infographics #dataJournalism #ddj https://t.co/KE…
@drob 😱
Just typed "?" and then some words into Google, so I guess #rstats has really got me now.
@sf99 Well, I just put it as an answer on Stack Overflow here: https://t.co/RkGgdD2r20
Replacing random values in a data frame with NA using purrr::map_df. 💯 #rstats https://t.co/qwqzt2b0HM
This is based on the NEISS data set! https://t.co/Cov8o4NOlS https://t.co/wXZFmD40ZJ
@DoctorMac That's based on the NEISS data set!
@MaryLUE @hpstrawberries @SecretBeck @SKEdman https://t.co/dEErT1X1NZ
@MaryLUE @hpstrawberries @SecretBeck @SKEdman BLEAAAAAAAAARGH... I feel almost certain that is a photoshopped picture BUT STILL.
@SKEdman @MaryLUE @SecretBeck @pledman OH. That is TRULY WONDERFUL.
@SecretBeck @MaryLUE @SKEdman I love the eyebrow interpretation here especially.
@ibddoctor Send the details to me in email. firstname dot lastname @ gmail, and I will take a look!
@MaryLUE @SKEdman @SecretBeck We did that recently too. 😬 https://t.co/TSz8plQyPD
@SecretBeck 😱😱😱
@ibddoctor Ooof. What happens if you save the Word doc as plain text (.txt) from Word? Then you can use readr::read_lines?
@SecretBeck Yay! https://t.co/tCTHxKoDOn
We are halfway through Stranger Things. Holy moly.
So how much Animal Jam is too much, is what I am asking?
Tomorrow begins the 3 weeks of summer for which I do not have solid childcare arrangements. 😱 Living that WFH, remote worker life.
@SecretBeck I am not a huge neutral person in general but I really love grays like this one.
RT @capricious_: "I begged my son, I begged him, do not come back a hero, come back to me a son. He came back a hero." -GHAZALA KHAN https:…
RT @NickTimiraos: Donald Trump said he would have liked to hear from the wife of Khizr Khan. Here's what she said on MSNBC last night: http…
@ErmiaBivatan It's this package here: https://t.co/eXfXLbgDFo 👍🏼
@ipnosimmia @ma_salmon When you use @drob's gutenbergr package, that is all not there! (Sometimes there are still footnotes, etc.)
@ma_salmon I haven't looked into it much, but I know that @FastForwardLabs has done a lot of work on summarization of text.
RT @ma_salmon: Trying to find entities, keywords&amp;topics in Little Women in #rstats via gutenbergr &amp;monkeylearn @drob @juliasilge https://t.…
RT @vihartvihart: I can't stop thinking about how when people say "precise" but mean "accurate" they're being precise but not accurate.
@ramhiser @benheubl It's this one: https://t.co/eXfXLbgDFo I'm really happy that people are using it.
RT @RonHogan: “The Clinton campaign offered to put him in contact with a speechwriter. He declined. He knew what he wanted to say” https://…
@bhive01 I think there is going to be a filmed version on PBS in October.
My 4-year-old just told us his favorite animal was a bald eagle.
(Yes, we are listening to Hamilton.)
I'm having patriotic feelings. I... I don't know what to do.
@dataandme I feel like a lot of the culture at A&amp;M is such that people would see that as subversive/hilarious.
@hadleywickham I DO like cmd + shift + enter.
@dataandme Not that this surprises me a great deal, TBH.
@dataandme UGH. I'm class of 2000, @TAMU, but this makes me not want to admit it.
@kierisi HAHAHAHAHA... 

For physics, where I was the ONLY WOMAN in my cohort. 😭😭😭
@kierisi 😵 This is where I did my undergrad.
@millsGT49 Yeah, it wasn't saving me time or anything and I wasn't loving the output as much as straight knitr. Might not be for me.
I did some work in one of the new rmarkdown notebooks today, and I'm not sure if it's for me.
Did work on my first #nasadatanauts project today, looking at connections in the metadata of NASA's 32,000 datasets. https://t.co/ZgAO7obMDT
@benheubl AMAZING. @drob https://t.co/1sL9YGvWmf
RT @benheubl: WOHO my sentiment analysis published made possible by #rstats package by @juliasilge AMAZING https://t.co/vM6Z1Cxq1r https://…
RT @bradheath: Guys, Google Trends is basically gibberish.
But if you *have* to use it, for a sense of scale, compare to "porn." https://t.…
RT @dataandme: Kickin @hrbrmstr tutorial:  “Use quick formula functions in purrr::map” https://t.co/47Vzyo0mlC ht @abresler #rstats https:/…
RT @Slate: What should we call Bill Clinton if Hillary--OH GOD NO STOP https://t.co/GZpzn4SJnj https://t.co/HHqUcceaL3
RT @thosjleeper: Dress for the job you want, not the one you have. https://t.co/XMAy6f5ydP
@srbutner @dataandme 
I 💖💗💖💗💖 purrr::map, @hadleywickham. 
I 💖 it.
@AngeBassa OMG, I've internalized so much of this.
@dataandme I would tend to use a purrr::map function in those situations: https://t.co/zgFSdIxvpB
https://t.co/BHkraGYh4D
It is 👍🏻👍🏻
Well, I have learned a valuable lesson about floating point arithmetic today.
RT @carroll_jono: @juliasilge https://t.co/D1LMP3hjZn

&gt; print(.1 + .2, digits = 18)
[1] 0.30000000000000004
@groundwalkergmb Yep, there we go.
@quominus If you just do sum(fracs), both return "1" to the console so I'm having a hard time telling what value is being stored!
Oh my gosh, WHAT IS GOING ON?!?!?! 😱 #rstats https://t.co/X9BuFdv8rf
@quominus It seemed like such a creative idea at the time.
@quominus I wouldn't say that I *REGRET* the tattoo I got when I was 21 but I will say that it is a Japanese character.
RT @ThePracticalDev: Interviewing my mother, a mainframe COBOL programmer https://t.co/oYqoQZnLiT
RT @andrewheiss: This thread 👍👍 https://t.co/ano8vafUTI
RT @ndiakopoulos: Want to crush Trump with data? Lots of data science openings to join @HillaryClinton https://t.co/3naVamw3tz via @media_p…
@kierisi it me
@bearloga @bhive01 @quominus Fair point. Having only 5 in a whole backyard makes the chickenshit much more manageable.
@wrathematics @quominus What I'm saying is, it's not like having a dog.
@wrathematics @quominus They are REALLY stupid. I like having them, but looking into their eyes is like looking into black, beady emptiness.
@wrathematics @quominus HAHAHAHAHAHA... Only our own.
@quominus We don't have a dog, so...
@thosjleeper No, it shouldn't very often, at least not more than there are Census data releases. It would still be ~7 Mb. 😬
@groundwalkergmb I haven't tried this; can you point me to a resource for how to do this and then have the R functions access it again?
@drob This package would still be over 5 Mb, unfortunately, about 7.2 Mb, it looks like, as I have it stored right now.
@groundwalkergmb I mean, it is tabular data frames saved as .rda right now.
@groundwalkergmb It's processed/tidied census data. Doing a Census API call each time is slow, it turns out.
As in, the algorithms are pretty much pointless without the data there. I have it all saved as .rda right now.
Talk to me about options for R packages that are about ~7.5 Mb in size. Almost all of that is data, but very important. #rstats
Doing some real high-quality computer programming over here this afternoon. https://t.co/cBzhJrjsMr
RT @AmeliaMN: The Myth of the Moon and Menstruation https://t.co/VWekd7500S Analysis of 7.5 million cycles!
@kerry_benjamin1 I think of it as sort of like dplyr but for functions, although I'm not sure if that is a foolproof analogy.
@kerry_benjamin1 A library for using functions, or functional programming: https://t.co/zgFSdIxvpB
https://t.co/BHkraGYh4D
Also, there are about -10 teenage boys of "other" race/ethnicity in some rural county in Alabama.
HOO BOY, my dplyr/purrr skills are getting a workout with this census data.
@quominus https://t.co/WoNwqy48Jd
RT @Jowanza: Blogged about food poisoning: https://t.co/on7wHBCwUA
@Jowanza https://t.co/wGDXQyuJk1
@Jowanza For those among us in the market for a modest home.
Tomorrow I'm presenting the work I did on mapping water use in SLC at our local Code for America meetup. 📊💦📊💦📊 https://t.co/Ih5UTYTYUS
@_inundata I am considering the same question.
@hrbrmstr @quominus Oh, the irony. https://t.co/Rx6GpSE7A6 https://t.co/7AWPNRDnuC
RT @DoctorMac: Me &lt;hastily&gt;: Alexa, next song!
Daughter: Well I didn't learn any NEW swear words.
@measurestuff The NEISS data is large-ish; I bet that's why it can take a bit to load if the app has been "sleeping".
@znmeb Wait, I see you say "via", not "by". Sorry!
@znmeb Actually that is written by @drob. 👍🏼
Gin + Fernet + Cava 🍊 https://t.co/0CuFmqZJGa
@kerry_benjamin1 Nice! I have looked at the posts you sent me and they are great; I want to send you some feedback, too. 🙌🏼🎉
With a Shiny app for exploring injuries caused by consumer products: https://t.co/NCLLqSinix 🛁🔪🏀 #rstats
NEW POST: The Return of the NEISS Data #rstats https://t.co/Cov8o4NOlS https://t.co/aJ0QwM7zOr
RT @astrotweeps: The Martian in emoji (spoiler alert): 🌅🇺🇸🌎🚀💺🔴⚡️⚡️⚡️🚩👪🚀🙇💡🔦🔨🔬🎧🛁🔩🔧💩💩🍃🍟🍟🍟🍟🇨🇳🚀🚩🚀🌎🎉🎊
@hrbrmstr Like clapping in white people church vs. diverse church or black people church.
RT @wocintechchat: Allies, feel free to use and share. Representation Matters! #womenintech #tech #womeninstem #womeninsecurity https://t.c…
@JennyBryan Yes. Heel roast? Almost all of ours is great, though, or we wouldn't keep buying.
@soniaardila1 As per this: https://t.co/9vU8EeQQG4 You can do it in base R graphics. You could use facet_wrap and scales = "free_y"?
@soniaardila1 There are no options for using 2 y axes at the same time in ggplot2, because most people consider it bad practice.
RT @ma_salmon: From discussing 4th of July fireworks w/ @juliasilge to @sciencerely writing an article abt it in @Open_AQ's blog ✨ https://…
RT @quominus: Who in my circles would be interested in DataSci jobs in infosec? Everything from pure research to ML systems, no infosec bac…
RT @drob: New blog post: "Does sentiment analysis work? A tidy analysis of @Yelp reviews" https://t.co/9ui40uhpkJ #rstats https://t.co/Z5Fa…
@groundwalkergmb You would be correct. It turns out that cows are ENORMOUS.
Unpacking 1/4 a cow and 1/2 a pig into our chest freezer. Like meat tetris!
RT @jenyamato: "I was thinking as long as I have my hands up... they’re not going to shoot me.

Wow, was I wrong." #CharlesKinsey https://t…
@abresler @quominus YESSSSSSSSS
@ErmiaBivatan I also like to do theme(plot.title=element_text(family="Roboto-Bold"))
@ErmiaBivatan You install the font on your computer, then do theme_minimal(base_family = "RobotoCondensed-Regular", base_size = 12)
@ErmiaBivatan Ah, that I can definitely tell you. It is Roboto Condensed: https://t.co/SuYVDhVOp8
@Selkie1970 I just saw that! Wow, this whole thing.
Reuse of a reference to Soviet era department stores? Is this some kind of performance art?!
RT @TheDailyShow: 👀 https://t.co/QEftnTTwy3
@RallidaeRule They don't have the cult following or super unanimous praise of comfort like Tieks, but 💰💵💰
@RallidaeRule They are about half as much, and she says they are very comfortable: https://t.co/EwhTIIN6GO
@RallidaeRule If you are looking for, style-wise, something like Tieks, my daughter has a pair of Yosi Samra flats that she looooves.
@SKEdman but this is not a year for stomaching that so I guess I'll just stay "independent" or whatever noncommittal thing I checked.
@SKEdman I keep thinking I should register as R here in UT to be able to vote in primaries (voting in UT D primaries feels rather empty),
RT @kara_woo: My course on data visualization in #rstats with #ggplot2 has been released! https://t.co/suCpi2MZ1G
@chrisalbon https://t.co/1nIXdebSmF
@ErmiaBivatan If you have a specific ggplot2 question? Or ACS question?
@ErmiaBivatan @seankross It is still, for the time being. 😕 It will all be open-sourced when the project (for work) goes live.
@ibddoctor updating this one would be interesting: https://t.co/Q8vJS0L996 Maybe I should give it a go!
@ibddoctor I don't think much in that first post would lend itself to tidytext (there's not too much on the actual text content), but
@dataandme (Although basically anti-tidy at all times. Soooooooo much information in row names/column names/etc/etc/etc.)
@dataandme Only all day every day for work! 😜 It is super great.
RT @ByCommonConsent: If plagiarism were the worst thing to come out of this political convention, we would all shout for joy.
@seankross Default colors, actually.
@seankross Thank you. Yes, this is ggplot2, with theme_minimal(base_family = "RobotoCondensed-Regular"), and a bit of other fancying about.
@seankross So the high-%-error measurements are, say, black people in Utah, Asian people in Wyoming, etc.
@seankross I mean, they are all counts of people, from the same set of tables, but they include different racial/ethnic groups.
@seankross Oh, almost all of them. https://t.co/YNHKhcmQbq
Anybody in SLC looking to fill a data science role should talk to Jacob! Check out his talk starting ~42:00. https://t.co/Ch9I9TzKYY
(The fit to the data IS equal to sqrt(5) +/- error.)
The solid line in this plot isn't a fit to the data; its slope is sqrt(5). Central Limit Theorem FTW! #rstats https://t.co/epYt21sfnF
@hrbrmstr I was wanting to keeping learning, his stuff is so good, etc, but I already had invested too much in learning ggplot2.
@hrbrmstr Although I seriously considered paying for a membership to Nathan's site before I realized it was all base graphics.
@hrbrmstr https://t.co/2ZCABTBzjG
Maybe if I write one unit test a day, eventually this package will have good test coverage.
@mdlaplante HAHAHAHAHAHAHA...
@bhive01 Oh, I know! I feel like he is too old (?) for any of this but I am really glad it wasn't a magnet or a battery.
RT @rachelheldevans: That little boy. These words. So heartbreaking.  https://t.co/heWIA9YhXf
@astropixie HUGS
Eligible by Curtis Sittenfeld My rating: 4 of 5 stars A hilarious, smart retelling of Pride and Prejudice?... https://t.co/ORq3TzUaOb
@StephdeSilva That is always good to keep in mind; there is often literally something physical going on.
@astropixie It seems like it is not stuck in his esophagus or anything, so I guess we're just on Poop Watch 2016 now. 🙃
@StephdeSilva But yes. I now don't think it is stuck or anything so we're on Poop Watch 2016.
@StephdeSilva He's on the special diet -- no wheat/dairy/egg/soy. SUPER FUN.
@StephdeSilva had the eosinophils. He still sometimes has weird things that make me think his esophagus might be f'd up, though.
@StephdeSilva Oh dear. He had a scope when he was ~2 (major GI issues, aspirating liquids) and his esophagus was clear but his intestines
@Jowanza Seems like it isn't stuck in his esophagus, so now we are in for Poop Watch 2016, I guess. 🙃 (But thank you.)
WOWZA... We're The Superhumans | Rio Paralympics 2016 Trailer https://t.co/9ixzRm7OUz
This is my child who has eosinophilic GI disease and I sometimes suspect his esophagus is messed up to start with so YAY.
Well, my 4-year-old just swallowed a marble. 😱😭😱😭😱😭
RT @mimismartypants: yaaaassss Lizzie. DRAG HIM. https://t.co/eHqUboKM3L
RT @randal_olson: .@NianticLabs is hiring a #MachineLearning engineer for #PokemonGO -- interesting!

https://t.co/OIvSImzn5i https://t.co/…
RT @nmsanchez: Thank you @kthomas901 for giving me the push I needed to write this. #FBNoExcuses : https://t.co/aDbR5FeGDA
RT @algore: Great news out of Salt Lake City! Very proud of @climatereality’s work with @SLCMayor &amp; city council. #committo100 https://t.co…
@AmeliaMN @terriannabanana I like those guidelines.
@AmeliaMN ❗️❕❗️❕❗️ Wow, this is me. I am a liberal exclamation point user.
This morning, our Roomba unplugged our Alexa, so I guess the robot wars are starting.
Diversity in tech and the "pipeline problem" (most applies to POC) by @math_rachel https://t.co/QO2HJvK7gh
RT @kthomas901: so what about me &amp; the hundreds of other students of color who graduate with CS degrees every year? https://t.co/qd6Kh9bl2V
RT @BecomingDataSci: The @nytimes @UpshotNYT wrote about diversity in tech hiring recently, including mention of @facebook
https://t.co/b1m…
RT @dandrezner: Hey you guys I think I found how @newtgingrich will be able to test all American Muslims about their faith. https://t.co/fr…
RT @edsbs: AC went out for a few hours and I understood the Southern literary tradition for a second bc all I wanted to do was get blind dr…
RT @sangster: @Khanoisseur if you know POC doing web dev work who want to work at Twitter, I'll happily chat with them. Blow up my mentions.
RT @TrevorABranch: For those R users out there, who do data analysis, do you routinely use dplyr? Should I teach it in intro R?
#Rstats
Sure did make a lot of dots today. @datassist https://t.co/z2zg8RuIOG
@karenebayne https://t.co/q3kqBJV447
RT @laura_hudson: Male contempt for women and the things they like is a pernicious cultural disease. https://t.co/tEBOsm8l8N https://t.co/C…
@Nicole_Cliffe https://t.co/uUdgBokxLV
@bryancshepherd Every interaction I've had with @uscensusbureau has been great.
same https://t.co/NbAJEQJ9hm
RT @JennyBryan: Why statistics are better with bad drawings by @benorlin h/t @fionabrinkman https://t.co/XhZ6L3ySN1 https://t.co/mIqZ5ZuFSL
RT @nacnudus: Harry Potter and the N-Grams of Sentiment https://t.co/nLHBGlEi1q #rstats with pic! https://t.co/TeH4ZIlMmE
I'm on the screen in this picture! https://t.co/jgNO4IPQkh
Once more into the breach, I mean swim meet  🏊🏻🎆🏊🏻🎆🏊🏻 https://t.co/IZqJyImOYY
@sunitayyz Ironically, @DoctorMac also has returned to some social media after swearing off it for several years.
@sunitayyz SAVE YOURSELF.
@sunitayyz In an election year?!?!?!?!?!?!?!? https://t.co/AYn6qNGwe5
@sunitayyz Are you on FB again?!?!? 😱
@austinknight @Jowanza We are trying to decide whether to get CenturyLink Fiber right now or wait for another option.
@noamross @sunitayyz Oh, I haven't read that! I've only read some of her novels, none of her short stories. I should go find it...
RT @AndreaUrban3: Perfect intro slide to my class today about the Solar System? https://t.co/8K4bsiV0Vz
Marriage. https://t.co/hQThrxF0W5
RT @bhaskar_vk: US Census Gazetteer data in #rstats|#rlang https://t.co/FFN7dfBwW5. (WARNING: ~150MB data pkg). cc @hrbrmstr @AriLamstein @…
RT @datassist: You work hard to find good data. Let's visualize it in ways that are culturally relevant.  https://t.co/NshegF2kXR https://t…
RT @GaborCsardi: Compare #rstats R  CMD check results to CRAN check results with https://t.co/lOkrGFF3M5 https://t.co/v59YBIB8RG
RT @bethbeck: #NASADatanauts gathering for 2016 class kickoff @ NASA HQ in DC https://t.co/N83Nb0Ldvk
RT @openNASA: Meet the new 2016 #NASADatanauts! https://t.co/mQPhUG1t8q #openNASA #WomeninData https://t.co/HM7ATBBQdj
@_inundata @drob https://t.co/MTUHX1shNh
RT @arfon: Paper #15 just accepted into JOSS - tidytext: Text Mining and Analysis Using Tidy Data Principles in R https://t.co/ooVTcwVANq 🚀…
@bhaskar_vk @hrbrmstr @AriLamstein That is so helpful for something ELSE I am trying to do. https://t.co/M1qfGp7dOV
RT @nselby: My new favorite footnotes https://t.co/9BK5IutFjD
RT @voxdotcom: Roland Fryer’s new study of police shootings makes big claims — but has severe limitations https://t.co/8kVjpFl7va
@bhaskar_vk @hrbrmstr @AriLamstein I was just doing this today! I constructed the 5-digit FIPS codes myself and used mutate to add them.
RT @datassist: If you struggle with how to use good analysis &amp; viz to tell a story here's a great example https://t.co/JNO3XcZfeY https://t…
RT @samswey: NYT interviewed me for this article, I told them you can't draw conclusions from a single dept. They did anyway. https://t.co/…
RT @dataandme: @juliasilge "Strings are not glamorous." False premise! https://t.co/dHBocA6k4X
RT @thosjleeper: This. #PhilandoCastile https://t.co/9TaZWQMsWe https://t.co/GRuvXe6GRO
Negative start/end values in stringr::str_sub() are making life much easier for me today. #rstats https://t.co/9A80KmUPRG
@ipnosimmia This is because it's not specifically a text operation/function, but more general, etc. @drob
@ipnosimmia Yes, it is being migrated over to the widyr package:  https://t.co/4MWUfTUA76
RT @datassist: FiveThirtyEight's data journalism workflow with R  (Channel 9) https://t.co/UidZcDLfQq
@rmflight Thank you so much for your thorough review! @drob
RT @rmflight: took my first serious look @juliasilge and @drob tidytext #rstats pkg as part of @JOSS_TheOJ review. Will be using next time…
@quominus It was a wild and wacky world.
@quominus Oh man, I grew up in a very conservative TX homeschooling/evangelical milieu and this is giving me a little PTSD.
RT @NishWeiseth: Watch. https://t.co/WPdxdLHUez
RT @alung: #PokemonGo vs LoL vs Candycrush vs Clash of clans vs Angry birds on Google trends https://t.co/p5Z931dwIu
We watched Zootopia with our kids this afternoon, because of what woke parents we are, obvs. https://t.co/8Y0owQPyFr
@SKEdman 😳😱😥😵
@jhollist It definitely is! Summery and light. 👍🏻👍🏻
Summer Sunday Campari Spritz 🎈 https://t.co/21B3pIzyPE
@emjonaitis @RallidaeRule @bearloga No real social/team component (except IRL). But I suppose sort of birding-esque!
RT @inconvergent: computers in movies sure beep a lot. am i not using mine correctly?
@RallidaeRule @bearloga @emjonaitis but there is something super engaging and delightful about the real/pretend interaction.
@RallidaeRule @bearloga @emjonaitis Pretty much the same! I was only pop-culture-aware of Pokemon (and from kids I babysat as a teen, etc)
Church was a PokeStop, naturally. https://t.co/bFwnLQPSUz
RT @dataandme: I don't think I've EVER looked this poised. A beautiful portrait of the power of non-violence. https://t.co/kuWrz4ISxy
RT @Snowden: Two journalists, @Deray Mckesson, and ~99 others arrested marching against police violence. #BatonRouge https://t.co/RFrYX0ueXX
So... Rob and I came to Deer Valley for a date night. https://t.co/fBg7o5BfZc
@bhive01 They remodeled/expanded the central SLC one in the past year, making it the biggest, so they tell us. Because Utah.
There is someone here singing Hamilton lyrics, because life is a rich tapestry.
I'm at the biggest Costco in the world on a Saturday afternoon. AAAAAAAAAAH...
RT @linclark: Code that my mom wrote 50 years ago just went up on GitHub https://t.co/eF7QNieLLW
RT @markhneedham: @juliasilge used your sentiment analysis code on some writing of my own - https://t.co/4n9xFOca34. So thanks! :)
RT @knguyen: Guys @xuhulk is always doing excellent and important work https://t.co/cQb7tJy46T
OMG, this one: https://t.co/ZoZKrlsB0y
I met the cartoonist who made this tonight at a party. Small Lake City, as they say.
https://t.co/29wo75DjDR
@ipnosimmia @bhive01 @polesasunder Yes! https://t.co/d1GSYSzGEd
We've been to this place! It's amazing. https://t.co/GOZW9Z6hlj
@quominus HAHAHAHAHAHA...
@haozhu233 answers for. As a white woman I am highly unlikely to be treated poorly by police; what do I do with that or handle that?
@haozhu233 Yes, that is very possible. As to your first question, gosh, handling privilege is a big topic that I'm not sure I have all the
RT @hrbrmstr: @juliasilge Highly suggest using https://t.co/GzQ86PijLo by @nselby as well for your explorations.
@GJMcClintock @Jowanza @washingtonpost Well, this might be my fault, not theirs.
@GJMcClintock @Jowanza wasn't threatening somehow, I guess?!
@GJMcClintock @Jowanza As the WashPo reports it, it is where the person was not armed to start with. Doesn't necessarily mean the person
This plot shows the fraction of total fatal police shootings where the person is reported unarmed. https://t.co/2aVa8snlOC
People of color are killed while unarmed at higher rates. https://t.co/NbJJcUfRFm
I opened up the WashPo's fatal police shooting dataset again this morning.
@ma_salmon Oh, frustrating, right?! I hope this gets sorted out. I was glad when I figured out what was going wrong at least.
RT @nxthompson: So a robot with a bomb killed a man with an assault weapon killing men with pistols who were protecting unarmed civilians.
RT @bryanedwardhill: While some people want more hate, I'm watching a black police chief and a white mayor, fighting tears, working togethe…
RT @abresler: Working on better documentation but #gdeltr2 is amazing for tracking what is going on our world @juliasilge 
https://t.co/iYc…
Timehop has informed that six years ago today was the day my family and I drove out of Dallas for the last time, moving away. 💔
@quominus Yep, good point.
@quominus higher rate of fatal shootings than other data sets that are.
@quominus I might go make an edit along those lines, but the WashPo data set is not based all on police reports, FYI. They are finding a
RT @AlbertSamaha: Dallas PD has good reputation. Excessive force complaints dropped 64% from '09 to '14 after "shift to de-escalation" http…
RT @Papapishu: Everyone looks like hell this week because we keep getting locked to our phones at night to watch the most brutal shit on ea…
I grew up in the D/FW area and lived some stretches of my adult life in Dallas. I can't wrap my mind around the reality of any of this.
RT @NPRCodeSwitch: Again. https://t.co/2e2Cf9TQC2
RT @charlie_simpson: I don't want black men shot at traffic stops. I don't want cops shot by snipers. I don't want kids shot at school. I d…
@sharon000 So true.
@sharon000 Yep, sure. I specifically mention that in the blog post: https://t.co/pptlVbtPcs
My goal was to keep all the plots consistent.
@sharon000 There is certainly still plenty to do to really understand this kind of data.
https://t.co/0RBAjJynlg
https://t.co/YpP47ezwjY
@sharon000 It's complicated in most cases to decide what to put in the denominator (less so for the states). Per what?! What about the NAs?
@sharon000 Yes, this whole thing is just showing raw number of deaths, the counts from the compilation being put together by WashPo.
@bhive01 @RallidaeRule We do love it here -- 🌲🏔⛷
RT @ipnosimmia: Does using @juliasilge's wonderful janeaustenr https://t.co/2w7brSzxLv count as *actually* reading the novels?
@RallidaeRule This eventually includes having the job I have now. I am somebody who made a career change and lives in flyover country.
@RallidaeRule Heck, if Hadley hadn't RT'd my very first blog post, I don't know when/how I would have gotten connected to people.
@RallidaeRule I started working on the tidytext package there with @drob.
@RallidaeRule @_inundata has said they invited me to the ROpenSci unconference because of Twitter/my blog; no one knew me.
@bearloga Rob and I only lived together part-time during grad/med school (we were married) and it was so great when that was done.
@bearloga BEST. FEELING. 🙌🏼🎉🙌🏼🎉
RT @qSonyaBerg: Neural net trained on Trump tweets. https://t.co/mOQt6hPXJE
@pssGuy Wow, interesting.
@nancyskoons @Jowanza The same thing is true of the plot that shows the states; these are all only raw numbers, not adjusted for population.
@nancyskoons @Jowanza I was just going for a basic exploration of the data here; there is definitely still a lot to do to understand it.
RT @grant_mcdermott: @juliasilge Nicely done. There was an interesting discussion about racial differences recently if you missed it: https…
@dataeditor Thanks for making this public.
@dataeditor I made an #rstats web app exploring this data set: https://t.co/UHykrUlnmv https://t.co/ZecxrioHfx
Find the dashboard here: https://t.co/UHykrUlnmv
NEW POST: A flexdashboard exploring fatal police shootings in the U.S. https://t.co/pptlVbtPcs #rstats https://t.co/nYcBjH1uXZ
@amcasari @openNASA Woo hoo! Me too! 🙌🏼
RT @robertcyoung: I said this before. I felt safer on the 30 combat missions I've been on then I do when a cop pulls me over.
Wow, this list seems actually reasonable and non-hopeless. https://t.co/HGOWQxH3tU
RT @kitabet: It feels obscene to watch or share these videos and obscene to ignore them. Nothing about this is not obscene.
A Small Needful Fact https://t.co/ASspb6VgzX #ericgarner #altonsterling https://t.co/xDeP9EZWYv
@kyle_e_walker WHY WOULD THEY DO THAT TO US?!?! 😭😭😭 @datassist
RT @astronomyblog: Messier catalogue:
💥🌌🌌🌌🌌✨✨💠🌌🌌
✨🌌🌌🌌🌌✨✨✨🌌💠
✨🌌✨⭐✨✨💠🌌✨🌌
🌀🌀🌀✨⭐✨✨✨⭐⭐
✨💠💠✨✨✨✨✨🌀✨
🌀✨🌌🌌🌌🌌💠🌀🌀🌀
🌀🌌🌀🌀🌀🌀✨🌌🌌🌌
🌌🌌⭐🌀🌌💠🌀💠🌌🌌
🌀🌀🌀🌀🌀🌀🌀🌀🌀🌀
🌀🌌…
RT @lanewood: White friends wondering how to react to #AltonSterling video (other than grief), this is helpful perspective: https://t.co/JF…
@ma_salmon It is just SO LATE for small children. We have taken my older two in past years but we were just returning from our weekend away.
@ma_salmon Yes! Further north, and also SLC is further west in our time zone than where I grew up. https://t.co/lLTDKx9p26
@ma_salmon night worldwide for air quality, because of the fire works + our geography, etc.
@ma_salmon Related, SLC is in a bowl-shaped valley and does has air quality problems. A friend said we were in the 10 worst cities last
@ma_salmon I grew up in Fort Worth, TX!
Look, there are last night's fireworks! https://t.co/CgjqmLoXhh
@ma_salmon 😂 We are so far north here that they start LATE, not like where I grew up in Texas.
Another 4th of July, another night of not mentioning fireworks and putting our children to bed on time. 🎆💤🇺🇸
RT @thosjleeper: About to kick off my survey experiments course at Pompeu Fabra. Follow along here: https://t.co/2GN4ZePwBN
@IanFrantz Yep! We had bikes passing us as we hiked a bit near the top of the lift. So lovely here. (We are at Snowbird.)
We are staying at one of the local ski resorts for the weekend. Living in Utah is pretty rough, everybody. https://t.co/OnuOQNUrK9
@bearloga In the fashion-y world, double denim is actually a thing these days, but in real life, it's not too wearable.
10-year-old: So, like, the same reason some people don't wear tank tops or drink alcohol? #UtahProblems
10-year-old: So why don't Jewish people eat meat and dairy together?
Me: Blah blah blah blah Deuteronomy tradition identity blah blah blah
RT @bearloga: "I Tried To Fix It But Instead Made It Worse": A Git Story
@monkmanmh Oh man, I like that as an option much better.
Emma/Knightley is declared the "most modern" Austen couple here despite their 16-year age difference. 🙄 https://t.co/scHYGdtGnq
RT @Carols10cents: 1998:
- Don't get in strangers' cars
- Don't meet ppl from internet

2016:
- Literally summon strangers from internet to…
RT @christinezhang: i ran a regression in 6 programs: @msexcel #rstats @Stata @SAS #PSPP &amp; #python @statsmodels. here's what happened https…
@bhive01 @bearloga Yes, I also don't know what it really means. Those tests, man... https://t.co/99iDmiItTo
@bearloga Also, a) I am also near the middle of ~2 of the other scales on those MBTI whosits and/or b) MBTI is a bunch of hogwash.
@bearloga Me too! I am, like, just in the middle.
RT @alice_data: Love there "1968 computer glossary for the workplace" in @SFMOMA #DataScience #MachineLearning https://t.co/gpXUu05pj2
Case Study: Customized R Training and a "Day 1" Curriculum
@AriLamstein is such an effective R teacher 👍🏻👍🏻 https://t.co/fIw7S9JBAC
@earino @AmeliaMN Click on your own picture -&gt; analytics -&gt; audience.
@drob @AmeliaMN First names -- you're right. I bet that's most of it, maybe all of it.
@AmeliaMN But now I am trying to find in MY profile where I say that I am female and I can't, so now I am not sure what this is based on?!?
@AmeliaMN This is what mine shows, the same. I think I would believe that that is right for my followers? https://t.co/bcRtYkUVaH
@revodavid The mind reels.
RT @drob: fuzzyjoin 0.1.1 on CRAN. Now can add a distance column- e.g. closest pairs of states https://t.co/rQrCrpstZV #rstats https://t.co…
RT @WesleyLowery: 2-3 out of 10 Americans *admit* blatantly racist views (to scale, that's 60-90 million ppl) https://t.co/EM4Uharx6H https…
@chrisalbon The last time we took a road trip to CA we stopped at the LAST COSTCO on our way out &amp; dropped 💰💰💰 on enormous bottles of booze.
@chrisalbon OMG, this is one of the things that I miss most living in Utah. The Costcos here can't sell ANYTHING!!! 😱😞☹️😭😭😭
RT @krisshaffer: "Assuming they started in Leith, where were The Proclaimers actually walking to?" https://t.co/DA7ccnOnNI
@hadleywickham @RosiePBScott @AmeliaMN I may be showing my age here, but I like riot grrrrl A LOT.
Oh man, I have a real problem in this area (apologizing when I should not). Can I blame my Southern upbringing? https://t.co/JtDJkz0Byt
BWAHAHAHAHAHA MOAR BADGES @drob https://t.co/eXfXLbyf3Y https://t.co/4tCzD2OeWq
RT @rgfitzjohn: I've got 98 problems, and an off by one error appears to be one of them.
RT @UFastro: The universe is ~27% chocolate cake, ~5% otters, and the rest: dark energy. #SPIE2016 #SPIEastro #VIRUS https://t.co/36O4OwXZth
@darribas was ALL YELLOW PAINFUL TO THE EYES. 😫😫😫 So I left the scale as is.
@darribas The color scale ended up with no yellow because the distribution is smoother than the other cities; I tried forcing it but then it
RT @drob: The WriteR project can be found here on GitHub: https://t.co/PZlS8Nn0b8 #useR2016 https://t.co/9Vlz5OSvpG
And yes, that is much better. https://t.co/lwBmxS18gm
TIL EPSG codes! (I am not a mapping expert.)
https://t.co/jXBzSSp0Ak
@Jowanza Everything that @kyle_e_walker does/designs is GREAT.
I used @kyle_e_walker's example to map change in home prices in SLC using ggplot2. #rstats https://t.co/jPXxkawYEO https://t.co/omcrWFk1jn
@bhive01 @quominus @kwbroman @kevin_ushey I was listening to the live stream from 800 miles away and I raised my eyebrows, for sure.
@astropixie Thank you; I am quite excited about it!
Apparently astronomy/space hasn't seen the last of me yet. https://t.co/3UhgTZmcuA
I am so happy to have been accepted into the #NASADatanauts Class of 2016! ✨🚀🌙
https://t.co/OM2ixX9UaK
RT @NowThisGIF: The EU is a mess, but North America is f*cking fly as hell https://t.co/qsEnHUv6kg
RT @kyle_e_walker: Reproducing the @Wonkblog/@emilymbadger housing price maps with #rstats and #ggplot2: https://t.co/6d3a3CEFbL https://t.…
@SydPhi I am so glad it is helpful! Thanks for reading. 👍🏼
RT @_inundata: The broom package will Konmari your messy model outputs and spark joy. 

#UseR2016
RT @jmcphers: Slides from my @rstudio #flexdashboard presentation at #useR2016 : https://t.co/7HC2j6lmmy and docs: https://t.co/pqSqAHXgCa…
RT @kwbroman: .@drob Holy crap broom + holy crap R for data science book. #UseR2016 https://t.co/AGMkYaBFfl
RT @monsoontrader: Whenever someone does an R vs Python comparison a kitten is forced to write a for loop #rstats
RT @AngeBassa: Data Science Internship in Boston, MA.

Come help us change the way the world uses energy!

https://t.co/T8z0h6aEUO https://…
RT @opencpu: Great quality #user2016 live stream https://t.co/PS0HSI8QOK . Thanks @MicrosoftR https://t.co/BwbFKNeNqd
@quominus "Hot" data jobs, huh? https://t.co/xBNVFu1xg0
RT @wardrobe_oxygen: Oh @mmlafleur you got it right on the money with this blog post! https://t.co/dNoU5HoGgO
RT @drob: Jonathan Godfrey showing us how he uses a Braille keyboard to develop R code. Just amazing. #rstats #useR2016 https://t.co/zYUFOe…
@_inundata @drob (Aaaaah, you're killing me here. 😥😥😥) But HELLO! See/give amazing talks! And I wish I were there!
RT @AmeliaMN: UseR 2017 will have childcare! What a fantastic step from the women in R taskforce.
RT @_inundata: TaskForce on Women in the R Community https://t.co/lY87EBdqBv #UseR2016
RT @kwbroman: How to support the @RWomenTaskforce https://t.co/zufCb6pRWD
Dispatches from Pluto: Lost and Found in the Mississippi Delta by Richard Grant My rating: 3 of 5 stars... https://t.co/3YOJLpGQWg
We fixed bugs, improved docs/testing/CI, &amp; added some great new functionality for topic modeling and tf-idf. @drob https://t.co/0AEvrgBMxl
NEW POST: A new release of the tidytext package, with an implementation of tf-idf #rstats https://t.co/6ZUAmLUvS6 https://t.co/O6ZFU0RhRI
@sharlagelfand Yup 😕
@kara_woo @noamross Me threeeeeeeeeee
@gdequeiroz Congratulations to you and your partner!
@SecretBeck https://t.co/uUfYuY38Sh
@Nicole_Cliffe OMG https://t.co/yNy1BOcfx2
@JennyBryan I'm still thinking about this. https://t.co/MnqvqHXYWu
I am in Magna, UT. For a swim meet. 🏊🏻🏊🏻🏊🏻 https://t.co/uyJyY1c1wc
@SKEdman I get concerns about how that has been framed, but I also understand frustration with political/cultural influence of Boomers.
My husband went on a motorcycle ride up the canyons with @mdlaplante, and had to stop for this: https://t.co/4g6aXXbcRo
@leoebrown That was mostly a joke. There is actually a lot, especially if you use RStudio: https://t.co/7fg4y8ymPR
@leoebrown Hell if I know...
Happy Friday, everyone! https://t.co/1ipn224HGE
My build is failing on appveyor because it can't find... devtools?!?! Is this because of the new version of devtools? #rstats
RT @RandyRenstrom: Majors ramifications of the UK #Brexit:
Pound losing value
David Cameron likely resigning
All dementors being released f…
RT @Jfpohl: Something we need to consider in the US https://t.co/jgNEfajYv3
Doing some survey weighting simulations, one indicator at a time for now. Next up, doing several at once! @datassist https://t.co/v1f39JLzgE
I AM VICTORIOUS OVER NON-STANDARD EVALUATION.

(.dots FTW, it turns out) https://t.co/x8Iyul4s2H
I'm here again. But this is helpful today: https://t.co/hdifQP7l6A
.dots, dot-dot-dot, lazy_dots, ... https://t.co/2eJM067T1B
Peach basil gin &amp; tonic, because it is HOT this week https://t.co/w11iPUMMSF
I feel pretty sympathetic to the sit-in but this is interesting context to the C-SPAN thing. https://t.co/uPKAblbEgK
@bearloga I mean names of variables to be used later, but not as strings.
@andrewheiss https://t.co/hSFOL2y4oe
This worked:
dots &lt;- eval(substitute(alist(...)))
I did look at lazyeval::lazy_dots earlier today but it didn't quite click for me.
@bearloga @sckottie Ah, this might be what I need to try: https://t.co/6VIBpRKHXx
@sckottie Have you seen anything about having bare names in the dots? Or some kind of NSE for dots?
@sckottie I would like to have bare names in the dots, but then for list(...) R says: &lt;Error: object 'foo' not found&gt; (Strings are fine.)
AARGH, I mean list(...) not unlist here. Sorry. I would like to use list(...) but pass bare names into the dots?!
Specifically dots &lt;- unlist(...) is not working because I want bare names in the dots, not strings. R says: &lt;Error: object 'foo' not found&gt;
Can anyone point me to a good resource on programming with dot-dot-dot with more detail than this? https://t.co/MmCXwgEisf #rstats
@noamross I always feel like maybe I should learn this language.
@SecretBeck @hollandshaPri (Normally I wear ALL the makeup, even to just run errands but well, it's hot and the end of the day and why not?)
@SecretBeck @hollandshaPri Here is a no-makeup, no-smile selfie for #NationalSelfieDay 👊🏻 https://t.co/Tf54foHUYm
@hollandshaPri I have to be tricked, basically, into smiling for pictures.
@hollandshaPri I have a serious problem in pictures where I don't know what to do with my face. Smiling is especially bad.
@astrobiased Congratulations, Eli!
@karenebayne Oh my goodness! Congratulations.
Maybe more accurate? https://t.co/anwYANjErf
My three children this morning: https://t.co/y3HeQN33eu
@StephdeSilva @JennyBryan There's that Giphy Slack bot; I wonder what's possible... 🤔
RT @jimhester_: All R releases are named after peanuts quotes, 3.3.1 released today is "Bug in Your Hair" https://t.co/l3u4mANfar
@lucaswmuller No, but I was a goody-two-shoes Bible study leader.
Wow, I'm so glad I made this hot food for dinner when it is 100° out. 
🔥🔥🔥😩🔥🔥🔥
Many thanks to Antony Unwin (https://t.co/wbb6615zlW) who pointed out that the formatting changed at &gt;10000 lines in the original release.
janeaustenr v0.1.1 is on CRAN, with all data files updated #rstats 
https://t.co/0cNKvLtzbT
https://t.co/GVrclq3DFY https://t.co/5eS8aS24OJ
@Selkie1970 Been there, Kimberly. Been there. https://t.co/61QTfZkHKr
This is WONDERFUL, and much of it applies also to someone making a career change/shift/etc. https://t.co/pNGotjKThO
RT @hmason: Good advice from @catehstn on job vs career security at small and large companies: https://t.co/dkDVXyIetf
@mtrc I use Jekyll for my website and I like it! Static sites, etc. I forked a nice theme that I liked.
RT @MooseAllain: I'm not a racist but I do think immigrants are responsible for a lot of the rich, vibrant, dazzling variety of our nation'…
RT @pomeranian99: Damn: “Good Bones”, by @maggiesmithpoet — https://t.co/jEMLYytbXh (via @emilynussbaum ) https://t.co/kTaG3ITDJG
@groundwalkergmb @JennyBryan @drob Perhaps so.
@JennyBryan @groundwalkergmb @drob Now my undergrad program DID have me take 2 semesters of computer science (C, since it was the 90s).
RT @PewReligion: The political party affiliations of 30 U.S. religious groups, in one graphic: https://t.co/PKVKBek5Aa https://t.co/WYjG8XE…
@carroll_jono But soooooooo much calculus. 😜 (Not that I didn't love the calculus.)
@groundwalkergmb @drob We somehow were supposed to learn it on the fly and/or absorb it via osmosis?
@groundwalkergmb @drob Oh, my story is actually worse. All through physics undergrad/astronomy PhD, no formal statistics at all ever.
RT @carroll_jono: @juliasilge "I should learn how to get the Bayesian credible intervals for this analysis..." https://t.co/T2iuehfd4z
RT @tek_keller: A correct link to the streamR (@p_barbera) / tidytext (@juliasilge)  #rstats guide is here https://t.co/mqwD2GTxzY
RT @drob: [typical stats class]

A p-value isn't the probability of a null

Whatever you think a p-value is you're wrong

K thats all the t…
Remember when I was asking about the interpretation of confidence intervals? Maybe this is what I should use. https://t.co/Ja4ET03Mel
RT @Carrie_Mayne: Moving speech from @SpencerJCox garnering national attention.  https://t.co/OkXbuSXOzq
@groundwalkergmb My daughters are target demographic so we have seen PLENTY at our house. My son (the youngest) is also a fan by default.
@groundwalkergmb When I first saw this notification, I thought you were referencing MLP:FiM.
@groundwalkergmb We have only watched the first season so far and really did love it.
@groundwalkergmb https://t.co/kGaIXQo2os
@thosjleeper I might be interested in working on something like that, especially as I get more comfortable with survey.
@groundwalkergmb I couldn't figure out how to get the right environment into the formula but this did it.
@groundwalkergmb THAT WORKED, GABE. #rstats Twitter is magic.
@seankross @renkun_ken That is nice; thanks! Have you seen anything with help about programming with functions with a formula as argument?
@groundwalkergmb The survey functions have an argument that is a formula, and I am still working on it, to say the least.
@andrewheiss I actually have it all working for dplyr functions, thanks to looking at what we did in tidytext that @drob wrote.
@groundwalkergmb @hadleywickham I am writing a package that uses functions from a package that uses it, the survey package by Thomas Lumley.
@andrewheiss Yeeeeeeeeees...
I was very happy that @hadleywickham tweeted a link to this earlier today: https://t.co/ixeDKrFK5j
But I am still struggling a bit.
Non-standard evaluation, am I right?!? #rstats https://t.co/8BwTN2rJno
@howiesmith @NishWeiseth I was just looking at this woman's blog!
@NishWeiseth @howiesmith Yeah, not much at all. A few Facebook pages, etc.
RT @Jowanza: https://t.co/hR8sfpWJtL || Long read but worthwhile
@alexwhan WAIT.... Maybe THAT is what my home state needs!
Googling candidates for state board of education so I can fill out this ballot that has been sitting on my desk for several days. 🏫 #utpol
RT @frickashley: what everyone's tl looks like now that we can retweet ourselves https://t.co/rw42trOByP
We decided to go with number of candles = number of years married, for convenience.
This is a birthaversary cake because my birthday (38!) was a few days ago and today is our anniversary (14!). 🎂💑✨ https://t.co/kxg8Au8XdL
RT @flowingdata: More firearms dealers than pizza joints https://t.co/0q44y4bQD1 https://t.co/qT5lawjNdV
@AmeliaMN Yes, thankfully. I was SPECIFICALLY thinking, "Better do X then Y so I don't get that infinite loop." Then I did anyway. 😐
HAHAHAHAHA... I just totally started the dplyr/dtplyr loop installation thing even though I was specifically trying not to. #rstats
RT @lincolnmullen: Introducing "America's Public Bible: Biblical Quotations in U.S. Newspapers." https://t.co/aBcJFHnv11
This morning, the set designer for Hamilton commented on my Instagram post about going. Like, "How did you like it?" https://t.co/UPH7CZTHYv
@quominus https://t.co/TIHUtVbACg
@quominus @dataandme @AlexSecanove No, keep the jokes in. Catholics are cool now, right?! https://t.co/copo7MSbPs
@quominus @dataandme @AlexSecanove Oliver, you are one of the best when it comes to not-boring. https://t.co/K7oXkyuXmu
@AlexSecanove @dataandme @quominus Thanks so much for not shutting down or being overly defensive.
@dataandme @AlexSecanove @quominus I know, right? I love funny writing about data science! Everyone be more funny and less boring.
@AlexSecanove @dataandme @quominus feels really awful as a woman who has been in physics/math since I was 18 and now works in tech.
@AlexSecanove @dataandme @quominus sex is such an important part of being human. But what you've got going here, as far as tone and imagery,
@AlexSecanove @dataandme @quominus I just wanted to chime in that I highly value being funny, and I HATE boring writing, and I think that
From the SLC vigil tonight --- LGBTQ friends and colleagues, you are seen and valued and grieved with. https://t.co/yzin3VyE3k
@AngeBassa And then: https://t.co/zc6Um5r2h3
@AngeBassa https://t.co/tYRyEFbR7S
@HaleyNBurke I finished it on the plane and it is SO beautiful.
Eleanor &amp; Park by Rainbow Rowell My rating: 4 of 5 stars I have thoroughly enjoyed everything I have read... https://t.co/1wQRHg2STZ
@Jowanza I am no expert on these things but there will be a lot more shows available in NY; people are estimating it may run for a decade. 😳
@Jowanza I've heard they're doing really interesting things at the casting calls for the other cities and traveling company, so ?!?!?!
RT @kaysarahsera: .@Lin_Manuel's show allows us to love our country while we challenge it &amp; demand better, that implicates us &amp; shows us ou…
@Jfpohl @GinnyPohl I'll be honest; that is a reasonable response. It was SO AMAZING.
@Nicole_Cliffe Yes! I had literally no idea about any of it! I started crying when we walked to our gate at SLC and saw where we were going.
I... I can't believe that we are here. https://t.co/BHiUmNMcJq
@jkru Owly? Babymouse?
@AmyRosellini I was just remembering how you used to only eat dessert on your "days off".
Are we eating Zabar's and sitting in Riverside Park? We are. (There is no knish emoji.)
Are we eating an enormous slice of pizza late at night somewhere in Manhattan? We are. 🍕
New York City is magic https://t.co/7UdoES39wN
And we have HAMILTON TICKETS for tomorrow night!!! 😱😱😱
When I woke up this morning, I had no idea that any of this was happening, the plans for childcare, or anything.
It is my BIRTHDAY and Rob has surprised me with an ENTIRE WEEKEND TRIP to New York. 😱😍🎂🎉 https://t.co/dh6tCOzzcj
@alexwhan Sure, sure. And I feel you: https://t.co/H9AcvOHL1R
@alexwhan Were you the one dealing with a rgdal dependency? https://t.co/2jz2X47LyE
RT @quominus: #rstats useRs; we're pre-testing a survey of the community. Please fill it out at https://t.co/BQ4GnJUbRU and pass it to othe…
RT @gdequeiroz: "algorithms aren’t supposed to be “unbiased.” They aren’t supposed to replace human intuition,judgment, &amp; knowledge" https:…
@groundwalkergmb HAHAHAHAHAHA...
@groundwalkergmb I walked in and had a visceral panic/laugh reaction to the video they were watching: the dog-sized ones running around.
@earino @chrisalbon We have been doing this since GRADUATE SCHOOL. 😂

(We are not young.)
@earino @chrisalbon A lot of the time we just pour one glass of each thing to start with and share them, then decide what to do.
@carroll_jono A lot of the time I feel pretty certain I can describe differences, but saying which one is "better"?! No idea.
Tonight we are doing a new release of an Elijah Craig Barrel Proof vs. an older release of it.
It is helpful if Person B makes switching-type noise either way. Also, if the two things are different colors, maybe opaque glasses.
(Person B has not seen this.) Now Person B (out of sight of Person A) EITHER switches or does not switch the two glasses. Voila!
Person A pours the two samples (2 wines or bourbons, etc) into the two identical glasses, which are placed in positions, on the left/right.
My husband &amp; I have developed a method for tasting/comparing two things (say, wine or bourbon) where both people can be blinded. Here it is:
Never not funny/terrifying.
Picking up my daughter from robotics camp and they are watching a video with those Boston Dynamics robots. https://t.co/zXcTx86o9M
This is kind of savage, but it is done IN LOVE?!?! https://t.co/Jd1RaGNB88
@worshipbot @krisshaffer Did you do this? Who did this?!
@TiffanyTimbers The slides are here: https://t.co/vvWhNrnOmq
They post the recordings here eventually: https://t.co/mu8iAKUaiJ
I just watched @rstudio's webinar on flexdashboard and I LIKE IT. 😍 I can't wait to make one. https://t.co/KvRSOPyHez #rstats
THIS! This is what I wanted. 
purrr::by_row(.collate = "cols")
🙌🏼🙌🏼🙌🏼
https://t.co/66OIlsXLN5
@klahrich !!!!!
@JennyBryan No big rush on any of this; I am just trying to work through it.
@bhive01 instead, it looks like, and use rowwise() and mutate(). I'll have to see which would be better.
@bhive01 The way I have it now, I have one function to work on several input DFs, looking at colnames, etc. I could have several functions
@JennyBryan I am reading about pmap() and thinking about whether this would do the trick.
@alexwhan @noamross I was just looking at that!
Just spent a bit of time messing around with apply() and it does not seem to be doing what I want. Maybe I will stick with purrr? ¯\_(ツ)_/¯
I mean, it works so it can't be THAT bad, right?!?!? 🤔
I want to apply a function to every row of a data frame, and I am doing 
DF %&gt;% split(rep(1:dim(DF)[1])) %&gt;% map()
Is that good/bad? #rstats
RT @datassist: Thrilled to be at #Eyeo2016 presenting on How Not to Visualize Like a Racist. Already so many kindred spirits.
@howiesmith OMG, that sounds so fun.
@howiesmith Violet is doing the age 6-7 one but there are ones for other ages.
@howiesmith It's one of the ones from Youth Education at the U: https://t.co/x4omtcPt3C
There are several robotics ones under science/tech.
@dmi3k It's based on the Lego robotics stuff, and fairly guided: https://t.co/EsBxThvhZC
@NishWeiseth Yes! It was 1 man and 1 woman. And she may not notice/care?! I'm not sure, but experiences like that do add up.
(Learning to build robots was her idea, not mine, for the record.)
WELP, it appears she is the ONLY girl. 😐 Cue the flashbacks to my physics major undergrad days.
@bearloga Well, THAT looks fun.
About to take my 7-year-old to the first day of robotics summer camp. I'm a little jealous.
RT @kyle_e_walker: I wrote a guest post on @AriLamstein's blog about the idbr #rstats package: https://t.co/27jRGDQXQi @uscensusbureau http…
@AntoViral Yeah, I don't think so!?!?
Wow, this looks like it will be a GREAT resource: Weekly News in R Community https://t.co/s7hAPRNmlx #rstats
RT @sailorhg: "Lessons from teaching myself to code" by @nerdneha #alterconf https://t.co/O1WY0stjrl
@tek_keller @BecomingDataSci Yes, this is probably a better thing to really use than that earlier blog post.
@BecomingDataSci I did a bit here: https://t.co/Q8vJS0L996 https://t.co/HhNHqyC8KJ
@kjhealy These were all so great.
@quominus Also with Census data. Then the question becomes -- is there anything we can do?! Or just go with it?
@quominus For my job, we are working on tools for survey weighting for things like SurveyMonkey and this is something we've run into.
I exercised hard for the first time since the bronchitis extravaganza of May and it felt so wonderful. Exercise, turns out, is good for you.
@Jowanza Gosh, that is really awful.
Off to school for the last day of 4th grade and 1st grade https://t.co/eHQnLebQLh
@williamcmay HAHAHAHAHAHA... The doc at that link is hilarious.
I would feel much more legit if I COULD claim the title "VIM MISTRESS". https://t.co/KBnDsFkpBW
Aaaaaah, this meant to say ggplot2 LEGEND.
Oh, it's been MANY MANY times, Google. https://t.co/RvhXAQFfTw
Had to google how to exit vim today. Also, how to remove the title on a ggplot2. You'd think I'd remember these things by now?
@drob @noamross I ❤️ it, but I have a weakness for puns.
@groundwalkergmb And Redwall! And Narnia!
Today's xkcd is a DELIGHT. https://t.co/OQ0zHCpFY9
RT @MakingInvisible: Making the integral tegral. https://t.co/aiffWCRJlX
@MaryLUE engaged in the world, a reader
@bryancshepherd 😭😭😭 For my oldest, it was when Picky-Picky died in Ramona. Much sobbing.
@SKEdman We had a wonderful dog who died when our oldest was ~2, and I like dogs, but now I CAN'T IMAGINE purposefully getting one.
RT @kyle_e_walker: Life expectancy at birth in southern Africa, 1985-2016 #rstats https://t.co/AVBoq5z0t5 https://t.co/TFbMu7ovDz
Nice! 👍🏼 We Put 700 Red Dots On A Map (via @datassist) https://t.co/j8KnZP6h7E
RT @brian_bilston: The ad said
MONETISE YOUR FOLLOWERS
so he thought
he would respond;

he painted them
in the changing light,
like waterli…
@AngeBassa @kierisi I faved this while sitting in church.
4-year-old, crawling into our bed at 5am, whispering: "Do some people start counting at zero?"
Me, sleepily: https://t.co/nVplR3dS4M
RT @lenkiefer: Examples on how to use @thomasp85 tweenr packaged to improve $rstats #dataviz animated GIFs: https://t.co/9D6D1dgyuO https:/…
RT @StarStuff42: Escape Velocity of Planets in the Solar System https://t.co/Rkwckw1zvl
RT @lenkiefer: oh yeah, I found some handy animation easing code for #rstats in the tweenr package, making for a better #dataviz https://t.…
RT @godtributes: @juliasilge MANHATTANS FOR THE MANHATTAN GOD
Google isn't sure if I want to know about Manhattan distance or a Manhattan recipe. It's ~6pm on a Friday, Google. https://t.co/xOfwf9GtsH
@AngeBassa My first grader just walked by, saw these, and FLIPPED for them.
@0ttlngr That looks great!
@hollandshaPri HAHAHAHAHAHA... 😐
RT @AmeliaMN: Thanks to @flowingdata for the pointer to @mapmakerbot, a bot that (you guessed it) makes maps from American Community Survey…
@quominus @bearloga @emjonaitis @AngeBassa And now interesting bots have found us.
@AngeBassa @quominus @_inundata LOLOLOL... Oh, that's a good one; I like it.
Sure have stared at some code today. 👁👁
@quominus I mean, inside jokes memes, obviously.
@quominus OMG, making memes is my faaaaaaaaaaaaave.
@ryeslc I want to call you and make a reservation but your phone number will not ring through!
@jhollist Right. Eventually we need to figure it out and hopefully make it behave the same?!?!
@jhollist You know, if you are counting n-grams of 2, what do you do with the last word? Apparently different things in different OSs.
@jhollist think that test can pass on all OS, so I changed how we were testing the n-gram unnesting.
@jhollist Thank you! I think it is how Windows deals with counting n-grams at the end of the data frame; after looking at it more, I don't
@StephdeSilva Gosh, I ran through about my whole battery.
@JennyBryan @kennethrose82 Mmmmm, woke. #truth
@Jowanza I mean, I don't know that swimming is really ALL that much worse than other sports or music things or whatever.
@Jowanza One time we drove to Bountiful (we live in Sugarhouse) for her to swim one leg of a relay, SO ABOUT 40 SECONDS. 😅😥😭
Still soooooooooo many heats of 200 breaststroke before my daughter's next event. 😵😵😵
Been sitting here at this swim meet a looooooooooong time this afternoon/evening. https://t.co/K4qea4eLv4
@karenebayne @Selkie1970 @hpstrawberries @SecretBeck I mean, men can get breast cancer!?! And that is what it is usually called?!
I had coffee with @astrohummel today; some SLC data science people are going to be lucky to have him!
@AriLamstein @gwang0924 Mormons! Not really joking. In Utah, Idaho, Nevada...
@quominus I'm sure not actually my business. I hope your lungs are doing OK, re: possible collapsing and whatnot.
@quominus Do they think it is a pneumothorax? Can we the Twitterverse convince you to stop smoking once and for all?
@cjlortie Also, starting from just telling RStudio, "MAKE ME A NEW PACKAGE" makes things much simpler than what I did before.
@cjlortie Hmmmm... Things ended up OK but I was doing a lot of things manually instead of devtools::use_whatever.
TFW one of our important family passwords is not in 1Password but it is not my fault https://t.co/8QxdpsmScG
@tonyfujs Not at this point, but that is a good idea.
HAHAHAHAHAHAHAHAHA... Now it is passing on appveyor and failing on Travis. Because life is a journey, everyone. 😭😭😭
@jhollist Thank you!
@jhollist If it fails for you, I wonder if it is an encoding issue for the text in the tests; I have some ideas of things to try.
@jhollist Do you mind cloning it and running devtools::test()? It's the ngram and skip_ngram tests that appear to be failing on appveyor.
@jhollist Have you looked at our tidytext package at all? It's one of the tests that is failing. https://t.co/eXfXLbgDFo
It's good; it's great. It feels good. 

WINDOWS. https://t.co/mBCWUX1uDj
Remember that chirpy, upbeat blog post I wrote about Travis? Well, now I have a package that's passing on Travis and failing on appveyor.
@Jowanza https://t.co/Efy7U2Wjw7
@HaleyNBurke Noooooooooooo...
IT'S ALMOST AS IF practicing something makes you better at it, and/or doing something for the first time is hard.
I am writing an R package for work and I am doing a MUCH better job getting started on it in a sensible way than the first couple I've done.
RT @EylerWerve: So easy your grandmother could use it, which is to say you need to be able to invent compilers &amp; COBOL while navigating ram…
@Nicole_Cliffe Oh, this is just tremendous. 💞💞💞 Henri Nouwen makes me cry too.
RT @drob: New post: Understanding Bayesian A/B testing (using baseball statistics) https://t.co/i9CdZTfbFO #rstats https://t.co/MWRFtKJvQV
@SKEdman This is so nightmarish.
@Selkie1970 Rob has watched some with me and does understand why I love it and thinks it is good, even if it isn't 100% for him.
Gilmore Girls is a truly great television show, and I will fight you over this. https://t.co/iYvpAFmMR2
@apreshill Oh, that sounds really interesting!
Ready Player One by Ernest Cline My rating: 5 of 5 stars Oh, this brought me a lot of delight and joy. I... https://t.co/SX8aV2uM6m
@rgaiacs I had a very nice day of work, wrote a blog post, and then hosted a not-R-related book club. 😊
This morning is my 10-year-old's Girls on the Run 5K and it is raining sooooooo much. 😞
@carroll_jono @sckottie That is so great! And OMG, it feels like such a huge accomplishment when things haven't gone smoothly! 🎉🎈🎉🎈
Wow, @travisci retweeted my blog post! 😎🙌🏼💃🏻 https://t.co/XtmxWFOHAK
@bryancshepherd Nice; thanks!
@AngeBassa R is not my first programming language but I will say that discovering it has felt like kismet for my background/strengths/etc. 💞
@carroll_jono Actually, take a look at geojsonio: https://t.co/PMHneChYYB
It depends on rgdal and builds successfully on Travis.
@carroll_jono Noooooooooo... Have you found any other packages that depend on rgdal? Any of the @rOpenSci ones like geojsonio?
We got an Alexa this week and my children are now highly entertained with stopping/starting the music, proclaiming their love for her, etc.
@jkru @twitter Woohoo! 🎉🎈🍻💫
@andrewheiss Did you see I wrote a Travis blog post?! https://t.co/qQPBkxRQ2L
Many thanks to @jimhester_ for feedback on a draft of the post, and helping prevent me from saying wrong things!
NEW POST: A beginner's guide to Travis-CI for #rstats https://t.co/aLpSYp47ZE https://t.co/lI5l1eY9uA
@hrbrmstr Oh my goodness, BIG DAY. 🎉
According to my calculations, today is my #rstats anniversary, meaning it was a year ago that I first learned there was such a thing as R.
They sang "This Land Is Your Land" but not any of the pinko commie verses.
The cold, dead patriotism part of my heart felt awoken.
End-of-the-year program for our sweet first grader, with FLAGS and AMERICA 🇺🇸🇺🇸🇺🇸 https://t.co/CHCW1R0kAH
RT @arnicas: When you're reading this medium post that's going around on SF rent modeling and it's about work by @enf - original: https://t…
I wonder how many bottles of Delsym I am going to go through before my lungs no longer feel trashed. I miss exercise... 🗣🗣🗣
@drob I watched the pilot the night it aired when I was 15 and am a HUGE fan, so I have a love/hate relationship with Chris Carter.
@drob Ooooooooooh, Chris Carter... To think that I am again feeling mad about Chris Carter's choices 20 YEARS LATER. 😐
@drob The new ones made me happy in some moments but definitely had some disappointing aspects storytelling-wise.
@drob Yes! It was the new episodes that made me want to go back and rewatch through.
I've been re-watching through The X-Files and I'm getting to some of my very favorite episodes. https://t.co/9C2HJcT0g2
RT @carolynwclayton: @juliasilge Fabulous! Just uploaded the first edition of my Twitter data project using your package. So enjoyable. htt…
@carolynwclayton I just added examples (docs/main vignette) on how to tokenize by regex in tidytext, if you want to get the devel version.
RT @Jowanza: NYT always coming with the visualization and informational 🔥🔥🔥🔥🔥🔥: https://t.co/jK0uFTEFah
RT @guyabelguyabel: Updated circular plots for directional bilateral migration data in #rstats #dataviz https://t.co/WaNS3ScdRa https://t.c…
RT @andrewheiss: Dying GOP Senator Apologizes to Muslims for Donald Trump // https://t.co/LjQ8myrdVx https://t.co/1tuBelPJrI
RT @HomesAtMetacoda: Axes of Evil by @grantdraws #dataviz RT @scienceporn: https://t.co/QsXiucAf1L
@Nicole_Cliffe @NishWeiseth https://t.co/6MZYJncxf0
RT @Jowanza: Blogged about mobile home parks in the United States: https://t.co/hJ8WRzQgFR
@polesasunder I love Shiny a lot.
🎶 I am writing a Shiny app for my joooooooob 🎶🎶 I am living the dreeeeeeeeeam... 🎶🎶 #rstats
RT @arnicas: If you like poetry (and stars) run, don’t walk, to read this (via the wonderful @mgiraldo) https://t.co/0giKvHmhO7
Well, this was very illuminating for me. https://t.co/KU5Ze4yiVY
RT @lenkiefer: Watch over 35 years of house price history for over 300 metros in this #rstats #dataviz https://t.co/CWXMF0c2HV
@JennyBryan I mean, Travis seriously feels like just trying random stuff, @andrewheiss 
(Or would a super beginning guide be helpful?)
@JennyBryan This is basically what I said to @andrewheiss when he suggested I write a blog post about Travis! @thosjleeper
RT @AriLamstein: Case Study: Mapping German ZIP Codes in R #rstats #gis https://t.co/yfxHgSj8we https://t.co/9do264pBtZ
RT @diff_eq: Hamiltonian: The new Broadway hit about the sum of potential and kinetic energy. https://t.co/PCJk3imDsq
RT @jonty: Following this thread in realtime absolutely made my Sunday. https://t.co/CYOpJvK118
RT @chromakode: So, for the @stupidhackathon I made an app that orders delivery to a random location, and ubers you there...
Wise, brave words from @micahbournes at my church this morning. Church could always use more spoken word poetry.
@Jowanza table B19013 for the geography you just defined.
@Jowanza So if you want, say, median income in each zip code, you would define a geography of your zip codes, then do a fetch of
@Jowanza Have you decided which table you want/need? I think I sent you this link before: https://t.co/pNPLGEVuWi
@Jowanza Yeah, I am using this a lot for work and it took me a bit to get up to speed. There is a LOT to wade through.
@Jowanza And FWIW, I use a lot of melt(), etc on the output from the acs package to get stuff in tidy format.
@Jowanza This is what I've found most helpful: https://t.co/ehK6AD7Unv
@Jowanza The package has some good resources: https://t.co/mPK8UcJvX0
RT @hrbrmstr: Global Temperature Change in R &amp; D3 (without the vertigo) https://t.co/mBbN4s5XY2 #rstats #d3js
@Nicole_Cliffe WHAT?! That is crazy.
@Nicole_Cliffe We should all hang out together sometime, not only ladies.
@Nicole_Cliffe It's a late 80s BMW K75, and it sounds like a sewing machine.
@Nicole_Cliffe "Oh, let's ride this thing on TWISTY ROADS! With SHEER DROP-OFFS next to them."
@Nicole_Cliffe Rob has one and I haaaaaaaaaaate it.
@Scott_Johnsn Hmmmm, if you want to do sentiment analysis you could check out tidytext or syuzhet.
@SecretBeck 💜💜💜
RT @hrbrmstr: I wish the path to global climate destruction wasn't so pretty #rstats https://t.co/CxrJGnJfs0
@andrewheiss Topical!
@hspter https://t.co/Wrs6FQHjy0
@hollandshaPri HOORAY! 🎉🎉🎉 We tried to get one, failed, and ended up with a 504, which I think (hope?!?) is good enough in our situation.
@jkru Rob thinks I *do* have pneumonia and is being a drug pusher with his tasty tasty antibiotics! But I haven't had a fever, etc.
The circumstances that have led to googling "walking pneumonia" are not the greatest.

(I probably don't have pneumonia and am just sick.)
RT @burnscsb: @juliasilge thx for tidytext -- helped me start/learn some basic sna #rstats https://t.co/JjpUa1ejQD
RT @katecrawford: 70K OkCupid users just had their data published. But researcher says that's cool 'because it's public.' #ethicsfail https…
RT @quominus: So I wrote up a (probably too-long) summary of the OKCupid data release horror from yesterday - https://t.co/9fn8V8h1Rt
This was my first package to review, and it was such a great experience. 🙌🏼 to @ma_salmon! https://t.co/uDvtvVn8VV
@bryancshepherd My department too! I think we overlapped at UT a little. I was in the astronomy department from 2000 to 2005.
@andrewheiss Skeezy. I reiterate my previous GIF.
@andrewheiss Are those your images?
@andrewheiss If s/he didn't cite you, s/he still is probably in violation of the CC license: https://t.co/KLWRhmTli5
@andrewheiss I would at least post a not-too-confrontational comment with the link to your blog, right? It seems inappropriate to let it go?
@andrewheiss (Not you, them). https://t.co/LCZjp20Pkd
@Jowanza If you end up working in R, the acs package is really great for accessing ACS Census data. Learning curve, but works great.
@Jowanza There is zip code tabulation area (mostly like zip codes) income data from the U.S. Census. https://t.co/pNPLGEVuWi
@NevilleLeoniers Are there other ones that you know of that have particular strengths/good points?
@NevilleLeoniers They were the three we'd seen most commonly used, and also the three that are in the syuzhet package.
@hadleywickham Oh wow, the Gingerman -- that is taking me back to my grad school days!
Prep by Curtis Sittenfeld My rating: 3 of 5 stars This book, all about a teenage girl’s high school life... https://t.co/OVdDVzpABC
HAHAHAHAHA... I love everything about this, including the hashtags which have just that lovely touch of cynicism. https://t.co/9F8wQQPAWW
@drob #truth
@drob Well, yes, but I did a bunch of little ones first to see how things were probably going to go. We'll see!
@drob No! It's wonderful. The computer is chugging away, I virtuously did what I was supposed to, and now I can gaze into the Twitter void.
The wonderful thing about simulations that take a long time to run is how virtuous and yet relaxed you feel while they are going.
RT @drob: I disagree. "BTW this is a log scale"

is better than

"BTW everything interesting is crammed into 1% of graph"

https://t.co/q6F…
RT @SteffLocke: satRday location voting now open https://t.co/50naOIO6Fe https://t.co/jqDy7BCRvN
@carolynwclayton If you have the devel version of tidytext, passing the args works the same as for ngram (there is an example for ngram).
@carolynwclayton In the mean time, take a look at the tokenizers package and how the regex option works: https://t.co/pMkHHyCDwX
@carolynwclayton Ah, yes, we should add some better documentation for regex. I'll open an issue for that.
RT @Ted_Underwood: Looking back, we'll see Steph Curry and Mallory Ortberg as early warning signs about black-market gene splicing &amp; smart…
RT @krisshaffer: Learning R? Like music? https://t.co/3qfxQE9Ps0 #corpusmusic #dh
@andrewheiss Wow, @hrbrmstr, you are the best. I am still getting my head wrapped around purrr but it keeps solving my problems lately.
Getting to THIS is what I have been trying for. It was using purrr that ended up fixing things. #rstats @datassist https://t.co/cAWca5YwoQ
@andrewheiss Use probably map_df with dplyr statements for the function? Or something like that?
@andrewheiss Maybe purrr is the way you want to go rather than do()? #rstats
@StephdeSilva Yes! Pretty sure it using this case.
And now they take way longer because they are doing what they are supposed to? More yay?????
AH HA! I think I got my boostrap simulations of these surveys working! Or at least I figured out another thing I was doing wrong? Yay?
OMG, Alanis Morissette is my jam and has been since I was 16. 😍😍😍😍 

An Update for 'Ironic' Lyrics 
https://t.co/jpM6mMkyJZ
RT @lenkiefer: Visualizing seasonality in house prices: monthly % changes, blue in winter &amp; red in summer: https://t.co/Y9cqsTyzFD
RT @hrbrmstr: ICYMI: There's a new #rstats podcast in town : R World News https://t.co/2C8z4AGrLL // https://t.co/TUVdqh2koV
@bryancshepherd (Her teacher, who is amazing, was probably less than delighted when she was thinking, "WTF am I supposed to do about this?")
@bryancshepherd It was! She is a delight, and also is on the autism spectrum. Her brain is wired up a bit differently than average.
@andrewheiss I think he's right and, like, nobody is going to vote here in November.
@andrewheiss https://t.co/NNC4pXfrrE
@czzpr She is a delight and a wonder. She also is on the autism spectrum and is wired up a little differently than average.
@emjonaitis She *is* amazing and hilarious. She is also on the autism spectrum and is wired up a little differently than average.
OMG, my 7-year-old did her spelling test on Friday so that it can be read correctly in a mirror. They do not pay elementary teachers enough.
@HaleyNBurke Oh noooooooo... 😭😭😭
RT @hrbrmstr: A student asked how long it takes frm question submit to 1st answer on @StackOverflowR. So, I chkd it out… #rstats https://t.…
@Selkie1970 I guess it is sort of a gray area. Rob doesn't do it much, but for, like, L's eczema and the occasional ear infection? Yes.
@Selkie1970 Pretty much, I guess! I thought this was one of those words like pneumonia that really meant something, but apparently no.
@Selkie1970 Cough syrup, rest, and NSAIDs. What I really wanted was good cough syrup; Rob can't call it in for us, obviously/appropriately.
My husband says bronchitis is a BS diagnosis that doesn't mean anything but I got the good cough syrup so I don't care. 💃🏻💃🏻💃🏻😴😴😴
I have had a pretty great Mothers Day, but it has ended with me at Instacare with an "acute bronchitis" diagnosis. https://t.co/r4qiXZ429M
@Jowanza Today I am attempting to use purrr functions; it seems to be working so far. (This is for simulating some surveys.)
Friday is bootstrap simulation day.
RT @MonaChalabi: No correlation. https://t.co/To7ZqQuFr2 https://t.co/0vUVrR65SI
@groundwalkergmb This has all been so helpful. I am working on some materials on using data for nonprofits, for context.
@mhairihmcneill That is a helpful perspective. Although I am writing materials on statistics/CIs for nonprofits! 😳
@andrewheiss My thoughts exactly!
@kwbroman So how do you feel about slides 15 and 21 here? https://t.co/NeaTAqVlaK
@seankross So how do you feel about slides 15 and 21? https://t.co/NeaTAqVlaK
@seankross Not trying to be a controversy-maker or anything; just trying to understand interpretation and how people do it.
@seankross Hadley's notes do include "95% CI has a 95% chance of containing the true value"; do you think that's an accurate statement?
@brycem Dude, I have VERY LITTLE idea on this. This is one of those things that I feel like, "Wait, I *don't* know what that is?!?!"
@brycem Isn't that the same as my first sentence?
I'm an astrophysicist so I learned all my statistics on the fly; no one ever REALLY taught us this stuff.
So "95% CI has a 95% chance of containing the true value" = TRUE?
But "95% chance that true value is in 95% CI" = FALSE?
OK, statistics friends, point me to a good explanation of the wrong/right interpretations of confidence intervals?
@janschulz @hrbrmstr I need to do it every time.
@hrbrmstr OK, this is as much as I'm willing to do during my lunch today. 😉 (No paddles!) https://t.co/qOMDdgXMZ5 https://t.co/H9GBpQaeUO
@hrbrmstr But would I have to make a geom_paddle?!?! 🏓
RT @kyle_e_walker: Explore US metro diversity w/linked @plotlygraphs, @LeafletJS, @Highcharts visuals: #rstats https://t.co/UtDdnmJjXU http…
@hrbrmstr My kids are still young enough that they so often come home with GERRRRRRRRMS. 😷🤒😷🤒
@hrbrmstr @lenkiefer AND he quoted Wendell Berry!!!
I am sick and I need to be tucked into bed with a brandy. (Not an election-related tweet, but an actual literal virus.)
RT @statsforgeeks: Using Data to Tell Better Stories https://t.co/kEOXDNjAmI (h/t @juliasilge)
RT @ma_salmon: The #rstats pkg to @OpenCageData's API has a new home at @rOpenSci! https://t.co/8DWKwnSGPJ 1000 mercis to rev @juliasilge &amp;…
RT @drob: gutenbergr package now on CRAN: download over 50,000 works from history + literature https://t.co/JtkQ0MMdwP #rstats https://t.co…
@AndreaUrban3 Have you seen this series? https://t.co/h0K8TU7M3T
@andresamad Each point is a word that the two sets of texts have in common, so more points (i.e. darker) means more words in common.
RT @RobbyKraft: scientist: "does everyone here know what Watson and Crick discovered?"
me from back of room: "Rosalind Franklin's notes"
@jkru Noooooooooo...
(They are both voracious readers.)
We never do summer reading programs at the library because we are all so sick of keeping track of which books they have read.
We are down to the LAST MONTH of tracking my girls' reading for the school year. 🙄
Ari has been SO helpful and knowledgeable when I have worked with shapefiles. https://t.co/Y8owe0zXEf
RT @albertocairo: The "only" could be a "Wow!", I believe: "Wow! 63% of adults can read a scatter plot!" https://t.co/vqqe9b7fVD
My maiden name was Smith, which is, according to this, the 117th most common surname in the world. I was not sorry to switch.
My surname is apparently the 1,806,124th most common surname in the world, and no one knows how to pronounce it. https://t.co/1wlOsbuL18
RT @hmason: Do you &lt;3 data and space? Apply to be a NASA Datanaut! https://t.co/trBf1zn4N7
RT @thosjleeper: Just discovered the @github dashboard to track issues across projects. Really helpful. https://t.co/M1ENrUMLsq https://t.c…
We came for the Pappy's and stayed for the Chinese food. @ J. Wong's Asian Bistro https://t.co/Bs8kPwoMYF
I'm a little shy of 40 and I don't know that I identify with the label "developer", but this is great. https://t.co/FsFlEz1P6B
RT @calli993: Some stats about #rstats on a daily basis: https://t.co/SdzCL7hZ5B https://t.co/oeSaobhcRE
@_inundata https://t.co/BKOtNF5OaF
@kwbroman We were faced with this about a year ago with my oldest and went with the bigger bike; it has gone pretty much fine.
RT @drob: Use tidytext and gutenbergr to find most common n-grams in your favorite literature #rstats https://t.co/oiZn7W7KAS https://t.co/…
More info on the tidytext package! Also, I used @drob's new gutenbergr package to get more books for analysis and it is SO NICE.
NEW POST: The Life-Changing Magic of Tidying Text https://t.co/CUQJZNHsAl #rstats https://t.co/paD965OMoG
@drob I just switched this out for the other way I was getting stuff for my tidytext blog post and it is AMAAAAAAZING. 👍🏻👍🏻
RT @drob: Introducing the gutenbergr #rstats package: download any of 50,000 public domain works https://t.co/JtkQ0MMdwP https://t.co/9JwSF…
@HaleyNBurke For Saturday, for inspiration, I guess... https://t.co/bt7aaNUm3u
@bigkage It may well already work but we haven't tested that option much. Let me know if you run into something, file an issue, etc.
@bigkage We have not worked those out yet but the tokenizer we are using (https://t.co/pMkHHyCDwX) has them so that should be doable.
@erincmcgrath Did you see the vignette?!?!
@FakeAcademStats Ah! I think I found an original artist for a version of this: https://t.co/Ae8mX2223e
@idigdata Ah! I think I found an original artist for a version of this: https://t.co/Ae8mX2223e
RT @salvag63: It’s Not Rocket Science, Just Pasta Carbonara | #rstats #dataAnalysis https://t.co/tF7asRsrnx
@wrightinthecity This is free right now: https://t.co/MFr5r7ZLSl
Thanks to @rOpenSci for the amazing #runconf16 where we started work, and to @gdequeiroz who contributed. Blog posts coming soon!
Our tidytext package, for text mining with tidy tools, is now on CRAN! 📄🎉📄🎉📄 @drob https://t.co/eXfXLbgDFo #rstats https://t.co/U3p6kcyrIU
@Jowanza 🙌🙌🙌
@idigdata OK, thanks!
@SKEdman I very, very seldom feel anything resembling nostalgia for Texas, but Lyle Lovett will do it.
@FakeAcademStats Thanks for trying that! I am trying to use this in some instructional materials. For stats, naturally.
@FakeAcademStats Thanks! 👊🏻
@idigdata Is this your work? Or do you have a source for it?
Doing 'git push' makes me think of this, like EVERY every time https://t.co/5dLQ0tY396
@FakeAcademStats Is this your work? Or do you have a source for it?
RT @MicrosoftR: Sentiment analysis, Jane Austen, and z-scores https://t.co/7zEOlxBxD0 https://t.co/SC8aWLidIe
@bearloga One moved back (with her Ukrainian husband who didn't speak English) for many of those reasons. A LOT of systemic brokenness.
@bearloga OMG... Two of my closest college friends ended up living in the former USSR for extended periods and there is SO much disfunction.
@bearloga And now I just saw these tweets, and GOSH, I am so so sorry.
@bearloga there isn't such a Western focus on the individual so everyone is all ¯\_(ツ)_/¯ about someone (or a lot of someones) dying.
@bearloga I took a few semesters of Russian in college and had a big Russian literature phase. I've heard it put more like that
@angebassa Truth.
RT @flowingdata: American Slavery maps https://t.co/U90bxDASQe by @thebillrankin https://t.co/xXqJH4H7bF
@drob IT ME https://t.co/aKFMEegKfg
@Nicole_Cliffe @NishWeiseth So sort of along the lines of that Piper post, a little bit.
@Nicole_Cliffe @NishWeiseth To be fair, NTW was not saying it is actually wrong but perhaps shows not taking resurrection of body seriously.
@Nicole_Cliffe @NishWeiseth cremation I felt so befuddled.
@Nicole_Cliffe @NishWeiseth I love NT Wright so much but when I read his (so good) book on resurrection and he was all "IDK GUYS" about
@JennyBryan Aaaaaaaah... Are they motion sick or SICK sick?
@jaustinwright Hey Austin, did you see my FB message about booking a session?
RT @_inundata: Have you seen the new gapminder viz tools? https://t.co/L2b1E4dY0E
#openVisConf
RT @kosamari: Here is my slide for @OpenVisConf 📓
Pixels! Colors!! Googley 👀!!! and Web Workers!!! 💁
https://t.co/zsplnNM6Y5
#OpenVisConf
@_inundata I am so jealous; I love her work.
TFW your data science and faith communities come in contact with each other 🙈 @peteenns  https://t.co/vdTFBDfeax
It's the New Pornographers and Old Fashioneds here at our house tonight https://t.co/B3m284X0UW
@albertocairo 😬😳🙈 @peteenns
I Am Malala: The Girl Who Stood Up for Education and Was Shot by the Taliban by Malala Yousafzai My... https://t.co/QjuQ3ZQQ12
@Nicole_Cliffe @lkoturner @zt I barely waved hello to you in passing, but everybody wonderful should move to Utah.
One of my friends from dinner (getting her MPH) says she's about to start learning #rstats. ✨📊✨
Lovely food and drinks with lovelier ladies (and MAGICAL RHUBARB HAND PIE 😍😍😍) @ HSL Restaurant https://t.co/TXTXjZswt2
@hrbrmstr We watched Winter Soldier last night and I learned where that sentence in your Twitter bio comes from! Hope you are on the mend.
RT @lisacrost: Your Friendly Guide to Colors in Data Visualisation: https://t.co/rgVMCQdhBa https://t.co/TVnoBl4V94
Dream Work by Mary Oliver My rating: 4 of 5 stars I am always saying I want to read more poetry, and... https://t.co/iE0bBXCEbn
RT @albertocairo: The history of humankind has been shaped by four key inventions: the wheel, agriculture, writing, and R's pipe %&gt;% operat…
@mljockers @datalies @revodavid I'll be interested to see that!
@datalies Yes, I discuss that near the end. https://t.co/8qpLITPsU3
@drob Marie Kondo the file formats, probably. DOES IT BRING YOU JOY?!??
@drob Yes, I am a minimalist by instinct so I for sure don't like complicated formats.
@drob The thing is that it is quite standardized and there are good libraries in C/etc (and R! https://t.co/orQDxDILNu) for read/write.
@drob YES! It does!
@drob In astronomy, it's all FITS files (https://t.co/va59hmRBw2) which in hindsight were not TOO terrible.
@abresler Thank you so much, Alex! The data package is on CRAN now, too.
@SKEdman Kiyonna. I have two from them (one day dress, one fancy) and they are great. 👍🏼👍🏼
@hadleywickham Actually, I think I managed it.
@hadleywickham I am having a hell of a time getting the XML package to install on Travis. XML is, like, 2 layers back in dependency.
@amcasari This makes me feel literally queasy.
There are some dependencies in the packages used for examples in the vignettes that are causing HEADACHES. 😵  #rstats
Would it be bad to skip building the vignettes in my R package on Travis? Why/why not? #rstats
@Nicole_Cliffe We (all of us apartment mates) made this joke to her to a lot.
@Nicole_Cliffe My roommate in college was Faith and she has a sister, Hope; they grew up as Baptist missionary kids in Zimbabwe.
@znmeb Thank you!
@dragonflystats @HeathrTurnr @infrahumano 👍🏻 for me! I have gone to Saturday data science meet-ups and conferences already.
@qSonyaBerg I not-so-secretly wish I had become a computational linguist. Or maybe it's not too late!
@infrahumano If it were in the actual evening post-work, I could swing it with my spouse, but that late afternoon time is just not doable!
SLC has an R User Group, but its meetings are exactly at a time that I can never, ever go (late afternoon = picking up kids, etc). 😒 #rstats
@hollandshaPri Oh man. With you on this one, with some stuff from my family of origin.
RT @ThePracticalDev: Born for it: How the image of software developers came about https://t.co/0x0TMTUFnc https://t.co/BVlXDoSiQu
@Nicole_Cliffe I bought NUDE PANTYHOSE especially for the event. Then I thought, "What am I doing?!?!?!" In more ways than one.
@Nicole_Cliffe I somewhat recently had an interview at an enormous, conservative financial institution with a large office here in SLC and
Whenever I get really confused about what I need to do in dplyr to get what I want, the answer is usually some kind of join. #rstats
I am simulating some CRAZY biased surveys over here. @datassist #rstats https://t.co/iDsGVETDTF
RT @revodavid: .@juliasilge compares the dramatic arcs of Jane Austen with sentiment analysis and R https://t.co/3NTZlSKoRX #rstats https:/…
@revodavid Thank you, David! I have so enjoyed these analyses.
@SecretBeck Oh man, THE WORST.
@JennyBryan @rmflight Ugggggggggh...
RT @drob: When teaching, be careful not to mix up "I learned this a long time ago" with "This is simple"

#rstats
@JennyBryan My maiden name is Smith and I started using Silge while I was only engaged, for academic publications, etc. "J. Smith" = 😱😱😱
Preschool Seder https://t.co/gcXjcsxfEw
@andrewheiss Although maybe that does make me the right person to write a blog post... 🤔
@andrewheiss HAHAHAHAHAHAHA... But I am, like, literally THE WORST AT IT.
RT @neverjessie: Clickbait, circa 1922 https://t.co/RsMCebO8qJ
@ma_salmon I put the blank lines back in so that we could tokenize paragraphs; in the first version I put out, I had taken out blank lines.
@ma_salmon LOL!
Things are going great; why do you ask?! #rstats https://t.co/x3jJQZkuGs
I was so sad about Fresco closing! But I love those Pago folks: Plans revealed for new restaurant in Fresco space https://t.co/yt2XQRyjSv
@astropixie (I am too old for it to have been a big part of my childhood or anything, so I am only peripherally familiar with them.)
@astropixie She is very entertained, at least in her rather unwell state!
My 10-year-old was home sick from school today so I introduced her to the Powerpuff Girls. https://t.co/agtiG3lI4V
@hrbrmstr Oh man, that is a tough break.
@hrbrmstr Wow, that is a long time to be ill! 😷
@hadleywickham Yeah, it does have that: https://t.co/MqHsbZkNgD
@0ttlngr Oh goodness, you're right! I'll go fix that.
RT @AriLamstein: Announcing the R Election Analysis Contest results! #rstats #opendata https://t.co/47iUKnyu5e https://t.co/bqVJ9anyEJ
I talked about what I learned and compiled some helpful resources for a first CRAN submission. #rstats https://t.co/Gt9dpeoYiK
NEW POST: How I Learned to Stop Worrying and Love R CMD Check #rstats https://t.co/Gt9dpeoYiK https://t.co/oLpYVuuQiE
@andrewheiss Wow, interesting.
@andrewheiss This is on my list to read! I have read some of Enns' other books.
RT @RedSox730: Just your regular, everyday dictionary flame war on Twitter. Nothing to see here. https://t.co/4o5OkF5EXh
Then I remember that it means INSURANCE coding, like medical insurance (he is a physician).
"WHAT?!" I think irritatedly. "He doesn't know any programming languages." 😦😒🤔
Looking over our calendar for this week, and one evening my husband has something called "coding dinner".
@AriLamstein Oh, rural Utah, you do you.
RT @NYMag: UC Davis tries to scrub pepper-spray incident from web, so now it's the top result on Google https://t.co/UxuMMriV3B https://t.c…
@Coffee_myLove That looks interesting, but it appears LIWC is not open-source? https://t.co/UMGHLtb4pU
@hrbrmstr @jhollist Aw, shucks! I sure did appreciate your help.
@jhollist I copied a lot from Hadley's neiss package when doing a data package.
@JennyBryan @polesasunder This is obviously the best day, when my Twitter feed is half full of Jane Austen gifs.
@polesasunder I'm still giggling about this. My 10-year-old just gave me a skeptical, raised eyebrow look.
@polesasunder @rstudio ❤️❤️❤️❤️❤️
RT @gdequeiroz: My blog post about my experience on the 2-days at the rOpenSci Unconference 2016 https://t.co/7LPoOJy2q9 #rstats #runconf16
@ma_salmon (But not until next week.)
@ma_salmon I'll just skip along and do that. https://t.co/rlrn3NCJ4w
@tylerrinker Oh, thank you!
@jhollist Aw, thank you!
SIGH, I forgot to hashtag rstats my package announcement tweet. What I wouldn't give for an "edit tweet" option.
High five me, everybody! I have a package on CRAN! https://t.co/BFoHYrQrDC
If any of you come through SLC or we are otherwise in the same city, I will take you out for a coffee/drink/manicure of your choice.
Many thanks to @hrbrmstr, @quominus, @drob, @seankross, @JennyBryan, @the_belal, and others (?) who helped me with my first CRAN submission.
My package for the text of Jane Austen's novels, janeaustenr, is now released on CRAN! https://t.co/GVrclq3DFY https://t.co/UufHmaIiCB
RT @alexwhan: New blog post https://t.co/XPkTNUEoxv - where characters appear in Pride and Prejudice, thanks @juliasilge. https://t.co/cqho…
@kjhealy The worrrrrrrrrrrst.
@rodjcano Sure, do the thing that works! 👍🏻  I am realizing that my last question doesn't make sense if what you have is working on Windows.
@rodjcano You say df; you aren't sending a whole data frame with more than one column to get_nrc_sentiment(), are you?
@rodjcano Send me your sessionInfo()?
@rodjcano Oh gosh. I'm assuming you've tried this with nothing but syuzhet attached? And you've updated everything? (including R)?
@rodjcano Hmmmm, syuzhet works great for me on OSX. https://t.co/u0tC1yauYS
@rodjcano Where is it not working?
@rodjcano I did do this on OSX. One thing to be aware of is that this post was before the major update to ggplot2 that changed some things.
RT @apreshill: Different states, different stories from the CDC #autism prevalence surveys #rstats #ggplot2 https://t.co/e9oubu3xoE
@kara_woo Aaaaaaaaaaah...
@kara_woo Oh man... I'm sure it's very beautiful.
@kara_woo @quominus https://t.co/pm5xVyPB7y
@andrewheiss Some local politics person was running with this as part of his platform; he was going to get all the rape kits processed.
@andrewheiss Oh, I have been hearing about this! I still feel confused about it -- an issue of $$$?
In horrifying local-ish news... https://t.co/fr8dmwX8yE
@kwbroman It ended up that I had not yet installed pandoc on my new-ish computer. 🙄 I did keep the README in the build so WE'LL SEE.
@TheAtavism Aaaaaaaaah, this is a new-ish computer and I hadn't installed pandoc yet! 😱 I just installed it and it's fine now.
I mean, I know what this message actually means, but does CRAN not have pandoc?! The README isn't supposed to be in .Rbuildignore, is it?!
ABOUT to submit to CRAN, but a NEW NOTE!!! "File README.md cannot be checked without ‘pandoc’ being installed." https://t.co/D3qCjREY6F
@quominus OK, thank you! 👊🏻
@quominus So to clarify, I don't need to reference any license because these are public domain works? No one can own/license them?
@quominus license (https://t.co/s8CqUiu4TW) in my package (https://t.co/GVrclq3DFY)? In LICENSE?
@quominus You seem to know more than me about licenses. Do you have advice/thoughts for me about how to reference the Project Gutenberg
@Nicole_Cliffe CT does such interesting things; one of our friends here in SLC (not a believer) has written for them about Ethiopia.
@Nicole_Cliffe If this is a serious question, I say no cross.
RT @xkcdComic: Algorithms https://t.co/SJDVwTyzEJ https://t.co/HwLheVp053 https://t.co/A2BOUKupvl
@tylerrinker OK, I didn't know about sentimentr. This looks super great. 👍🏼👍🏼
@sherah1918 @lincolnmullen I have heard about people using R + seewave: https://t.co/LO8GljeVIb
@hrbrmstr Oh, I know, so gut-wrenching. 😞
@Jowanza But will you find it useful to promote Jowanza?!?!
@patternproject Thank you! It is great to see all the work that people are doing in these.
@statsforgeeks Oh man, yeah. 😞
Here is the code: https://t.co/8oo5OIXag6
I made this for @hrbrmstr's #dataviz challenge this week. Where are there more homeless youth? #rstats https://t.co/lCk4LnMvqZ
.@Lewis_Lab For example, for the states, 4 with percent error &gt;5% are black + Asian pops in Puerto Rico, Asian pop in WY, black pop in MT.
@Lewis_Lab No, but I've literally looked at a lot of them.
Making pretty plots may make me TOO happy; I may have a problem.
Mmmmmmm, geom_jitter + scale_alpha_discrete = GEORGEOUS #rstats https://t.co/5gXiU1aePK
RT @thosjleeper: I'm excited to see what comes out of this project! #SurveysStillMatter https://t.co/u3CHzxHCDe
@thosjleeper I'm thinking about this a lot because it's a focus of my new job! https://t.co/OSe8nuDcKE
https://t.co/1UOpblu2i4
RT @angebassa: Whoa. https://t.co/QAbczM0erY
RT @drob: When I'm looking for an introductory resource on an #rstats subject and discover a guide written by @JennyBryan https://t.co/1gz0…
Getting ready to grill homemade pizzas tonight. 1 pesto + fresh mozzarella, 1 pear + Brie, 1 red sauce + mozzarella.
RT @AriLamstein: There's still time: Enter the R Election Analysis Contest! https://t.co/LeBkAexZD8  #rstats #datascience https://t.co/D4vG…
@hrbrmstr Thank you for your expertise! And any day that someone considers picking up Jane Austen is a good day. https://t.co/uD1Xh3jCMj
@hrbrmstr Sure, no rush on these; I really appreciate your help. I am just trying to figure out what all of this means!
@hrbrmstr The stuff about the URLs and spelling isn't a NOTE per se, but just some kind of message?
@hrbrmstr Wait, I just realized that the NOTE on Win-builder is for me being a new maintainer.
@hrbrmstr It has 0 notes locally and on Travis, and 1 note on Win-builder. I think I will leave it? https://t.co/Lev17mnp3w
@hrbrmstr Do you mind doing this, actually? It's here: https://t.co/GVrclq3DFY
RT @JennyBryan: Play with @polygraphing's film data in #rstats https://t.co/7rXPvyiAIJ https://t.co/J8K8mWlWcL https://t.co/mkLLmdF3B3
RT @tvaziri: My goodness. The data.

Film Dialogue from 2,000 screenplays, Broken Down by Gender and Age
https://t.co/oFU6wBfQmO by @polygr…
@Jowanza Aaaaaaaaaaaaaah... 😵😭☹️
I have made myself a second one of these after 8pm, which may be a delicious but terrible decision. 👀👀👀 (⬅️ awake eyes)
@ledell I think I am going to say this: https://t.co/Lev17mnp3w
@ledell I haven't gotten to tidytext yet; I am still working on janeaustenr first, as far as getting on CRAN.
Irish whiskey + cardamom orange peel cold brew + simple syrup https://t.co/fmKxKlFK8Q
@JennyBryan You don't mean in cran-comments but in general? In README, description on Github, etc?
@JennyBryan @seankross @sckottie @drob You think this is good? https://t.co/Lev17mnp3w
@seankross @sckottie The possible misspelling and invalid URLs happened in both.
@drob All right, I'll make a function.
@sckottie I haven't seen this note on Travis or locally on OS X. I have these as the source url in the docs. https://t.co/vQxGs5cIJm
@JennyBryan No, it says this about "possibly invalid URLs", from Project Gutenberg: https://t.co/ld1VgQdE47
I ran build_win() for the first time, #rstats friends. It seems OK except a NOTE because it doesn't like the URLs in my docs? Probably OK?
@JennyBryan Well, making these did not involve THAT much work! I should probably add the scripts.
@quominus I know I have to add Travis to the .Rbuildignore; I haven't run R CMD check for a while.
@quominus Yes, absolutely!
@quominus It's just a data package: https://t.co/GVrclq3DFY
OK, one of my projects for this weekend (next week?) is to try to get janeaustenr ready to put on CRAN. Helpful links? Resources? #rstats
@miaubz @qrs I'm old; I learned C first. 😳
Will I always think in for loops? Thanks a lot, C.
I was about to write another for loop, everyone, but then I managed to get a purrr map function to work. #rstats https://t.co/tGXCJHHiiE
I did this analysis for @AriLamstein's election analysis challenge, and I learned about how voter turnout is calculated (inconsistently).
NEW POST: I mapped voter turnout in Utah's presidential caucuses #rstats https://t.co/q9o60OVIMm https://t.co/7rRf5kizEi
@AriLamstein Aaaaaah! I'm deleting.
RT @ReformedBroker: The average American household’s financial assets are $315,000.

The median American household’s financial assets are $…
@polesasunder Well, I guess I have only seen it happen twice myself, but it's not like I read all @JennyBryan's mentions or anything.
@JennyBryan Like those people I keep seeing who helpfully suggest you might want to try out the googlesheets package.
@hrbrmstr It was so great to meet you in person!
@ironsoap That is very close to my feelings. They have got my number, apparently.
@ma_salmon I just realized I didn't understand what you said you'd already tried. Oops! And who wants # in a column name?!
@ma_salmon I've mostly used readxl from Hadley and it's been pretty painless.
My kids are all about robots this week, want to learn to build them, etc. I'm picturing them turning into this guy: https://t.co/2xQA5fyXpW
I 💙💜💚 the collaborative learning that happens via blogging/etc in an online community. It has been important for me. https://t.co/tgoekGQedd
@DozaHill Thank you for the kind words! I also have learned so much working on these projects.
RT @Maggie: Bleeeeeehhhhhhhh. https://t.co/Xr1gJwrYQI
I think it's warm enough to make a batch of cold brew. *excavates cold brew thingie from back of cabinet*
@SEChildress I am a HUGE fan of @swirlstats; the exercises are so helpful, and also kind of fun. 😬
NEW POST: I went to @rOpenSci Unconference and all I got were these lousy hex stickers #rstats #runconf16 https://t.co/sWCC6JEuxS
@drob OMGGGGGGGGGGGGG...
RT @drob: Pride and Prejudice and Donald Trump: per-sentence sentiment analysis. Amusing! #rstats https://t.co/wfq3riySDX https://t.co/pa1r…
RT @randal_olson: Looks like the #PanamaPapers data set is on #GitHub: https://t.co/h7FafmV0lX

#OpenData #PanamaLeaks
I had a real come-to-Jesus moment today about tidy data. ✨📊✨

(You'd think I'd be over these by now.)
@Selkie1970 @SecretBeck Oh, we are all those things in our family! 😜 Skier, hipster, tattooed, fancy coffee loving, kombucha drinking...
@SKEdman (IDK if you remember but Rob is a pediatrician by training; CHOP is like the Harvard of children's hospitals.)
@SKEdman CHOP has an amazing reputation; I don't know that pursuing something faster/private would even be worth it given that it's CHOP.
@SKEdman You know, it is not 6 months between appointments or anything. It goes faster once it starts.
@SKEdman And my experience is that once the process is started at a place like the U or CHOP, it goes very smoothly.
@SKEdman Yeah. These wait lists are crazy. You could get in somewhere much faster with a private ed psych assessment but it will be $$$.
@SKEdman This is what it is here: https://t.co/8MdCCcal3f I don't know if you can find something similar around you? It was ~1 yr wait list.
@SKEdman a university college of education department of ed psych. Both were wonderful around here, and not as $$$ as private psychologist.
@SKEdman The two places that we successfully got evaluations for ASD (different, I know 😕) were a pediatric mental health center and
@SecretBeck the hipster kombucha brewing people, a thriving tech market. It's a big city for this part of the US, which can be fairly empty.
@SecretBeck It is a quirky city because of its history. Beautiful mountains with skiing, the outdoorsy hiking/climbing/etc scene,
@SecretBeck Mine! Salt Lake City
@SecretBeck They never get to be little girls EVER AGAIN.
@SecretBeck And who would WANT that?! Given what that actually means?
@SecretBeck My oldest is 10 now and I am seeing this; she is definitely clinging to her little girl self in a lot of ways. WHO CARES?!?
@BrentBrewington @Emaasit Most of them are RStudio stickers, and I believe they pass them out at conferences. Maybe useR?
I made a little something for @hrbrmstr's #dataviz challenge. More drones on the weekend! https://t.co/HslvBHnnyb https://t.co/rhPdkXCtqR
RT @quominus: 'When I first heard the term data science, I went "what? Isn't that like food cooking?"' -@billdoesphysics
@Han_Miami @arnicas (but be aware that Autism Speaks is a very controversial organization in the ASD community, especially for ASD adults)
@Han_Miami @arnicas You could check out some of the links here: https://t.co/qZqpsppSpF
@Han_Miami @arnicas Well, the most careful estimates of prevalence are done with those 11 sites: https://t.co/P0owwAmyVB
@WillBogel I am such a fan of your blog, @AnneBogel!
@WillBogel @AnneBogel Oh, excellent! Check out the plots especially, and look at the last couple. https://t.co/BfGOo7OSaq
RT @lincolnmullen: New on CRAN, my tokenizers package for #rstats provides a consistent set of tokenizers for natural language. https://t.c…
RT @SarahFKessler: In 100 profiles, photographer @helena tells a less-often-heard story of "Techies."  https://t.co/NNTR6wZi5Y https://t.co…
@arnicas Thanks! We're going to get it cleaned up and ready for wider consumption soon. @drob
These hex stickers sure have spiffed up my laptop. #runconf16 

(Does my 4-year-old love #rstats? To early to tell.) https://t.co/c9voEWNcn0
@Nicole_Cliffe I'm very tempted to @ mention him here, Nicole, but I will refrain.
@Nicole_Cliffe Also, he mentioned Martin Luther's anti-Semitism, which I always want people to do. https://t.co/1sHIA6qSq4
Farewell, San Francisco. You have been VERY good to me this trip. @ Embarcadero Station https://t.co/Fw83RkV6ZF
I just had omelettes with @AriLamstein; visiting San Francisco is the best. 🍳🙌🏼😊
@drob I finally had the chance to read this and it is HILARIOUS.
RT @seankross: You can find all of the projects we worked on at #runconf16 here: https://t.co/REPr5slbiF #rstats
RT @_inundata: Tidy Text from @juliasilge &amp; @drob is incredibly cool. 

https://t.co/tQN7OCHvJx 

#rstats #runconf16
RT @jdunic: @juliasilge with a cool demo of text processing using https://t.co/XhhtVi1can text #runconf16 https://t.co/fr5LIlbYAw
Always a nice feeling when Travis manages to actually build. #runconf16 https://t.co/7qZfH2OEij
RT @krisshaffer: Ikea announces new discount, low-powered computing solution: the Lingonberry Pi.
RT @_inundata: I can’t even think of more badass data science folk than @juliasilge @drob and @GaborCsardi https://t.co/u58QqfX48i
Good morning, Bay Bridge. Good morning, Embarcadero. I can see you from my hotel room window!
RT @nicole_soojung: I wrote about my love for @kristiyamaguchi and how much it meant to find my first Asian American hero for @NYTmag: http…
@AriLamstein It's this: https://t.co/QWMx5zyniI I am excited to be here for it.
Also, this time last year I did not have a GitHub account. https://t.co/AAJnwqomnx
SLC✈️OAK for #runconf16 and remembering that this time last year I did not know there was such a thing as the R programming language. 😳🙀🙊
@ravikk @apreshill I would be surprised, given that there was so much scrutiny: https://t.co/3b9gb5IadD
@apreshill @arnicas @Han_Miami i.e. you can compare the rates to each other? The uncertainty in the rates would depend on n, of course.
@apreshill @arnicas @Han_Miami It's says per 1000 by sex/race/ethnicity (Table 5). Doesn't that mean per 1000 for each of those groups?
@apreshill @arnicas @Han_Miami That makes this whole thing make a LOT more sense.
@apreshill @arnicas @Han_Miami Gosh, you're right! I was so focused on the state-to-state sample differences, I didn't notice that.
@arnicas @Han_Miami Just for the record, I have a child diagnosed with ASD here in UT in 2015.
Here is a more recent report (2010) on those sites with more balanced samples for the states: https://t.co/FVwXxzBwTm @arnicas @han_miami
Apparently other people were also concerned about that Utah site: https://t.co/3b9gb5IadD
The 95% CI on the rates are pretty big, comparatively. Also, the UT ASD kids had higher IQs than the other states (fewer severe cases?).
I just looked at this paper; the sample for Utah was the smallest of all the states, ~10% of the number of kids of other states.
Something weird is going on here in Utah with ASD diagnoses. https://t.co/ydXzCpnpRI
@arnicas @Han_Miami Oh, no, I see now that is a prevalence. Sorry...
@arnicas @Han_Miami Is that the % of the ASD population?
My husband and I have a running joke about how many of our conversations begin, "I heard this thing on NPR..."
I just heard this on NPR and wow, really wonderful/amazing... Angel's Story: Prison to the Honor Roll  https://t.co/mnMvZINZBq via @WNYC
RT @treycausey: Demographic variables are easy to think about &amp; convenient to measure, but may not be good predictors of consumption https:…
Options I'm considering for tomorrow:
a) play it cool
b) full #rstats fangirl at all the cool people I will meet
#runconf16
@hrbrmstr @Hadley I learned yesterday of the ggstance package, which has lots of good options for such things. 👍🏻👍🏻
@hrbrmstr @kyle_e_walker There is an rda for 2012 population in counties (with FIPS) in choroplethr; it's called df_pop_county.
@ma_salmon This worked perfectly, by the way.
@bhive01 @analystaash That is not an unreasonable example.
@analystaash Well, I think I am on Hadley's side on that one. 😉
@ma_salmon Ah, I will have to try that!
I sort of hacked together what I wanted using geom_segment instead of geom_bar: https://t.co/YblpI8x27O
You can't use coord_flip at the same time as scales = free?! But what if I WANT to?!?! #rstats
RT @AriLamstein: Announcing the R Election Analysis Contest #rstats #ddj #opendata https://t.co/LeBkAePAuG via @arilamstein
@mallelis WOW. This is very very real for a Monday morning.
Aaaaaaaah, all the @uscensusbureau API calls are working again. https://t.co/JukK7rUIXa
@hrbrmstr @rOpenSci Oh, dude. You have no idea.
All three of my children can fasten their own seatbelts. It's like a WHOLE NEW WORLD.
RT @_aaronmiles: Forbes' best cities for business, mapped using @abresler and @AriLamstein packages and @juliasilge post as template https:…
RT @quominus: So I just wrote up a very long angry rant about the "unicorn wizard ninja" narrative in Data Science right now - https://t.co…
RT @ma_salmon: .@juliasilge's #rstats janeaustenr pkg+Named Entity Recognition https://t.co/WKJxOtmjDl Easy &amp; results=not that bad! https:/…
The Art of Crash Landing by Melissa DeCarlo My rating: 3 of 5 stars A funny, appealing family drama... https://t.co/9mkWe07n00
@klahrich Yes, it was! It was for work for I can't share all the code right now but if you have a specific question?
@hadleywickham @_inundata I see your Campari which reminds me that we are OUT. 😱
I think my mise en place is all in place, so now we can stir fry! Berkshire pork tenderloin, broccolini, bell pepper, scallion.
Blood orange old fashioneds https://t.co/Es38ixJiMj
@hrbrmstr @kyle_e_walker That is really helpful; I was just looking at one of those JSONs in, like, a browser.
@kyle_e_walker Or I guess I know what it looks like for it to be down now, so...
@kyle_e_walker Is there anywhere that you can check the status of them? I am using ACS data A LOT in my new job; it would be nice to know.
@kyle_e_walker Oh, well, at least it's not me. I was so puzzled.
I'm using the acs package and all my API calls that worked day before yesterday are failing. Is it me?! Is something down? #rstats
RT @ucfagls: Modelled trend in global avg temp 1850-2015 &amp; 50 simulations from the model posterior
https://t.co/uAMYGTmjPf https://t.co/gGT…
@astropixie Oh yes, so hot. I forget things like that.
@astropixie OMG, I love all these babywearing pictures. I MISS IT!
@burnscsb Nice! Thanks for sharing that.
@hrbrmstr Thank you so much for your post with the CNN JSON links and how to get started with them!
Utah was absolutely feeling the Bern in our caucus this past week. #rstats https://t.co/eyqoddahWr https://t.co/9EkL9aG9SW
NEW POST: Mapping how Trump lost to Cruz and Kasich in Utah's caucus. Sad! #rstats https://t.co/eyqoddahWr https://t.co/RCYlzVNhUU
@krisshaffer Congratulations, Kris! That sounds like an amazing position.
@ThChln Oh man, that is so interesting! Thanks for sharing that.
@jkru Yes, there are actually color spaces that specifically work that way; maybe I should just use one of those.
@Carrie_Mayne Interesting! I will end up pulling all the ACS data eventually so I'll have to check it out. (Yes, the 25+ tables.)
I'm not entirely sold on that color scheme, though. I need to come up with a good male/female color scheme that is not just blue/pink.
I LOVE making PLOTS in exchange for MONEY... 💵📊😍 https://t.co/1zDQBRhyQX
Regex makes me feel like I'm juggling, in a good way.
4-year-old, on Purim: "Hamentaschen is NOT a healthy food. It is shaped like Haman's hat."
@tdhopper Maple! OMG, I haven't thought about Maple since the late 1990s when I was an undergrad.
RT @UtahProbs: Record turnout.
Trump lost.
I'm so proud of all of you. https://t.co/c0DmgoRV9E
@AdageCat Oh my goodness! That is big.
@andrewheiss I SAW some of those Provo pictures/videos. 😯 It has been similar to this all over SLC, from what friends are saying.
Our mayor was there holding the doors open, though. Did you know that SLC has a democratic, openly gay mayor?
Well, our democratic caucus was CRAZY PANTS. No parking for ~1 mile, line around the block, etc. #UtahCaucus
@NishWeiseth Rob just sent me pictures from our neighborhood by the middle school where he is trying to go to our caucus! CRAZY TOWN.
@Jfpohl Without acknowledging that we existed, in fact. We were not really a necessary part of his class.
@Jfpohl He would walk into the class, straight to the blackboard, and start writing/talking without making eye contact with any of us.
@Jfpohl Oh man, physics/cosmology people can be SO BAD about science snobbery. 😳
@Jfpohl I took a cosmology class from him in grad school. It was... an interesting experience.
@saadsoroya What kind of project is it?
@AriLamstein I have seen a good number of interesting maps and analyses around lately; that's for sure. I probably would!
Ooooooh, my #FirstTweet was all election-y: https://t.co/rJd39Al0VM. What was yours? https://t.co/ilPscD3aI6
I'm totally going to do this after Utah's caucus tomorrow night, provided I can find the data. https://t.co/IKDMVRAjgY
@drob Thank you! It was just as of Friday.
From @drob, a new package for fuzzy matching of columns, with clustering of P&amp;P characters! https://t.co/FejC9uTppJ https://t.co/yMBpzmn2rH
@drob @hspter I SAW.
Lies, damned lies, and data visualization https://t.co/3cA4ECm1ZK
@mrkptr Thank you so much! I enjoyed doing that analysis.
@SKEdman @Selkie1970 😱
RT @MegDraws: Hustle vs. Hustle https://t.co/iex5vJRjRR
Warm-ups on the last night of the state swim meet @ South Davis Recreation Center https://t.co/jEjkNQ4sCM
@hrbrmstr Oh, that sounds SO helpful. 💯
@hrbrmstr (I'm setting up a new computer/setting up some things for the new job.)
@hrbrmstr A little while ago did you ask for font recommendations for plotting/dataviz? Was that you? Did you get good suggestions?
@ktneely I cleaned up how I used read_lines a bit too: 
read_lines(..., skip = N1)
persuasion &lt;- persuasion[1:(length(persuasion) - N2)]
@ktneely persuasion &lt;- persuasion[persuasion != ""]
persuasion &lt;- persuasion[!is.na(persuasion)]
@ktneely Sure! It's mostly like what I did here: https://t.co/Vf5a6o1qGs The only extra step was removing blank and NA lines.
RT @kcimc: this is what a neural net sees when it looks at satellite images. wip with @golan @workergnome https://t.co/IdrCly9KVQ
@Selkie1970 AREN'T WE ALL.
@Selkie1970 And last time I looked, DT was not polling as well here. Republicans here are very mainstream. https://t.co/Cb46BeBKGd
@Selkie1970 I registered as IND when we moved here but I keep thinking I should switch to R because Rs are so much more important here.
(Republican Caucus Night is only open to registered Republicans: https://t.co/j6UhM6ZksC) March 22!
Utah friends, here is Caucus Night info for the Democratic Party, which is open to independent/unaffiliated voters: https://t.co/8CuT879lBL
@Lotusfire7 You know what, she DOES kind of look like Meryl Streep!
@dez_blanchfield @DrMel_T I have just joined the team at @datassist; I am really excited about the work we will be doing.
4-year-old: "What is infinity plus 1? What is infinity plus infinity? But what if there WAS a number more than infinity?!?!" 😵
@dez_blanchfield @DrMel_T Well, in my (new) day job, I actually work doing data science for non-profits. 😉
@hrbrmstr I'll join you and live-tweet my daughter's swim meet. THAT LASTS OVER THREE DAYS.
@Lotusfire7 Playing Jane, the sister? No, that is Susannah Harker.
@janschulz It's so great!
@mtrc Thank you! I definitely enjoyed working on it.
@mtrc You can see what I did code-wise in my previous post: https://t.co/Vf5a6o1qGs 
It shouldn't be too hard to read &amp; translate to Python.
@mtrc work to prep the plain text files from Project Gutenberg for analysis. You might try that instead in Python?
@mtrc It is wrapped as an R package and I believe there are not currently easy ways to load these in Python. It wasn't a crazy amount of
@znmeb I've read it! (But not seen the movie yet.) It was QUITE funny, although maybe not enough of a joke to sustain an entire book.
Here's my new R package for Jane Austen's complete novels, ready for text analysis #rstats https://t.co/GVrclq3DFY https://t.co/DTHMIBTJSJ
NEW POST: Sentiment analysis of all of Jane Austen's novels #rstats #nlp https://t.co/YDISIFqT0g https://t.co/QyFAadUOtH
This weekend is Utah's junior state swimming championships, so I just drove to Bountiful for the 1st of 5 times.
@karenebayne Oh, I am so sorry. 💙💙💙
RT @timhwang: "Threadsteading" - two-player territory control game using a sewing machine as the platform: https://t.co/CGagLIlvaR https://…
RT @aparrish: I made an autocomplete interface with all of the lines of poetry on Project Gutenberg: https://t.co/7QtAhG7ezg https://t.co/t…
On the way to school/preschool this morning: "But what shape has INFINITY sides?!" 😭😭😭 

(I did try explaining circle.)
RT @datassist: Datassist is very excited to have @juliasilge join our data science team today. Working to bring useable data science to the…
RT @SenOrrinHatch: Good to see my old friend Hamilton today. I was just a Jr. Senator when I voted to confirm him as Treasury Sec. -OGH htt…
RT @thisgirlangie: Yay! Free stock photos of real women in tech / engineers here: https://t.co/zc6S474LkP #ChangeTheRatio #WOCinTech https:…
RT @Goldman44: Just two guys hanging around outside, having an extemporaneous conversation about civics. #Bam4Ham https://t.co/kzT3Lz4wGX
@kyle_e_walker I love all of these so much.
RT @treycausey: Forget Pi Day. This new finding about prime numbers is slightly insane. https://t.co/ARd4XSsTVa
RT @quominus: Good morning #rstats people! I've written an FAQ about R's weirdest stuff. Warning: it has memes! https://t.co/C7TJdGjMpC
RT @kyle_e_walker: White &amp; Hispanic pops in many Texas counties have quite different structures (e.g. Kerr): https://t.co/Rpih7vaXsc https:…
Our chickens have been going CRAZY with the advent of longer spring days. ☀️🐔🍳 https://t.co/Vsv7csAfau
Sunday evening Manhattans https://t.co/QtcZ1ih3oC
RT @robertoglezcano: A rough timeline of #spacecraft, not to scale by @marsrader #dataviz https://t.co/yZYhAN7FkV
Maybe someday our new computer will be finished. In the meantime, filming the fan in slow motion… https://t.co/yPbigP2ELc
@andrewheiss The first time I tried it, it was a HOT MESS. But I think I have the hang of it now!
RT @arnicas: wow. cc @bitcraftlab  https://t.co/lnOvmxFwXj
@hspter This first time I tried to do a Travis build was SO SAD. 😓
OH YEAH. FIRST TRY THIS TIME. Maybe I will figure this Travis thing out yet. #rstats https://t.co/LZEe8XejIO
@slcFLAKE I mean, we are wholeheartedly bought in to the Costco lifestyle, but I can't get in and out of there in under an hour+ now.
@slcFLAKE Their exchanging is super easy, but going to the BIGGEST COSTCO IN THE WORLD is still kind of a hassle now. 😕
RT @kyle_e_walker: Visualizing gender differences in life expectancy in ggplot2 with the idbr #rstats package https://t.co/nFvqeESOAk https…
@slcFLAKE Were they the organic ones? We buy those and while they're not as good as our chickens', we think they're pretty nice.
RT @NASA: During this week’s solar eclipse, DSCOVR Observatory saw the moon’s shadow on Earth. Look: https://t.co/wpKf0tdlJB https://t.co/S…
@xenocide15 My understanding is the Coursera course is pretty strong on theory.
@xenocide15 I don't work much in Python, but here are good packages in R: https://t.co/gZgcxOGinL
@xenocide15 the most typical algorithms and packages. Get things working, start experimenting, etc.
@xenocide15 And I am a big believer in learning by doing. Looks like you work mostly in Python? I would get some text and try out some of
@xenocide15 I have heard good things about the Coursera NLP course: https://t.co/wnTtiMmHo5
RT @TrestleJeff: It's official: #rstats coders are the happiest, least hairy. https://t.co/If7zbTZiRn
@MonicaPalmirani Wow, that sounds amazing.
@pa_marais Thank you so much!
@statsforgeeks Right, not public domain. 😕
RT @drob: Sentiment analysis of Trump tweets is easy because he annotates them for us. Helpful!

#rstats https://t.co/LlaXzOvXLg
@statsforgeeks Oh man, I would love to see that! I wonder if the overall positive/negative would be much lower?
RT @angebassa: Data Science + Pride and Prejudice = Jubilant Fun

😘👌 by @juliasilge  

https://t.co/5Jv1GIyF3o
@lucaswmuller I have experienced this.
@drob Oh, that is a GREAT idea. I would love that kind of thing.
@drob I'll be honest that this is what sports analytics feels like to me. I'm all, "Sports? The people are fond of them, yes?"
@drob @hspter LOL NOOOOOOOOO... It does sound like you have a solid back-up plan though, Eminem and all. 👍🏼
@drob @hspter https://t.co/GQFQk8eXIY
@hspter Ah, I just found the link with all the multi-platform goodness: https://t.co/aQtFJUe0bv Won an Emmy, from Hank Green et al.
@Kerri_Gilbert I think it's mine too!
@drob I just did this and that makes so much sense now.
@drob @hspter Project Gutenberg does have basically every public domain novel you can possibly think of, FWIW.
@hspter I think it is quite delightful. 👍🏼
@hspter Have you watched the YouTube Lizzie Bennet Diaries?
@hspter It's not my favorite adaptation but it did not elicit the DISGUST in me that it does for some.
@hspter OMG, I have some friends who I suspect would literally slap Joe Wright in the face, given the opportunity.
@hrbrmstr Boy, the best part of this is the HEAD/head crushing joke at the end.
@monkmanmh Thank you! Gifs are, so often, the answer. 😉
For Elizabeth Bennet's sake, I relearned what a Fourier transform is @mljockers #nlp #rstats https://t.co/Vf5a6o1qGs https://t.co/2X1aW9tJRC
It is a truth universally acknowledged that sentiment analysis is way fun https://t.co/Vf5a6o1qGs #rstats @hrbrmstr https://t.co/kFKSGanaMe
NEW POST: You must allow me to tell you how ardently I admire and love NLP #rstats #nlp https://t.co/Vf5a6o1qGs https://t.co/eWE0U5NSda
@MacDiva David was really helpful and responsive and it went very well.
@MacDiva This was my 1st time posting an issue on Github and I was nervous that I was doing it right: https://t.co/ICsU9GQPtn
@Carrie_Mayne Lucky!
Super proud to call Mike a friend -- Amman, Jordan | From the Journal of Michael Friberg #VSCO https://t.co/fWGO8VpN8K
Post affogato @ Dolcetti Gelato https://t.co/7Fu16enWgT
@BrainStraining Thanks for sharing that! So interesting that your month/time distributions are so different than mine!
RT @BrainStraining: For my 10,000th tweet an #opendata analysis of my first 9999 using #RStats, @ProjectJupyter and code by @JuliaSilge
htt…
4-year-old: "Is infinity even or odd?"
7-year-old: "Is infinity prime?"
Me: https://t.co/AWfKGzlHNC
@hrbrmstr I think it is BEAUTIFUL. I'll make sure you see it when it's all done.
@hrbrmstr That fixed it! Thank you so much.
@realCyberTrump LOL -- Thank you, Mr. Trump.
@hrbrmstr I am making heat maps; any ideas why my axis.text.y is so far away? Or how to fix it? https://t.co/8SKWmJCkrD
@mimismartypants Pho! 🍜
RT @jonnysun: IF ANY TIME TRAVELERS ARE READIG THIS YES U MADE IT BACK IN TIME YES THIS IS THE RIGHT YEAR BUT HURRY U MAY ALREDY BE TOO LATE
RT @DTulo: 9 hours into #WomensHistoryMonth and I already found the best gif https://t.co/7ZOlbmLWON
@AriLamstein That's the same data set.
@AriLamstein Yep! You can't see it in my app as much because similar names get over plotted, but here: https://t.co/kFqOyeA3K9
@ironsoap It is so interesting to play with!
@NYspling I will say that the full day was long for my 2nd at the beginning of the year. She was TIRED when she got home.
@NYspling At least here for us, HW is all read-aloud with parents at least through 1st grade. Lots of sounding out, etc in K.
@NYspling Kids are not expected to know how to read ahead of time. Letters/sounds would be helpful, but fall is still MONTHS away.
@NYspling My oldest was not reading at the beginning but did read by the end. My 2nd was reading before K.
@NYspling she would end up bored/disruptive, so we picked 1/2 day + enrichment (which we had to pay for, but still &lt;$$$ than preschool).
@NYspling We had the option for a full-day program for our 2nd but turned it down because she was academically ahead and they were worried
@NYspling good experience and liked both parts of her day. Both girls had HW in kindergarten: math + reading every day, spelling words.
@NYspling My 2nd went to 1/2 day + 1/2 day "enrichment" mainly so I could pick them both up at the same time from the same school; she had a
@NYspling My oldest went to 1/2 day and it was definitely low-key; it felt like she was not in school a lot. Not a con necessarily!
@JennyBryan https://t.co/jgBghNwroM
@drob I am excited to go! I haven't ever met many R people in real life. And thank you for the kind words &amp; always being so helpful.
What might YOU have been named if you had been born in a different year? #rstats
https://t.co/JpVWqBsA8V https://t.co/LXHskKqJCG
NEW POST: Comparing baby names across years based on popularity, with a Shiny app 👶🏽 #rstats https://t.co/3cFikgdLmu https://t.co/mG94AOguXr
@JennyBryan @hspter I also had never clicked on that before you mentioned it in the podcast! Turns out it is lovely. 👍🏼
RT @xkcdComic: Pipelines https://t.co/ZkSi88S4fg https://t.co/bu0BW0Nm9k https://t.co/26v9ObMe2l
RT @treycausey: 👏👏👏 The Wrong Way to Teach Math https://t.co/Dn7AB4D0BQ
And that those two time periods cannot be divided evenly.
Happy Leap Day! Take a moment to ponder that we're on a big sphere-ish thing 🌎 that both spins and orbits an even bigger sphere-ish thing 🌞.
RT @eddelbuettel: New CRAN pkg gunsales with @nytimes analysis
https://t.co/UxNSqUwvtD
#rstats
/cc @driven_by_data @joshkellerjosh https://…
TFW one of your daughters has a terrible cough and you are turning into Mrs. Bennet https://t.co/8J79tmtDqQ
RT @JennyBryan: If you're a bit shy about coding in public, this highly profane and funny blog might help you get over it. h/t @b0rk https:…
@StephanMichard I'm going to have it all (app + post) up by Monday, I think.
Well, I made a Shiny app interesting enough for my 10-year-old to sit &amp; play with nonstop.

I hope she doesn't use up all my hours. #rstats
@smfrogers @timelyportfolio That is amazing and beautiful, but I really wish "fruit salad" were on there.
@hollandsha I just clicked and saw why! 😂
RT @TeamShrub: For all the Austen-loving ggplot2 geeks out there  #rstats #hadleyvsgeorge https://t.co/XdIEsd18gL
@NishWeiseth Just texted you!
@NishWeiseth I do! We have used him multiple times over the years we have lived here. He does impeccable work.
@pssGuy @AriLamstein Nice! Thanks. That is a cool app.
All the Light We Cannot See by Anthony Doerr My rating: 4 of 5 stars This is a beautiful, dense, wonderful... https://t.co/YUaMkjI7lW
@JennyBryan They disappeared literally while I was clicking through reporting them all.
@JennyBryan Those were dreadful. I'm sorry.
RT @researchremix: Worth a read. re #preprints and the recent women-coding paper: https://t.co/PDfoLtVIqS
@hrbrmstr I am using readr::read_lines() for something right now and it is way more painless (+ faster) than the other things I tried.
RT @geoawesomeness: Awesome #Map shows age of buildings in #Paris https://t.co/lem2t3mL0m https://t.co/n12448E7In
I am low-key in love with these enchiladas we made for dinner.
@StephanMichard Thanks so much! That was a fun little project to do.
@NYspling My 4yo likes to say "JK" and "BFF"! 😳 It's fairly horrifying.
Sipping fancy scotch to celebrate a week that included accepting a new job. 😍
I needed make a change in my post that affected every single result/plot, but it was quite painless. Two thumbs WAY UP for reproducibility.
I am so glad that I blog using R Markdown.
@hadleywickham OK, it is fixed now. Hooray for blogging in Rmd and something like this being painless to fix!
@hadleywickham OK, I should go back and change that.
@JennyBryan AAAAAAAH...
@apreshill Oh man, this WHOLE DATA SET! Super interesting but wowza.
@hadleywickham When you made these plots, did you use the weights? I ignored that but I maybe should not have.
@apreshill @henrikbengtsson AH HA! That would have been an excellent place for me to look! 😉
RT @hadleywickham: @juliasilge @henrikbengtsson @JennyBryan I whipped this up for a bit of interactive exploration: https://t.co/xibemvw5PQ
@henrikbengtsson Or maybe it goes into "sports or recreational activity, not elsewhere classified", code 1200?
@henrikbengtsson Actually, after another bit of thinking, I wonder if a hang glider isn't considered a "consumer product"?
@henrikbengtsson @JennyBryan @hadleywickham I'm sure we can thus conclude that hang gliding is perfectly safe. 

(BUT ROCKING CHAIRS = 💀)
@henrikbengtsson @JennyBryan @hadleywickham I just looked; all the instances of "GLIDE" are either a rocking chair or playground equipment.
I've been married almost 14 years and WOW: What Romance Really Means After 10 Years of Marriage by @hhavrilesky
https://t.co/VexQm2a8Zp
@JennyBryan @_inundata KIDS. https://t.co/npqzvdi1mT
@JennyBryan We need to be doing lots of squats. 👵🏻💪🏻🚽
@JennyBryan @hadleywickham LOL -- My 3 are ♀♀♂ but I am still surprised we've only had the one head/wall ER visit.
Maybe not the best plot for a day when one's 10-year-old is skiing all afternoon? 😬⛷ #rstats https://t.co/KlllLxTHMI https://t.co/7nV1znJmoP
NEW POST: I used @hadleywickham's NEISS package to analyze injuries and injury rates #rstats https://t.co/KlllLxTHMI https://t.co/2DD2UNnzNy
RT @gilgul: Scraping Facebook data to stalk friends and analyze their sleep patterns - by @_notlikethis https://t.co/LB7hKZpoUO
Does Piety Pick Presidents? A little write-up of my earlier post. #OSDC https://t.co/XTsmTM0fzS
@AriLamstein Nice! I like the choroplethr version with no gray lines better. 😉
@drob @NicholasStrayer @simplystats I had never used Jekyll before and @drob's script worked perfectly smoothly. 👍🏻👍🏻
@hrbrmstr You're telling me. You are not the one on that list who should be saying this.
RT @GoogleFacts: In zero gravity, a candle's flame is round and blue. https://t.co/532x0yR3bS
@the_belal Thank you for your help! I think my 2nd Travis attempt is likely to go much more smoothly.
@_inundata I am going to try one more thing before asking for expert help. 🔨🖥
@AriLamstein And I certainly plan to keep blogging, although perhaps not at the same rate as during my job search.
@AriLamstein I am joining @datassist; I am really excited about it!
@JennyBryan I currently have one more idea of something to try. I think this might be related to lazy loading the data.
@JennyBryan That one package that this depends on, I mean.
@JennyBryan But one of the packages already depends on a certain version of R, so it BLOWS UP because of cycle dependency if I add that.
@JennyBryan So I now have it the same locally and on Travis. Still failing (for 1 warning), but at least I have gotten it that far.
Oh great, now it just errored and stopped.
My R CMD check is fine locally but Travis CI is still FAIL FAIL FAIL. I don't even know what I am doing. ☹️ https://t.co/boZO82Fzhn
I have accepted a new job! I am going to be an actual data science professional doing actual data science for actual monetary remuneration.
The blank spot in the NW is our airport; nobody lives there!
I wrote documentation for my census tracts package &amp; wow, maps are interesting. #rstats https://t.co/1bxRWXtkkO https://t.co/Z7QIkLzEj9
Well, I've now achieved a failing Travis CI build. #FAIL
@SecretBeck OH NO.
RT @AntonioFrench: Wow. Let that sink in.  https://t.co/60jlPy8xBR
@hollandshaPri Oh NO!
Happy double digits to Grace! 🎂🎈🎉 https://t.co/iKjYefjcmg
I have been a parent for a decade as of today.
@hrbrmstr This is super helpful; thank you!
@NishWeiseth BEEN. THERE.
@hrbrmstr Do you have a recommended resource for getting started with a viz like this in ggplot2? Maybe even just which geom?
I love living in Salt Lake City but this inversion we have been having is RIDICULOUS. We all… https://t.co/nNhkSmvf2I
RT @AntonioFrench: People are free to support the candidate of their choice, but you Twitterfingers haven't earned the right to disrespect …
I made a Shiny app to go along with it: https://t.co/ljspXQswKz #rstats https://t.co/lGyLLGMW7z
NEW POST: Mapping water use, and my first R package (for UT census tracts) #rstats https://t.co/Fhox1ud2Pp https://t.co/y6TpXFm5e5
RT @rOpenSci: Announcing our 2016 unconference 
https://t.co/jKg0Q1Pnwu
Invitations are still going out but nominations are now open.
@DrSamuelBrown Meeeeeeee toooooooooooo...
RT @PhysRevLett: Our cover this week: Binary black hole merger #gravitationalwaves. 
@LIGO Hanford (Livingston) data in red (blue) https://…
RT @reneehlozek: Here’s the figure from the paper #GW showing the two events seen in the Washington and Louisiana observatories. https://t.…
RT @NSF: .@LIGO announcement confirms a major prediction of #AlbertEinstein's 1915 gen theory of relativity https://t.co/CnClw67w3v #NSFLigo
RT @NishWeiseth: THIS IS INSANE // "With more parents choosing not to vaccinate, Utah on brink of losing 'herd immunity'" https://t.co/HqZS…
Turns out he was wanting Erlenmeyer flasks and such. I at least need to dig out all my old observing/telescope pictures.
4-year-old to me at preschool dropoff: "Why haven't I ever seen you doing science?"
Me: "Oh sweetie, it's just me sitting at a computer."
RT @kyle_e_walker: Gender imbalance in rural La Salle County Texas, located on the Eagle Ford Shale: https://t.co/1vi2713Af6
@Scott_Johnsn That is so great to hear. The point of blogging, I suppose! Thank you.
RT @jamieabrew: please try this recipe i made using a predictive text imitator and The American Woman's Cook Book (1938) https://t.co/X0NgV…
@tinyhonkshus @drob That's actually just the default, but yes, super important for real plots with titles/labels/legends.
So cheerful for Friday afternoon! Causes of death in UT over the past 15 years https://t.co/aDz1Sb41lv @drob #rstats https://t.co/9kogVV4SGZ
NEW POST: I used gganimate to explore causes of death in Utah @drob https://t.co/aDz1Sb41lv #rstats https://t.co/b4fJlXi0YN
@dhmontgomery @AriLamstein LOL, these maps are actually ggplot2 objects.
@AriLamstein @dhmontgomery In one of the examples I have limits set in a call to ggplot_scale. Set the limits to be the same for both maps.
RT @andrewheiss: Perks of having network data for 1.6 billion people: that whole 6-degrees-of-separation thing is outdated. https://t.co/el…
RT @willrad: Physicist: dark matter is undetectable but real
Nerd: ok!
Sociologist: these 417 findings show sexism exists
Nerd: NO, GIRLS A…
@ryanburge So cool to see that!
Where People Run in Salt Lake City (and other places) by @flowingdata https://t.co/P12aGJKVq4 https://t.co/jFXB1c6asD
@NishWeiseth Like, I just start crying a little bit watching the trailer.
@NishWeiseth OMG I don't even know if I can handle that.
RT @iamdevloper: The software development process

i can’t fix this

*crisis of confidence*
*questions career*
*questions life*

oh it was …
RT @albertocairo: Exploring the Relationship between Religion &amp; Demographics in R by @juliasilge @AriLamstein #dataviz #dataJournalism http…
@amgsharma Sure, if you follow me, I can DM you.
@tdhopper Yep, just my Twitter timeline. You are right, of course.
@tdhopper https://t.co/mgpudsUkik
RT @mimismartypants: Why diss people for not knowing about something cool? Just show them the cool thing. Then you get to be a teacher and …
@BecomingDataSci Would you consider adding me?
@juskye I never do test strands. Test strands are for wimps.
RT @bryancshepherd: If you're looking for interesting data, https://t.co/b7t1LC5EQI  is a relatively unknown treasure trove. #DataScience #…
RT @ReligionData: Exploring the Relationship between Religion and Demographics in R (part 2) https://t.co/UTmDtL9ZoO @AriLamstein @juliasil…
It's my second guest post over on @AriLamstein's blog where I conclude my exploration of the ASARB census over there. Thanks for having me!
NEW POST: I look at relationships between demographics and the ARDA religion census. #rstats https://t.co/XYgIPu29W8 https://t.co/cLVjbb0Cgj
RT @nordpil: a neat introduction to maps and geospatial and GIS at Mapschool.io http://t.co/mJnBlWCshP http://t.co/UD8vlZGus6
Sundance movie! Living in Utah is pretty tough, you guys. @ Tower Theatre https://t.co/XVxX9nABOS
I just got ImageMagick working on my computer so my new career is going to be making animated GIFs.
RT @VictorCNN: Man just bolted across a Des Moines coffee shop - to shake my hand and say 'It's an honor to meet you, Dr. Carson!' https://…
RT @shaybstrong: “Wrestling to Define Myself as a GIS Data Scientist” by @shaybstrong https://t.co/Ob9MSvsiIg
@brianabelson Would love to DM you but I think you would need to follow me first?
@ironsoap 💜💜💜 to awk. I did a ridiculous amount of the analysis for my dissertation with awk.
RT @JennyBryan: If they gave Pulitzers for Blog Posts about Debugging, this @davidvgalbraith guy should win. h/t @joelgrus https://t.co/Bhv…
@ORJocee So sweet!
@sharon000 Yes! Or at the least, a post on the project for which I wanted to read a shapefile in the first place with some links I used.
RT @sharon000: How to map Census data with R &amp; choroplethr https://t.co/MvgREvXaxh #gis #ddj #rstats by @juliasilge via @revodavid https://…
Science fair night, with some 4th grade #dataviz https://t.co/oHDLJ5CBjL
@cse_faculty Do you mean data science? Programming/hacking skills are very important, plus statistics. I am not an expert, though!
(I didn't bring it up. It's the science fair tonight so it is all high on my 1st grader's mind.)
Breakfast table conversation at my house this morning: difference between mass, weight, and volume. Makes my physicist mama heart happy. 💜
@bradkentca Thank you! I was definitely interested when I saw the data set; I'm working right now on some maps of the spatial information.
I learned how to read a shapefile into R today, so now I know where Utah's census tracts are. #rstats https://t.co/UysJga2M8f
@Selkie1970 We were pretty far along into jury selection when they came in and told us. This was my first time to get this far into it.
I have been released from jury duty. Turns out there was new evidence and they were arguing about using it, so they could not go to trial.
Wow, I am on the Revolution Analytics blog today! #rstats https://t.co/ZAq1JPOu68 https://t.co/DEGV7aTpHY
@SKEdman Nooooooooooo...
@revodavid Thank you for the link!
RT @revodavid: Sentiment analysis is easier than you think, with this R tutorial by @juliasilge https://t.co/L0fgV2IKOZ #rstats https://t.c…
Jury duty @ Scott Matheson Courthouse https://t.co/KJlEw98AgE
@kyle_e_walker @AriLamstein Those are great ideas; I really like the idea of looking at homogeneity.
@AriLamstein I will talk to you about it more when I have it all (mostly?) working.
@AriLamstein Oh, it is just making the census tract maps but for Utah. 🙄 You probably saw that I forked your repository.
My first R package is almost put together. I know you've heard this before, but thank you, @hspter, for your super straightforward guide.
So much about Beatrice Tinsley makes me feel sad.
RT @dalcantonJD: Tinsley was an incredibly prescient astronomer. She's always been my scientific idol.  https://t.co/mcEC2v9Co8
Statistics Done Wrong: The Woefully Complete Guide by Alex Reinhart My rating: 4 of 5 stars Readable,... https://t.co/Si2qkFJqVM
@MaryLUE I laugh and laugh and laugh that she was tired of reading about "white boys and their dogs". IT'S FUNNY BECAUSE IT'S TRUE.
RT @ReligionData: Want to know what you can do using R and data from the ARDA? Check out this blog post! https://t.co/WrnTvZt4kw
@AriLamstein @01241 Doing something more interactive would be great; I'll definitely think about working something up!
RT @ReligionData: Wonderful example of what is possible on The ARDA. Examine and download the data FREE here: https://t.co/TCPiNPzYZb https…
I used open data from @ReligionData to explore Iowa's religious demographics ahead of their caucuses. #rstats https://t.co/Ekns4Rcxf2
NEW POST: I am on @AriLamstein's blog today talking about maps, religion, &amp; Iowa. #rstats https://t.co/Ekns4Rcxf2 https://t.co/FcehomiI2A
https://t.co/McqMeuDkZp
Guys, I am pretty excited for TV tonight. #TheXFiles https://t.co/hsiMV2F1Tc
@_inundata For sure a benefit of living here. It's &lt; hour from my house to sitting on a lift.
On a BURRITO DATE 🌯 with my youngest while Rob takes our older girls skiing in this lovely powder https://t.co/DGorjr0End
RT @ginatrapani: The Scully Effect - a perceptible increase of women entering the fields of science, medicine, and law enforcement https://…
@dwdeardorff Oh gosh, I love this show so much. And I am wanting/hoping this revival is good SO SO MUCH.
RT @DrScienceCat: I didn't realize USA TODAY was so big https://t.co/F5kKOQfM2Q
I want to put on my resume: "Highly proficient at googling how to do things."
It's funny because it's true. https://t.co/q2UJHvbTqj
RT @orbitingfrog: To be fair @plutokiller owed us a new planet https://t.co/haxz27pyRz
RT @randal_olson: This is actually what America would look like without #gerrymandering. #dataviz

https://t.co/GsaVkXv3xi https://t.co/Rc0…
It totally is! https://t.co/w9Fvy4zfDd
NEW POST: A predictive model for water use in Salt Lake City, plus drought! 🌧💧☔️  https://t.co/BILTbm0tKj #rstats https://t.co/oYma02RfxA
RT @_Pandy: i fed a recurrent neural network with the scripts for every episode of friends and it learned to generate new scenes https://t.…
Burial Rites by Hannah Kent My rating: 3 of 5 stars This book is slowly paced but somehow really engrossing... https://t.co/3jCSqzncZ5
First state qualifying time for this girl tonight! (100 back) @ Fairmont Aquatic Center https://t.co/L8jT5QwvTw
My spreadsheet breaks all tidy data principles, BTW.
I'm starting to prepare for actual interviews for actual jobs, so I am making an enormous spreadsheet. https://t.co/RZKn7wR5Ou
RT @monkmanmh: Nice analysis of health indicators in Utah by @juliasilge using #rstats
https://t.co/E995mlkdT2
#DataScience #dataviz #demog…
I finally got the chance to sit down and absorb this and wow! So helpful! https://t.co/uNfon3FAyX
@Jowanza 😭😭😭
Coffee shop morning for me today @ La Barba Fine Coffee and Churros https://t.co/6bGqGXsiHY
@SKEdman I bought a pair of LL Bean short harness boots last winter that have turned out to be amazing. I wear them nearly every day.
RT @joelcifer: When you hate that it was funny but it was funny https://t.co/ZkOJaOaLyM
RT @benmschmidt: My #SOTU site lets you read this year's speech in comparison to every other one given: https://t.co/UF12UyljuC https://t.c…
@pbjcole 💜
The #rstats community has been really helpful and welcoming to me as a newcomer and a learner; it makes such a difference. THANK YOU.
I used @slowkow's new ggrepel package with k-means autoplot from ggfortify. 💯💕🎉 https://t.co/h2TtMZZxNp #rstats https://t.co/Lw1Dl6zss3
NEW POST: Health care indicators in Utah counties, with PCA and clustering goodness https://t.co/h2TtMZZxNp #rstats https://t.co/DUH5IJ3k94
📷 Slow-Cooked Brisket and Onions from The Kitchn We had a brisket from our ¼ cow in the freezer, and I... https://t.co/aSAoI5wnTj
Complex systems and simulation! (via @treycausey) https://t.co/6hsgZLLHZv
RT @hrbrmstr: I present The Force: Accounted, in #rstats https://t.co/uz8QQJy53L #ggplot2 #StarWars (src: https://t.co/6eqxUF6zlT) https://…
@jkru And $$$ is obviously not the only reason to pick a city or job.
@jkru I guess you just have to decide if/when you really are over the cost of living. Salaries are lower elsewhere, but not THAT much lower.
@jkru Yeah, although it's probably just that there are DS jobs in all cities with a strong tech presence.
@jkru I have started more seriously job hunting, going to meet ups, etc and seriously there are so many jobs here.
My 9-year-old is pretty excited 😊 Just signed up for Girls on the Run Utah Spring 2016 Program Registration https://t.co/lbJAdZLkzt
@SKEdman I remember literally shaking the first time I made this kind of call for V, but it has been SO good/helpful/necessary.
@SKEdman This kind of process is terrifying at the beginning, but it actually is helpful and not terrible once you are in it.
Thank you! I really enjoyed putting this project together. https://t.co/56O2qpXbbr
RT @AntonioFrench: Interesting read. 

"Twitter’s White-People Problem" via @thenation https://t.co/QaYFlqoBm6
RT @lsv: The last sentence is a 3 for 1: It explains the statistical drop, is very funny, and is kind of frightening. https://t.co/opcH48AB…
@Jowanza So awful.
RT @xkcdComic: Judgment Day https://t.co/36WE4dTFxi https://t.co/iua4BkraqJ https://t.co/8BSapK2Xkm
Thanks for the great talk, Braxton Osting!
Tonight at my data science meetup, I learned that college football schedules are not very informative. https://t.co/Si74TTDmXT
@UtahProbs IDK but I feel like most surprises involving knives are not good. 😳
@AriLamstein Not quite yet; I just submitted the form to be added over the weekend.
Fluffy quail in my backyard https://t.co/ZQag1AVL4i
RT @clarecorthell: Glow: “Womanhood, Demystified by Data” Uhg. 
https://t.co/XDdfzyZmx2
@AriLamstein I have! I've made a couple of Shiny apps so far. I will have to think about doing one for these maps.
@Selkie1970 The title is "Masterpiece Mystery."
Many thanks to @AriLamstein for his amazing choroplethr package and all the help he offers in getting started with it.
It's Sunday, so maybe you would like to read about religious demographics in Utah? https://t.co/qcIgggwj7p #rstats https://t.co/KuZuqBLo8Y
NEW POST: Demographics and Choropleth Maps of My Home State https://t.co/qcIgggwj7p #rstats https://t.co/oER4KNl4GW
@laciemesserly Watching it as the parent as a tween girl made it especially gut-wrenching. SO MANY TEARS.
@laciemesserly YES, and also the whole thing at the end with her getting older and having more complicated/sadder emotions.
Well, we watched Inside Out and I sobbed.
The Blue Castle by L.M. Montgomery My rating: 4 of 5 stars I just re-read this, and I have a suspicion that... https://t.co/3RtsVkZOpU
RT @cosmicpudding: Alright, here is my attempt at spectrally analysing #SydNYE fireworks! What do you think? https://t.co/0bzfFwtl2H https:…
Check out My Year in Books on Goodreads!  https://t.co/4qCBhUGn0P via @goodreads
I think I finally managed to make my Git editor NOT vi. Because I have to google how to quit vi every time I end up in it.
RT @treycausey: Fascinating and rigorous analysis. Typography and Google Ngrams strike again. https://t.co/M132DMvxe8
@Jowanza A sign that you live in Utah?
RT @NishWeiseth: You shut your mouth, @Thrillist. Don't encourage more people to move here! #SLC  https://t.co/OrRvSeQXO0
Attachments by Rainbow Rowell My rating: 5 of 5 stars This book made me SO HAPPY. Charming, super duper... https://t.co/SqjLJDe7MH
Jane Austen Cover to Cover: 200 Years of Classic Book Covers by Margaret C. Sullivan My rating: 4 of 5... https://t.co/m1ucxkr1Vy
My in-laws are in town visiting so we have come to see the dinosaurs @ Natural History Museum of… https://t.co/O38XOa0mag
@krisshaffer Yes.
She said she liked it a little better than episodes IV-VI because the girl "actually got to do a lot in this one." 😍😍😍
Rob took our (smart, athletic, amazing) 9-year-old daughter to #TheForceAwakens today and they had so much fun.
We are at a movie theater, here to see the Space Fights movie! #StarWars
RT @arnicas: Buzzfeed really is something now - their list of 53 stories in 2015 is worth a gawk. https://t.co/lIbtYc47dK
This movie is THE WORST but this blog post is delightful. 😉 https://t.co/euNKZQHqY1
@HaleyNBurke I will give you some! We ended up with way more than we will use.
Our Christmas goose is COOKED. https://t.co/vfLRAe6poZ
@Selkie1970 If you like dark meat turkey/chicken or duck, it is DELICIOUS. It is also often $$$, unfortunately. We buy one once a year.
@Selkie1970 Roast vegetables, especially potatoes. But this is A LOT! I may need to give some away to foodie friends.
It's snowing and we're roasting a goose out of which we've rendered 4 cups of goose fat. SO FAR.
@dwdeardorff Indeed it is!
Also we have opened a VERY nice bottle of bourbon. https://t.co/wGKkN7Trcg
Real candles alight on our real tree tonight 🎄🕯🎆
Merry Christmas! https://t.co/g3a9uj4TW5
The Martian by Andy Weir My rating: 5 of 5 stars This is the best book I have ever read that consists... https://t.co/1RJ5u13Dv9
Joy to the World, and also Anticipation, Disgust, Surprise: NLP &amp; sentiment analysis https://t.co/Q8vJS0L996 #rstats https://t.co/rFJxQADYEa
@dwdeardorff It was definitely an interesting, enjoyable read.
The Signal and the Noise: Why So Many Predictions Fail - But Some Don’t by Nate Silver My rating: 4 of 5... https://t.co/z0JHU6yCvS
SO MANY birthdays/parties at our house right around now. I'm just a WEENSY SMIDGE tired.
🎈🎈🎈🎈🎈🎈🎈

Violet is SEVEN! https://t.co/y9Wn1eK6ME
@mljockers Thanks so much for the great syuzhet package! I enjoyed using it here.
NEW POST: NLP &amp; sentiment analysis of my Twitter archive https://t.co/Q8vJS0L996 #rstats https://t.co/MPzNSi5t13
RT @NewYorker: From the @tnyshouts archive: children’s holiday letters to Satan. https://t.co/P0zCssM1CT https://t.co/mE1I7EYGtq
@_inundata High West is local to me! They have an amazing restaurant, you can tour the distillery, etc. 😍
RT @simplystats: A non-comprehensive list of awesome things other people did in 2015 https://t.co/I7cBY2xWwP
RT @oceankidbilly: 📊📊📊BREAKING: "The default theme_grey() background colour has been changed from “grey90” to “grey92" 📊📊📊https://t.co/R2LK…
Party aftermath -- Happy 39th, Rob! https://t.co/8AE6fvx8Bj
Bourbon cranberry shrub cocktail, to celebrate Rob's birthday with friends tonight! https://t.co/I5s1KquH2i
@AdageCat @SKEdman This book is up there for most lifetime re-reads for me, just behind P&amp;P maybe? Has been a couple of years now, though.
@SKEdman And I just remembered the whole thing with the rose bush. "Oh, look! Now it is covered in LUSH BLOOMS."
@SKEdman And after they were married, she was all so FULL OF LIFE and WEARING BRIGHT COLORS and all that. 😳
@SKEdman I would need to re-read to really make this argument, but I feel like it was part of what she was asking him for.
@SKEdman Boy, I am NOT A FAN of the cover on my copy. https://t.co/eBl877ruSb
@SKEdman I think? Now I need to re-read it. Gosh, I love that book. One of my faaaaaaaaaves...
@SKEdman They were MARRIED. They totally DID IT.
@dwdeardorff This is so true; they do an excellent job.
I went to the BIGGEST COSTCO IN THE WORLD on the SATURDAY BEFORE CHRISTMAS and I LIVED TO TELL THE TALE.
@Drew_Lab @BrunaLab @_inundata MI-5 is AMAZING but yes, so intense/gut-wrenching.
@_inundata Luther, X-Files, Twin Peaks, Parenthood?
TFW you get an annual family Christmas letter full of inappropriate-for-children content 😳
Birthday + science = ❤️ @ Natural History Museum of Utah https://t.co/B0X8uUMyfR
Last day for our kids to be in school for a while so... BREAKFAST DATE @ Straw Market https://t.co/XLmO5P79ZM
Discussing with Rob what Harry Potter characters our 3 children are. We have decided:
1) Hermione
2) Luna Lovegood
3) Ron
I finished Andrew Ng's machine learning class on @coursera today! It was in fact good, as everyone said it was. https://t.co/twtBck9r7f
@tdhopper I did a shocking amount of the analysis for my dissertation in awk scripts (the rest in C and Supermongo). 

👍🏻 to awk, for sure.
@treycausey @ChefSteps That job description for Applied Math is written so well and is so appealing -- makes me wish I were up for a move!
RT @treycausey: The best thing I read online this year was @ftrain's What Is Code? https://t.co/ZQ7PO1ddEq
@jkru A gift card, like for a book store or coffee
The code used to make the app is here, for interested parties: https://t.co/BU73qNsyy1 #rstats
I used a publicly available data set from @UtahData to explore the heath of UT counties: https://t.co/zDTGuGhjrv https://t.co/Y7BrRv2PXy
@AdiePrestone Well, THANK YOU. 😉
Code for the app is here: https://t.co/BU73qNK9pz #rstats
I made a Shiny app exploring health indicators in Utah counties: https://t.co/zDTGuGyUj3 #rstats
RT @drob: One reason the "Axes must start at 0" rule doesn't always apply. #rstats https://t.co/BHm9jW9g8Y
RT @NHMU: #snowpocalypse @UUtah @NHMU #Eocene style. https://t.co/kfzCg0Rc5r
My street is all full of drifty, powdery snow. https://t.co/oyiVwebhqV
Salt Lake is a magical winter fairyland (but driving was super unpleasant this morning) https://t.co/AJLt4NQSnP
3rd Sunday of Advent, and the last night of Hanukkah. Things get a little weird around here… https://t.co/VChT1EOLj9
@hollandshaPri Maybe also really dark lipstick.
@hollandshaPri I suggest starting a relationship with liquid black eyeliner and ENORMOUS earrings.
@hollandshaPri This is the problem right here; no one (?) wants to look like her mother.
RT @exostefanom: Finding the Right Color Palettes for Data Visualizations — https://t.co/eg27T6imVH
My 6-year-old daughter wants a jet pack for Christmas.
RT @UT_Stats: Ten Thousand Tweets https://t.co/K4DBiYlKMc #rstats via @juliasilge
Looks like I am going to be called up for jury duty in January, which sounds super duper overwhelming for us with 2 jobs and 3 kids. 😬
@evnglcalhipster house churches 😉
This is a great collection of resources! https://t.co/qHZ7dtnCdB
I am so excited/nervous for this: 50 Scenes That Do Not Appear in the X-Files Revival https://t.co/iSPUtV9CDp
RT @hunterschwarz: Utah Gov. Gary Herbert referencing 1800s Mormon refugees, saying “the First Amendment still matters." https://t.co/S29Sz…
I'm at a swim meet again @ Olympus High Aquatic Center https://t.co/VV2oUvqgrr
@openMindedSkep Oh, that's a nice idea! Thanks.
@UT_Stats Thanks for the RT! I am actually a UT alum (astronomy PhD in 2005).
@drob I used a nearly identical version of your script and it is working very smoothly for me! Thanks again.
Thank you! https://t.co/OJvStDutH8
First blog post on my brand new website, wherein I get to know ggplot2 a bit https://t.co/zG1GWlkdJJ #rstats
Also thank you to @drob for having your blog on Github in such a way that I could figure out how to turn R markdown into Jekyll blog posts.
Many thanks to @mmistakes for the beautiful Jekyll theme, and for being really nice on Twitter when I had questions getting it set up.
I have a new professional website! https://t.co/AsRoS5KA9b
Will I ever get tired of a) the Vince Guaraldi Charlie Brown Christmas soundtrack or b) Sufjan Stevens' first Christmas album? 

I think no.
Second Sunday of Advent https://t.co/EB175hDS6W
@hollandshaPri Aaaaaaaaaaaaah... 😳😵🙀
My home town! Amazing work. https://t.co/PQ7clYr1EY
"MATLAB MOOC, MATLAB MOOC," sing-songs my husband to me, like he thinks these aren't real things? Life gets weird around here sometimes.
RT @bigdata: Identifying the essential skills for data scientists: very good @radar post by @dtunkelang https://t.co/coW1g943UI
@exostefanom I miss Austin.
@SKEdman literally shaking and queasy afterward. One of the worst experiences of my life.
@SKEdman I knew she was gone almost immediately but she was missing for ~20 minutes. I was freakishly calm while she was gone, but
@SKEdman I lost V when she was 3 at the SLC farmers market (which is HUGE! and SO SO BUSY!) and it was so intensely terrifying.
I just took the @MangoTheCat #DSRadar Survey, and I am a Modeller, with Visualizer not far behind. https://t.co/SpDwCr41yv
RT @Owl_Meat: Reason to do a PhD #19: 

woman having baby on plane

"Is there a Dr on board"

Me: yes lol *gets out laptop and loads up MAT…
@SecretBeck I absolutely do. Mix those all together and take away the spaceships and English estates and you basically have my husband.
@SecretBeck For me, it's... Mr. Darcy, Han Solo, Fox Mulder.
@SecretBeck Well, undoubtedly in real life some of Mulder would be just impossible, but you are not going to convince me on this one.
@SecretBeck Noooooooooooo.... HE IS SO DREAMY.
First day of Advent https://t.co/li4PpR5kVT
RT @Jfpohl: I wrote this poem for the latest @ASA3org issue of "God and Nature Magazine." I find Utah's geology moving. 
https://t.co/Wo1tX…
Thankful for a nice Thanksgiving weekend visit with my parents https://t.co/dkFrbx5Ved
I didn't take a single picture yesterday, but my parents are here for a Thanksgiving visit! @ Natural… https://t.co/UpSYey8ilt
RT @WesFlinn: *slow clap* Bravo, Vice.

https://t.co/nr1W4yK8gN
RT @ironsoap: RT if you're preparing a brine rn
Also, I have always wanted green hair. https://t.co/HF2eyuCngS
Neural networks are so fun. https://t.co/VYLVopOsae
@DeepForger https://t.co/W1KBpaZwcD
Maple custard tart with GF orange cardamom crust https://t.co/PhPL31Lkas
RT @Slate: Watch @Adele, @jimmyfallon, and @theroots do “Hello” classroom instrument-style: https://t.co/63fQ9YGJaf https://t.co/2cYeS0EF2i
RT @hrbrmstr: Can we call this Turkey Day-ta Science? https://t.co/q7mec3skSB
Yes, as an actual mom with technical skills, it doesn't feel great. https://t.co/G4MsHMiJ5q
@NYspling WOW. That is a long time! At least to me. It is interesting how people's instincts are so different RE: privacy.
@NYspling A day, I think? Via email to my entire address book for my oldest (~10 years ago) and on FB, Instagram, etc for my younger ones.
Big Little Lies by Liane Moriarty My rating: 4 of 5 stars This is my third Liane Moriarty book to read, the... https://t.co/N7YpWepLRl
An evening of climbing for Violet @ Momentum Millcreek https://t.co/j3l0y7UTQ2
@NishWeiseth I pretty much regret every joke I've made about Mormons on social media.
This is beautiful and amazing. https://t.co/XS4YG56cQX
There are pretty plots of principal component analysis about 3/4 of the way down. #rstats
I machine learned something! It is about bicep curls. https://t.co/LFU5EPYjeQ #rstats
It's dress-like-a-book-character day at the girls' school, and Violet is Penny with her blue marble,… https://t.co/kHO3J9NxZp
@jkru Also, linear algebra.
RT @redstatist: teacher: your child won't stop yelling "this is bourgeois propaganda" in social studies
me: have you tried not teaching bou…
@arnicas I am not new to coding in general and I am resourceful, but I had never touched git before and it was OK.
@arnicas Making a Jekyll blog with Github was one of the very first things I did with git AT ALL and it went well for me as a learner.
Listening to the leaves fall https://t.co/CVCQALfIck
RT @NishWeiseth: THANK YOU, @GovHerbert. Thank you for doing the right thing, even if its not politically beneficial. #Utah  https://t.co/P…
My youngest (age 4): "My favorite numbers are INFINITY and FOUR."
@tdhopper I went and got myself a PhD in astrophysics and now I have to figure out what to do with it.
Little bit of snow on roofs and the foothills ❄️😍🌨
RT @amcasari: Most excellent advice: How To Hire Female Engineers https://t.co/1niDxh854k via @techcrunch
@hadleywickham @rstudio I used readr and I was able to figure out how to do what I needed to (ended up only reading in some columns).
@hadleywickham @rstudio I'm QUITE new to using R, but largest dataset so far was 6+ Gb .csv file when I only have 8 Gb of RAM in 2 slots!
@SecretBeck I think in big cities, they report the rates by year and then talk about whether the rates go up or down.
@SecretBeck I guess it depends if you want to talk about this year's rate or your town's average rate.
@SecretBeck If you wanted an AVERAGE annual murder rate, you would average those rates together: (15*0 + 3/1000)/16, which is about 1.8/1000
@SecretBeck Then there was a year with 3 murders? That year would have an annual murder rate of 3/1000.
@SecretBeck Your annual murder rate is obviously 0/1000 and has been for, say, the last 15 years.
@SecretBeck This is such a good question! I know a lot about math but not a lot about how crime statistics are reported.
RT @wordnuvola: @juliasilge here's your word cloud :D https://t.co/brENISS60W
@wordnuvola #wordcloud
Somebody bring me my Doc Martens and my flannel.
Oh man, this playlist for Jagged Little Pill's 20th anniversary is MY JAM.  https://t.co/fp5sAUpdwF
📷 Twice Baked Spaghetti Squash Recipe We had a number of small spaghetti squash from our CSA and I made... https://t.co/sVmYrH3UTV
RT @nicebread303: What's the probability that a significant p-value indicates a true effect? Blog post &amp; a new interactive app https://t.co…
Ah, my undergrad alma mater @TAMU... For sure a good value, even more so in the late 1990s when I was there. https://t.co/3P4WhQEvHW
RT @simoncholland: If you enjoy talking someone down from the ledge because they can feel a wrinkle in their sock, parenting may be for you.
I'm noticing a significant reduction in Elsas compared to recent years.
Happy Halloween! 🎃🕸🍬 https://t.co/NKelEibAk9
@HaleyNBurke Oh nooooooooo...
Family photo booth https://t.co/UqsZ3OoIlQ
On the way to the school carnival: Kwazi (from Octonauts), a fairy, and Sneaka (the cloud superhero) https://t.co/kOETdVIvcF
And that is my first Shiny app! #rstats
I made an interactive visualizing water consumption in SLC: https://t.co/gFTPqDs8sc
Thanks for the great streamgraph package, @hrbrmstr!
It's 62° in our house. Time to turn on the heat?
(He meant Nevada.)
4yo: "Did you know that California and Nineveh are SO CLOSE to each other?!?!"
Some after-school reading https://t.co/1zsaznREqh
Alarm did not go off and I woke up 1+ hours after my normal time. We did manage to get the kids to school on time, but WHAT A HOT MESS...
@treycausey Well, that is rotten. I have found your blog posts really helpful, FWIW.
@karenebayne Also statistics. Also learning new programming languages.
The Sense of an Ending by Julian Barnes My rating: 4 of 5 stars This was compelling enough that I read it... https://t.co/d1QW4Zn8Ls
RT @deepselfie: @juliasilge looking at https://t.co/tVi2ln4uEA you get a score of 56.1%. Good one.
.@deepselfie Hello, Selfie Bot! What do you think of my profile picture? https://t.co/qOYXxg7pxk https://t.co/4fbSWOeiXV
It's lovely to have our own backyard eggs again. https://t.co/qtX6NnEfER
@Selkie1970 Preeeeeeeeeetty...
@NishWeiseth Yeah, I thought so. I was all ORLY? It WAS quite cold, on the other hand, and G (+ friends) swam kind of slow.
Well, we survived another swim meet. My daughter's friends' moms and dads declared it a "slow pool", whatever that means. Is that real?
For the Love: Fighting for Grace in a World of Impossible Standards by Jen Hatmaker My rating: 4 of 5 stars... https://t.co/M7qGNn1ueM
@exostefanom I'm not there quite yet; I'm working on making the move! I work in ed tech right now writing astronomy content for higher ed.
@exostefanom I preceded you at UT by ~10 years!
@SKEdman Did you... did you MAKE those?!
Piano lesson day https://t.co/xjjo44CNNW
@jkru I HAVE TO LEARN ALL OF STATISTICS AND PROGRAMMING AND DATA SCIENCE RIGHT NOW.
@jkru Just don't decide to do LIKE HALF A DOZEN AT ONE TIME.
I... I'm taking too many MOOCs, you guys.
@fredericksolt That does look better. Thank you!
I used the dotwhisker package from @fredericksolt, which is lovely. H/T to @JennyBryan
I did some multivariate linear regression, if you're into that sort of thing: https://t.co/CIzUaxCNPC #rstats
Putting on wool socks for the first time this fall. OH YEAH.
@ORJocee YES. They gave me a MAP. https://t.co/PF5U6XuO37
@NishWeiseth https://t.co/KAKrRdbPoA
@dwdeardorff It is pretty amazingly huge.
Our Costco has been remodeled and now it is THE BIGGEST COSTCO IN THE WORLD. (According to the sign.)
@mimismartypants I say... NO! We are doing the best we can and we love these gorgeous human beings!
@mimismartypants My oldest (also girl) is a little younger (almost 10) but I feel so flummoxed by tween/preteen life. AM I F-ING IT ALL UP?!
Well, it's #WorldStatisticsDay so I did t-tests on guinea pigs! No really! #rstats https://t.co/8xf6ozoqbp
I did some wee tiny simulations and it turns out that yes! the Central Limit Theorem is still a thing. #rstats https://t.co/oYhPOv9vxW
@jkru Pho is what I crave/eat whenever I have a bad cold. It is like chicken noodle soup, but way way better.
@jkru The liquor laws here can be VERY annoying in certain circumstances, especially if you don't know how they all work.
@jkru We brought home 5 bottles of bourbon. All unscathed!
We came for the bats, and the lake, and the skyline. The kids basically melted down, but otherwise… https://t.co/rhIYIGYk0f
Grace is such a good travel companion these days. @ 24 Diner https://t.co/fCbUhJMOvV
@HaleyNBurke Never fear. My cousin's new last name is Goodman.
Cousin wedding dance floor #lisafoundagoodman @ Vintage Villas Hotel and Events Center https://t.co/wH9652KUKX
There are giant lollipops at this wedding. #lisafoundagoodman @ Vintage Villas Hotel and Events Center https://t.co/c2ZHeTfUVU
My cousin is getting married! #lisafoundagoodman @ Vintage Villas Hotel and Events Center https://t.co/ZnlTXb44MC
😍😍😍 @ Vintage Villas Hotel and Events Center https://t.co/k6CzlZLqzY
@Selkie1970 I miss having fun color! It always made me happy...
Tea service with my girls and my sister @ The Steeping Room https://t.co/lmf2VoLQWR
Well, it appears I forgot to pack my son's dress shoes for this family wedding today. I guess he will be wearing his Keens!
Here for my cousin's rehearsal dinner @ The County Line on The Lake https://t.co/4gbGZWLBoG
@s_chacko That looks interesting! I will have to check that out.
Fun with lights @ Thinkery https://t.co/Is2SsDpzP7
I'm drinking a fancy beer and listening to live music while my children play on a playground. I MISSED YOU, CENTRAL MARKET.
Eating some pancakes @ Kerbey Lane Cafe https://t.co/7ELHTRdSR7
RT @slcairport: Adventures begin at #SLC! Thanks to pax @juliasilge for the photo! #SLCAirport http://t.co/6Bbkk6IF62
Getting ready for an airplane adventure @ Salt Lake City International Airport https://t.co/jZe73Ir7Fn
Packing for 5 people for a 5-day trip. Horrifying amount of stuff!
The Husband’s Secret by Liane Moriarty My rating: 4 of 5 stars Liane Moriarty writes such interesting... http://t.co/5tl0vSvVo5
Discussing with my 4-year-old the relative realness of @SteveBurnsAlive, Shovel, and Pail.
@HaleyNBurke That is not cool, man.
RT @treycausey: You may know that Meyers-Briggs Type Indicator is not scientific. But definitely read on. http://t.co/pKGrUNEEsE http://t.c…
@NishWeiseth Aaaaaah, Grace is supposed to go to a piano thing later today on campus!
@JennyBryan Oh man. I was the only female physics major in my cohort during undergrad. So lonely in so many ways!
Me, age 19 in the very late 1990s, sitting in a dim computer lab while a professor drones on about linear algebra, etc in MATLAB.
I have a MATLAB license for the next couple of months for a Coursera course I'm taking, and that is taking me ALL the way back to undergrad.
@jkru What?! We'll be there for a wedding too -- my cousin is getting married next Sat out by Lake Travis. Maybe we should say hello.
@jkru Funnily enough, we are going to be in Austin NEXT weekend.
@howiesmith @NishWeiseth For Violet, it was the opposite. The countdown game-ified the whole thing for her. But it's not the only way...
@NishWeiseth @howiesmith It is literally so easy for her, etc. But the time timer is very flexible in how you use it, and SUCH a good tool!
@NishWeiseth @howiesmith V's issue was that she is perfectly capable of finishing it quickly, but she has poor focus/on-task behavior.
@howiesmith @NishWeiseth she just is motivated by having the timer count down visually and knowing she is supposed to finish before it ends.
@howiesmith @NishWeiseth math HW is 3 minutes (or less), then I restart it for the other side. She doesn't even need rewards at this point;
@howiesmith @NishWeiseth I have been setting it for 3 minutes and putting it right in front of V where she can see it. She does 1 side of
@NishWeiseth @TimeTimer It is really remarkable how much difference it has made for her. So much easier for her to stay on task and finish.
I've started using the @TimeTimer app for my 6yo's homework and it has made a HUGE difference. She is doing it &lt;1/3 the time than before.
@astropixie Venus + the Moon was AMAZING here this morning.
RT @AmyMainzer: New report on declining astronomy proposal selection rates from @NSF:
http://t.co/yA5yAy9JgA http://t.co/2Cb75nbC4l
@ORJocee Noooooooooo... 😩😱😷
Cozy in bed with tea and @swirlstats to brush up on my probability and statistics. @swirlstats is so addictive. #rstats
@tdhopper I guess you could argue there have been SOME meaningful changes in the astronomy textbooks (exoplanets, dwarf planets, etc).
@tdhopper The worst. I've been working in ed tech/higher ed (physics/astronomy) for the past few years and it is such a scam.
Texts from Jane Eyre: And Other Conversations with Your Favorite Literary Characters by Mallory Ortberg My... http://t.co/GES1SuzBjy
First swim meet of the fall season @ South Davis Recreation Center https://t.co/AtUNMogkt5
WHY did I decide to listen to Carrie &amp; Lowell?!? Did I think that Friday night would be a great time for overwhelming sadness?!?!?!
RT @voxdotcom: Obama challenged the media to compare gun and terrorism deaths. So we did. http://t.co/eMmJsi7CbY http://t.co/XHfbbjcEYs
RT @AnneBogel: The Most Important Thing, and It’s Almost a Secret   https://t.co/f5NPazVRXr
9yo to me this morning: "Well, you're certainly not a YOUNG woman."
RT @treycausey: "Statistics without the Agonizing Pain." Inference via simulation, great short talk from @jrauser. https://t.co/PEEqb98P6H
Such an attractive family... #latergram https://t.co/AfisOsOLcU
@SecretBeck There's also http://t.co/z91p2QIUBC which has reviews and projects and such, but mostly of just Burda patterns.
@SecretBeck Yes, there's Pattern Review: http://t.co/kMixo4KTGU I'd say it's not really as great as Ravelry, but it's something.
RT @ericcolson: Okay, the Han Solo reference got me.  
What Does Probability Mean in Your Profession? 
http://t.co/LOWPy8TUUy http://t.co/s…
Although it does kind of feel like a really long commercial for Azure ML.
I just finished the first week of @edXOnline's Machine Learning Essentials class and it seems great so far.
Pretending to Be Normal: Living with Asperger’s Syndrome by Liane Holliday Willey My rating: 3 of 5 stars... http://t.co/8Gfsa0uk5c
@dwdeardorff Sad!
Wow, lunar eclipse does not disappoint tonight. And a TON of people out on our street checking it out. I love our neighborhood.
RT @AstroKatie: 🌓🌎🌞 &lt;-- lunar eclipse

🌎🌓🌞 &lt;-- solar eclipse

🌎🌞🌗 &lt;-- apocalypse
I like that this neural net thinks I take pictures of Petri dishes.
Here's what a neural net thinks of my Instagram: "entrees, mirrors, dishes, and mountains" http://t.co/mibsmNqk6Q
Wow! So pretty... https://t.co/LVXW9rRmHX
Time to go pick up 1/4 of a cow.
I also love "In the Light"-- Every Track From DC Talk’s Jesus Freak, In Order http://t.co/nzNDw5oulF
@amcasari Yes, it is taught, at a SUPER basic level. Andrew Ng's Coursera class includes much more.
@amcasari I'm in course 6 of 9 right now, I think?
@amcasari I was actually just talking about the prereqs for doing well in the JHU data science Coursera track, and that hasn't come up.
@amcasari In general, absolutely important to understand!
@BecomingDataSci but not necessarily how to do it per se. Basic stats is helpful. Haven't used any calc at all.
@BecomingDataSci I'm also doing this track and I'd say that is accurate. You need to know what a matrix is and that it can be inverted,
RT @jakevdp: This post makes the case that astronomers make the best data scientists. I can't disagree :) http://t.co/Ew4ZDvU2Aq
@ironsoap You have to ramp up and off of it because it is a heavy hitter brain drug, so not something to be taken lightly.
@ironsoap I lost some weight, but not a huge amount. (Some people lose a LOT.)
@ironsoap HUGE at the beginning (memory, ability to come up with words, BRAIN DOES NOT WORK) but after ~2 weeks I was back to normal.
@ironsoap My migraines are super duper hormonal so I will likely need to take it until menopause or so.
@ironsoap The first ~2 weeks on it were killer for me (cognitive side effects LIKE MAD) but then I adjusted and it has seriously helped.
@ironsoap I've been on it for ~2 years now, I think? HUGE difference in frequency and intensity.
@ironsoap I don't know how often you have to be having them for this to be an option, but it DRASTICALLY reduces how often I get them.
@ironsoap I mean, I'm no doctor (at least, not the helpful kind)...
@ironsoap 😕 Have I told you about how Topamax has changed my life?
@jkru I'm eventually going to have a whole blog/portfolio, say, early 2016.
@jkru ggplot is the BESSSSSSSSSST...
I made an #RPubs account this week, which means that I can publish pretty reports like this one on the web: http://t.co/egmrZzkXgh #rstats
RT @katecrawford: Love this: what shape is the Internet? According to patents, it's a blob, an explosion, a cloud and a bean. http://t.co/5…
I got glasses and a dramatic haircut; I'm a NEW ME! https://t.co/W1LVCRs5GJ
@treycausey Thanks for sharing this. I'm looking to move from physics/astronomy to data science and this part is overwhelming. 😐
Lovely... "To Scale: The Solar System" on @Vimeo https://t.co/zaFRFtMTMY
So good! Astronomers are obviously excellent at explaining things. 😉 https://t.co/WxBSx2iWNY
4yo: "Who is this? Is he one of Taylor Swift's friends? Is he going to sing in our car too?"
😍😍😍 https://t.co/znsQPZsyZC
@jkru From the airport? There might be some fights about this? Uber picking up from the airport, I mean.
@jkru Yes.
RT @funnymonkey: Wow, this picture speaks volumes. A 14 yo kid, cuffed for *making a clock*, wearing a NASA shirt. https://t.co/3Ta8hsn8Oa
RT @dpatil: Crazy. I used to being circuits to class too. Back in the day we called it show &amp; tell.  http://t.co/HFPOkyH749 via @anildash
RT @RoyaltyReacts: Prince William asking Kate if she wants another drink is my favourite gif to exist http://t.co/b5UlYqyNGZ
RT @krotondo: “Moms are motivated. Moms work smarter, not more hours.”—@jcsuperstar #techinclusion15
@mmistakes I just need to get my own images/etc in there now.
@mmistakes I'd forgotten all the steps I'd done with the other theme to set up my custom domain. Much better now: http://t.co/WM2vmHBkmd
@mmistakes UGH, yes; I'm sorry. I am not new to programming but I am obviously new to this kind of thing.
@mmistakes building correctly: http://t.co/ATHtdlTmD9
Here is my repository: https://t.co/ozbuyyiGJ6
Does that look familiar to you?
@mmistakes Hello! Do you mind if I ask you something again? I decided to try switching to the So Simple theme, but it seems to not be
@mmistakes All on one page would be perfectly fine for me. I will work on this some more. Thank you!
@mmistakes And this is without plugins? I'm still fuzzy on what Github will/won't do.
@mmistakes I know that I need something before that for loop to make it get the tags from the front matter in the post, but what?!?
@mmistakes I am trying to make it link to this in from the line in the post layout; look at line 48 here: https://t.co/tRk4x6jmo7
@mmistakes I am trying to add tags. I made this page to just list all the posts with the tags: https://t.co/zi3etkRohl
@mmistakes FYI, my background is C/python/R/physics, not web development; I don't really know Ruby.
@mmistakes Hello! I am using your Minimal Mistakes theme to make a website and I wonder if you are up for answering a question.
I need glasses because, you know, MIDDLE AGE. Thoughts? Opinions? #WarbyHomeTryOn https://t.co/VmcG5duYgK
I roasted okra tonight and it was not good. Not good at all.
I have a real weakness for space-themed clothing for my children. #astronomerproblems
My 9yo daughter and I had fun going through these yesterday. Rivers! Airports! https://t.co/iNL4BnRUdQ
RT @LikeTheyKnowUs: Tips for a Having a Successful #Back2School!

-Find school 

-Send child to school

#NailedIt
We're drinking a bottle of bad red wine. Rob's tasting notes: burnt toast, overripe banana, a little roadkill skunk.
@s_chacko I was emacs all the way; I can't even with vi, but it is set as my editor for git now. I CAN'T FIGURE OUT HOW TO CHANGE IT.
@s_chacko OH MAN. I have to google how to quit vi every time I accidentally end up in it.
Violet is having an amazing time in private swim lessons (with a FANTASTIC, sensitive teacher) after… https://t.co/X9OWV3gy2m
@jkru You mean how we Gen X types are old and tired? I just turned 37. Sigh...
Oh man, I love this so much. https://t.co/p111qlbm3D
It's September now, so time for me to keep checking the weather forecast to see if fall will actually come.
Everybody is taking xkcd's survey, right? http://t.co/TNxQH0aFRE
Fall swim season started yesterday for 9yo and she just mentioned offhand that she swam a mile in practice yesterday. 😳
In personality, I mean.
My 16-year-old self would be so happy if I could tell her that.
I am watching X-Files for the first time since they originally aired 😍❤️😍 and I am struck by my husband's resemblance to Mulder.
Back to school for Lewis! First day in his new year of preschool @ Salt Lake City Jewish Community… https://t.co/LZw1gEYd3b
Happy birthday to Lewis, who is 4 today! Now with SLOW MOTION CANDLES https://t.co/PQoRGggZnw
You guys, this is my 10,000th tweet! I can't believe I actually noticed it!
Homemade popsicles after school on this hot last day of August https://t.co/0Ur58psk2X
@jkru My first thought was R, the statistical programming language, and I was so confused.
@karenebayne Oh, hugs to you. Hang in there.
RT @ClarkPlanet: On this day (Aug 29) in 1541, Copernicus' "On the Revolutions of the Celestial Spheres," went to print. #spacerocks http:/…
RT @SKEdman: I am willing to go see The War Room. Just a) pay for my ticket and babysitter and b) get me real drunk first.
Oh man, the piano practice meltdowns are escalating.
The lavender is in bloom around here. There is a lot of it in our neighborhood, it smells amazing, and the bees are super excited about it.
We made it to the last day of the first week of school -- TGIF! https://t.co/gqcO7qNKPw
I went to back-to-school night and I am happy to report that no one wants me to record my daughters' reading minutes in 2 places this year.
@SecretBeck We'll see how smart I feel when I start interviewing for jobs!
@SecretBeck Two of you are orange! I am learning a new programming language (R) so I did it in that. I am putting together a portfolio.
Looks like you are my Twitter BFF, @Selkie1970.
I'm doing an analysis of my Twitter archive and I made a word cloud of people I reply to, retweet, mention, etc. http://t.co/Ijtoofaz0b
@HaleyNBurke Where ARE you?
Wow, I want to read a LOT of these. https://t.co/y5cNz1EWh4
RT @pickover: The joy of logic. These 2 books, in theory, contain the sum total of all human knowledge http://t.co/CW5seS3QbN
I've decided that 6yo's 1st grade teacher is like Olivia Pope. She inspires so much confidence in me, and she just HANDLES things.
@AriLamstein Yes, an improvement!
Now 3yo wants to know why bad things happen if God loves us. And also for me to explain the Trinity. So.
Between having older siblings and starting preschool as young as he did, he has no idea how to be alone.
3yo is so full of worrrrrrrrrds... And there is no one here to talk to him today but me.
@Selkie1970 We'd been telling her through elementary school but I don't know...
@Selkie1970 Yes, I am seriously considering letting her move on from this at the end of 4th grade.
It is becoming increasingly clear that piano is something I am making 9yo do, not something she wants to do.
@Katiekrongard And probably too much wine and ice cream or something.
@Katiekrongard Oh man. I have lost weight every fall/winter since L was born, then gained weight every summer. Because I NEVER EXERCISE.
@Katiekrongard It was soooooooo miserable walking to and from school today. BLEARGH...
1st day of 4th grade https://t.co/BLDSwLklI4
1st day of 1st grade https://t.co/iPGgunacwv
Walking together on the first day of school https://t.co/H3kwFzDb6P
Packing school lunches for the first time of the new year!
Slushy Cherry Old Fashioned -- We made these a few weeks ago and they were so delicious that we… https://t.co/ps3fP3gT3n
RT @thingsbydan: There's not a day goes by that I don't think about this caption. http://t.co/ebwtgYwLlQ
Sold by Patricia McCormick My rating: 3 of 5 stars This is a moving and at times difficult book that... http://t.co/QBW0qZE37N
@ironsoap Yeah, probably. Also, I probably should delete my original tweet, just to be safe. Real names and all.
@ironsoap It's not an OFFICIAL work function but rather a doctor at work who has invited everyone over to a catered thing at her fancy pool.
Back-to-school date with Grace before 4th grade: burrito picnic @ Sugar House Park https://t.co/Ij3M6TjGkj
Back-to-school date with Violet before school starts on Monday: frappucinos and sandbox playing @… https://t.co/bJSGIrCASS
We've spent a lot of evenings at the pool this summer with picnic dinners and goggles and ice cream… https://t.co/36dnL040lC
3yo: "Mom, do I have any invisible Legos?"
#tbt to one of my favorite pictures that's ever been taken of me. I'm in the ocean in Carmel, CA, and… https://t.co/yfiS8V23K3
@hollandshaPri I still had your old blog in my feed reader and someone else bought it! http://t.co/NQc52L9ZQA It was a bit weird.
Ayn Rand’s The Lion, The Witch, And The Wardrobe http://t.co/xgb1g4KxMQ
#latergram from this afternoon when we hiked across an Alpine meadow in late summer bloom. Utah is so… https://t.co/HPrLORj5fF
We tried (unsuccessfully) to hike to Cecret Lake via one of the longer trails here but we still had a… https://t.co/KH94e6PyAw
Meadow hiking @ Albion Basin https://t.co/mrWUeIz0uk
I talked to my 6yo's new teacher (who also taught my 9yo in 1st grade) and she is the best. I want to give her a big hug and a bigger raise.
@Selkie1970 Where?! I need something for 3yo.
School starts one week from today and there is a significant amount of anxiety at our house about it… https://t.co/hdpyBvsibF
Watching The X-Files pilot for the first time since it aired when I was 16. OMG, I loved this show.
@Carrie_Mayne It has maps for state/county/zip built in, and you can make your own with a shapefile.
@Carrie_Mayne It's the choroplethr package in R; it's very nice.
@AriLamstein Oh my gosh, I apologize; I was wrong. That is the lake! i.e. the Great Salt Lake, what our whole city is named for, etc.
@AriLamstein It looks like there is a ZCTA that should be mapped to Salt Lake County that was not (the blank spot in the NW). Any thoughts?
That low-income spot in the NE is the U of U! #censuscourse @AriLamstein
And income in Salt Lake County exhibits an east-west gradient. #censuscourse @AriLamstein http://t.co/1qkZBEPl5N
Salt Lake County is quite segregated. #censuscourse @AriLamstein http://t.co/dFqspZaUl9
3yo is a bit sad about his eventual adulthood. "I want to stay a kid..."
Such delicious drinks with such lovely ladies tonight 💕 @ Under Current https://t.co/bsTkrZXAqI
@howiesmith http://t.co/xiqPDa9z9M
We've had excellent experiences with the piano program there.
"It's like how Netflix and Amazon how different TV shows.."
Trying to explain the concept of a TV channel to my 3yo. He has no frame of reference whatsoever.
I am drinking this right now and it is delicious: Slushy Cherry Old Fashioned Cocktail http://t.co/RfiUYFsg3a @CHOW
Seriously, this teacher was probably the best one my 9yo has had so far (and none have been shabby AT ALL) and this feels like such a gift!
My middle daughter is going to have the same amazing, WONDERFUL 1st grade teacher that my oldest daughter did and I am SO, SO HAPPY.
We were up all hours getting that sink put back together. And used our lifetime supply of "That's what she said" jokes. Because plumbing!
Our newly painted, newly fauceted bathroom is looking much better than the other day. Black and white! https://t.co/wRT9IfXBMe
@AriLamstein Summit County is up in the mountains, where Park City is (Sundance Film Festival, ski resorts, etc).
@Jfpohl Actually, one of the projects I am working up is on water usage in SLC. It's part of the reason I am learning to make these maps.
Also, we are not very evenly distributed here in Utah. #censuscourse @AriLamstein http://t.co/nSps5dxcVS
Rent sure is expensive over there in Summit County. #censuscourse @AriLamstein http://t.co/O5x1So3u6o
We got tomatillos in our CSA this week. It's really too bad you can't smell this. https://t.co/sRSgn4Ha4w
9yo's summer swim team won their championship over the weekend! And now we are finished with summer swim team. Is there an emoji for relief?
RT @SaltLakeJCC: Congratulations to the #JCC Hurricanes! #SLSLChamps
@SLSwimLeague #SLC #swimming http://t.co/wb2b695vUs
@NishWeiseth Oh man, I am so that mom. They have to have their names on them anyway, right?!?
The current state of our upstairs bathroom, because we decided to replace the faucet. It is spiraling… https://t.co/MYAO1xfIBx
It's 50/50 now whether we end up just remodeling the whole damn bathroom.
We decided to replace the faucet in our upstairs bathroom and it is spiraling out of control.
@howiesmith I put them the zippered, soft-sided lunch bags from Lands End that have pouches on the side for water bottles. Works great!
@howiesmith They are from @goodbyn; I have ordered directly from them and bought them at Target.
The kids are in bed, rosé on the front porch in the late summer evening https://t.co/O5FOeM2ZAg
#FergusonTaughtMe how real and deep the wounds of American racism are.
@AriLamstein There are a LOT of children here. Including my own three, I suppose! I'm looking forward to the rest of the course.
On a date @ Deer Valley Resort https://t.co/T9zyebZ4UR
Turns out that we in Utah are super young. @AriLamstein #censuscourse http://t.co/0iUDLeUUnU
It's supposed to be about how similar counties are to each other. But Salt Lake is that similar to Kane County?!? Maybe I should work more.
I'm working on a project on health indicators in UT and this shows how counties cluster together. http://t.co/pZuSKFTHar
@SecretBeck Because your face isn't 3-dimensional enough!
When you have two older sisters, sometimes you get your nails painted. https://t.co/QzHKr7Zi72
@Carrie_Mayne Oh! I would love to talk about this; I'm working on a data science portfolio and am interested in what SLC people are doing.
Grace did so great in her events tonight. On to the finals tomorrow night! #SLSLChamps
9yo took 4th in the IM! I'm very proud of her; she dropped 6 seconds off her time.
I am at a swim meet. Again. #SLSLChamps @ South Davis Recreation Center https://t.co/i3xg74SCSv
@HaleyNBurke WOW. That is a big deal.
I'm not outdoorsy by pretty much any standard, but it sure is nice to be in nature for a few hours.… https://t.co/syc4cMV4NP
Sibling hike @ Silver Lake Recreation Area https://t.co/XKvMzhdUvr
Tuesday morning up in the mountains @ Silver Lake Recreation Area https://t.co/VUoXtnMMU0
@SKEdman Every time we have moved into a new house, a bunch of stuff has broken and/or not worked right at first. I think this just happens.
Photo: Lemon Paprika Chicken Thighs These were quite tasty, especially considering how easy they were. Good... http://t.co/E3pkyJtbAI
Last day of Violet's social skills group for the summer @ The Children's Center, Utah https://t.co/F4j7qRKktg
3yo: "I call this song BATMAN'S ALPHABET. I'm going to sing it now in SPANISH."
Well, I broached the idea that school is starting in 3 weeks and 6yo did NOT react well. 😳😭😭😭
It's almost 10pm and our neighbor is grilling kebabs. Our bedroom window is open and they smell DELICIOUS.
I should stop reading this statistics book and go to bed.
@Selkie1970 here because we don't have them.
@Selkie1970 I realized the other day that there are no cockroaches here. R is an allergist and they don't even test for cockroach allergy
@Selkie1970 I live there! There is almost no humidity here where I live, it is beautiful, and we have very few bugs.
Lewis seems to be tolerating baked eggs these days without an allergic reaction which feels like it… https://t.co/l2ecbNatiE
I think we'll have figs and brie for dinner, and go to bed early.
Rob has taken the girls to the mountains for one night of camping, so Lewis and I are on our own tonight.
This was quite difficult; I only got about 80% -- Who Said It: John Green or Anne of Green Gables? http://t.co/bskijcoeg5
I've always sort of fumbled around regex so it was nice to see that little tutorial. Free for another day or so!
I just earned the level 5 badge for Regular Expressions on @codeschool https://t.co/NrwcGdYW6i
At a swim meet. But it's the last regular one for the summer! Just league championships next week after this.
@jkru The big public library and sit and read.
@jkru I love love love the Met.
@jkru Have tea at the little cafe at the top of the Saks actually on 5th Ave.
@SecretBeck I don't approve of this idea at all.
@SecretBeck I... don't even understand how this is possible.
Have I really never made it to Idaho? It is so close to where we live now. Also, I am not actually sure on... http://t.co/VNzLLOrV95
I commissioned one of these paintings one year for Rob's birthday and we love it so much: http://t.co/uAETWZ2sFT
Still a few spots!
Man, Weezer is just the best. I love Weezer.
Moved up 514 spots on #kaggle because I just learned how to perform a random forest. https://t.co/3cet8IrHI0
This made me laugh and laugh: Exoplanet Names Two http://t.co/RwVbh9YYJ6
Waking up in one's own bed: 😍🌅✨
Great Salt Lake = really almost home
Salt flats = almost home
Death Star 

(We've watched the whole original Star Wars trilogy in the car over the past two days.) https://t.co/E67sTN7Cfc
Leaving even later today than yesterday. This trip has gone well, but good thing it is almost over!
Some hotel swimming in Winnemucca before our LAST DRIVING DAY https://t.co/nwQXzd4Kxx
Nevada is full of wind and dust today.
So we have made it over Donner Pass, but it is 3:30pm and we are STILL in California!!!
Well, this is less than ideal... EB I-80 traffic still stopped http://t.co/lh6zm4bYMF
Apparently it is hailing over the summit of the Sierras and they have all traffic stopped. We are just sitting here on I-80E. 😐🗻🚘
On the road, heading away from the West Coast back toward home.
@jkru I didn't feel anything in Oakland!
Ice cream sundaes @ Fentons Creamery https://t.co/9K20W7WrEx
Little Piggy Violet @ Children’s Fairyland https://t.co/71p6YYp7xR
Violet &amp; Lewis are riding a wee, tiny Ferris wheel. @ Children’s Fairyland https://t.co/SiDeyvk8p9
We can see all the way to San Francisco from the house we're staying in. https://t.co/oh8UxJg7XO
Oakland, CA https://t.co/tGkJHXtijf
We have successfully reunioned. There sure are a lot of people you don't know at your spouse's high school reunion! But it was still good.
Getting ready to go to Rob's 20th high school reunion and I forgot my cute/small purse! It is back home in Utah!
@jkru @cosechacafe It was so good to see you today! With delicious food to boot!
Well, 15.5 hours later, WE MADE IT. WE GET TO GET OUT OF THE CAR.
We made it to the Bay Area! @ Richmond-San Rafael Bridge https://t.co/V7PNTANhWh
We are in Yolo County, CA #yolo https://t.co/TIOcTN5DRr
We've now been on the road for 12 hours. Still in the Sierras. At least we're in the right state?
Interesting things we've seen today: a dust devil, a stretch limousine with a refrigerator in its trunk, salt flats.
@jkru OH GOODNESS.
We stopped five times before lunch, but we have made it all the way through Nevada.
Nevada, where the kids finally took naps https://t.co/CDEPOm0O5Y
Pacific time zone!
Salty @ Bonneville Salt Flats https://t.co/2xeiEr1vfF
Made with #hyperlapse @ I-80 https://t.co/1mvg5Pzzbm
We put the kids to bed in their clothes last night and got up at 3am to try to do this drive in one day. On to breakfast in Wendover!
Dawn on the salt flats, heading west to California @ I-80 https://t.co/avUug54fcO
3yo decided to be awake for an hour in the middle of last night to tell us all about his new vehicle idea: RESCUE CEMENT TRUCK.
RT @NishWeiseth: Oh, look. Nuance. http://t.co/lRYAFzWuUa
&lt;3 

Although I'm not so sure about the pixels on Clyde Tombaugh's, really, because he used photographic plates. https://t.co/vEtix2v8Rf
@Selkie1970 These things can go sooooooo long.
@Selkie1970 I did that last Tuesday evening!
Dear Theodora by Florence Irwin My rating: 3 of 5 stars This is a novel originally published in 1920 that... http://t.co/lN2UtU6Nii
Bunko night in my friend's backyard -- Grace and I rode our bikes there, they had fancy margaritas… https://t.co/0yFpfjWMFn
Five years ago today we drove into Salt Lake City. I love this quirky, beautiful place. 🗻🌆💜
It's 7pm on a Friday and I am working in R while my 9yo daughter works in Scratch. Obviously we are super cool. #changetheratio
@jkru Wait wait wait, are you feeling all nostalgic about astronomy already?!
I would really like my eye to stop twitching, as it has been for weeks now. 

TWITCH TWITCH TWITCH.
It's raining a little bit and I am so happyyyyyyyyyy... 💧😍
Station Eleven by Emily St. John Mandel My rating: 5 of 5 stars Star Trek, Shakespeare, Hollywood life,... http://t.co/BQ9onm1kEN
@Katiekrongard Just enjoy your peaceful morning! 😘
@Katiekrongard Sorry. That wasn't very kind-spirited.
@Katiekrongard Just wait until they start school.
Who was that Archduke person who was killed at the beginning of WW1? And then Noam Chomsky. It always seems to come back to Noam Chomsky.
Rob and I have been having very geopolitical discussions lately: Mitford sisters + fascism, what exactly is socialism really...
I have no working voicemail on my cell phone right now. That sounds kind of great, right?
@SKEdman Next time I am springing for the Dyson again.
@SKEdman We had a Dyson that lasted 10 years. When it finally broke, we bought something cheaper and it is already starting to have issues.
Just dropped 9yo off for the first day of Scratch programming camp!
I finished Station Eleven this afternoon and I just want to talk about it SO MUCH. TWO THUMBS UP. But not to global flu pandemics.
RT @mdlaplante: World War 2 references are classless and shameful. Don't disrespect our longtime allies or U.S. veterans. #warisnotajoke #U…
Sparkler IN SLOW MOTION https://t.co/328IXI58kI
Sparklers at @katiekrongard's place tonight https://t.co/FoAx3eO12b
I have a real weakness for pale aqua/teal/turquoise walls. I could just keep painting all our rooms variations on this color.
Trying to make my hold list at the library long enough so that it will last 9yo a full week.
@krisshaffer Yes, very true. I will say I am really liking how R works.
@krisshaffer Yes. After that first quiz that had you open a dataset, I just used that the whole time to practice with.
@krisshaffer The Swirl exercises were very nice.
@krisshaffer I did do lots of stopping/starting. And I had the quizzes open before I started any videos so I knew what I was looking for.
@krisshaffer I usually have Rstudio open when I watch the lecture and type their little mini-examples in and do them.
@krisshaffer Hmmm, I felt like it was really easy to type along and do their examples as they were talking.
@krisshaffer I don't think that was a terrible thing to leave out for later, given how R works.
@krisshaffer I think you actually can because indenting is only for readability, i.e. not like Python.
@krisshaffer I remember them talking about indenting. Don't they? It's in the video on "style" or "coding standards" something like that.
SQL seems nice so far.
I just earned the The Ins and Outs of Databases badge on level 1 of Try SQL on @codeschool https://t.co/l9dzvHUz1F
@SKEdman That is very disappointing and troubling. UGH.
RT @AntonioFrench: Why are black churches in America falling victim to fire? http://t.co/nCFubafZ0y via @TheAtlantic #WhoIsBurningBlackChur…
@NishWeiseth WHY AM I COOKING DINNER WITH THE OVEN? WHAT IS WRONG WITH ME?!?!?!
@Katiekrongard Oh man, this happened to my babies after long trips! I'd blocked this out.
@SecretBeck Oh, Baby Boomers...
@karenebayne @NYTOnIt FOR REAL. Just... Ugh... This is AN ARTICLE?!?!
Photo: Alton Brown’s Avocado Compound Butter It’s not like avocados need help being delicious, but this is... http://t.co/Z0ceL4kYKL
So You’ve Been Publicly Shamed by Jon Ronson My rating: 3 of 5 stars Interesting and reflective, for me as... http://t.co/KYYKOn88sn
@DoctorMac LOLOLOLOL
Here's how Scalia would insult me. How would he insult you? http://t.co/ohBjNIJbQI #ScaliaBurns via @Slate
Picnic dinner at the pool @ Salt Lake City Jewish Community Center https://t.co/YZQWnmLJGu
What's Killing the Babies of Vernal, Utah? http://t.co/mUUkWipLtV via @rollingstone
@krisshaffer I'm using Rstudio for R and Sublime Text for Python, and they look different enough for my brain to mostly separate things.
@krisshaffer the environments I use for each look really different.
@krisshaffer I feel like learning Python and R so close together is making me confuse them a little. The only thing that helps is that
@krisshaffer C solidly and I have just recently started learning Python (then lots of shell scripting, etc)
@krisshaffer Sounds like a good plan. I had no exposure to R before this, so I think I would fallen behind doing courses 2 + 3 concurrently.
@krisshaffer This is what happened to me, so I signed up for R Programming in the same month. Worked out great.
@karenebayne That is so insane! New England!!! I remember when we lived in CT being so confused by the school schedule.
@HaleyNBurke Yes! I should buy some of that.
@Selkie1970 more muddled history, been here longer, etc so it is interesting to have such recent immigrants in the family.
@Selkie1970 Specifically they came from Thuringia, for largely economic reasons, in those years between the world wars. My family is much
@Selkie1970 So it's short I + hard G: "Sill-ghee". We get a LOT of mispronunciation, which is funny to me because my maiden name was Smith.
@Selkie1970 I have asked my in-laws why it isn't "Sil-guh" with a hard G, which seems more like German pronunciation to me, but ???
@Selkie1970 German at home; didn't learned English until kindergarten. It is pronounced "Sil-gee" with a hard G, two syllables.
@Selkie1970 It is German is origin -- East Germany. My FIL's parents emigrated in the 1920s (good time to leave Germany) and FIL learned
(The previous was an exercise is cultivated contentment.)
Things I like about summer:
Spending more time with my kids
Iced coffee
Summer produce
Wearing Birkenstocks all the time
On the plus side, we're having mojitos and cedar-plank-grilled salmon. Summer isn't all bad. Right? RIGHT?!?!!
It's our first 100° day, so my reverse seasonal affective disorder is probably about to kick in.
Happy Fathers Day to Rob! I am so thankful for who he is. https://t.co/nUOURY0AAZ
@jkru parents love their kids and are trying to do their best. Hooray! We are doing our best! Hopefully not screwing you up too bad!
@jkru This is pretty much where I am. Do I really think that I or R are really some extra special, extraordinary parents? No, I think most
RT @blackoutcollect: http://t.co/HEMwekWlvI
One of my new favorite things to eat is sardine salad, like tuna salad but with sardines. Sardines + fancy mayo + dijon + apple + scallion.
@krisshaffer I have been doing the first 2 during June and I am starting the 3rd next week!
@jkru I am really sorry for your loss, a decade and a half ago, and also today. What a heavy loss to deal with and carry around...
RT @tanehisicoates: No Nazi analogies or thought experiments needed. Primary sources run this. The Confederacy can speak for itself. http:/…
RT @UnvirtuousAbbey: For parents who now have to explain to their children what a white supremacist is, O Lord, we pray. #Charleston
My neighbors, my brothers and sisters. #CharlestonShooting https://t.co/2gP7jMNkm5
RT @NishWeiseth: Church, persecution in America is not about bakers &amp; gay weddings. It's our brothers &amp; sisters shot dead in #Charleston. #…
My sexy, sexy summer eczema is flaring up real bad.
I have been having my first "I hate hot weather" thoughts of the year. Man, it is the worst.
I am really proud of her.
My 9yo is so responsible and together nowadays at such functions-- performing well under pressure, dealing with success/disappointment, etc.
Well, the swim meet was hot, but it was not as long as they sometimes are and 9yo did so well. All in all, a win?
First swim meet of the summer season https://t.co/geR9nVUBDs
@Selkie1970 I run hot water on the outside for a while, longer than you would think.
Today I return to my PT independent contracting gig, which is not a bad gig at all.
RT @mimismartypants: Don't mind me, I'm just trolling my LinkedIn and endorsing everyone I know for "rodeo" and "bull-riding" skills
@jkru We have a version of that here! It is so great: https://t.co/oV7H2mJRZ8
My kids put on a pretty amazing "show" for us as a birthday gift for me. You should be sorry you missed it. Especially my breakdancing 3yo.
It was actually a combined birthday/anniversary celebration, because things have been busy since I turned 37 on Wednesday.
Happy anniversary to us! Rob and I have been married 13 years today. We had vegan GF cake, grilled steaks, drank wine. Two thumbs up.
I learned how to make BEAUTIFUL violin plots this afternoon. Thanks for your helpful tutorials, @drob! http://t.co/dHmpjCofzl
RT @joshacagan: (•_•) (•_•)
&lt;)   )╯    ALAS
 /    \

(•_•)
      \(•_•)
        (   (&gt; POOR
        /    \

 (•_•)
&lt;)   )&gt;      YORICK
 /  …
I am learning R now and I like it sooooooo much.
Fangirl by Rainbow Rowell My rating: 4 of 5 stars Cath, the main character in this book, is off to her... http://t.co/OmFli7BSai
@HaleyNBurke They have rainbow long, skinny ones at Target.
Amazing lemon-pistachio birthday cake that @haleynburke made for me. 

🍰🍰🍰 THIRTY-SEVEN 🍰🍰🍰 https://t.co/y2WVk6UPVC
Happy birthday to me! I am having a chocolate-y coffee drink and getting a birthday pedicure. Treats on turning 37!
@jkru Oh, no judgment or anything. Sleep + toddlers = ?!?!?!?!
@jkru That sounds a little bit like madness.
YES. THIS. https://t.co/Mw77yqDYBf
RT @deray: My Kids. McKinney. http://t.co/XVjAUHxoQN
RT @AnneBogel: 6 things we learned at the big 'Gilmore Girls' reunion http://t.co/lmR8Q26Jgz
@jaustinwright Oh man, DC Talk from my teen years?!?? That is taking back a LONG WHILE.
Arguing with 3yo about infinity. Why does this always happen to me?
Farewell, kindergarten and 3rd grade!
I did not take an official picture of both girls or anything, but we have made it through another year of school. Summer break!
Celebrating some graduation good times https://t.co/anfg3Jm47c
Kindergarten graduation for our sweet, amazing Violet https://t.co/SDdfSDzlTY
I think that summer has arrived here in SLC.
I took the big duvet off our bed, I've only been drinking iced coffee, and right now I have a whiskey + mint + mineral water + lots of ice.
It's moving day for these ladies. https://t.co/DvjlzXzjYd
Fun Run at our elementary school this morning https://t.co/4de2fK56GH
Time to have a red room again. Because I am AN ADDICT. https://t.co/IKlE1BJI0H
@SKEdman LOLOLOLOLOL
Monday of the last week of school!
I've been using emacs for Python since starting ~10 days ago (because yes, AM DINOSAUR) but I just downloaded @sublimehq and WHAT?!?! 👍🏼😍🎉
We're going to be late to church. https://t.co/xIzuynY36G
RT @AnneBogel: Sign that the apocalypse is NOT upon us: there are more libraries than McDonald’s in the U.S.  #phew
6yo: "But why can't I be baptized? I believe in Jesus."
3yo: "I believe IN GHOSTS."
I believe I am supervising the LAST HOMEWORK ASSIGNMENT OF THE YEAR. #celebrate #goodtimes #helpme
I just finished the Python track at @Codecademy and it was so great! A painless introduction, and now I have things up and running.
Prickly bud after the morning rain https://t.co/k5xAWXWLV6
RT @amandacox: I now think about this chart (about fairness) all the time. You should too. Plus drawing! http://t.co/X33SBRWme8
Quick-pickled radishes https://t.co/S104VIAtcu
The Sisters Brothers by Patrick deWitt My rating: 3 of 5 stars This dark, funny Western is about a pair of... http://t.co/bOYIpzipPm
There is no way I am doing a library summer reading program.
We are SO CLOSE to being done recording my daughters' reading for the school year. SO CLOSE.
@Selkie1970 screens for years. This past check-up, she did pretty badly but she hasn't complained at school, etc AT ALL. Nothing.
@Selkie1970 Neither R or I wear them (well, I started using reading glasses recently but that's just age) and she's been 20/20 on her eye
Fortunately, she will be super adorable in them.
9yo had ophthalmologist appointment today and SURPRISE needs glasses. Kind of thought her poor performance on the eye screen was a fluke.
RT @NadiaKamil: Every time I remember the fact that NASA offered Sally Ride 100 tampons for a 7 day mission, my body HEAVES with laughter.
@howiesmith Neither have I. I grew up with one younger sister and somehow it was always her job?
It's green garlic time of year.
RT @MaryDeMuth: My response to the Duggar scandal is on the Washington Post today:... http://t.co/lZfykaP3rO
@lucaswmuller So confusing!
Lewis with one of his beloved preschool teachers on the last day of the year @ Salt Lake City Jewish… https://t.co/VKrO16cfHb
I made wee baby Python programs today.
Trying to get Github to work. Because maybe I want to write code for a job now?
The first week of our CSA share https://t.co/TXP3RG55ro
Pool party at Lewis' preschool https://t.co/KOjvcSFcCu
I just love rainy weather. ☔️
I have got to stop buying cheap shoes for the kids. It is May 15 and the cheapie sandals I bought 6yo are coming apart.
@HaleyNBurke I'm also going on the record to say that Cat &amp; Levi's wedding cake was DELICIOUS.
@HaleyNBurke I am going on the record now as saying that making one's own wedding cake sounds like a terrible idea to me.
One Plus One by Jojo Moyes My rating: 4 of 5 stars Finishing Me Before You made me want to read something... http://t.co/8KVXsMKWXD
@SKEdman Well, things are not going really great at brick and mortar schools at this time of year either.
I'm halfway through another Jojo Moyes book and all I want to do is sit and finish it. Do you think my children can parent/feed themselves?
And one of my daughters is Violet. What an odd coincidence...
My middle name IS Dorothea! Find out what your name would be if you were born today http://t.co/EWseZ7ravF http://t.co/zBOiQzsfVi
There was only one of those that didn't sound really terrible to me (the ISTP zombie apocalypse one, and even that sounds *pretty* bad).
The Definition Of Hell For Each Myers-Briggs // But all of these sound terrible!!! I still feel like MBTI is hogwash. http://t.co/skmELBsKrO
Just one more #latergram from my sister's visit this past weekend. I'm so glad she came! https://t.co/xdeGtof9DA
@FryAdrian It's still on my "to watch" list but I've heard that it's not 100% consistent from a physics standpoint.
I've seen @scottthepainter make art during a sermon twice now, once when visiting ecclesiahouston and… https://t.co/bJe93j6xcx
@SKEdman They offered me a different job at the same company, which was 50% travel. HAHAHAHAHAHA...
Being laid off is quite an unpleasant experience and we are going to miss the $$$, but having one less thing on my plate might be helpful.
Well, I was laid off on Friday, which makes today DAY 1 of unemployment and/or my return to being a SAHM.
Lewis says he likes fancy brunch because there are flowers on the walls. @ Finca https://t.co/r27Kt0pPyZ
All of us at church this morning @ Missio Dei Community - Salt Lake City https://t.co/2Yd1JceEa5
It has been so delightful having my sister here for a visit! #Repost @texasemily1980
・・・
More selfies… https://t.co/BHeqBOHoIA
Girls' lunch with my two daughters and my sister @ Trio https://t.co/VdFKyWHI8K
This has been A WEEK. That ended yesterday with me being LAID OFF FROM MY JOB.
Fancy coffees with my sister (we're showing her all the cool places) @ Publik. Coffee Roasters https://t.co/7AIu4xiKeB
An illustrated story by Lewis: "First I was sad..." #cleaneating #healthyhabits https://t.co/RLZ0fRlPPe
RT @jkru: There is a lady putting on makeup on the ferry. I can barely put on makeup on land.
@laciemesserly Man, so interesting. It's a whole other world!
Have just made Mothers Day brunch reservations for us to go to @FincaSLC and am PRETTY happy about that.
@markadams44 DAY DRINKING!
@laciemesserly So these people going to the weekday part of the weddings are Mormon enough to have temple recommends?
@laciemesserly A weekday wedding is very culturally different to me, very weird outside of Utah.
Several people I know here have had weddings to go to lately, midday during the week. Is this a Mormon thing?!
@HaleyNBurke That reminds me that I should go start some cold brew.
@HaleyNBurke My coping plans also involve crying and denial!
@jkru The older they get, the more certain I am that I don't know what I am doing.
@SecretBeck Oh man. This is so good to be reminded of. Just had a meeting at school to talk about quirky, challenging 6yo's issues.
@SKEdman I desperately want a picture of it! Talk about a tease of a realtor listing!
@karenebayne I have taught at the college level and I have never gotten gifts. I did get paid, however.
@karenebayne When I finished grad school, my dissertation supervisor got ME a nice-ish gift. (Maybe I should have gotten him one too?)
@karenebayne When I was a traditionally-aged college student, I never got instructors gifts.
Tree climber https://t.co/zCgQ2HkesW
@NishWeiseth I'm pacifist enough that I can't handle exercise classes where you are supposed to pretend to fight people, so don't ask me.
There is one of my room and I have a Titanic poster. I have no memory of this! I have blocked this out, apparently.
I am going through old pictures scanning pictures of my college friend who died in November (FINALLY) for her sister.
Into every life a little pee must fall. #truth #wisdom
RT @LikeTheyKnowUs: There should be a pregnancy tracking app for second or third pregnancies called, "Meh, it's probably fine."
Violet made this Hubble Space Telescope in kindergarten this week, which made me pretty happy. https://t.co/WoHk5phZTi
@_inundata if we didn't have the emails to put off, we'd put off tweeting instead
Sometimes I tell people "Sorry for the late reply I've been so busy" and then I worry they'll see tweets like this https://t.co/Bdg6oqHC2X
@df07 OK yes this was a dumb one but I needed to get it off my chest
Most popular starting letter of programming technologies- the J's have it #rstats https://t.co/KATzOdkVR0
Most common first letters of programming languages, by Stack Overflow tags:

J (Java, Javascript)
C (C, C++, C#)
A… https://t.co/5xQf2Yp1tP
@drob (Cross-posted with the Stack Overflow blog at https://t.co/sL89IVzlyz)
New post: Analysis of software developers in New York, San Francisco, London and Bangalore https://t.co/BGmMEHGU3g… https://t.co/EorYSMd7AK
@dataandme 📈 https://t.co/cS33V1B9kJ
@dataandme @RodneyFort @thomasp85 😊 https://t.co/c7nyCtS9pz
RT @Jamie1947: Science: Pluto officially NOT a planet.
Science, a few years later: Pluto acting super sad for some reason idk ¯\_(ツ)_/¯ htt…
RT @DataCamp: Learn about our newest course with @StatGarrett! Joining Data in R with dplyr: https://t.co/QMHFxUgxXC https://t.co/dpmg8mTksW
RT @spolsky: At @StackOverflow "we don't have to hypothesize about where developers are and what they use: we can measure it!" https://t.co…
RT @wesleysnipes: Whenever you feel sad or inadequate just remember that somewhere in the world there is an idiot pulling a door that says…
@ibddoctor it's % of traffic
@timtrice https://t.co/qd28N8oDXu
@ibddoctor New York vs Ann Arbor. SQL ended up being about the same, but Ann Arbor leads by a *lot* in MATLAB and C… https://t.co/sSKSIDVZvm
New post on the Stack Overflow blog, analyzing what languages are most used in NYC, SF, and elsewhere… https://t.co/fSawLbDSOb
RT @StackOverflow: How Do Software Developers in New York, San Francisco, London and Bangalore Differ? https://t.co/h8Njbz13J5 https://t.co…
@StatsbyLopez @cpsievert this is something I've been trying to improve! In meantime this in the README is one hack: https://t.co/nsLnLhXjrU
RT @asymmetricinfo: There's something more important than whatever cause you're fighting for: the system that lets us fight peaceably https…
RT @hadleywickham: I wrote another book: https://t.co/POhoPqBfPQ. This one is on 🍹🍸
@codetaku @M_L_G if it happened, it would be an enormous story. Bloviating about it, however absurd, is less of a big story
@hadleywickham when you're looking for stinging rebuttals to @jtleek I guess I am the person to go to
@hadleywickham (not by me)
@hadleywickham were you thinking of this? https://t.co/KeAThrVuAw
@hadleywickham What were you looking for? I don't think I've blogged about the %&gt;%. Was it this: https://t.co/k2aRGvBUqI
Using tidyverse tools to calculate AUC and plot ROC curves #rstats https://t.co/BYJcKXJwoe
@juliasilge theme_gray() -&gt; theme_bw() -&gt; theme_minimal()

By extrapolation I'll be on theme_void() by 2019
A tidyverse approach to ROC curves #rstats https://t.co/buizc7U9ns
Small story: Flag-burning

Big story: Corruption

Biggest story: Trump is happy to shred democracy as a *diversion*

https://t.co/duYAk2P5j1
RT @clipperhouse: We're hiring a VP of Product over here at Stack. Heck of an opportunity. https://t.co/ifjy2dTWHE
RT @MilesMcBain: My guilty package for terrible, lazy people is now on CRAN: https://t.co/V3gvZsb4x4 :) #rstats #copypaste https://t.co/hbO…
RT @neilfws: I see a lot of #rstats questions like this. What they want is a tidy data frame, not another untidy variable type: https://t.c…
RT @robinhanson: Good CS expert says: Most firms that thinks they want advanced AI/ML really just need linear regression on cleaned-up data.
RT @seanjtaylor: .@juliasilge &amp; @drob are writing a really nice book on using R for text analysis (a task I usually use Python for!) https:…
RT @levithatcher: If you want enhanced job opportunities after grad school, learn the basics of git, databases, machine learning, and packa…
RT @anildash: Realized that my procrastination follows a pattern: I love any part when I'm learning new stuff &amp; put off the part that's kno…
@maybulman @Independent I'm afraid I'm on a plane. I could by email at drobinson@stackoverflow.com
RT @juliasilge: HAHAHAHAHAHAHAHA OMG why do any of you follow me on here... @drob #rstats https://t.co/HrmHk7cjMI https://t.co/Eu0IpVQTa3
RT @MarkSlagle: To kill Castro, the CIA finally turned to the world's most relentless killer: 2016.
😭https://t.co/Wy34yTsMOL
@tvaziri @realDonaldTrump almost entirely since the election!
@JasonPunyon congrats brother!

We'll keep it warm for you
RT @SherlockpHolmes: A statistical luminary has left us, a brilliant man, today we are still trying to understand some of his insights, Cha…
@JasonPunyon are you sabbaticalling? Congrats!
Confession: I am very sincerely into high fives

I will always give a high five on little notice and very little re… https://t.co/4VJ2D0Vtmp
I'm enjoying The Crown, but I'm still waiting for the episode where Pete Townsend quits pining over Princess Margaret and starts The Who
RT @FreddyAmazin: THIS IS WHAT THANKSGIVING IS ABOUT https://t.co/lhCFw6vC6c
@quominus @juliasilge yeah new pkg is great idea (though no need for "tidy" in the name- syllablecountr or whatever!)
@juliasilge @quominus yes we should totally put it in, and make it C/C++! Great idea Oliver and would love a PR ❤️
RT @juliasilge: NEW POST: Measuring readability in text using tidy data principles #rstats https://t.co/wysFpPPprt https://t.co/zCaO7c6pvG
@jpkrooney resolve strengthened
This animation would have saved me so much pain in college https://t.co/2LPgJil3s1
@earino @CMastication @dataandme I have no advice on the *with kids* stage. Only the 5-year-honeymoon stage
@dataandme @earino the VP of Marketing at my company is named Alexa, and I've been in Google Hangouts where it decided to chime in...
On Sunday I was interviewed on Sky News about @realDonaldTrump and his Twitter account https://t.co/v6BYJ2abAl via @YouTube
@earino wife and I thought of it as a toy until discovered its true use, as very convenient speaker. "Alexa, play jazz." No dinner w/o it
RT @andrestaltz: Announcing https://t.co/fvgsLahOor, an interactive calculator for matrices.

Tell your high school and college friends :)…
RT @SwiftOnSecurity: "look how cool this npm thing is, i can just import left-pad"
"I landed on the moon programming with a hole punch"
@jc4p "other plays" should be "othercol" am on phone
@jc4p or if you want sums of another col, group_by(Month = round_date(mydatecol, "Month")) %&gt;% summarize(Total = sum(other plays))
@jc4p how about %&gt;% count(Month = round_date(mydatecol))
RT @cpsievert: Linked views of county-level election data -- made entirely in #rstats via #ggplot2 &amp; @plotlygraphs 
https://t.co/nLWdAqIaAR…
RT @Michael_Toth: Check out my new post on the popularity of baby names since 1880 using Shiny &amp; @drob's gganimate! https://t.co/pXotBwIHze…
RT @rstudiotips: Do you use SQL with R? With R Markdown and R Notebooks, you can run SQL statements right inside the editor. https://t.co/4…
RT @davegershgorn: please stop with the clickbait https://t.co/tCr5qUp4zB
RT @hadleywickham: Solving 8 visualisation challenges with ggplot2: https://t.co/ppPUVNdcAR. My presentation to NYC data vis last week #rst…
@JosiahParry the following section of that chapter describes a way to detect those with tokenizing by n-gram instead
@JosiahParry as the passage notes, the lexicons described ignore qualifiers, which means they do count "good" as positive even in "no good"
RT @juliasilge: Does your text data spark joy? ✨✨ Slides from my Intermountain Data Conference talk today #rstats https://t.co/3XnO4O7c8w
@earino @hadleywickham @craigcitro I really liked it. Got through everything!

I do have high tolerance for fast pace though
@rla4 I think this title is different than typical ageist "&lt;X&gt; your grand&lt;Y&gt; could use." Isn't this one more "different than it used to be"?
@arnicas @OpenVisConf oh, thanks! May take you up on that shortly
@arnicas @OpenVisConf submitting today but can't decide which!

Making animations w/gganimate, or interactive vis of Stack Overflow data?
@BecomingDataSci @ZackKorman (and connected with internal Stack Overflow data here https://t.co/Zc7H9yFIbq) https://t.co/yBDURCzL1V
@BecomingDataSci @ZackKorman Another source is https://t.co/cyfLFtIwLc, which I did some parsing of here: https://t.co/RPMnZD61CD
@sheerMomentum @TimWilliate it's % of SO traffic, so relative to other languages. If done as % of population, all langs are neg w/ Trump!
@Voovarb C# is a great language: I never meant to imply otherwise. Seriously
@laurenancona @tanyacash21 the analogy to raw ingredients only makes sense if JS frameworks are inherently "fresher" :D
@laurenancona @tanyacash21 a lot is lost in 140ch! Though I'd note that JS also supplies "pre-canned" frameworks (e.g. D3, Leaflet)
@aloraine205 otherwise we do aggressively share data; e.g. see https://t.co/bjZ9RGnfAH and https://t.co/zqSes2LlOU. For user privacy, no geo
@aloraine205 sadly can't share raw data for business reasons (we offer analyses like this as a product). This code… https://t.co/f6z4vXZ7QY
@aloraine205 For code, sure, here's my notebook on Rpubs, along with a few other analyses of the same data: https://t.co/Zc7H9yFIbq
@aloraine205 I think you may be missing the spirit of the tweets? 

Correlation's already silly, no fakery needed

https://t.co/WSv6G1v17G
@aloraine205 Then you get "Where's San Francisco" etc. Also counties with e.g. 20 SO hits don't have a reliable % R metric.

Also it's a gag
@aloraine205 Only those with &gt;20,000 total hits to SO in a year. Including more doesn't change conclusion, but makes more crowded
@JennyBryan that's ok, see you next time! (Rstudio::conf!)
@ntweetor they'll be made within the week! Actually have some local changes haven't pushed to GitHub yet haha
@AaronCharlton @tanyacash21 yep, mostly this was messing around since most NoSQL questions on SO don't actually use NoSQL tag :)
@JennyBryan did I miss you heading out?
@syfi_24 oh sorry I couldn't find your Twitter handle earlier!!
RT @ma_salmon: @drob @timelyportfolio back in March I celebrated my PhD thesis submission with gganimate https://t.co/OVNDgTC2i4
@timelyportfolio @thomasp85 oh you meant spelling didn't you
.@tanyacash21 made interactive viz in Shiny/Plotly, asked a JS dev to duplicate it. Took him 2X lines of code and 2… https://t.co/qiJBiAO9Oh
@ma_salmon @timelyportfolio @thomasp85 @jalapic yes! I think your plot got the biggest cheer https://t.co/vM04t4Yxyl
@earino I let Sahir know :)
Sahir Bhatnagar making me nostalgic for gene expression analysis with some volcano plots   #PlotCon https://t.co/V91Z5f3S0V
Sahir disagrees with @earino's earlier talk: "heatmaps are not useless" #PlotCon https://t.co/hM0Ulww6NV
@earino @timelyportfolio nuts, didn't get to meet you! Next time
@hadleywickham @hspter would you say November 2016 will be the Month of Modelr
@hadleywickham @hspter 😸
@timelyportfolio @thomasp85 I did? Nice. I was just copying Hadley

Wait is this live streamed or something?
Is NoSQL going to displace SQL? Well...

h/t @tanyacash21

https://t.co/wQtfCEK47A #rstats #PlotCon https://t.co/w0qNJpXpyd
@calcqu @NinjaEconomics that'll get shared soon, maybe next week :D
@Worville yep take a look at ani.options in the animation package. This may soon be refactored a bit  https://t.co/xellFsgiZz
@calcqu @NinjaEconomics Python did! https://t.co/yBDURCzL1V
RT @JennyBryan: gganimate from @drob let’s you create animations with gglot2; many nice touches, eg keeping scales constant #rstats https:/…
RT @levithatcher: @juliasilge rocking her R SLC meetup talk on tidytext. https://t.co/DSeiNWt4Is @drob https://t.co/TsmzZshGST
@calcqu @NinjaEconomics https://t.co/uPiYf5j7Q0
@theAJSingleton @NinjaEconomics https://t.co/uPiYf5j7Q0
One example from my talk on gganimate today: LOESS smoothing #rstats https://t.co/g2jUSi1DTy https://t.co/TbBHQQKqwj
RT @sarahjeong: Silicon Valley jumps straight to "... machine learning?" like they're filling in the (c) bubble on a SAT question they don'…
@earino maybe because you still can't remember how to do it? 😉
@danielphadley I'll check later, but while there is an Excel tag, most users spend much less time on Stack Overflow than for these languages
Haley Jeppson shows how ggmosaic can combine many bar plots into one informative plot #PlotCon #rstats https://t.co/kdTY94qniT
Haley Jeppson talks ggmosaic: awesome for viz of joint probabilities, takes advantage of ggplot2 grammar… https://t.co/G7C0nnwXlz
.@earino: There is a time and a place for pie charts

That is when you are talking about pie

Otherwise, never… https://t.co/43LOQu4aSh
@hadleywickham @bhive01 @jtleek this is well established in the literature: https://t.co/OsyP4KHrOv
.@earino takes #plotcon on an awesome tour of the good, the bad, and the ugly of various data visualizations https://t.co/Dgg5poedNB
@hadleywickham was just thinking that! I'll do my best to keep the crown 👑
Ok so everyone at #PlotCon is talking about Gapminder before me https://t.co/J7fOHUe2ni
.@hadleywickham lays out the many models workflow with dplyr, tidyr, and broom #rstats #PlotCon https://t.co/K3FUTnEGwL
So @hadleywickham basically codes like this https://t.co/bwNGtO24nR
Why the extra R in purrr? Apparently bc @hadleywickham likes it when code lines up:

library(dplyr)
library(readr)
library(purrr)

#PlotCon
.@hadleywickham describing the three levels you can extract from a model with broom: tidy/augment/glance #PlotCon… https://t.co/AfWlhKdVrd
.@hadleywickham on many models: you store your data in a column, you can store resulting models in a column as well https://t.co/dSlTvl95h7
.@hadleywickham talks many models using the Gapminder dataset- a few hours before I'm using the same dataset to tal… https://t.co/RNmZpgOOZb
Today I learned from @timelyportfolio about the tmap package. This was made in R! https://t.co/hqzDe2e0o0 #rstats… https://t.co/MDBWiAs2G9
@JadenGeller https://t.co/uPiYf5j7Q0
The map and map2 functions in purrr: the Lego explanation from @JennyBryan #rstats #PlotCon https://t.co/DXrRwAQaDa
.@JennyBryan explains #rstats list columns brilliantly using legos #PlotCon https://t.co/asPe8qMowW
.@JennyBryan: just as good experiment design makes statistical inference easier, a good data model makes wrangling/analysis easier #PlotCon
.@JennyBryan: if you can put something into a data frame, you should probably put it into a data frame #PlotCon https://t.co/DjrrgYfFei
@jdfoote this is as a % of total Stack Overflow usage
RT @ScientistTrump: #Rstats may have won the popular vote, but what matters is the Statistical College! 

#MakeScienceGreatAgain! https://t…
@minebocek % of one year of traffic
@garretthonke thanks!
@aalear @SuperDalgas that actually fits as Stack Overflow's motto/mascot
Did they know I'd spend time on this when they hired me 🤔 https://t.co/yBDURCzL1V
@cpsievert I can release it for just R, is that enough? :D
@cpsievert May be able to release it though! &amp; the election results / population data can be computed with this code https://t.co/RPMnZD61CD
@cpsievert Not yet! Generally traffic is one of the very few things we don't make public, since we use it in a consulting arm of company
@Reedbeta @hspter most weren't correlated; when running linear models on ~20 languages R/Python/C#/PHP were the extremes
@Reedbeta @hspter pretty uncorrelated! Slight negative for C, barely if at all significant https://t.co/J0vJrOWFJa
@lcameron4435 Yep! It has UC Davis, which is the reason for the high R %
RT @bhive01: @anildash @drob This is like crossing the streams on two proton packs. Mixing political arguments with programming language ar…
@freedoms411 I work at Stack Overflow
@anildash and programmers even more so! But I would guess education and Trump support is correlated within the group
Fun fact: when you tell me my analysis is confounded, you only strengthen my resolve https://t.co/yBDURCzL1V
R and Python are both negatively correlated with Trump support by county

Correlated with Trump support? C# and PHP… https://t.co/Cnk4VBx4st
I know this is just measuring rate of college degrees

Let me have my fun

https://t.co/r71B6wcYH0
Fun fact: the more a county uses R (measuring by % of Stack Overflow traffic), the less it voted for Trump #rstats https://t.co/G9p2PkPj6o
RT @AmeliaMN: Census data: A rant. https://t.co/hW8h8cGy6m
tl;dr, you probably want students using https://t.co/IhkoNMSh2C https://t.co/BE6…
RT @changelog: We're 💯 behind @kennethreitz's latest effort: The 'Say Thanks' Project

https://t.co/x6mC0HDNXA https://t.co/io4PBElnnQ
@urbandata good idea! will try to track down that data at some point
@DataCooker it's a word (though often spelled without hyphen), and also easier to fit into a tweet than "negatively correlated)! 😀
Some #rstats analysis of Trump speeches here: e.g words changing over time; or used together… https://t.co/lAYVh4eq6s
@pedram_navid @NSSDeviations @hspter @rdpeng also sentiment of speeches. Driving factor I think is how much "illega… https://t.co/nTtqZHNLCt
@pedram_navid @NSSDeviations @hspter @rdpeng nice work! took at look at it, really interesting https://t.co/I0WrkvUEmT
If you want to analyze election+population data yourself, here's #rstats code to set it up: https://t.co/SmFRpG5Wxu https://t.co/W8YKFYZGPB
Interesting though not surprising: % of Trump voters was anti-correlated with population density.

(Data source:… https://t.co/QEKARzK5GL
@Nick_Craver why did they use our old logo? https://t.co/8DmZT4k0ek
RT @randal_olson: Whenever I see a door that says "push," I always pull first, to avoid conflicts. #Git #programming

https://t.co/RZl5rT80…
RT @Nick_Craver: Oh hey, a blog post I wrote a from 2-4AM after our company meetup went live: https://t.co/GHq6FEUe8T (thanks @kcpike for m…
@Nick_Craver I think we can agree we've both improved our disappointing skills over time
@Nick_Craver the Stack Overflow 2016 Disappointment Tour
RT @Nick_Craver: Dear followers,
If you're expecting deep insight and not rants on inaccuracies of animal noises in children toys, prepare…
RT @Lin_Manuel: 2) Inspiration is EXACTLY like getting a star in Super Mario Bros.
Exciting, and super rare. You're invincible for a short…
RT @bretcope: Watch me explain landing the Space Shuttle to coworkers, dressed like the nerd that I am. https://t.co/48DIW1BEB6 #PhillyChee…
RT @danrobinson: Obama persuading Trump to change a policy position is a great example of an unstoppable force meeting a very moveable obje…
RT @juliasilge: I'm speaking on tidy text mining twice this week! #rstats https://t.co/8LN5WI5BtD
@corynissen https://t.co/MzWhJ9L21B
@StatsbyLopez if you could hold off one week that'd be perfect- looking to fix some bugs/backend stuff and get up on CRAN by Friday :D
RT @clipperhouse: Stack Overflow’s infrastructure and perf page got a refresh. We do 1.3 billion page views a month on 9 web servers. https…
RT @Timothy_Edgar: George Washington: "to bigotry no sanction, to persecution no assistance" https://t.co/zZUJJU2UA2
@dsparks @CZAR__KING big gganimate changes coming this week! If you're still having problems then, @ me or open GitHub issue :)
RT @aalear: https://t.co/xNMGKZPSHI
@juliasilge I too find it hard to believe we're getting away with it
RT @NateSilver538: A—There's a 30% chance of an earthquake
B—LOL ur crazy no way it's that high
{{earthquake}}
B—Idiot! You said a 70% chan…
RT @b0rk: I think it's fun that I can draw things people like given this is literally my whole artistic range https://t.co/jkJkiDNh5c
RT @Fight_Prior: Fighter styles: Muhammad vs Luque #ufc205 https://t.co/R2vilPWKfi
@juliasilge @hadleywickham I started this once with I think tidying GloVe models- lot of exciting area but has some pitfalls
@arpitrage nice find! Btw when you start a tweet with @ it doesn't appear in your normal timeline
RT @SwiftOnSecurity: Now everything is okay https://t.co/x83WJalGkZ
RT @danrobinson: "I know the risks," he said, closing the time machine door. "But I have to try. Have to stop him. Back when he was only an…
RT @drsimonj: How to order bars in #ggplot2 facets
Solving a tidy text TODO by @juliasilge @drob
#rstats #DataScience #Dataviz
 https://t.c…
RT @mattmfm: Few things more absurd than saying the LA Times poll was accurate.

Final LA Times/USC poll: Trump +3
Final est. popular vote:…
@Exioce @davidschneider amusingly, both were Android, &amp; I think the 2nd was him not his campaign. Notice he said "small groups"- belittling
RT @johnstorey: Check out my new #MMA analytics blog with @SeanHacks!

https://t.co/89R4iCjIJC

@Fight_Prior
@JasonPunyon @onlybluefeet @tinkertim she goes crazy when light from a door or watch reflects off a wall. Not, um, bred for smarts
@JasonPunyon @onlybluefeet @tinkertim parents have a King Charles. She's a) incredibly adorable b) very dumb c) kin… https://t.co/F1SFRfxxCz
@archermelissa @janerator @realDonaldTrump it's still there
@janerator no, Android- you can tell on Tweetdeck. I think ppl are missing operative word he's using: "small" https://t.co/02VMwJkWMS
@fody @hadleywickham just occurred to me this is public data in the Stack Exchange Data Explorer https://t.co/hUxuCgFWe0
@fody @hadleywickham I'm out to dinner for a while so it's all you Nick :)
RT @sophsa: did anybody else think the kittens are the lawyers https://t.co/g35u6OxYXB
RT @danrobinson: Pundits before upset: "Prediction markets are underconfident!"

Pundits after upset: "Prediction markets were overconfiden…
@statdreams why would that possibly follow? Presence of uncertainty doesn't mean evidence (shifting polls) are irrelevant.
Looking back there was a whole genre of articles pre-cashing in on Sam Wang's "success" https://t.co/aUAzINBsKb
Wang/PEC didn't get famous for its statistical model, which always had problems. Got famous for flattering the hopes of its audience
One red flag: Wang says that using more data leads to "unnecessary uncertainty"

Never considers the uncertainty ma… https://t.co/he9DZIjTRF
@acthomasca I said so before the election as well. https://t.co/phsjObMLMw
@acthomasca PEC was never a good model. Sorry.
This article from Monday is painfully clueless- declaring Sam Wang's prediction (99% Clinton) the winner in advance… https://t.co/zuB0pW6oGc
What failed wasn't the polls, it was conventional wisdom that Trump was unelectable. When 538 noticed polls were close, accused of clickbait
Stop saying the polls failed. They were a) within typical MoE and b) more accurate than they were in 2012 https://t.co/26pb7uEOhH
RT @rafalab: Forecaster:83% chance die roll &gt;1
6
Pundits:Nice
Forecaster: 83% it's &gt; 1
4
Pundits Wow
...
Forecaster: 83% it's &gt; 1
1
Pundits…
I was really supportive of the American experiment until I learned I was in the control group
RT @whedonesque: "May have been the losing side. Still not convinced it was the wrong one."
RT @danrobinson: -The Napoleon of Notting Hill, by G.K. Chesterton 3/3 https://t.co/CqwLVi7Ygr
RT @danrobinson: "And even as a child I used to say to myself, 'Far more likely that we shall go on the crusades again, or worship the gods…
RT @danrobinson: "[W]iseacres used to write books about how trains would get faster, and all the world would be one empire, and tram-cars g…
Nice try, smart guy! It was *six* days later! https://t.co/XKwCiuKGiD
@noamross @anniekarni I'm sorry Noam
Ironically, election is proving neoreactionaries right about democracy destroying itself, but they're the only ones who don't appreciate it
RT @danrobinson: And History, with all her volumes vast,

Hath but one page...
RT @danrobinson: Tis but the same rehearsal of the past.

First freedom and then Glory – when that fails,

Wealth, vice, corruption – barba…
RT @revodavid: I'm a married gay immigrant atheist scientist and I'm literally terrified that the US is no longer the country for me.
RT @NateSilver538: This doesn't seem like an election in which one candidate had a 99% chance of winning tbh
@lizasperling you'll have to submit a formal Data Team request

Hurry, before they call Florida
RT @emilynussbaum: Mind blown. https://t.co/vvUPTWTTow
@onlybluefeet this shows estimate of variance is biased, right? I've wanted to blog about this, I have an explanation of it
What

https://t.co/X9YgqCHmKI https://t.co/1gYwi3PaJy
RT @kaggle: Recommended reading: @juliasilge &amp; @drob's free book Text Mining with R. The tidytext pkg is a fav in our community! https://t.…
RT @aalear: I wonder how many people complaining about gamification on websites also only show up to vote because there's a sticker.
@aalear @onlybluefeet you're right- https://t.co/4K1jcFjNFT
@reedlaww @zlipp yep. That's my article. This is a followup
@drob x-axis correction: this is ratio of frequencies, not log2 ratio. My apologies
Folks who've waited months for more political analysis- hope this was worth it

You can unfollow now

You're free

https://t.co/xRSwUxCMmU
When Trump says he gives to charity: fake. When he expresses empathy: not him.

No two sides. No hidden humanity. J… https://t.co/hTUWN9qKZl
Clinton rarely tweets for herself, except when expressing empathy

Trump often tweets for himself, except when expr… https://t.co/vYwJ2xK0LD
Words disproportionately from Clinton's own (-H) tweets:

horrific. praying. grief. prayers. today's. terror

Tweet… https://t.co/idCC82E2cK
@nicky2133 this is setup not punchline
A lot of commenters on Trump post asked me to analyze Clinton's -H tweets. I got around to doing so today. Want to… https://t.co/4nqfSF7aB8
Clinton almost never tweets for herself. When she does, she signs them with an -H.

It makes up ~5% of her tweets https://t.co/qOD435u66g
Trump can't even be bothered to fake sincerity. There are no two sides to him. There's him and there's a staffer with an iPad.
It was another hour before someone noticed what was missing from both tweets (humanity, dignity) and tweeted this.… https://t.co/opkcsPMkAT
That Android tweet was soon deleted, then replaced with a tweet correcting... the spelling. iPhone. 5/n

(h/t… https://t.co/P4YSXijU71
In August, Nykea Aldridge, cousin of NBA player Dwyane Wade, was killed in Chicago.

This was Trump's tweet. Androi… https://t.co/xyniOS8WIz
In itself, there's nothing wrong with this. Basically all candidates have others manage their social media. Here's what matters: 3/n
To recap, you can tell whether Trump wrote a tweet himself: Android are from him; iPhone/iPad are the campaign https://t.co/TARAmCSQoI 2/n
One last election tweetstorm- about why the difference between Trump's devices matters and what it shows about him 1/n
RT @danrobinson: "The root of the name Hilary is 'hilarious', proving my spelling is correct." -@hspter, who should maybe change her name t…
RT @robinson_es: Can't wait to try out @drob and @juliasilge's tidytext package for my own analysis. What an awesome edition to the tidyver…
RT @hspter: Heartfelt appeal from @drob that examining these tweets has shown the (lack of empathy) from Trump. Please vote! https://t.co/S…
RT @hspter: Learning about tidytext format from @drob. Really makes it so accessible to do text analysis if you're in the #tidyverse https:…
My analysis clearly shows 40-80% more PCR artifacts when @ScientistTrump is running the thermocycler himself https://t.co/EydVOlV7pc
@statsepi @BrendanTHalpin my replies were on a different HuffPo article, but this is pretty bad too. At least this one is specific on stats
RT @hadleywickham: Excited to announce that @JennyBryan will be joining my team at @rstudio early next year! 🎉🎉🎉 #rstats
RT @piersb: All operatives in this time period: 48 hours to Divergence.

ENSURE YOU ARE IN THE CORRECT TIMELINE. WE CANNOT RETRIEVE YOU AFT…
@noamross @rdpeng sneak preview from talk (don't RT) https://t.co/6vFzsNKI9w
@noamross @rdpeng already in the slides :D
RT @tvaziri: The last tweet from Android (Trump himself) was 36 hours ago, ALL CAPS, no link. All subsequent tweets have been from iPhone (…
@danrobinson @dsalcoda @thehill BY TEN MIN ARGH
@krarick @danrobinson fair enough
@krarick @danrobinson if you believe this, much more productive than discussing on Twitter is to go make millions
@krarick @danrobinson it's controversial because if true, could make arbitrarily large amount of money by betting on &gt;50% choices repeatedly
@krarick @danrobinson Nothing in the following statement about 50% contradicts "they're a predicted probability" interpretation
@krarick @danrobinson I'd say statement "pred market prices aren't accurate probabilities" is underspecified. Are they overconfident? under?
@krarick @danrobinson If I said "Events with a greater than 50% probability happen more often than not" it'd be true. What's difference?
@krarick @danrobinson "the candidate with an InTrade price above $0.50 is usually the leading candidate"

Oh, you mean like, a probability
"That's enough! He can't be trusted with Twitter.

Now let's work on getting him the nuclear codes"

https://t.co/Lrd6HRhn8G
@krarick @danrobinson not true. Obama outperformed polls by about +3 in last election. Similar shift for Trump would win.
Exclusive clip of an interview between @ryangrim and @NateSilver538 https://t.co/tL85M22UbB
Live feed of @ryangrim commenting on @NateSilver538 https://t.co/Q4Drz7nWc2
@jacob_c_fisher Could you open an issue? https://t.co/HEHU8QDPXm I'd also want to have tidy.speed(g)lm point directly to tidy.lm etc
@jacob_c_fisher almost already does! broom:::tidy.lm works on speed(g)lm objs, but augment and glance buggy. It needs tinkering.
@slatestarcodex isn't writing essays on good/bad points of scientific articles what you do in your free time?
RT @hardsci: Bayesian forecasters go to one hell where Trump is 36% President https://t.co/H8vDgQqLXK
This article is nonsense.

"rather than simply entering the poll numbers into his model"

What does @ryangrim think… https://t.co/L3WemJvH3f
@sAbakumoff yes! that's a Uniform(0, 1) = Beta(1, 1).

More advanced variation is a Jeffreys Prior; Beta(.5, .5) https://t.co/yP4Y2Ak5DZ
@sAbakumoff a prior can't just be one guess, it has to be a distribution over guesses. Otherwise wouldn't be able to update
@sAbakumoff a prior can't just be a # like 1/2, it would be a distribution like Beta(1, 1) or Beta(.5, .5). Each has *mean* 1/2 though!
@sAbakumoff "yesterday's posterior is tomorrow's prior" 😉

But note that your prior/posterior isnt 1/2, it's distribution on (0, 1)
RT @SimonDeDeo: Ah HA! Now the election's here EVERYBODY wants to know about Bayes' theorem. Well too late because ok fine I'll tell you
RT @NateSilver538: Not just an issue in elections models. Failure to understand how risks are correlated is part of what led to the 2007/8…
RT @NateSilver538: If you haven't carefully tested how errors are correlated between states, for example, your model will be way overconfid…
RT @bogcommenter: I was a much happier person 3 minutes ago, before I knew this was an issue. https://t.co/aeIG7nJ0nq
alien: this Green Lantern ring runs on willpower

me: sorry, wasn't listening

A: it runs-

me: [checks phone]

A: you know what never mind
RT @jc4p: it's cool man take your time I didn't excitedly jump out of bed to work on an idea or anything... https://t.co/0bstLBQvmS
@NickDulvy I sort of think they meant it as a compliment?
@Mooniac @nyhackr oh- no these are just the top 32 most extreme terms (there are hundreds of others in the middle ground)
@hmemcpy @lizardbill @nypost @StackOverflow https://t.co/eG0a9DcEe5
Easily my favorite thing to come out of the Trump Twitter analysis was @nypost calling @StackOverflow "a Q&amp;A site f… https://t.co/ZhIKpe8uSX
On Monday night I'm giving a talk at @nyhackr, on using tidy text mining to analyze Trump's Twitter… https://t.co/8IRRFRJdcd
I've got a bit of constructive criticism on how that meeting went https://t.co/20pX1peKQI
RT @Nick_Craver: Twitter's tag line could be a lot more accurate:

Twitter: We're the only ones who don't understand Twitter.
@Nick_Craver the best instructions usually are https://t.co/PJrzKhn2vY
RT @Nick_Craver: The general effect of a Stack Overflow company meetup is:
Awareness++;
Coordination++;
Belonging=true;
Friends+=n;
Excitem…
@Nick_Craver you submit a formal Data Team request
@Nick_Craver https://t.co/3hi9OXeGL4
RT @_R_Foundation: The R Foundation is now on Twitter. Follow us for official news about the R Project for Statistical Computing. #rstats
RT @DLin71: ME (watching X-Files): This is so unrealistic. Mulder and Scully spent the episode working instead of leaking info to influence…
RT @JonHMChan: Last night of #PhillyCheeseStack with the wonderful folks at @StackOverflow - until next year! https://t.co/5G020jSnbq
I guess this means the #PhillyCheeseStack hashtag has really, um, taken off https://t.co/PwmhxMRZZM
Finishing #PhillyCheeseStack karaoke 🎤 in style with @Kirti_Thorat @JonHMChan @sklivvz @iandoubleA @jeremyBanks https://t.co/R25TzQUbig
RT @NeuroStats: Non independence in multilevel data is one of the most rampant issues in data analysis everywhere that gets ignored. #ImWit…
RT @ricardobion: Airbnb just open sourced its Knowledge Repository, a framework to share reproducible analyses written in #rstats https://t…
@fody @JasonPunyon they're playing baseball here fool
RT @srussell220: @sepinwall This game has everything, two out bunts, comebacks, poor pitching changes, throwing errors, human traffic cones…
RT @xek: The value of a good analyst is in making key, actionable predictions early enough: https://t.co/ygDXM8iBUx
All of the thanks to @hellohynes for putting this image together on short notice #PhillyCheeseStack https://t.co/DPREtgqK6P
@chrisparnin @Nick_Craver @kevinmontrose yep here https://t.co/7FrvbWrQWc
RT @hadleywickham: Big 🎉😁 to @visnut, @JennyBryan, @juliejossestat, https://t.co/KlC4mwkHQ2 &amp; https://t.co/bSoQ0FOGLK on election to the #r…
RT @JasonPunyon: I PITY THE FOOL #PhillyCheeseStack https://t.co/pJmIw0OXoi
@nlhow you're all very welcome!
.@rachelmaleady killing it. On going viral among internet trolls: "Joke's on them, made a ton of ad money on that p… https://t.co/4mLKbYjNoa
@rich_moy I really don't want to make anyone feel dumb!
Not a good metric for estimating probability. 100% would predict "Die roll will be 1-4", doesn't make it certain https://t.co/66mtf1bu7G
#PhillyCheeseStack Design team: if you can spend 20min tmrw Photoshopping something for my presentation, DM me. I'll repay in data analysis
@fody what movie?

I recommend anything but the Babadook
@jshkatz looks great. I'm giving a talk on it Nov 18 at NYC's PlotCon, hope you're attending! https://t.co/KZOih3PX9z
RT @jshkatz: Clinton win chances over the past three months, forecast by forecast https://t.co/Vnv2cKLTEv
@jshkatz nice- gganimate?
OH: "Don't say your metrics went down, say they went up and to the left"

#PhillyCheeseStack
@dgbrtch Well *now* it is obviously thanks a lot
@drob this is fine nothing creepy about my hotel room this is fine https://t.co/nXmXcAB1tE
12:30: Can't sleep, I'll watch something on Netflix

12:31: Oh, I haven't seen The Babadook

1:00: Problem solved, I'll never sleep again
@thomasp85 also the ape package (these are sometimes calls tanglegrams), though base R
RT @geospacedman: "We cant use open source because No Warranty". Read SPSS license? Almost same "no warranty" clause as MIT License, word f…
@BarkleyBG @juliasilge good idea (among a few additions I'd like to try to Ch2)!
RT @JayKuri: Personally, I don't see why so many #developers are up in arms about the new #macbook2016 .. I mean, I'm sure this will be out…
RT @ThePracticalDev: Domain renewal notice:
some-abandoned-idea.io is about to expire
RT @myhairisblue: What if u fell in love with someone but they thought David S pumpkins wasn't funny
RT @drsimonj: Why read Tidy Text Mining with R, by @juliasilge @drob?
I just read it top to bottom nonstop and want more #rstats
https://t.…
@JensAdamczak How would you generate it for a Cubs-&gt;Indians player? From a combination of the two priors? Can lead to the answer
@JensAdamczak you'd need to describe the model in the forward direction, i.e. how would you "generate" a batting average for someone
Interested in topic modeling in #rstats? Check out Chapter 7 of our new book "Tidy Text Mining with R"… https://t.co/Ue2L2I5LNN
RT @juliasilge: NEW POST: Announcing a new book by @drob and me, Tidy Text Mining with R #rstats https://t.co/LSr0hpdNSJ https://t.co/J0Lng…
@erikrtn I use a Mac Pro for work not laptop, and my personal MBP is fine for at least a year or two more
@ipnosimmia sadly not that I know of- would be useful!
Cool analysis of Stack Overflow data by Jason Liu, classifying Python users by answers they give… https://t.co/4gCysPoJgA
Looking for a Python NLP dataset? Here's a @kaggle dataset with text of all Python Q&amp;A on Stack Overflow… https://t.co/hzTY63ZvQD
RT @juliasilge: When @statredd showed the room how to tidy a linear model with broom, there were audible happy noises. @drob
Rol by @JasonPunyon looks so great for a Redis newbie like me. Makes it easy to store objects w/C# interfaces… https://t.co/rkGx8Rlzuh
@opencpu @IzzardOfOz not working for me; I have 1.1 https://t.co/BhqHuB20TQ
@IzzardOfOz don't have a good solution within JSON. From just str I would use bit64::as.integer64. Ideas @opencpu?
@jtrnyc trouble is I test with tbl_df inputs, but forget some give data.frames. See https://t.co/2P1HoaJLwF and https://t.co/eAdzKeOPu9
@lizardbill my problem is I always write test cases on tbl_dfs, forgetting to test on data.frames https://t.co/2P1HoaJLwF
#rstats https://t.co/mhqx4vY4TR
Because I could not hit Reply -
They kindly messaged me -
The Thread contained but just Ourselves -
And my Anxiety
@tonytone2017 @toddbarry @aaronvandorn the more unusual part is how many of his own tweets he does write
The latter, so you can check if 60.Seconds().Contains("Gone")

https://t.co/3A64pfJfCG
RT @baratunde: We are going to miss the age of humans driving cars about as much as we miss everyone doing laundry by hand.
RT @akantamn: @BecomingDataSci this is the greatest ever #DataScience Venn diagram, courtesy @TheImpactLab https://t.co/z6X7oSZjS6
@rossipedia mixed??
@rossipedia I am super tempted to start creating docs on Stack Overflow Enterprise for this reason
@rossipedia what does he like?
@tvaziri I think he literally means "what a loser for dying"
RT @david_j_roth: My hope is that this guy just keeps on like this after election day, describing Pres. Trump's glorious imaginary achievem…
@TiffanyTimbers @bhive01 @JennyBryan that is a bit more awkward in standard evaluation version: https://t.co/rxuQ2tIiJx
@TiffanyTimbers @bhive01 @JennyBryan when you can use plate/id variable names, an even easier approach is x %in% sa… https://t.co/0FZOhK3sUA
@TiffanyTimbers @bhive01 @JennyBryan Here's sample_n approach, fits into your distransam function, a bit shorter :D… https://t.co/srPR6pMwZQ
@TiffanyTimbers @bhive01 @JennyBryan min_n_per_plate is a single # here, &amp; sample_n respects groups, so nest/map2 is unnecessary
@hadleywickham I imagine you get a lot like this! I've gotten a handful but this may be the oddest
Email from a stranger this morning

If you can't decide what your objective is with your data why would you think I… https://t.co/H3CtPok3RR
RT @oaDOI_org: Check it out, we're live! Automatically find the #openaccess version of any article: https://t.co/QCfRcSMoNu
RT @SwiftOnSecurity: I have 145,000 followers and it's illegal to go to Antarctica because that's where the edge of the flat Earth is. Trus…
RT @treycausey: Yep, SQL skills are table stakes, but widely ignored in academic training. https://t.co/OJUWJKmYur
RT @jgarzik: So very guilty of this. https://t.co/NFXo4u9VyP
@bhive01 @JennyBryan you don't revisit nearly as much as I do, at least while logged in. Most is this with 6: https://t.co/mhrF3396fv
@bhive01 @JennyBryan are you registered?
@bathompso Python is up- enjoy! https://t.co/Z634PJkUVM
FYI: you can download all the questions/tags you've visited on Stack Overflow here:

https://t.co/MyVazlj2Ud

I've… https://t.co/Y9iaXBY7yi
RT @AdviceToWriters: Don’t worry about people stealing your ideas. If your ideas are any good, you’ll have to ram them down people’s throat…
@carroll_jono OK fixed. Since you wanted it, now also includes IsAcceptedAnswer (R only, not the others yet- others didn't have the bug)
@carroll_jono 😱😱😱

Found the bug, fixing now

Thank you
RT @kaggle: New @StackOverflow datasets invite analysis of the world's  #rstats &amp; Python usage, questions, &amp; knowledge. HT @drob https://t.…
@hadleywickham trimmed mean pretty similar. But I do like how "fastest" does well

https://t.co/CrYgHl4fBV https://t.co/Ro9ytQf4QX
@hadleywickham Trouble is positive scores are log-normal but due to negatives can't do geometric mean. Median is pretty dull. Trimmed maybe
@thomasp85 @kaggle too many points for ggrepel I think, so went with check_overlap = TRUE. You could fork notebook and try!
#rstats questions with knitr/data.table in title are more upvoted, loop/error/csv less so. Analysis here on @kaggle… https://t.co/MgObNZT1UG
@bathompso just for that I'm gonna skip the Python dataset and do Ruby instead

;-)
@bathompso I'll get a Python dataset up before long :D

It's a 4x larger set of questions so requires a bit more finagling
Looking for an NLP project? We've published a text dataset of all #rstats Stack Overflow questions on @kaggle… https://t.co/0hZsyKifBl
RT @FrederikAust: Reshaping data with tidyr explained in one slide. #rstats #datawrangling https://t.co/LKezMCotKS
RT @drob: New post: The 'deadly board game' puzzle: efficient simulation in R https://t.co/2h64siKVV9 #rstats https://t.co/1lY2h5hymQ
Based on last week's puzzle from The Riddler on @FiveThirtyEight #rstats https://t.co/PzcXXcLTZw
New post: The 'deadly board game' puzzle: efficient simulation in R https://t.co/2h64siKVV9 #rstats https://t.co/1lY2h5hymQ
RT @baltimoresun: Colleges to promote statistics over algebra for liberal arts majors. https://t.co/vmBMz1OibS
@hamcam9 that's a complicated question. A multilevel model (e.g. hierarchical Bayes) may make sense but avgs are good starting point
@hamcam9 only if it's fairly low counts, otherwise log normal is similar and more flexible. I'll need to blog an example!
@hamcam9 is your data counts? Then Poisson may be right, has conjugate prior of gamma
@hamcam9 log normal has a conjugate prior of another log normal so you can also use Bayesian methods
@hamcam9 that wouldn't be a probability between 0 and 1 so beta isn't right. It may be log normal though
@hamcam9 what kind of data do you have?
@lizardbill yes but only if they go to the .Rmd file in the _R directory: https://t.co/tfMOrT2wd1 :D
RT @nyhackr: The November #rstats meetup has both @drob and @hspter doing #election related analysis https://t.co/dqRpgXLRHS
RT @omojumiller: Hey y'all, am on this week's episode of the @StackOverflow podcast. I have to say, I had so much FUN doing this. https://t…
@earino @bhive01 @juliasilge yeah me too. He is making the #rstats rounds
@DrSteele Root cause of what?
@petemohanty too late I shame-deleted it
@visnut it is interesting! We generally don't publish traffic data for business reasons. If it'd be interesting I could share privately tho!
@visnut I do but it's not runnable without internal database access. Why do you ask?
.@robinson_es also shared the full iPython notebook here; nice example of #pydata text analysis… https://t.co/ogfHLcmOeH
Analysis the New York Times coverage of Trump from @robinson_es- an awesome use of topic modeling!… https://t.co/PdM3KNKfXm
@bhive01 @ucdlevy That's right! Used the city with the most traffic within 50 miles as "center". (Otherwise there'd be ~100 Bay Area cities)
@haneycodes can we just have a lame duck president all the time
RT @hspter: Yay the schedule is up! I'm speaking at the @rstudio conf in January! https://t.co/h9vPOxdKTh 🎉😁
RT @Sci_Phile: This is actually the visualization of a textbook physics problem. https://t.co/hlLaSM17ps
@MilesMcBain yep, see Gist comment!
@MilesMcBain not public, internal Stack Overflow traffic data- sorry!
RT @CodeWisdom: The reality of being a programmer with a finite amount of memory! 😂 https://t.co/lRpowqsU6d
RT @juliasilge: I'm really excited to be speaking at rstudio::conf in January on tidy text mining! https://t.co/dSF6Dsre22
@bogglerapture I have that graph (not on me, on mobile) for US cities only, really interesting. Don't have population data worldwide
.@CMastication points out one of my favorite Stack Overflow questions https://t.co/GvFniqaGgQ #rstats
.@CMastication wonders about seasonal trends in Stack Overflow #rstats questions. I'm skeptical of his hypotheses https://t.co/u9khd8yHwW
.@CMastication talks about the history of #rstats on Stack Overflow at @nyhackr https://t.co/dgqSdQz76l
@earino you are in *second place by one view*!

Quick go view it today and tomorrow and you'll win
@earino no, your traffic to other questions is still consistent!

Please don't sue me
@earino (The traffic tracking I have counts only unique person-question-day combinations so can't detect multiple in day)
@earino 33!

To further invade your privacy, you didn't visit it in 2nd half of 2015. Maybe you switched to base plotting? 🙃
@earino I can tell you your count if you want :D
@Hedgehealth @InvernessRug did you see followup? https://t.co/loNbDnLE3m
Just discovered that I've visited this ggplot2 question 29 times in the last two years

Worth it every time… https://t.co/IbASEXhyEp
@HighlandAnalyst @InvernessRug there is no shame, that's what Stack Overflow is there for!
@HighlandAnalyst @InvernessRug also, no joke- had you been included in Inverness you would have singlehandedly doubled the R traffic there
@ImDataDriven no, check_overlap = TRUE!
.@HighlandAnalyst @InvernessRug Inverness had quite a bit of R traffic (see red)!. It just was too small a city to… https://t.co/uBicqxQM0S
@drob Red line shows overall average. Traffic from within 50 miles of a city was counted towards it.
Where in the world are #rstats users? Stack Overflow traffic can tell us: plot of what cities have most/least R tra… https://t.co/Eec4LLNcjv
@hadleywickham @CMastication 🎂
@CMastication @bhive01 here's a start with StackLite https://t.co/K2BiOHYWIx
@CMastication @bhive01 @gappy3000 there's admittedly some noise in Italy, wouldn't pay too much attention. https://t.co/T5nfAZZy4s
@CMastication @bhive01 in any case you should take a look at StackLite dataset- will make your analyses easier!
@bhive01 @CMastication don't know if this sheds any light but I tried fitting model by country of asker. Biggest dr… https://t.co/41hWtE2bKA
@bhive01 @CMastication why would questions *drop* with start of school?
@CMastication OK I do see it too! Interesting, I don't know https://t.co/OeaAHhW21s
@hadleywickham ok good point. I was using coord_fixed(2) since I am lazy about cartography
@CMastication @StackOverflow Also may run into artifacts if deleted questions (old Q's autodeleted on schedule) StackLite has deleted, helps
@CMastication @StackOverflow show me what you're referring to? Also I think you'd really like the StackLite dataset https://t.co/t44vXVmntI
@CMastication @StackOverflow because we're only 1/3 of the way into October :D
@noamsf probably this: https://t.co/KeAThrDTbW
@danieleregoli @StackOverflow @FiveThirtyEight I have worldwide
@danieleregoli @StackOverflow @FiveThirtyEight R doesn't beat Python anywhere in terms of traffic
@joranelias this is work! we track developers by region https://t.co/8WdDUiGR9l
@evanheisman @StackOverflow in frequency you're more like the Jill Stein supporters https://t.co/S0g1bB9aoy https://t.co/wdbhnViS8d
Results if the election were between Python and Java users, based on @StackOverflow traffic

#rstats… https://t.co/QhFy7S01uZ
I wish I knew as much about anything as Donald Trump thinks he knows about everything
New post: Understanding empirical Bayesian hierarchical modeling (using baseball statistics)… https://t.co/khAd3zaOtc
@davidjayharris @leach_jim Of all the lines I can draw I'm OK saying Dick Cheney can't be a data scientist
RT @hadleywickham: Excited to announce new @rstudio community blog by @RStudioJoe: https://t.co/sguRIBjd7m. 1st post = interview with JJ Al…
@leach_jim yep!
Are you a Fake Data Scientist? Find out with this checklist of skills every data scientist has:

* A pulse

Everything else varies though
@CMastication yes!
@CMastication @StackOverflow that's right! Also only undeleted. PostsWithDeleted has deletions
@CMastication @StackOverflow All of that is in there! Q&amp;A in the Posts table, Comments in the Comments table. PostTypeId=1 for Q, 2 for A
@KenButler12 yeah but that's exactly my issue, it's more verbose and introduces error (if you remember to change one not the other)
RT @juliasilge: I've had a bit of a circuitous career path, and I like the way @StackOverflow's new #mydevstory represents it. https://t.co…
Do you like fuzzyjoin, my #rstats package for merging tables using inexact matching?

Then you'll love my new packa… https://t.co/VZ2bD7jDk6
@hadleywickham @GaborCsardi I don't like doing

d &lt;- d %&gt;%
  f1() %&gt;%
  f2()

if (condition) {
  d &lt;- f3(d)
}

d &lt;- d %&gt;%
  f4() %&gt;%
  f5()
@hadleywickham @GaborCsardi how would that fit into a pipe? goal is to conditionally skip a step in the pipe, e.g. https://t.co/hzy0Fp7EQF
@SeanHacks yeah, this is to replace

if (user_wants_to_filter) {
  d &lt;- filter(d, mpg &gt; 25)
}

which breaks flow of pipe
@arpitrage doesn't do the same thing at all. It's meant to replace:

if (TRUE [or FALSE]) {
  d &lt;- d %&gt;%
    filter(mpg &gt; 25)
}
@SeanHacks oh- this may not handle case you're thinking of, changing some rows not others. It's all or nothing for the whole step
When using pipes in #rstats functions I often need conditions on what steps to skip

Here's a useful pattern: an on… https://t.co/Nh5yb5pZUY
RT @thomasp85: Small multiples by separate edge and node parameters. facet_graph coming to #ggraph #ggplot2 - Untangle the hairball! (CC @d…
RT @settern: Last three Trump tweets have been sent from Android, iPhone, and Web. Either his staff is removing devices, or he's joined the…
@emilynussbaum in response to my Android/iPhone analysis, some ppl suggested daytime iPhone tweets were dictated https://t.co/HRr4yj30hx
@carroll_jono I'm also using this as an intro to other mixtures of exponential distributions, like poisson, beta, and beta-binomial
@carroll_jono True! But this allows clusters to have different vars (or would be identical- and since vars same here, SumSq prob beats MLE)
Using expectation-maximization to fit a simple mixture model, using tidy tools: https://t.co/hvEDl0VvPV #rstats https://t.co/kCvGjRo4HI
@BecomingDataSci this division + poll results surprises me! I would think of SQL as among most common/necessary data scientist skills
RT @jenswirf: This ought to come standard - or is that a pipe dream? #dplyr #magrittr #rstats #wasdkeyboards https://t.co/Wl3LnIl3iS
Awesome list of 100+ academic papers that analyze @StackOverflow and @StackExchange data https://t.co/g7qTvwbXg6
@Manish_Saraswt @JennyBryan @hadleywickham @hmason @b0rk that's just a few of many examples
@Manish_Saraswt @JennyBryan @hadleywickham very far from complete. @hmason &amp; @b0rk are very active on GH &amp; were even on your list last year.
@juliasilge @dataandme @WomenInData @JennyBryan @Ognyanova A great list from @BecomingDataSci: https://t.co/btCEVOHN0r
@Manish_Saraswt @hadleywickham @dataandme @AnalyticsVidhya Why isn't @JennyBryan on list &amp; I am? She has &gt; repos, &gt; followers, 10x commits
RT @DaniRabaiotti: 1. PhDs are fun
2. Twitter can actually help you work
3. It's ok to ask others for help
4. Anyone can do coding https://…
RT @marinarachael: I don't know why we have three different pig emojis but it's great for when you need to tell someone a pig is slowly app…
RT @KFILE: "sent from Android" https://t.co/dXpLVFwbHq
@stat110 Great idea! https://t.co/rxhPm2mtOT
@fody I'll fix in ~30
@fody ok! Away from keyboard but change to scale_x_continuous, breaks = week(holiday_dates)
@tvaziri https://t.co/2ZAZjipkom
@fody Hmm I just realized your data is by week-of-year. Did you convert to that (do you have dates as well) or should scale use those too?
@fody https://t.co/542YnzScry
@samfirke it's a good trick for time on a log scale!
@drob though if you count iPhone and Android separately some gaps get longer. Note the spike in low wait times for… https://t.co/KJCGrctuec
@tvaziri I found a 30-hour gap before this one in March, don't think it's interesting https://t.co/ep2eqKGjW5
@tvaziri my analysis can go back only to January 2016, but looks like third longest https://t.co/2Hhn5P4ZPR
Trump's 25-hour tweeting gap yesterday (shown in red) was his third longest gap in 2016 https://t.co/HhAxpf1A74
@hspter oddly enough, a rare use of a hashtag from the Android account https://t.co/OPUwgkVLGi
@JennyBryan I have blank keys b/c when I joined I told my manager "Whatever keyboard you use is fine"

This is before I knew @kevinmontrose
@JennyBryan I have a keyboard with blank keys and this kills me

The moment I stumble I'm like "ok what side is the C on"
@benmarwick @ijlyttle @AmeliaMN yep was about to point to that PR
@toph assuming you'd set row_id or something similar beforehand. The way it is implemented, a "closest" arg wouldn't make it any faster
@toph no efficiency shortcut, but can use max_dist = Inf, distance_col ="dist", arrange(dist), then distinct(row_id)
RT @df07: I love working at @stackoverflow https://t.co/21gkb0FKjJ
@JasonPunyon I'll blog about it though
@JasonPunyon @fody you read it but you didn't follow its advice 😢 https://t.co/TjMTcGeI8J
@fody @JasonPunyon insignificant p-values would be uniformly distributed between 0 and 1: https://t.co/MBAefgwj6z
@JasonPunyon have you read "how to interpret a p-value histogram?" https://t.co/4AXgum2Mwy
@benj_robinson @imanuelcostigan the big advantage of RSQLServer is that it support dplyr operations like these https://t.co/DChrcYfsNJ
So many thanks to @imanuelcostigan for building/maintaining RSQLServer. I literally could not do my job without it https://t.co/T27h652qMc
@NevilleLeoniers @juliasilge I think so- are you translating before or after tokenizing?
@AmeliaMN the Xcode/RJava issues for me have gotten to the point I allocate days of envir fixing every Mac OS upgrade 😠
RT @jrhennessy: wow political correctness has gone too far https://t.co/JPVSpyTkmQ
@edutinker @k_e_lafferty try TweetDeck!
@arnicas nice!
RT @neilfws: Bioinformatics challenge: find source for statement "humans are 50% banana" and define precisely how that was calculated
RT @themiltron: scully: victim died of multiple stab wounds
mulder: *throws her a file* ever heard of the knife alien
RT @danielnazer: Writing software is hard. Having a vague idea about software is easy. Software patents reward the latter and punish the fo…
RT @robinson_es: Another course rec: @datacamp’s and @StatGarrett’s RStudio course. I’ve been an RStudio user for 5+ years and still learni…
RT @MeganRisdal: I just published “Doing reproducible data science on Kaggle” https://t.co/FXchiJdp5W
@hadleywickham @sctyner somebody did https://t.co/vazE7sPRE9
RT @AngeBassa: My mom just sent me this!

Objectively speaking, I have the best mom. https://t.co/QyTQnKCm6w
@juliasilge @bhive01 @millerdl @quominus @lincolnmullen (though SSA data is for most part accurate only on American/Western names)
@juliasilge @bhive01 @millerdl @quominus also gender by @lincolnmullen: https://t.co/t4vDpr8bDa advantage: no API hit, faster
RT @StackPodcast: Should programming languages count toward your college language requirement? Vote pro/con w/ #StackOverflowPodcast https:…
RT @JennyBryan: All models are wrong, so why not start with one you actually understand?
@modernscientist that's Linden! My wife volunteers at @anjelliclecats and says Linden is the sweetest and friendliest 🐱
RT @juliasilge: My work is featured today on the WashPo's Wonkblog!

The states that Americans sing about most https://t.co/dnVvAHwxYb
RT @conormacd: Using tidyverse, tidytext and empirical bayes (thanks @drob) to estimate the probability of being mean when speaking in the…
@juliasilge @benheubl tidytext has been kicking ass this month
RT @juliasilge: Examining Hillary Clinton's speaking style (using tidytext!) by @benheubl https://t.co/O3IKZ9lrR3 #rstats https://t.co/LGVv…
RT @lauradobrzynski: Know any great companies that are challenging yet rewarding and are looking for senior product people? I'm seeking a n…
@BarkleyBG this was a smart joke that took me two hours to understand
@hspter @hadleywickham I think broom beats Urban Dictionary consistently now

That's an achievement SEOs call the "dickbroom threshold"
As I promised in May, I'll catch up on all Github projects by the end of summer

No of course summer's not over just look at my Issues page
My post "One Year as a Data Scientist at Stack Overflow" has been re-published in Japanese. 
驚くばかり! https://t.co/QTuL7ygVnj
@hadleywickham This will be much easier in broom2
RT @hadleywickham: This is not the broom I was looking for https://t.co/CbktmiQhj9
New post: "Slides from graduates of the Metis Data Science Career Day"  https://t.co/FWd8ZNOP9Z @thisismetis https://t.co/XkoBuPxARJ
RT @juliasilge: The Simpsons + tidytext! https://t.co/UAnUALi0uq
Shut down JFK, blow the Queensboro bridge

https://t.co/WIVPHtab3l
RT @rafalab: Here is a word cloud of my sent emails #inboxinfinity https://t.co/z0cbJlAoIx
RT @paulisci: Do you have a statistician in your life that you hate? Show them this tweet and watch them scream. https://t.co/EhDW9mE1pJ
@aschinchon I remember that! It was an enlightening discussion and I'm glad we were able to settle it!
@EamonCaddigan @ericgtaylor Just saw this: check out both by_row and invoke_rows in purrr
RT @AmznMovieRevws: The Wizard of Oz. https://t.co/0fQahp7yQF
@JasonPunyon my mentions my rules
@JasonPunyon you are close. I think I would have said

"Not using emacs is a Type VI error"
@klmr @JennyBryan @jtleek dcomplainr just prints: "You find the %&gt;% more readable? Huh, I don't. And you should really use data.table"
Following me and expecting something better than obscure statistics humor is a classic Type V error
@klmr @JennyBryan @jtleek have you seen complainr https://t.co/6MpIz44wZW cc @hspter
Today I learned that there exist definitions of Type III+ error because statistics cannot learn from its mistakes https://t.co/KR0CFbJlFl
@klmr @JennyBryan @jtleek explainer!

(or was that a joke)
@JennyBryan @jtleek oh wow that'd be much better return value, yes

If you fix it please PR the gist!
@JennyBryan @jtleek Didn't get much farther than the above and it's deep in the backlog now
@JennyBryan @jtleek e.g. repeat code with comments added: "Now filtered to 12 rows", "Added a numeric column", etc
@JennyBryan @jtleek once started work on a "dplainr" package, that would take dplyr chain and turn into annotated text and/or figure
@hadleywickham not to mention that when they tried giving names, they came up with "true null"
Giving mistakes numbers instead of names was a real Type IV error https://t.co/JdYQAscgfQ
RT @rasbt: rstudio/tensorflow: TensorFlow for R just came out (https://t.co/7evV59WSRI); coinc. I just mentioned in my talk yesterday and n…
@jtleek e.g. try

library(dplyr)
separate_steps(mtcars %&gt;% filter(wt &gt; 2) %&gt;% select(mpg, wt))
@jtleek I've had the need for this privately; here's my solution (also includes intermediate state)  https://t.co/weLmNAIPZI
RT @UnixToolTip: Stuart Feldman wrote the first makefile in 1977. All makefiles since have started by copying a previous one, in unbroken s…
What's the term for when you're an introvert until someone wants to talk about graphing software

https://t.co/bUke4tH8ma
@juliasilge 😡
@StephdeSilva @juliasilge I like real name bc I know people will recognize me across contexts- in a resume, in a conference, etc
@StephdeSilva @juliasilge that is sad to hear.

Speaking of which we're hiring.

https://t.co/1YW2bbMK9V
@juliasilge I'm not in position to know this, but I'd also guess presence of successful women in tech also encourages others to join
@juliasilge And obviously women shouldn't bear responsibility of hiding their gender because sexism exists
@juliasilge That article seems like terrible+sexist advice. Building a personal brand is a great tool for anyone. Initials make that harder
I'd be happy to explain it to you https://t.co/qal41hKI1I
Remember, mixing up Type I and Type II errors is called a Type III error
@simplystats @rdpeng (not sure how they got 1 in a billion rather than 100 million but it's closer)
@simplystats @rdpeng You misread the stat; not 73 applicants, 73% (so 95 applicants). phyper(4, 95, 35, 21) gives p-value 10^-8
@andrewheiss @juliasilge I'm not sure I follow- advantage of the beta distribution is that it's a conjugate prior to the binomial
@juliasilge 2/ less important in my EB baseball posts because the counts were high enough
@juliasilge That's because low counts will have extra binomial noise on top. Fitting as a beta-binomial rather than beta helps! It was 1/
@juliasilge or beta binom reg w/gamlss:

gamlss(cbind(n, pop2014 - n) ~ 1, state_counts, family = BB(https://t.co/2yR8g0ABgx = "identity"))
@juliasilge oh awesome!

BTW I think MoM is overestimating variance of your prior. Could try MLE method at end of https://t.co/St0vP5CEhj
RT @juliasilge: I use empirical Bayes methods (thanks, @drob!) with the states/song lyrics data from my post on Monday. https://t.co/57f3C2…
@benmarwick @washingtonpost @juliasilge this is great work Ben!!
RT @benmarwick: Some pictures of data from #debatenight transcript @washingtonpost #rstats code &amp; data: https://t.co/SQqwjaLqjD thx to @jul…
RT @drdrewsteen: Can anyone point me to concise guidelines about how to develop tidyverse-compatible packages? #Rstats
RT @themadstone: The only winner tonight is the Voyager probe, which is speeding away from the Earth at 17 kilometers/second #debatenight
RT @socarolinesays: Donald Trump is your 6th grade essay that you triple spaced and made 16 point font to fill the one page requirement in…
@juliasilge yep!

This package for EB binomial is super in progress but worth trying https://t.co/6IzZtqN6Fw
@Yeedle @joranelias @hadleywickham I don't think I've often seen hostility to answerers or seen it complained about. Have you?
@juliasilge this is amazing idea + map!

For calculating the rates, consider EB shrinkage to handle low pop states?https://t.co/axjmeQFJh8
RT @juliasilge: NEW POST: Using tidytext and U.S. Census data to analyze song lyrics (sourced by @kaylinquest) https://t.co/bVLUb512eX #rst…
@hspter would you say it's https://t.co/PUhTdcSZ3X
@hspter (sorry- 40 seconds in)
@hspter whenever someone says that I think of this scene https://t.co/mtj6vCKIYR
@hspter she made this joke already 🙁 https://t.co/hsZOEpljZo
@joranelias @hadleywickham I also share some of my suggestions for beginners asking on Stack Overflow here: https://t.co/5Ish55dPRX
@joranelias @hadleywickham this is a conscious choice: https://t.co/RHQno0OlSx
@joranelias @hadleywickham truth is that of 3 groups of users:

1. Askers
2. Answerers
3. Searchers

SO optimizes for experience of 2 &amp; 3
@thomasp85 @hadleywickham Fair, but I do think attitude is more constructive. One reason is SO's specific goal of creating useful artifacts
@thomasp85 @ThePracticalDev @lizardbill you shouldn't feel stupid! Worth discussing
@thomasp85 @ThePracticalDev @lizardbill also see my comment here https://t.co/yVzhkYlvTJ
@thomasp85 @ThePracticalDev longer version is that I agree with this answer from @lizardbill https://t.co/3IVngOBbNb
@thomasp85 @ThePracticalDev short version of my take: https://t.co/YW57XTi0ZA
RT @tvaziri: Unintentional magic trick. https://t.co/pnAsLTmUfI
RT @chaosprime: "I know," thought Jay-Z.  "I'll use Java!"  Now he has an arbitrary number of Problems and a ProblemFactoryStrategyRegistry.
@rmflight Address is on my website! drobinson@stackoverflow.com.
@cainesap a GitHub issue please! I'm a bit behind on them but will be catching up on them soon
RT @ch000ch: was pokemon go just a weird dream
@BecomingDataSci I know you mean reading linked articles later but I like to imagine you read 70 chars and thought "ok the other 70 tonight"
RT @meakoopa: did...did he make the sign? https://t.co/XXmuHfTIoA
@juliasilge @kara_woo Also I know that this topic will soon get attention from @xieyihui https://t.co/s2APWtlKWw
@juliasilge @kara_woo by all means! though my understanding is that rmarkdown::render_site is a newer method (I haven't tried it yet)
@thomasp85 @flowingdata so far yep. I wrote about what that's like! https://t.co/QGZRJbOUZM
We're hiring a second data scientist at Stack Overflow! https://t.co/1YW2bbMK9V #rstats
RT @danharmon: I'm like oh I haven't checked twitter all day then I'm like wait that might be why today was fine then I'm like oh I should…
RT @HackerNewsOnion: Area CEO Finding It Hard To Concentrate On Blog Post About New Open Floor Plan https://t.co/VZAgluiFgh
RT @JasonPunyon: If you're at #VelocityNYC, GO SEE @cashnwho TALK. You will not be disappointed. https://t.co/LPEFQbUqIp
RT @JennyBryan: Straight talk from a veteran mansplainee: I ask questions! I like to learn! From you! The crux: Do you interact with me in…
.@sarahcnyt talks at @DataSkeptics about how data journalists are "the newest muckrakers" https://t.co/5RzL1Oc9R6
Awesome tidytext analysis from @sAbakumoff of Angular/React GitHub commits https://t.co/wygkUMx1xJ #rstats https://t.co/9znAaOyvUz
RT @JasonPunyon: If you do Data Science/ML, would like to do it at @StackOverflow, and are from an underrepresented group in tech, I'd love…
RT @mcpasin: Analyzing @StackOverflow Questions with the StackLite dataset #rstats #datascience https://t.co/5DOU1NkiFl https://t.co/FR4ox7…
@dataandme Yeah I think all us statisticians had that first response

"That's not an analogous model!"

"...Oh yeah… https://t.co/0zaRTbAxMS
RT @NishWeiseth: Skittles. https://t.co/kpGVkh8IUl
RT @beatonna: Kids know everything now https://t.co/aeFSx7T84f
@JennyBryan @soodoku @abresler closest is in the fuzzyjoin vignette on misspelling https://t.co/eiwjFMuuym
@JennyBryan @soodoku @abresler I find fuzzyjoin useful in that kind of work since it fits interactively with dplyr (e.g. count common dups)
@JennyBryan you can also define custom match functions, see ?fuzzy_join

multi_match_fun can have conditions on several cols
@JennyBryan self-join then?

mytable %&gt;%
  stringdist_inner_join(mytable, by = "name")
@JennyBryan have you looked at fuzzyjoin? https://t.co/rQrCrpstZV
@dataandme @hadleywickham @rdpeng @minebocek @juliasilge GoT producer thanked "horse mistress" in speech. Wonder if there's a data mistress
@dataandme @hadleywickham @rdpeng @minebocek @juliasilge wouldn't that be cool? We just got tickets through our credit card
#Emmys https://t.co/iZg2keLR5e
@onlybluefeet @AdamMaras 😢
@juliasilge we're in LA!
@ErinCorleyGray @clipperhouse tix through bank. Super worth it. Preshow, kids from Stranger Things did Uptown Funk https://t.co/DyINu3gPhy
@clipperhouse https://t.co/VzabVKSiSr
On the red carpet at #Emmys https://t.co/zP47tqpgIr
@jo_hardin47 @AmeliaMN @askdrstats @BaumerBen @minebocek Also version of code I used at the #pdxrlang meetup: https://t.co/aVKellBs6G
@jo_hardin47 @AmeliaMN @askdrstats @BaumerBen @minebocek Slides from my broom talk: https://t.co/7brRt7eBV0
@thomasp85 @bhive01 @earino 

shatter
shred
splinter
@thomasp85 I'm thinking of perspective of teaching ggplot2- start facet by saying "divide into subplots." Layout is smaller part
@thomasp85 I'm open to prepositional phrases too. by_facet. But yeah I agree.

How's divide?
@thomasp85 how about divide(), subdivide(), or subplot()? If goal is to move from facet to more common verb?
@mbeisen this rumor makes me very sad. People preferring to be "in the know" rather than listening to the song and the authors
@quominus sincere thought is I guess reading level leads writing level. E.g. NYT is ~8th grade reading but 8th grader couldn't write
@quominus let's talk later abt that data, may be getting a lot more
@quominus feel same way when analyzing SO flags. In truth SO pretty good by internet comment standard bc need 50 rep to comment. Still.
@quominus Also I recently acquired a dataset of white supremacist tweets about election. Hasn't been great for my opinion re: humanity
@quominus HS freshman seems high to me?
@quominus though I've discovered twitteR client only loads subset of 3200 posts (~ half) it could get so analysis coulda been on more
@quominus yes in fact there's a link to it from the blog post! (See the "if you want to follow along" comment)
@drob I put these thoughts into a purrr GitHub issue https://t.co/j84KAgWtj5
@thomasp85 @noamross I like that!

btw before you're off ggplot2 here are some other scale shortcuts I like https://t.co/tvysUZQv4q
@hadleywickham will do
@rossipedia @hadleywickham Yeah but vectors/lists are specific types in R, and Vectorize is an existing func that uses the former!
@hadleywickham I guess it's just a shortcut for

function(.) lift_ld(pmap, .)
purrr question: I'd like to vectorize (listorize?) across multiple args. Good adverb for that?

@hadleywickham https://t.co/IyFqfGaz5d
@Pillolaio @hadleywickham This means it wouldn't really improve on lm in this case, just switch args https://t.co/RhE1WKsNaD
@Pillolaio @hadleywickham cool! though ntbt_ funcs can't be used in map since need to be called by name https://t.co/NNEXURMPc8
@Pillolaio @hadleywickham pipeR can't do that. Are you thinking of intubate?

data %&gt;% ntbt_lm(resp ~ var)
@thomasp85 @richierocks yeah I think add_point rather than add_geom_point for sure. Also easier for newbies to learn
@thomasp85 wow I just realized I've used "facet" as a verb so often I forgot it wasn't one
@thomasp85 I've found saying " add layers to the end... Or options... Or facets" a bit clumsy
@thomasp85 I'm starting to like a lot from educational perspective. "Two things you can do- add layers and set options"
@thomasp85 I think I'd be confused by that: map used in both FP and geography. Maybe transform. And scale_ can set other things like labels
@thomasp85 nah not really since then other coords like Cartesian don't make sense. add_ or set_ for everything?
@thomasp85 and coord_flip should be flip_coord :)
@thomasp85 I like it. Thought- things done only once like scale_, facet_ (and theme?) should be set_
@AmeliaMN @hadleywickham you inspired me to share another example. modelr is great! https://t.co/qod0M2n1NN
K-fold cross validation is easy with modelr's `crossv_kfold` + broom: example w/ lm #rstats https://t.co/tLXl6eWyXj https://t.co/Ct7P9USehi
@AmeliaMN @hadleywickham Answered. Also for train/test; considered modelr::crossv_kfold? Too long for answer but: https://t.co/QYskVtLIoh
RT @AmeliaMN: Tidying the ISLR labs and trying to test model parameters. https://t.co/Dj3qxf9YLI @drob @ijlyttle @earino, ideas?
@ijlyttle @AmeliaMN @earino I have a good way; writing up now :D
@dataandme @ProfessorDrz @RotoWire @tytsports I definitely agree Kevin Garnett could beat me in both the reg season or playoffs
@jc4p Do you have any ideas on finding (formatted) historical US electoral college data, @lincolnmullen?
@jc4p Here's something https://t.co/JcAPkE6xzf. Could be scraped with rvest, but only includes 3rd party when got at least 1 electoral vote
RT @samsanders: How many voters are out there saying, "YES! What I want in a president is the ability to build suspense!" https://t.co/oe3v…
RT @GainesOnBrains: Conference pro-tip: if you have to apologize for your "busy slide" the moment it's projected, it...shouldn't be a slide.
RT @henrikbengtsson: Some suggestions by Jonathan Godfrey on how to make R Markdown docs more accessible #rstats https://t.co/AiiKNkl4JO ht…
@bjoseph @thisismetis I am very in favor! I think it depends on position one is going into, but that they can fill data sci gaps quite well
RT @danrobinson: This is clearly an Android tweet https://t.co/UiFeYKqLmW
@fody @robinson_es it is shocking bc yes she is in already in the family business
.@grahama_is detects content developed by brands- can be done by content, but even better by HTML tags+features https://t.co/ZLQTofbtOT
Matthew Mitchell creates adaptive education with machine learning @thisismetis https://t.co/pfnWyEWucA
Yulia Piterbarg detects fraud in WorldBank grants. Projects with many consultants more likely to be fraud. Ouch! https://t.co/JNbYEtCkbE
Sunne Kuo combines ratings, review, and delay data to make travel recommendations beyond price @thisismetis https://t.co/aNCA3g3hXc
Michael Laster analyzes the risks and benefits of a baseball manager challenging an ump call @thisismetis https://t.co/bqaNZ0gqz3
Adam Levin uses a cool PGA dataset to analyze Tiger Woods's skill over time @thisismetis https://t.co/JL5LcurH9n
Whitney Chia puts k-means into practice for financial market prediction https://t.co/2EzUGLmQE5
Allison Schlissel uses ML to recommend art + plan museum trip. Reminds me of awesome work by @alice_data https://t.co/AeAhnud3uw
.@Cole_Kev uses tweets of football players to improve fantasy football choices- e.g detecting injury https://t.co/YEYuy9gV2L
.@modernscientist uses computer vision in app that identifies wine from pic of label. I'd straight up pay for this https://t.co/fptB4uVgpQ
Katherine Pully shows MedTracker for tracking and recommending medication and mood in depression @thisismetis https://t.co/CUdTwMfmN7
@danrobinson @thisismetis 😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂
Marc Gameroff predicts bad city inspection results using sentiment analysis of Yelp reviews @thisismetis https://t.co/KxnqBUOPAt
.@robinson_es builds a tool for recommending the perfect freelance data science job for your skills and background https://t.co/h9e4wiwcgI
.@robinson_es shows the clusters of data scientist technologies in Upwork freelancers https://t.co/xjYX5sPZ8m
So proud of my sister @robinson_es presenting on her project at @thisismetis- matching data scientists to jobs https://t.co/RUHKO5O1pK
Love these presentations by data scientists at @thisismetis but sad so few students put Twitter name on CV/slides. Not livetweet friendly!
Max Farago automates the process of legal advice: e.g "I was pulled over for speeding with marijuana in my trunk" https://t.co/QjniE2msAb
@bjoseph the Metis bootcamp Career Day https://t.co/WvXzIyzNKi
Ahmed El-Razi clusters rap across the ages at @thisismetis- says hip hop is changing, but "not dying" https://t.co/e93dFjflwC
.@alanschoen using machine learning to get @donlemon to reply to his tweets. A specific goal is ❤️ of data science! https://t.co/Gg7zl2e95L
.@jessienapcox created Treasure Hunt- app using machine learning to find thrift stores. Nice! @thisismetis https://t.co/X0jTsFne2u
Brian Cocolicchio does survival analysis of NFL positions, sees life of running back is "nasty, brutish, and short" https://t.co/XMvPbtCzTI
Fernando Hidalgo talks topic modeling  of newspaper topics by country @thisismetis- Brexit top NYT story of the year https://t.co/hIemuK7fu7
Excited to see Career Day presentations from data science students in the Metis bootcamp @thisismetis https://t.co/XbtvduSiR7
RT @mbeisen: .@hoffsbeefs @maggiemfox the problem is in the treating of science as breaking news - embargoes ENCOURAGE this
@edtyping probably would! I'd need to find a baseball equiv of this problem, which is about comparing two groups of ads
@Cake_Tease @beck R can do anything.

https://t.co/FYchGJEN9g #rstats https://t.co/D9OuMS5N7s
RT @thomasp85: Got too many facets? facet_wrap_paginate will save you!

Comming in #ggforce after the next #ggplot2 release... https://t.co…
@jepusto looks like it handles constant n pretty well, but not variable n
@jepusto Thanks for idea, but looks like it can't handle beta-binomial w/log normal n, my use case. Simul of nulls: https://t.co/UXP59X1oFO
RT @b0rk: tfw @disqus turns on ads on your site without asking you https://t.co/NXfBNIHnIa
@StatStas in retrospect since the data is overdispersed, Poisson wouldn't work (these are clicks-per-ad). quasipoisson may
If you saw a gross or clickbait-y ad on my blog today, I apologize. @disqus enabled these without my permission and I've now disabled them
@StatStas hadn't thought of that! Looking into how it works for my data
@drob (I'm simulating and beta binomial regression is *much* too slow)
Any resources on using weighted linear regression on (x, n) data (low n-&gt;low weight) as an alternative to beta-binomial regression? #rstats
@clipperhouse https://t.co/ejBE7RKDr7
Looking to hire data scientists/analysts in NYC? Come to tomorrow's Data Science Career Day from Metis! https://t.co/cTsJsG83Wy @thisismetis
Comparing pbirthday, Poisson approximation, and simulation for the birthday problem in #rstats https://t.co/LVcNuw5NqH
@onlybluefeet math is its own reward!
Birthday problem can also be simulated. E.g.

x &lt;- 3
n &lt;- 100
trials &lt;- 1000

mean(replicate(trials, any(table(sample(365, n, TRUE)) &gt;= x)))
@drob (This is because events are no longer weakly dependent- every pair makes triplets more likely!)
I learned from @stat110 how to approximate birthday paradox with Poisson distr. Works well for pairs, but not 3s/4s https://t.co/GILQhiteYG
RT @cshapiro: Career venn diagram. http://t.co/n7LOihEk
RT @StackOverflow: We couldn't be prouder of our community, and what they do every day to help all the Joshes (and Janets) out there. https…
RT @stephaniehicks: Science Ambassador Scholarship 2017 now open! = full ride for 1 undergd woman #STEM major https://t.co/b0wPwJqYlN I'm a…
@MacDiva @hadleywickham I think Hadley got it from this post by @codinghorror: https://t.co/lJSFpHvKyh
RT @robinson_es: Great to be learning again in-person, six years later, from my first stats professor @hadleywickham https://t.co/AttTrTaOFm
Tidy manifesto from @hadleywickham:

1. Share data structures
2. Compose simple pieces
3. Embrace functional programming
4. Write for humans
Hadley Wickham lays out the Tidy Tools Manifesto at @nyhackr https://t.co/KQ5F6xq04k
R's pbirthday function demonstrates the "birthday paradox": probability X people in room of N share a bday #rstats https://t.co/IuZEqW9iPi
@noamross @RallidaeRule @millerdl @thosjleeper also know that readr::read_csv reads csv.gz out of the box (tho write_csv doesn't write it!)
@noamross @RallidaeRule @millerdl @thosjleeper csv.gz another option; smaller file size + language interoperability
@TopOfMyHead @rikilindhome then I think we block each other?
RT @rikilindhome: When I ask if you like a musical what I mean is have you memorized it and do you want to sing it with me immediately.
@quominus @cH0dge mail forwarding? E.g https://t.co/dGt2c5Hcww
RT @dalejbarr: No more excuses: #rstats is better than SPSS for psychology undergrads, and students agree https://t.co/Csm4fyf0WA
@quominus in any case let me know how I can help!
@quominus 1. Detection is imperfect; esp poor on non-American/European names 2. Data is very sensitive so wouldn't release except aggregate
@quominus finally many users (~2-3 million) have real names populated, so I can predict from first name and do wider analyses (cont')
@quominus if you state research purpose &amp; sign an NDA I can give you all SO IDs (pending managerial approval)
@quominus if you can succinctly state query (e.g number by gender who answered &gt;3 R q's) would be very happy to give it to you
@quominus that does include R as a "technology you use." If you want data on # of q/a we do have SO IDs on many, not public (cont)
@quominus have you checked out the public data? https://t.co/PNtdpMsLjF
Basket of adorables https://t.co/9Kx0tBHBN3
RT @AlxEtz: I'll be the judge of that, mate. https://t.co/N0I156fqdZ
@RobTerrin ping me an email please?
RT @seankross: .@drob Carl Sagan on #tidydata in #rstats cc: @hadleywickham https://t.co/r0V7q6beW9
@Yeedle @robinson_es check out render_site https://t.co/8XnWJm7trI My own site uses an older approach https://t.co/U1Mm2fH9AF
@MightyPupil @bhodii @robinson_es Don't look different to me; just different bin widths, which can make a large difference
George Bernard Shaw on #tidydata in #rstats https://t.co/FtwEPVlthr
Great post from my sister @robinson_es about differences btwn matplotlib and seaborn https://t.co/wAOgqlHA0f #python https://t.co/H1FpoItSY4
@thomasp85 @DLRuderman 👏👏👏
RT @thomasp85: Thanks in large part to @DLRuderman you can soon do this with facets in #ggplot2 

CC @drob https://t.co/YtOabAeRLY
RT @robustgar: same data, different representations https://t.co/9gUTJwAcG0 https://t.co/yGKwm46aXG
@juliasilge jailbreakr! https://t.co/RSJkdd63GX and the people to talk to are decidedly @JennyBryan @rgfitzjohn
RT @l2k: Nice graph by @drob on https://t.co/nk7FVs13Qi shows how words have different valences in different domains https://t.co/SY1f33gM80
RT @kwuchu: Tired of lack of diversity at conferences? I am! I created this repo as a directory for underrepresented speakers: https://t.co…
@sashalomizov I more mean- let's say I'm measuring % of Python SO questions/year. There's no concept of "converts"; new qs each year
@sashalomizov converts is possible in religion context but less so in other questions of demographic change
@cogitoergobacon for that I'd usually go with logistic regression, which assumes a trend and can give a prediction interval
@jtleek Didn't you mute me
I was sorta hoping someone would say "Oh the Dipple-Kruffman Transform fixes that" and then I'd have time for a nap

https://t.co/zqgPkJIARo
@treycausey would you believe I hadn't? thanks!
Looking at raw change in % has opposite problem: focuses on already large tags https://t.co/6imkJNFVjs
It's easy for small tags to grow or shrink, on a relative spectrum. (And this is cut off; there are much smaller) https://t.co/LWQ629oLx8
For example, which is a faster growing tag on Stack Overflow: angularjs or angular2? https://t.co/51hi5M02ln https://t.co/EU1swg0PVe
Does anyone know a quantitative approach to measuring "fastest growing" that avoids this problem? https://t.co/9dnL5YgT9h
@samsanders What would David Lynch say https://t.co/KpeWNd4gYw
@Nick_Craver @aalear @haneycodes Interestingly, I think Steve Yegge would answer "engine" https://t.co/75kCzHW9xQ https://t.co/hNr2Oa6rOV
@Nick_Craver @haneycodes well brakes beat engine by a mile
RT @MacDiva: Backgrounder on the @CartoDB anti-eviction map presents by @MrEPhysics https://t.co/NrLsMKH9LM
#HHNYC
RT @hadleywickham: New tidyverse packages makes it easy to install &amp; load packages from the tidyverse: https://t.co/toVme1jeEY. To CRAN nex…
@mikelove @rafalab is it from Android or iPhone though
@cashoes_ check out GSEAMA for my take with @SeanHacks! https://t.co/Zj6o5kzdBI
RT @shanselman: Boss: How's that project going?
Me: I got like 300 stars on this one tweet.
Boss: 
Me: I'll show myself out.
@drob This is the third in a series from last November (better late than never), showing case study of tidy tools on yeast microarray data
New post: Tidying computational biology models with biobroom https://t.co/mN8jf8dqbc #rstats https://t.co/YUrGGg95fD
@tek_keller @robjohnnoble @dbasanta @tpoi @accidental__aRt worth trying ggraph, I find even defaults to be better
@hadleywickham ah! terrific!
@quominus what can I say I'm very odd
Met and fed some parakeets

I cannot even https://t.co/pZcmecj8Rl
RT @AngerMonkey: "I'll know if you've read your syllabus carefully."
"How will you know?"
"I'll know."
121: 0/12 dinos so far. https://t.co…
@hadleywickham that just means you have an excuse!
Marcus Aurelius: In every feature request you agree to, ask yourself if death is a dreadful thing because it deprives you of this
No one on their deathbed thinks "I should have spent more time fixing GitHub issues"

At least I hope not because hell's bells I'm behind
@_inundata my sister @robinson_es, a soon-to-be data scientist!
@juliasilge 🎂! and broom turns 2 in a week from Sunday 😀 https://t.co/VpGOU9uYxD
@JennyBryan theme_void() + theme(legend.position = "none")?
@juliasilge ah, the broom/birthday dichotomy
@haneycodes @clipperhouse @AdamMaras @Nick_Craver that scene bothers me bc even if she uses spaces why would she type them out on spacebar
@clipperhouse @haneycodes @AdamMaras @Nick_Craver Tabs/spaces aren't important. They're both just strings, strings that should get allocated
@daattali @thomasp85 @JennyBryan @krlmlr we use GitLab bc host ourselves, but I prefer GH. More here: https://t.co/QKmYEpNnSG
RT @JennyBryan: To my pleasant surprise, this is not a "language wars" post 🕊 #rstats https://t.co/MZd8KbXW0z
RT @rstudio: RcppParallel: A toolkit for portable, high-performance algorithms webinar by @kevin_ushey starting in 15 min https://t.co/WMlQ…
RT @SwiftOnSecurity: Years later, this remains one of the greatest posts ever made. https://t.co/mhhyvMgSYK
RT @RidT: The NSA's 1981 then-secret rejection of Public Key Cryptography betrays a remarkable lack of imagination https://t.co/sBEt3DuY1n
@rossipedia I swear this tweet isn't actually about git; it's about myself https://t.co/m7r33rzXNe
@Yeedle it is supposed to- open reproducible GitHub issue plz?
When someone tells me I just have to use “git rebase” https://t.co/L0mTKacU0H
@hadleywickham done! https://t.co/vazE7sPRE9
@treycausey and in today's traffic at least, this other git deletion one is second: https://t.co/SWsxaOhECU
@treycausey Highest visits/day of any question on Stack Overflow
Me: Git makes it easy to revert your local changes

Them: Great! So what command do I use?

Me: I said it was easy not that I knew how
@hadleywickham want me to open GH PR?
OK @hadleywickham but this is the last one I'm trying

#rstats https://t.co/cBhEC68nOb
RT @danrobinson: "Have a website? You're a tech company."
"Own a building? You're a real estate company."
"Hold cash? You're a bank."
https…
RT @petdance: I read programmer job ads and think "I would trade all the ping pong tables, beer nights and catered lunches for a quiet offi…
RT @seankross: New post: A Sentiment Analysis of Hamilton https://t.co/jyt5JoMNyD Thanks to @juliasilge and @drob! #rstats https://t.co/ebK…
@JasonPunyon @jc4p @stevvve I'm going to name my first son Jason and then be disappointed in him to express my feelings about this tweet
@JasonPunyon @jc4p @stevvve I went and favorited 5 of your tweets about your kids just to prove that it's *this* tweet I'm not favoriting
@JasonPunyon @jc4p @stevvve I favorited every existing tweet except for these ones so on a relative scale they're both back down to two
@deadsmiths ?
@greg_slodkowicz @klmr though the full article, from 2014, is kind of worse https://t.co/0RqIN2dpTG
@greg_slodkowicz @klmr If it helps, that post is just the first few paragraphs copy-pasted [?] from full article https://t.co/QziBJQ3mif
RT @LandonSchnabel: Chance of poor kids escaping poverty: https://t.co/1Lbqwb1Jkl
@Izengabe_ thank you for saying so!
@EricCasey https://t.co/fBuqqy4jU3
@rhymebyter https://t.co/kkucZccVlJ
@rhymebyter it's a joke
RT @ScientistTrump: .@drob just went off the rails. Excel figures beat #Rstats figures easily. I am tuning them out, waste of time. https:/…
@seankross the whole point is to make an easy, trivial concession to tradition

not sacrifice your baby to the pagan gods
@GaborCsardi I have so many opinions if they all needed reasons I'd never get anything done
@GaborCsardi I have a dumb mini-tweetstorm on it here https://t.co/8QOQ2nFe4H
@GaborCsardi 3/ Idea is "Everyone has Walmarts and McDonalds, but we have our own local places"

Joke is applying that to R keeping &lt;-
@GaborCsardi 2/ Cities like Portland and Austin known for "hipster" aesthetic use "Keep X Weird" as a slogan to promote artisanal traditions
@GaborCsardi afraid so :(

1/ So- most other languages use =. If you talk to ppl from other langs they often wonder about &lt;-. I use &lt;-
RT @JennyBryan: BEST VIDEO EVER abt reproducible workflows with #rstats, @rstudio, and @github.
Crank up the sound.
ht @benmarwick 
https:/…
@GaborCsardi https://t.co/HonDMeh0AK
@GaborCsardi Keeping R weird is a good thing
@jtleek it was a matter of time
@Paxxi the cloud used counterintuitive syntax https://t.co/H9kLrDPwsG
RT @drob: Me: I'm so sick of data science wars. #rstats vs Python, frequentist vs Bayesian...

Them: base vs ggplot2...

Me: WHY WHICH SIDE…
@measurestuff when I was six years old a witch told me those would be the last words I'd ever hear
@minebocek ooh nice! But not sure it's obtainable over API? (followers/time, or time-when-followed). Not even sure how I'd get it for self
@jc4p Are you #rstats-ing regularly now? Nice!
@minebocek I'd like to! But a bit egotistical maybe?
I bet you thought this was a joke

It's not too late, the unfollow button is right there

https://t.co/xRSwUxlbvm
@emjonaitis 😉
@emjonaitis you gotta elide a lot in 140 chars
@drob If you think I beat up on this quote too much, I'm just getting started

It'll be engraved on my tombstone
@BioMickWatson @hadleywickham @jxtx fair enough; my approach is here https://t.co/6vAW5WOjw1
@groundwalkergmb @jamesaeddy if we avoided things that people without statistics knowledge could misuse we would be in the stone age
@groundwalkergmb @jamesaeddy if you make the t-test more difficult, people won't switch to using better methods. They'll stop using stats
@drob well, OK, said one person ever https://t.co/gUQvhEJVl5 https://t.co/nkT3X9xVSC
"I like how difficult to use this is, it really makes you think" said no one ever https://t.co/3SbaST3FGX
@jxtx @BioMickWatson in any case, here's what it would be to copy Mick's standards: https://t.co/zBM9D1QuDZ
@jxtx @BioMickWatson But this misses the main point, which is: https://t.co/MmCeM0jrwc
@jxtx @BioMickWatson not too hard, and "better"'s matter of opinion (I prefer axes but theme_void() would have mimicked Mick's)
@GreeneScientist about a bad tool I'd rather hear "this tool can't do X" or "this tool makes Y" hard- "makes Z too easy" is red herring
Silly complaint: "this tool keeps you from thinking." No one stops thinking when they use good tools. They think about more important things
@hadleywickham @rdpeng @juliasilge @hspter this will clear it up: is it a G as in GIF?
@BioMickWatson @kate_evolved yep. But said all I'd want to in the blog post
@Kidman007 @BioMickWatson tidyr
@BioMickWatson @kate_evolved very relevant though: the Blub Paradox https://t.co/J66tnByfbt https://t.co/FsYAuqtmEi
@BioMickWatson @kate_evolved COUGH https://t.co/vvqe1uqoLP
@BioMickWatson @kate_evolved your last tweet is what my above article was responding to/in a blood feud with
@BioMickWatson you prefer "that *didn't* work but no idea why"? 😂

In sincerity it's a matter of practice and philosophy
@BioMickWatson (big fan by the way)
@BioMickWatson particularly relevant https://t.co/RchAP9nhXV
@BioMickWatson I have some strong opinions on this 😄  https://t.co/pcbgmBFngH
.@BioMickWatson my variation in ggplot2 (particularly well suited to multipanels) #rstats https://t.co/ePVo0s2i5i https://t.co/F4WhLAQmnn
RT @pathogenomenick: Imagine all the time he'd have if he learnt ggplot2 https://t.co/n2KqXwBG4Z
@sjGoring I wanted to represent how people used the hashtag- some people included base, some didn't, and that frequency is interesting
@sjGoring can't speak for anyone else, but I didn't for the same reason that "the" and "and" aren't my favorite words
@daattali @rstudio how does that handle missing (not null) parameters?
@daattali @rstudio You mean like if(missing(param))? I don't like it because it's hard to pass through multiple functions, unlike NULL
@msjgriffiths thanks! fixed
RT @SeanHacks: In Mixed Martial Arts winners keep winning and losers keep losing https://t.co/fCgG8fArc4 #rstats #MMA #networks https://t.c…
@hadleywickham decided to add to the post
@hadleywickham I'd forgotten about forks. This version's fixed, and only packages favorited &gt; 2 times https://t.co/iU4Dfsnydm
@hadleywickham packages mentioned at least twice, excluding you+Yihui+RStudio https://t.co/YT0bhswYjq
@ucfagls you're why I had to add distinct(id, name) ;)
@hadleywickham Oh sorry I just realized you meant excluding in your original tweet. Right. Fixing
@hadleywickham I get just 6 packages https://t.co/bivx0AFOQg
@jhollist see post. I ran it and it was very similar to plot comparing # of dependencies
@hadleywickham sure- counting you/Yihui/etc's packages or just ones in RStudio repos? Any idea on getting quick and complete list?
@hadleywickham bit late but I held up my end: https://t.co/UuMnrfjmtA
@ma_salmon sorry or more precisely do you want me to link to the repo as well? I can also wait until your post is up then edit in an update
@ma_salmon nice! Do you want me to change the link?
New post: Analysis of the #7FavPackages hashtag https://t.co/3CN6wgJt3O #rstats https://t.co/zjYAHWz9dT
@normative I parsed this wrong and thought you were saying he was dead so now you've made *me* the mental murderer
@carroll_jono @juliasilge in fairness, looks like Travis has been frustrating enough without configuring it to build a non-master branch :D
@mdsumner @ucfagls I think that's true but that there's more to it. See some early thoughts in my widyr README https://t.co/1gjFrq6qQu
@ucfagls yeah it's coming back to me. I think current version is pretty useful, but not surprising that #tidyverse can't handle everything
@ucfagls Wait but didn't you contribute tidiers for prcomp yourself https://t.co/5PaIeYUqAO
@ucfagls If I remembered what an eigenvector was I would argue with you https://t.co/c7nyCtS9pz
@ucfagls 1. Vignette for extending ggplot2: https://t.co/V84m3LnMAf

2. Programming with ggplot2: https://t.co/tn7qAG034x
Scientists showing hairballs say "Isn't it interesting how everything is connected"

No, it isn't https://t.co/knAYQHQmyh
When scientists show a hairball network, they often call it "obligatory"

Who is obligating you https://t.co/kUiT2B3oUe
@Bioconductor excellent, thanks!
I can use available.packages() to get names (and more) of CRAN #rstats packages. Is there an equivalent func for Bioconductor packages?
RT @hadleywickham: Wanted: ggplot2 extension that makes it easy to label groups of points with convex hulls, rectangles, ellipses etc #rsta…
RT @NateSilver538: On Oct. 29, 1984, Walter Mondale cited his enthusiastic crowds to debunk polls. A week later he lost by 18 points. https…
@JennyBryan now that I think of it, you still haven't seen my talk, have you? 😯 (or did you catch the useR video?)
@JennyBryan OK added. In retrospect it's because I was enjoying your talk so much I didn't tweet it, I swear

Feud with @jtleek remains
@JennyBryan @jtleek I can't believe I didn't include your jailbreakr! 😱😱😱 Fixing that
RT @bruce_swihart: 1st GIF w/ gganimate (thx @drob)!  Interval arg as vector for fast/slow #rstats More on GEV: https://t.co/HsWzDmNwrq htt…
@groundwalkergmb @thosjleeper This isn't public username, it's a RealName field that generally results from Facebook connection
@kara_woo @revodavid @hadleywickham % of users with R tagged in CV/profile; only Americans w/ real name attached
New post- The #useR2016 and #JSM2016 conferences: a story in tweets https://t.co/ObTgIhycHi #rstats #seriousacademic https://t.co/d3frBEWG1A
@hadleywickham @jimhester_ glad I'm not the only one, but I admittedly can't back it up with examples of failures
@hadleywickham @jimhester_ you can mention autodep: https://t.co/Jgy0NIj80d I personally don't use it but perhaps only out of paranoia
@hadleywickham oh @jimhester_ has a better solution in that thread. There may be better still in 3 years since https://t.co/tuw6GSkjKs
@hadleywickham yep see cache.extra: https://t.co/J86NsbMBnD I think I'll tweet that as a tip https://t.co/GefBu75HHx
RT @BaseballRstats: Relationship between Exit Velocity, Launch Angle, and Probability of Hit https://t.co/EwaJTyBEiE https://t.co/Lftcgctq3l
RT @nicklockwood: The hardest problem in computer science is fighting the urge to solve a different, more interesting problem than the one…
RT @KalvinMacleod: Genie: 1st wish
ME: I wish for a pen
G: #2
M: another pen
G: wtf
M: I already lost the 1st pen
G: and ur 3rd
M: ur not g…
@JennyBryan @_inundata @kara_woo so is CrossFit like professional hugging practice
@_inundata @kara_woo I honestly love getting hugs I am just never sure whether people wanted them.

So you're in the clear Karthik
@JennyBryan @kara_woo but then I do have some issues https://t.co/3NhTxNykGl
@JennyBryan @kara_woo if this included a list of the people I was  and wasn't supposed to hug upon meeting, I would make it my homepage
@musically_ut yep!! Ask Sam to stop my my office or to find me at lunch. See you then!
RT @jalapic: Here's a tutorial how to make these play-by-play NBA plots https://t.co/FoX2lo1Vx8 using @drob 's gganimate #rstats https://t.…
RT @TVsCarlKinsella: FOUNDER OF HOGWARTS: okay, so we all know there are four types of kid. brave, smart, evil and miscellaneous.
SCHOOL BO…
@holstius @richierocks @hadleywickham promising pattern- verb + preposition rather than adverb + verb
RT @StatGarrett: Need an #rmarkdown refresher? Check out the new Get Started tour that I wrote https://t.co/7SRpE53sAE #rstats @rstudiotips
RT @danilic: I spoke with @drob about the two different Donald Trumps we see on Twitter #JekyllAndTrump: https://t.co/HZ4ghw7gMR
@richierocks @hadleywickham I guess it could be with_group_by(list(g1, g2), . %&gt;% mutate(...)). But I like adverb syntax
@richierocks @hadleywickham That wouldn't fit in the middle of a pipe. Do you mean

%&gt;% with_group_by(list(g1, g2), mutate(...))

?
@richierocks @hadleywickham not hard to set up. This will come in handy for me

https://t.co/7XtlMxxuw4 https://t.co/HgdPs0jmVZ
@richierocks @hadleywickham oh, an adverb!

%&gt;% groupily(mutate, g1, g2)(n = n()) %&gt;%

(groupily is *not* the right name)
No. https://t.co/f8lQh4cT9C
RT @juliasilge: NEW POST: Mapping U.S. population density -- where do people live? https://t.co/vYDCI3v35f #rstats https://t.co/QhpvFQ52UR
RT @spolsky: "Contributing to StackOverflow: How Not to be Intimidated." by @kscoult https://t.co/Ch2s17GHog
RT @thesulk: Next time you're on an elevator with a stranger say, "If the doors open and it's all zombies, let's team up."
Sometimes I think we are in the wild west days of data science

In fifty years it will look like this

https://t.co/DSTodpXGbq
RT @mbeisen: awesome quote from Erwin Chargaff (of A=T, C=G fame) on modern science h/t @DavidQuammen #MolecularPodiatrists https://t.co/oh…
@Md_Harris @znmeb I've shared some opinions about teaching here as well: https://t.co/vofzahb4OZ
RT @Md_Harris: Instructing two #Rstats courses for new users this fall. Should I primarily focus data munging on:
Me + @samsanders on @nprpolitics:
  
SS: Who does Trump's Twitter remind you of?
Me: Oh, Kanye West
SS: I WAS JUST THINKING THAT TODAY
Segment on @nprpolitics where I'm interviewed about detecting patterns in Trump's tweets:

https://t.co/BJuja4qeWq
@bhive01 @AmeliaMN https://t.co/BJuja4qeWq
@AmeliaMN so glad he included the bit about Kanye West :D
@cboettig @samsanders @nprpolitics 😃 Glad to hear it aired!
@pedram_navid tidyr's spread

mutate(p = seq(.1, 1, .1),
            q = quantile(x, p),
            p = paste0("p", p)) %&gt;%
  spread(p, q)
RT @SuperDalgas: Interested in running Stack Overflow at your company?  https://t.co/SgXU3doOek
@drob I opened a pull request for add_count/add_tally: https://t.co/oA8oBi9Efk
RT @revodavid: The R packages and functions used in @drob's fantastic analysis of Trump's tweets https://t.co/IAjXDFVtsf #rstats https://t.…
RT @sciam: Only some of @realDonaldTrump’s tweets are actually Donald Trump https://t.co/ILOV8ksDY5 (By @lggreenemeier) https://t.co/dCxjb0…
@thosjleeper ave with sum or length? Sure but that's very slow
@NevilleLeoniers @hadleywickham this is like a mutate_by, but doesn't work because we can't distinguish "mean" from column groups
@hadleywickham any chance I could PR something like this to dplyr? If not I'll add it to tidytext but I think it's a general + common verb
One try: add_count/add_tally

These:count/tally :: mutate:summarise

#rstats @hadleywickham

https://t.co/hLGuKxrAl5 https://t.co/4GH85c3zKs
@cpsievert @hadleywickham yep, but I'd still use reorder rather than arranging
@hadleywickham it is but one I use very often, esp in tidy text (before filtering rare words). add_count/add_tally?
@signdigits ah cool
@cpsievert @hadleywickham this is diff; summarize not mutate. Also why not use reorder? e.g.

mutate(city = reorder(city, has))
When your #rstats data is filled with missing values like https://t.co/wFd9onyiim
@AmeliaMN @7TeV https://t.co/QTCm6mKC0n.rm = TRUE
@signdigits Nice! Can you divide it into iPhone and Android? I suspect % Android is confounder
@statmills count is summarize(), not mutate()
dplyr #rstats pattern I use constantly:

%&gt;%
  group_by(...) %&gt;%
  mutate(n = n()) %&gt;%
  ungroup()

Do others? Would a shortcut be helpful?
RT @KetanJ0: I added sentiment analysis into my TrumpTracker™. Android tweets (from Trump) overwhelmingly negative as per @drob https://t.c…
RT @tvanfosson: Developer progression: instead of junior to senior
1. Simple and wrong
2. Complicated and wrong
3. Complicated and right
4.…
@thomasp85 @jcheng @hadleywickham then what will I do with this %&gt;% tattoo
@jcheng @hadleywickham I know; we all live with our sins
@jcheng @hadleywickham you prefer modifiers/details first. Like how your Documents folder is inside your Taxes folder in your Apr2016 folder
@hspter like that but the opposite
@thomasp85 @hadleywickham @Bioconductor @rOpenSci BioConductor has very different standards/conventions than tidyverse does
@hadleywickham @thomasp85 maybe should be a tidyverse collection with peer review like rOpenSci. broom would fail bc of dots in args, tho
@hadleywickham @thomasp85 camelCase and sounds like a verb when it's a compound noun, sure. Thus not in tidyverse. But could be in superset!
@hadleywickham @thomasp85 ?
@juliasilge @brendan642 @AmeliaMN I was more thinking like

"You don't need skipgrams?" https://t.co/LvFYintSga
@juliasilge @brendan642 @AmeliaMN For example, I want to if "Bob" is "sad". skipgrams can cover "Bob is sad", "Bob is very sad", etc
@juliasilge @brendan642 @AmeliaMN idea is use multiple n-skips so "X word followed by Y" is robust to adverbs etc in btwn; reduce sparsity
@klmr @thomasp85 That is, reference is to RStudio the company, not the IDE
@klmr @thomasp85 I don't think IDE is relevant, referring to pkg authors. .NET stack is referred to as Microsoft, not exclusive to Windows
@AmeliaMN cc @juliasilge @kaylinquest
Love this tidytext analysis by @AmeliaMN on song lyrics. E.g. most repetitive songs! https://t.co/FTw7IMOBcx #rstats https://t.co/czps6vomXt
@jeffreyhorner ha, that's funny. Otherwise I like their presentation though
Are knitr/markdown, shiny, etc included in the #tidyverse? If not, I think the superset needs a name.

The #RStudiverse?

#rstats
@JennyBryan @jeffrey_heer @mbostock thank you. Fantastic
@JennyBryan that's a fascinating plot. What's the source? Google Image is coming up empty
@jonnysun Do you write the tweets then mix up the spelling or just see how it comes out

I have wondered this for so long
RT @caseyjohnston: every olympic event should be preceded by one normal person trying to do the thing literally at all
@JennyBryan is this seriously still happening

Isn't there someone you can sue
@SeanHacks @hadleywickham @JaySun_Bee @ma_salmon Unsurprisingly tidyverse+RStudio have cluster; also for machine learning, spatial
@SeanHacks @hadleywickham @JaySun_Bee @ma_salmon nice! I've done similar w/CRAN cors https://t.co/PBWgt52fAN #rstats https://t.co/TqcKrWb0Wc
RT @jonnysun: *watches one documentary*
hey they ripped off this narative format from the office
@thomasp85 I use ggraph literally 4 out of 5 days. Please get it on CRAN
@groundwalkergmb 3) R wouldn't be possible without S or without C. Where does the buck stop in terms of "real credit goes to"
@groundwalkergmb 2) I think you may be overly pessimistic, 6 people gave roughly that same answer https://t.co/Y17ggKDJaM
@groundwalkergmb 1) I agree but I don't think that's the purpose of the hashtag, just as #7FavMovies don't have to list Great Train Robbery
@hadleywickham @JaySun_Bee @ma_salmon (speaking of which ggraph should really have been on my 7 @thomasp85)
@hadleywickham @JaySun_Bee @ma_salmon with 55 tweets reporting, some correlations https://t.co/935FGJgwZk https://t.co/k6Uxwg8tNY
@groundwalkergmb 😉
And @groundwalkergmb's #7FavBooks:

Dictionary
Thesaurus
Encyclopedia
Almanac
Atlas
Physician's Desk Ref
Alphabet

https://t.co/UAWEgqgNQm
@thomasp85 @hadleywickham i was never budding I was born budded
@thomasp85 @hadleywickham if you want people to look at your plots they need two y-axes and be 3d
@JaySun_Bee @hadleywickham @ma_salmon Admittedly it's very selection-biased towards people who follow Hadley on Twitter
@hadleywickham @ma_salmon with 25 tweets reporting, early lead for ggplot2 https://t.co/nhPxCmOl56
RT @hadleywickham: bookdown
broom
curl
ggrepel
microbenchmark
Rcpp
stringi

#7FavPackages  #rstats
@hadleywickham deal. @ma_salmon and I will have it covered
RT @JeanVAdams: HAPPY to discover code-folding in #rstats @rstudio markdown v2 which adds a show/hide code toggle to your html. https://t.c…
@hadleywickham you should share yours. Hashtag rule is can't list one's own pkgs
@hadleywickham tidyr and purrr split the vote
@hadleywickham oh now I'm guessing you don't mean on top, you mean to the top right?
@hadleywickham + theme(legend.position = "top")

?
@vasantmarur this was 08-09; I skipped right over lattice when I switched to ggplot2
@joranelias @thomasp85 intentionally didn't include anything you don't have to use library() for :)
affy
gcrma
limma
MASS
e1071
ape
stats4

#7FirstPackages #rstats
devtools
dplyr
ggplot2
knitr
Rcpp
rmarkdown
shiny

#7FavPackages #rstats
@GreeneScientist this is housecleaning
If I ran things, the Boisean Bayesians would be rivals with the Bayesian Boiseians and every Saturday they'd fight. If I ran things
RT @Nick_Craver: “I don’t know where these people learned to work after the end of the workday”

It’s literally called homework, and we giv…
@daattali "backwards compatibility" in this chapter is good guide: https://t.co/Hv7UZYHaeS
RT @AstroKatie: @gary4205 I dunno, man, I already went and got a PhD in astrophysics. Seems like more than that would be overkill at this p…
@_xxyy how do I know you're not the bot, trying to misdirect me
@drob this photo got broken somehow; here it is for future reference: https://t.co/ZI95MzycaK
@JennyBryan I'd still probably default to tidyr::extract in most cases #tidyverse
@kareldebruin unfortunately not! I'm afraid my sports stats interests lean towards baseball
If you lived in Boise, Idaho and started a stats meetup, what would you call it?

Me too

So imagine my confusion https://t.co/U7jtREUg7F
@drob wait I just lost one more

This is dangerous magic
So far I think I lost two followers

And let's face it they were on a ticking clock already

https://t.co/xRSwUxlbvm
Interested in integrating #rstats, dplyr, and MySQL? Great intro from @SeanHacks on an MMA dataset https://t.co/IO0LFL7JRr
The code from my #pdxrlang talk on broom is available here: https://t.co/aVKellT3vg along with video #rstats  https://t.co/jQbDLV2qVY
RT @sckottie: [video] broom - tidy #rstats model outputs - @drob talk at #pdxrlang last week https://t.co/LDLiWUZHiM
RT @alice_data: Want to be a #datascientist🦄?Typical week #myweek
data wrangling✂️📎,
exploring data 🕳🌍,
making 📊🎨🗺,
database🗃,
modelling🔮,…
@samsanders sure! see email
RT @math_rachel: 15 min rule: when stuck, you HAVE to try on your own for 15 min; after 15 min, you HAVE to ask for help.- Brain AMA https:…
RT @yokofakun: Ctrl-Q
Ctrl-C
Esc
Ctrl-Q+C
Ctrl-AZOIJOIOAZIJDOIAZDJIOIAJZDOIZD
Esc-Esc-Esc-Esc-Esc-Esc-Esc-Esc
ps -fu + kill -9
#FirstSevenA…
Good morning, new followers expecting political analysis and not arguments about graphing software

You're in for some disappointment
RT @asymmetricinfo: Just in case you haven’t seen it, this discussion of badminton is the best thing ever. https://t.co/W10devPkhJ
RT @a7xweeman: *Record scratch*

*Freeze frame*

Yup, that's me. You're probably wondering how I ended up in this situation. https://t.co/T…
RT @johnmyleswhite: Questions about eval often seem like a toddler saying, "I'm too young to light a match by myself, but I really need to…
@Max_Horstmann @SZ Max thank you this is already my favorite article https://t.co/TiDrU4klp9
@thomasp85 is this good enough for a Sprite? https://t.co/efCdHMfvOb
RT @Nick_Craver: Wife: "It doesn't matter if the HTML is correct."
Sigh, doing a move and a divorce at the same time is unfortunate. https:…
@Max_Horstmann I think Die Zeit has found there's an awesome translation
@EdStudioM80 Santa founded ISIS
@benheubl you should! I ran analysis and found about 5% of tweets are signed -H. Most prominent diff: she tweets personally after tragedies
RT @citizenstat: A timely first day of class example for Fall 2016: Trump Tweets by @drob: On the first day of an intro stats or ... https:…
@califmartini if Trump tweeted an insult at me I would chisel it on my tombstone
@michaelcohen @realDonaldTrump yep!
RT @ijlyttle: Here's the clip of @drob on @CTVNews: https://t.co/mRLsADIQO9
RT @realDonaldTrump: I love watching these poor, pathetic people (pundits) on television working so hard and so seriously to try and figure…
@JennyBryan @CTVNews Thank you! I had a document with "SPEAK SLOWER" open on my monitor
@tvaziri I love it!
@jkgoya @CTVNews sorry to disappoint Jonathan
For people in Canada, at 6:35 PM EDT I'll be interviewed live on @CTVNews about my analysis of Trump's twitter account!
@deblatorre @washingtonpost thanks! @AmeliaMN is the best!
@hadleywickham @thomasp85 @juliasilge https://t.co/WYnhfRtcNv
Time to reprint my business cards because this is now the only job title I'll accept

https://t.co/43WNqLZci5 https://t.co/UyxGmMFMmX
@dgbrtch @zeitonline "Weak"? I've already ordered new business cards
@Md_Harris thanks! Did you know that's how I got my current job? https://t.co/QGZRJbOUZM
@dgbrtch @zeitonline it's here? Very cool! "Datenexperte David Robinson" https://t.co/43WNqLZci5
@thomasp85 the sentiment analysis press will help promote book @juliasilge and I are working on! https://t.co/3onpYgtv5g
@tvaziri https://t.co/qqYkKZUVlK
@onlybluefeet 😊
I wrote up my #rstats analysis of Trump's tweets in the Washington Post:  https://t.co/rR0HmIsqC4
Many asked how tweet sentiment compares btwn candidates. A June analysis by @QuentinSimms: https://t.co/AEHk3B218c https://t.co/1E9Zpe7wXk
@tvaziri https://t.co/9ugNwQ9vJx
@JLVernonPhD @HillaryClinton longer answer is I've looked and there are differences between -H tweets and non-H, but less interesting
@JLVernonPhD @HillaryClinton short answer is: https://t.co/vk6StJBK0Q
@rossipedia thanks Ross! Yeah nuts is the word...
So proud of my sister-in-law May, presenting results from her HS summer research in biology at @nyugstem. Go May! https://t.co/lLYzkXvE3Y
@johnstorey Thanks John!!
@_inundata Reddit does though. The downvoted ones are pretty funny
To everyone asking "Where's your analysis of Hillary":

Hillary signs her own tweets with an -H

Analysis complete https://t.co/xhq6wkX8Ub
@jzy @hspter who are you again
@ryanbeckwith @hspter @dmi3k @LissandraVilla great, much appreciated!
@hspter @dmi3k I am a bit disappointed the article didn't link to my own blog post. Oversight @LissandraVilla?
@hspter @dmi3k I'm pretty cool with being called a programmer; it's what I call myself to people unlikely to have heard of data science
@hspter I did do an interview for Time today! https://t.co/64lza80GK7
@gps2601 briefly put on hold for Trump analysis- also I think I can make tidy application of LASSO better w/ widyr https://t.co/1gjFrq6qQu
@alittlestats @FryRsquared oh! Haha he was just a troll; I shouldn't have engaged 😂
@alittlestats 😀 what are you referring to?
@TBCJay cool!
@JennyBryan Nice! Worth breaking out into manual RTs and photos/links, which get fewer on average: https://t.co/9gDi3ljrO6
RT @Yaakov: My team @StackOverflow is in need of a new Product Manager. Please spread the word. We're looking someone awesome https://t.co/…
@TedRodrigo65 @FryRsquared I wrote the article
@TedRodrigo65 @FryRsquared PhD from Princeton, but sure
@rossipedia oh snap

haha and that was just when the Reddit was starting to slow down https://t.co/48eGWodB1k

what is happening
@danharmon they were for later; he needed to prove that point to, like, eight people today
@_inundata For NYC, I'll be at PLOTCON in November and NYR in (presumably) April
@news3jessica oh that graph didn't come out well. Here's fix! 😀 https://t.co/Vgc9KKhLMR
@news3jessica Great, happy to talk!
@news3jessica oh I mentioned that earlier w/graph: https://t.co/wJzAtNkn52
@news3jessica I've been planning to ask them for their raw data (my own goes back only to about January, due to Twitter limitations)
@news3jessica Yes! Great analysis. Though may have been iPhone growing not Android shrinking, as campaign ramped up https://t.co/j8bx8tUV8f
@news3jessica If I saw a good joke or outrageous gaffe in a political speech, I may not send it to all my friends, but I could retweet it
@news3jessica I think that politicians are always under scrutiny (e.g. speeches), but Tweets are easiest to digest/share
@news3jessica I'm not a political blogger or analyst (I work in web company, background in biology), so I could only speculate. But
@news3jessica Look at how 538 has quickly grown to a powerhouse of punditry- science is breaking into politics
@news3jessica I think too little political analysis is data-driven. My analysis was popular for quantifying what had only been gut feeling
@news3jessica So I think separating out the man and the establishment he's joining is interesting for that reason. But as another reason,
@news3jessica If you look at @realrealdonaldt, it's a bot that posts only his Android tweets. Freed of campaign tweets, strangely hypnotic!
@news3jessica Clinton's Twitter is run by her staff, except a few tweets that she signs. Trump's raw appeal comes from "authenticity"
@news3jessica I think unusual part of Trump's twitter is not that the campaign sometimes tweets for him, it's that he tweets so much himself
@news3jessica Generally similar RT/Likes, with exception of photos/links (lower) and manual retweets (much lower) https://t.co/8GfMx8wY9b
@news3jessica Good question! Some people suggested that today, so I've taken a look (to be continued)
@news3jessica And Android never shares pictures/links, iPhone often does (usually campaign business) https://t.co/IH2Pdp5wgK
@news3jessica Time of day differs: Trump tweets from Android early in the morning (starting around 5 ET) https://t.co/9uKCZV6Bb9
@news3jessica Trump uses an Android himself, and all the official campaign tweets come from iPhone. Two ways you can tell difference:
@news3jessica So I downloaded about 1400 tweets (about half/half iPhone and Android) to carry out my analysis comparing source + content
@news3jessica I wanted to quantify this, both to confirm that phones represent different accounts and to see difference in words/emotions
@news3jessica This was inspired by observation that Trump's "Trumpier" tweets are Android, campaign's tweets iPhone: https://t.co/eAWplJ6hXC
@news3jessica I've analyzed the history of @realDonaldTrump's tweets, specifically difference between Android/iPhone https://t.co/HRr4yj30hx
Check out the @RealRealDonaldT bot, which filters Trump's tweets for only the Android ones (the ones he tweeted himself). Useful!
@joranelias no kidding 😒

Also noticed that journalists (M or F) that tweet about this do get lots of trolls. More antagonistic followers?
RT @ScientistTrump: .@drob has zero natural talent - should not be coding. His analysis is bad &amp; his ggplot2 ability-zilch! https://t.co/WT…
@joranelias much less than I expected, even including Twitter could count on one hand (so far)
Wait was that an option

https://t.co/HRr4yj30hx https://t.co/ZIpaEgYnrw
RT @YAppelbaum: Trump’s tweets sent from Android track with the professionalization of his campaign: https://t.co/KkimlrwIBB https://t.co/l…
@ginahelfrich I wrote that considering it is likely Dan Scavino but you're right, I should really change it
@hoffsbeefs HA!
RT @guardian: Donald Trump 'writes angrier and more negative Twitter posts himself' https://t.co/sgupOISSoZ
@CraigKBryant Because it's used about evenly! Same with "crooked"- Whoever is tweeting from iPhone follows those cliches pretty well
@hspter https://t.co/ZP60bULeeG
RT @hspter: sent from iPhone https://t.co/2JCRWEP3wE
RT @JamesFallows: This analysis v convincing https://t.co/fuyM03wFzO + explains why rationalization below is not actually from Trump https:…
@annehelen really glad you enjoyed it! I'd always be interested in comments, suggestions or questions
@drewconway @chrislhayes @allinwithchris @MSNBC 😊 Thanks for letting me know Drew!
@drewconway @chrislhayes first time all year I regret cutting the cable 😕
@drewconway @chrislhayes oh wowww
@jc4p thanks Kasra!
@michaelpryor thank you!
@annehelen @hairboat thank you very much!
@tvaziri dream team https://t.co/o1awNjwwaD
@arnicas @JennyBryan yes it did; sign with both t-test and wilcoxon. Worth trying!
@AvrahamAdler thanks!
@SeanMcElwee thanks!
@JennyBryan Wanted to do geo but ~ no lat long. Tried AFINN, not as interesting as NRC per-emotion. All I can think of on cutting room floor
@JennyBryan ooh good question. Maybe 75% (I got lucky)? Here's one that didn't; network of words (cc @juliasilge) https://t.co/pKw3oWhW4r
@drewconway also used statistical tests (Poisson), skipped only when superfluous. E.g. #trump2016 used 171x on iPhone, 1x on Android!
@drewconway confirms relative to suspicion of original tweet :D
RT @hspter: .@drob yet again answers a pressing question: https://t.co/uaiXllE666 https://t.co/0WcXfVUrlT https://t.co/0KLrPgA1Mc
@wendy_b going to fix I promise :D
@JennyBryan 😊  I think about 12 solid, most of it writing
@thomasp85 thanks!
@JennyBryan thanks!
@JennyBryan ahhhh! fixed, thanks
RT @tvaziri: Every non-hyperbolic tweet is from iPhone (his staff). 

Every hyperbolic tweet is from Android (from him). https://t.co/GWr6D…
New post: Analysis of Trump tweets confirms he writes only the angrier Android half https://t.co/HRr4yj30hx #rstats https://t.co/cmwdNeYSE7
What do the Lannisters use to wrangle their #rstats data?

The tidyrion package!

Wait no don't block me I'll do better
RT @Georgia_Dow: Safe to say that Apple won't be the ones starting the robot apocalypse. https://t.co/3mF9HXRHrA
@leach_jim 🐸
@leach_jim I feel that with something like 🐬 I can be like "Ah you mean a dolphin"
Me: Hey so does 🔥 mean "good" or "bad

Everyone: lol

Me: Yeah lol I can totally tell 😕
RT @primesty22: Has anyone realized that #RStudio now has a link to all the cool cheatsheets? Thanks @hadleywickham and @rstudio https://t.…
RT @JimTyhurst: Enjoyed excellent intro to https://t.co/RrcFpXzjH9 package by @drob at @pdxrlang meetup. Great examples with multiple model…
@znmeb good luck!
@znmeb @sharon000 ah didn't recognize you in audience at first. Glad you were interested!
@UTVilla thank you!
Giving a talk tonight at the Portland R User Group, on the broom #rstats package for tidying model outputs #pdxrland https://t.co/RDzT9vvNFI
RT @r_gonz_: Please look at this video of an astronaut forgetting he isn't in space: https://t.co/SQseaLfgdI
Great thread. Used to be v uncomfortable w/writing; answering Stack Overflow qs was good tech microblogging practice https://t.co/YxKK0GqcGR
RT @Pinboard: The Programmers’ Credo: we do these things not because they are easy, but because we thought they were going to be easy
@juliasilge @quominus this is no fair I am boarding a plane and my mobile gif game is off
@quominus @juliasilge nice work 😉
@quominus @juliasilge ok look at that I just got the joke
@juliasilge I know! I meant I was excited what ppl would do with it. Great leaflet work
@juliasilge I was so excited to see this hit cran, awesome work

🚫👻
RT @juliasilge: NEW POST: Mapping ghost sightings in Kentucky using Leaflet 👻👻👻 #rstats https://t.co/rRFTSsaKWQ https://t.co/codPf3gy6O
@JasonPunyon I think there's an iron rule that what causes the biggest change in any CTR experiment will be something no one predicted
Story of how I once was a #seriousacademic, but Twitter turned me into a #sillydatascientist https://t.co/QGZRJbOUZM
RT @garwboy: I’m a non-serious academic. I make no apologies for this  https://t.co/iCMdX6ijFG My 'rebuttal' to #seriousacademic. WARNING:…
RT @hspter: hot take: academics have a uniquely toxic way of responding to things they're not good at: https://t.co/TtFg1XGERB
RT @KanAugust: Just published "Why SQL is not for Data Analysis, but dplyr is" with a few examples https://t.co/I8DOFJDYjq #rstats #NoSQL
@jtwalsh0 @ibddoctor I think "they" was referring to authors of eTBLAST, not you 😉 but great to see!
@ipnosimmia @thomasp85 @jtwalsh0 Thanks! These cover seq alignment algorithms rather than BLAST (which is search), but good to start
@hspter @NSSDeviations downside: prop tests can be vectorized

see some work here: https://t.co/arX2bRsxT5
@hspter @NSSDeviations THE WAIT IS OVER
@hspter @NSSDeviations this is interesting. Generally I agree not to teach "Here's X, then Y that can do more, btw X and Y are equivalent"
@hspter @NSSDeviations ohhhh

Check out intubate pkg. Nothing for prop.test yet; I should feature/pull request https://t.co/tfFdLailBq
@hspter @NSSDeviations meant to ask- ep 19 said "after prop.test, no way to work with tidy tools." But broom has a tidier for htest objs!!
Does anyone have statistics on % of papers available as preprints, stratified by journal? Or idea how to collect? #openaccess cc @mbeisen
RT @SwiftOnSecurity: Now I'll never be a thought leader
@thomasp85 @jtwalsh0 if there is it, like, shouldn't be, BLAST is really the kind of thing you want to be in C(++)
@thomasp85 @jtwalsh0 @Bioconductor they're wrappers around NCBI Blast C++ libs and/or APIs
@ibddoctor @jtwalsh0 basically what i'm looking for, but not open source, which is what we'd need to use own text db's
@thomasp85 @jtwalsh0 That is, haven't found an implementation that works on arbitrary sequences, alphabets, and sequence databases
@thomasp85 @jtwalsh0 BLAST would be great (could even have substitu matrix of similar words!) but haven't found algo that's not bio-specific
@thomasp85 @jtwalsh0 I like BLAST as option because they were using Smith-Waterman alignment, but was too inefficient so used shortcut
.@jtwalsh0 made me realize we need BLAST algorithm for text (e.g. plagiarism detection) Anything out there? #JSM2016 https://t.co/dZ282RUd5R
RT @omojumiller: Sometime last week I crossed a milestone. I went from @StackOverflow answer's consumer to answer's provider. I feel very p…
@juliasilge this conversation can happen later. Just something I'm collecting data on
@juliasilge what is the R deliverable? Curious of input/output. My own scheme is to use RBroker by Revo analytics/Microsoft
@juliasilge cool! Has your company done R in production before? Because https://t.co/sQvYF9i5GF
@juliasilge @dataandme @tek_keller we both (I think) don't write R in production which matters. Though I think Yelp would gain from tidytext
@dataandme @tek_keller @juliasilge interesting, not sure I follow

(BTW why haven't you been at useR/JSM? We'd need to talk this in person!)
@dataandme @tek_keller @juliasilge I've meant to look into whether data.table could speed up tidytext funcs
@dataandme @tek_keller @juliasilge data.table is underrated among tidyverse fans. Fast and reliable. I just have hard time teaching syntax 😐
How to ask a question: 1-2 short sentences ending with "?"

If words "Back when I" come out, you did something wrong
https://t.co/TA7aTUXqDA
@hadleywickham I've always used the tried-and-true "so... I guess that's it? Um unless there's questions." But maybe you're onto something
@jhollist @kwbroman GitLab is overall decent project but does not compare in feature richness. And new ppl very likely to already know GH.
@jhollist @kwbroman GitLab similar to GitHub, but I don't love it. Until recently search was very slow (better now; elastic-powered)
@jhollist @kwbroman 1/ We use GitLab. Needed to be on our own servers, so GH Organizations was out, and GL Enterprise much cheaper than GH
@bearloga @bhive01 @haozhu233 implement a func.grouped_df S3 method
@bhive01 @bearloga head doesn't respect groups; do you mean slice(1:3)?
@AmeliaMN @jimmylovestea and I'm getting my money back
@bearloga @bhive01 why not arrange(g1, g2, timestamp); where g1 + g2 + ... are the vars you're currently grouping by?
@bhive01 @bearloga top_n's been around for a while; at least since 0.2.
@bhive01 alternative (roughly how top_n is implemented): filter(rank(x) &lt;= 3). That can be specific with ties too. top_n uses min_rank
@bhive01 @hadleywickham @JennyBryan try top_n; e.g top_n(3, var)
@daattali @GaborCsardi @krlmlr @JennyBryan @winston_chang I'm replying to the idea of writing a byrow package
I'm OK with this analogy from @jtleek's talk because I get to be Batman #rstats #JSM2016 https://t.co/nBpoW7qunx
@GaborCsardi @krlmlr @JennyBryan @daattali @winston_chang why not by_row and invoke_row in purrr https://t.co/zzPJPtVLYd
RT @jtleek: My JSM slides include guest appearances by @flowingdata @drob @bencasselman and @rdpeng https://t.co/pqn99qW5R8
Camelia Simiou talks about statistical challenges in detecting+measuring police racial discrimination #JSM2016 https://t.co/iVkgoTPTTz
Legislative Influence Detector detects cases of model legislation (mad libs 4 laws) https://t.co/8QDwh3YAeP #JSM2016 https://t.co/5WiWv5DSwn
.@jtwalsh0 talks finding true source of legislation w/text alignment. Same pro-life bill in 49 states! #JSM2016 https://t.co/8wwkoQ1LTk
RT @hadleywickham: Great session on statistics for social good happening now in CC-W179a! #jsm2016
RT @AmeliaMN: Want to use data from #rstats packages without using R? Go to this site: https://t.co/11pX879jqM #statschat #JSM2016
Rather than defining 1 p-value threshold for FDR control, fFDR has threshold vary w/informative variable Z #JSM2016 https://t.co/HQAUAyRrPG
Functional FDR works when null prob varies with some z: e.g. genetic linkage depending on gene-SNP dist #JSM2016 https://t.co/oFOMQNisGj
.@xiongzhi presents work he and I did together: the functional FDR for mult hypothesis tests in genomics #JSM2016 https://t.co/G2wTAF3qjq
RT @onlxn: "Glad y'all enjoyed!" -Marvel director
"ONLY GOD MAY JUDGE" -DC director
@daattali You could use split(., seq_len(nrow(x))) then lapply (or purrr::map)
@daattali what makes you think so?
@kwbroman ack left them in hotel!
@kwbroman just saw it myself 😞
@AmeliaMN Silly question I thought that was a "business meeting"; is that to like keep crashers away https://t.co/8YcUjNj3XV
Anyone else at #JSM2016 thinking of going to this R User Group? May split an Uber #rstats https://t.co/cUFD600pH4
@mstephens999 @minebocek documenting for your future self is documenting for someone else
.@schloerke defines "cognostics": attrs of interest within subsets. Relevant for broom + multiple models! #JSM2016 https://t.co/NdWyXOpjCg
RT @_inundata: Rare photo of @drob not wearing a stackoverflow shirt. #JSM2016 https://t.co/JkEyjTA7U8
.@xieyihui had "evil" idea to teach reproducibility:

Week 1: Students analyze a dataset

Week 2: "I updated the data, start over"

#JSM2016
RT @AmeliaMN: click click click vs type type type

@xieyihui’s summary of @kwbroman’s #JSM2016 talk
.@minebocek makes an important point- requiring reproducibility makes work easier for students, not harder #JSM2016 https://t.co/RU1CWHgbwy
.@_inundata promotes Journal of Open Source Software, w/ tidytext article by @juliasilge+me as example 🎉🎉 #JSM2016 https://t.co/IOdF9Vt2hK
RT @AmeliaMN: Karthik is promoting @dat_project as a way to ensure the data you are using is the exact version you should be. #JSM2016
"File organization and naming are powerful weapons against chaos"

@JennyBryan via @kwbroman #JSM2016 https://t.co/eEzLEXpS8H
.@kwbroman's colleague was "sorry you did all that work on incomplete dataset"- reproducibility for the win #JSM2016 https://t.co/cUTR2LRA1J
@kwbroman @sgrifter @andeekaplan Hahahaha
RT @minebocek: If you care about #reproducibility (and I hope you do!) don't miss our session tomorrow at 8:30 at CC-196c #JSM2016 https://…
RT @juliasilge: I did some work on our #NASADatanauts project today, connecting description text and keywords in metadata. #rstats https://…
.@xieyihui: "Change title to Make America Great Again", graph complies. Statistical applications are clear #JSM2016 https://t.co/1EhesE3s1D
.@xieyihui is customizing graphs with his voice and the room is Flipping. Out. #JSM2016 #rstats https://t.co/HlFOL7rXGK
.@xieyihui declares: "print is dead." Long live interactive graphics https://t.co/rimyJaRHis
Screw the dance party; after this #JSM2016 session I sorta want to spend tonight making interactive graphs #rstats https://t.co/18otBYdgLP
.@jcheng demos crosstalk #rstats pkg for interactive web graphs- define in R, deploy in Javascript. Wow! #JSM2016 https://t.co/iyEwOBEiiJ
RT @klmr: @michaelhoffman @drob Here’s some code for a very similar example: https://t.co/6zYb2IxxhS
@andeekaplan @StrictlyStat @sgrifter @kwbroman @hspter @_inundata yes!
RT @oliverdarcy: Trump to Hannity: The New York Times has people like @maggieNYT who "don't know how to write good" https://t.co/GlntPJVZcH
RT @sgrifter: #JSM2016 karaoke starting soon at Brando's cc @kwbroman @hspter @_inundata @StrictlyStat @emsweene57 @drob @andeekaplan
RT @minebocek: For all you #Pokemon Go fans out there -- check out this pokeset(?) by @OpenIntroOrg! https://t.co/kyPHEaGstc #rstats
@chendaniely when comparing to a dist, yes- but what to compare it to??
.@jwrobel1 demos refund.shiny pkg for visualizing functional PCA- awesome! https://t.co/nYDFrWvtOm #JSM2016 #rstats https://t.co/yBi6PipCIQ
Think histograms are foolproof? Think again. James Weber shows two hists of same data, diff bin start/width #JSM2016 https://t.co/Q0VL1RqoFy
@minebocek @kwbroman @hadleywickham @dailydot why does that article call Hadley the creator of R
@kwbroman @ScientistTrump is it you
Do we know who @ScientistTrump really is
@KenButler12 that was just for that session; most JSM posters are paper I think. I like e-posters bc had multiple slides; some did animation
@evolscientist @rafalab I feel like the 20th time one writes the same intro to their field, should be allowed to replace with "bla bla bla"
@rafalab cc @NeuroStats
.@rafalab on false positives in alt splicing. I wonder how it compares to fMRI, which gets the bad press #JSM2016 https://t.co/c46tq0AMTd
"Gene expression is when you have genes... and they're expressed... you know what it is" @rafalab at #JSM2016 https://t.co/RNr108viwh
This slide by @johnstorey sets great example for math presentation- graphics help audience follow equations #JSM2016 https://t.co/svDULAXZyc
My former adviser @johnstorey talking latent structure in high dimensional data #JSM2016 https://t.co/cV6cyeKvZp
Hooray, my own talk finished in time to make it next door to see @jtleek trash ggplot2 #JSM2016 #rstats
RT @hspter: 😄😄😄 @jtleek s/o to @drob and the actual reasons people use methods #JSM2016 https://t.co/gRHXYgEbjh
.@arnicas on dealing with the important visualization q: "Can you make sparklines look less like sperm?" #JSM2016 https://t.co/DDfW8Z65rZ
@_inundata @kwbroman W196b
RT @kwbroman: “I even used comic sans to indicate that this is not serious…hand-drawn bullshit…like writing a novel with Illustrator” @arni…
RT @drisso1893: Useful refs from @hadleywickham talk #JSM2016 https://t.co/Lofldr4eM3
RT @arnicas: Andi Gros from Facebook quotes @jsundram (and also @hadleywickham but maybe doesn't know it) #JSM2016 https://t.co/zwx2DU97WY
@quominus @kwbroman whaaaaaa
#JSM2016 folks: come see my e-poster on what @StackOverflow data tells us about landscape of software development https://t.co/nkzcOYZsBK
@andeekaplan @cpsievert @sgrifter too
Four statisticians setting up an eposter

"Does anyone know how to use Windows?"

#JSM2016 @jtleek @acfrazee @hspter https://t.co/d1hfD4ElBi
@lizardbill they stole that from my job description
@drob (this is the same talk I gave at #useR2016; no need to make it to both)
My #JSM2016 talk on broom is Monday morning, 9:50 AM, in Section on Statistical Computing. See you there! https://t.co/QKwYgEbSd8 #rstats
RT @HighlandAnalyst: Fireman Fergus had another cat called Dataframes, but he was old and too big to fit on the page
#rstats https://t.co/X…
@sgrifter I remember when people used to dress up for flights; and when you wanted to make a histogram in #rstats you used hist
RT @sgrifter: On a flight to #JSM2016 and trying to estimate the number of statisticians on the plane when I run into @drob a few rows away
@JennyBryan @kwbroman @groundwalkergmb it's ok I packed my nicer gym shorts
@StatStas oooh the government stats people could judge me what'll they do, write a white paper about it
@haneycodes Luckily a Stack Overflow t-shirt looks good in all situations
Last minute #JSM2016 question- is there a dress code / expectation?

Coming from someone who considers jeans formal wear
RT @jrnld: In data analysis, ��% is data cleaning, ��% is modeling, and the rest is character encoding issues
RT @jonfavs: If you don't think he had a right to speak, you obviously haven't read it.  https://t.co/RXQ6uCfCex
RT @ma_salmon: Trying to find entities, keywords&amp;topics in Little Women in #rstats via gutenbergr &amp;monkeylearn @drob @juliasilge https://t.…
@BecomingDataSci @benhamner I'm impressed by @kaggle but think it minimizes my favorite parts of data sci, e.g. deciding on questions + data
@juliasilge @millsGT49 yeah I don't like chunk output in the document while writing; gets crowded. Jupyter users like it
@juliasilge nice! If that's pairwise_count don't forget to try pairwise_cor, which I've liked more recently
RT @dataandme: Read this. She's awesome. “Interview w/ @AngeBassa, Data Sci Mgr at EnerNOC” by @WithTheBest https://t.co/Hj39uRDwhG https:/…
RT @benheubl: WOHO my sentiment analysis published made possible by #rstats package by @juliasilge AMAZING https://t.co/vM6Z1Cxq1r https://…
RT @DataSciFact: To see if a statement about data is overhyped, replace "data" with "measurements" and see how it sounds.
@hrbrmstr @hadleywickham

osr
os2
tidyos
tidyosr
ggos
ggos2

too late I've started .Rprojs of all six
@hadleywickham @hrbrmstr In seriousness, is there room for pkg making os funcs consistent? Tired of unlink, dir.create, extension stuff, etc
@hadleywickham @hrbrmstr But dir() isn't a verb, so isn't it also unacceptable??
@sf99 short story; Funes the Memorious
@mikelove this is terrifying
@mikelove yes 100% 😂
Jorge Luis Borges on base #rstats plotting https://t.co/vNJSO4luAD
@noamross @GaborCsardi @hspter @ricardobion private GitLab for us. devtools works for some ppl not others depending on ssh settings
@BaumerBen I've tried tidying them but for various reasons haven't gotten far. Open an issue please? Details on expected result would help
RT @expersso: Trig in #rstats w magick/gganimate/purrr: https://t.co/m882sRRpBa
@hrbrmstr @opencpu @drob @hadleywickham @ma_salmon https://…
RT @withfries2: 10/ Related stat: most software engineers who responded to @StackOverflow 2015 survey taught themselves to code https://t.c…
RT @trevortimm: "I wish I had that power" Trump said today in response to the hacking of his political enemies. If elected, he will. https:…
@SwiftOnSecurity oh no Russia hacked you
@ma_salmon @opencpu @hrbrmstr magick and gganimate have different purposes. magick is comparable to animation pkg, which gganimate wraps
@opencpu @ma_salmon @hrbrmstr oh excellent! I'll get to integrating it
RT @StackOverflow: Introducing the Stack Overflow salary calculator https://t.co/9ugNyMQrck https://t.co/IDvJPAKkf4
RT @robotlolita: You know Oracle is a company ran by lawyers when every talk they give starts with this same slide https://t.co/4ZPLO45oqB
@juliasilge Sure but you might get away with it if you argue data pkg will rarely be updated. See r-pkgs: https://t.co/yTjxejqHJp
@juliasilge consider making separate data package that it imports; won't need to be updated like funcs. May make easier to convince CRAN?
@treycausey yes this is 99% facetious; not enough data for such a simple method

e.g. it treats fortune(108) as overwhelmingly positive
@rdpeng @hadleywickham Judging just by the "fortunes" data, turns out no!

https://t.co/JD06Av0ieq
Sentiment analysis by author in the #rstats fortune package

Never change, @eddelbuettel 

https://t.co/OBR7hUcJ7F https://t.co/SW8nY1IQu0
@rdpeng @hadleywickham I've been meaning to sentiment analyze r-help history. Know of pkg for parsing mail archives?
RT @stephaniehicks: #datascience spoofs: Not sure which I love more "Distributed ML in Excel" or "Intro to arbritary p-val thresholds" http…
@indra_mind @kaggle my next post will look at RMSE and compare it to some other methods!
RT @kaggle: Does sentiment analysis really work? Follow this R demo by @drob &amp; try it out on Kaggle! https://t.co/uAQoJ5j7EW https://t.co/j…
RT @hadleywickham: This is how stats::reshape() makes me feel: https://t.co/89vqpQQ3pc #rstats
@AmeliaMN oh then I'd like to. But am on mobile and can't find registration, hm
@AmeliaMN I'd like to see it, how do I reserve??
@kwuchu @BecomingDataSci one good story about downsides of scaling from SQL to Cassandra from @JasonPunyon: https://t.co/sOCRYOGSkI
@xiaokunxu @NancyYaco it's a very good idea!
@xiaokunxu @NancyYaco this is planned for a future post. Can use token = "ngrams". Not squared size necessarily, just certain prefixes
RT @hadleywickham: The 1st part of R for data science (explore) is now complete: https://t.co/T1CKf2EvSJ 🎉 I'd love your comments, question…
RT @kara_woo: My course on data visualization in #rstats with #ggplot2 has been released! https://t.co/suCpi2MZ1G
@SoccerKinki @jsvine @ExploratoryData awesome! have you checked out https://t.co/m0TnSUS0LN?
RT @SoccerKinki: @jsvine @ExploratoryData  Which popular languages accumulating questions the most in StackOverflow ? https://t.co/zT2RmZIq…
RT @dataandme: ICYMI learn #Rstats w/ wizards "Harry Potter and the N-Grams of Sentiment" by @nacnudus https://t.co/d1ml2IUn3A https://t.co…
RT @hadleywickham: PSA: if you haven't seen it already, https://t.co/FBqA02LLiS aggregates many ggplot2 extensions written by the #rstats c…
@minebocek @TelegraphNews 😭
@bolkerb @ucfagls @thosjleeper if there are product changes that would move in right direction I'll do what I can to help
@hadleywickham @thomasp85 @tek_keller Just don't mix with scale_y_log10() or you get a geom_gazelle: https://t.co/H6GKmRgOw9
@xiaokunxu we don't 😇
@thomasp85 @hadleywickham @tek_keller anyway I really prefer good old base R giraffeplot(), especially for beginners
@thomasp85 @hadleywickham @tek_keller hold on giraffe plots were promised two years ago in ggvis and now you're doing them in ggplot2 first?
RT @hadleywickham: A bit late, but @visnut, @heike_hh and I wrote a paper about visualising models: https://t.co/riJJkxGLhG
@thomasp85 @tek_keller @hadleywickham I say g-g-graph  then I correct their spelling after the fact
@thomasp85 that would mean grouping by all unused aes. I guess that's not a problem since gg makes no promises about unused aes behavior
@thomasp85 @hadleywickham I don't mind hacking at the obj both pre- and post- build; there's room to do so here https://t.co/R1tx7dFlUR
@thomasp85 What what if I modified/wrapped each stat in each layer? Perhaps by pre-combining frame to group, then post-removing
@thomasp85 Any ideas about this gganimate issue? https://t.co/CG6lrsdZ32 When there's stat, we lose frame aes in ggplot_build. Workaround? 😊
RT @sckottie: You do not want to miss @drob talk about broom at our next #pdxrlang meetup  https://t.co/nMDVqC9apQ #rstats
@wrathematics @ucfagls @thosjleeper mods aren't self-appointed
@ucfagls @thomasp85 @thosjleeper I agree and good wiki-mini-vignettes are best case scenario
@thomasp85 @thosjleeper @ucfagls other langs suffer from detailed doc about every function overload but no examples; hasn't been our problem
@thomasp85 @thosjleeper @ucfagls my concern about #rstats specifically has been that we already have long-form example doc form; vignettes
@thosjleeper @ucfagls what specific problems have you run into?
@hadleywickham @Yelp in this case it's about matching reviews to their own score. Works even if reviews don't represent restaurants well!
New blog post: "Does sentiment analysis work? A tidy analysis of @Yelp reviews" https://t.co/9ui40uhpkJ #rstats https://t.co/Z5Fa59z98H
RT @h7ney: Have we not suffered enough https://t.co/LwAUuo4Ybb
RT @StackOverflow: We're ready to solve another big developer problem. And we can’t do it without you. https://t.co/LlH1LIA8EY https://t.co…
RT @Nick_Craver: Fun Hacker News thread on the Stack Overflow postmortem from earlier: https://t.co/cCfPTm1AW4 I’m glad people are finding…
RT @sogrady: behold, the latest @redmonk programming language rankings, complete w/ historical visualization: https://t.co/Pb5Lm3gwo1
RT @MrEmilyHeller: Tried to buy a doormat and here's what arrived: a piece of foam with a photo of the thing I wanted printed on it. https:…
@aalear @bethanymarz @StackOverflow this is a nightmare
@bethanymarz @StackOverflow oh my god my face in that picture 😁
@dodger487 not a hedge fund, but we are putting it to use! https://t.co/jNAVbwxwAb
@jonathonmorgan @BecomingDataSci no need for anything so drastic, help is on the way https://t.co/CbuGQ1BOqO
@BecomingDataSci https://t.co/B6ruM2EfPw
RT @petersuderman: "Where were you when--"
"On Twitter."
"But you don't even know what I was--"Doesn't matter. That's where I was. For ever…
@alecbarrett we do! Traffic is an even better signal but that info isn't public
New blog post: "stacksurveyr: An R package with the 2016 Developer Survey Results" https://t.co/m9IWgXbr0S #rstats https://t.co/vabvG9n9Cw
@PeterLaCombJr try it! https://t.co/m0TnSUS0LN
@dodger487 @hspter Lot of people (I think Hadley) do newline after every comma. I usually do unless it all fits in exactly 1 80char line
@dodger487 @hspter Use a newline after ever %&gt;%. The only exception is NEVER.
Fast growing tags on SO: AngularJS, Swift

Fast shrinking tags: Flash, Flex

https://t.co/m0TnSUS0LN #rstats https://t.co/MQoENrBekA
@rossipedia I think I disagree; words are google-able by beginners, symbols aren't
@noamross it was, fixed- thanks!
Stack Overflow Trends: track and compare languages over time based on % of questions https://t.co/m0TnSUS0LN #rstats https://t.co/CMKDX8jL5x
New post: "Releasing the StackLite dataset of Stack Overflow questions and tags" https://t.co/XNlF9FbJBP #rstats https://t.co/xUX7GeorFo
RT @GillianA: Kate McKinnon, we have something in common &amp; it's not slimy green things. #Ghostbusters #thefutureisfemale https://t.co/5m00X…
I asked @Nick_Craver why he sold his house and he said "String allocations in the walls" and I laughed but he didn't https://t.co/T2PzVCsOGJ
RT @bluegod: https://t.co/BtKCqkrWcf
@modernscientist @robinson_es nice!
RT @modernscientist: New post! 

pdLSR: Pandas-Aware Least Squares Regression

https://t.co/Rclykno5Px
RT @pypi_updates2: dplython 0.0.6: Dplyr-style operations on top of pandas DataFrame. https://t.co/ot2BBjNDoI
@shanemadden well they're hiring an SRE, it's on you folks to fix it ;) https://t.co/U2NDRlUDoE
When I meet someone who says they aren't playing Pokemon Go, I'm like "No it's OK the servers are back up"
@klmr I know that's why I had time to tweet this
Do you people realize that in the time it took to write your think piece you coulda caught like six Pokemon
@hadleywickham k it's on the list: https://t.co/zAlpUaShQk
@hadleywickham widyr in a nutshell. Manipulating variables (e.g. ordering) is a different adverb but is planned https://t.co/oO08rQHzyK
@hadleywickham This fits into an adverb I'm developing for widyr package. May be ready next week but not sure https://t.co/1gjFrq6qQu
@hadleywickham so example would taking tidy input1/input2/value df and turning input1/input2 into ordered factors from seriation?
Fascinating story that sounds like it's about red/blue politics, but is really about academic politics https://t.co/kFkrL6bFBl #opendata
@hadleywickham I don't- would adding tidy+augment for ser_permutation(_vector) work, or are you looking for tidy input as well as output?
RT @IQuantNY: #OpenData Reveals $791 Million Error in Newly Adopted NYC Budget https://t.co/EGLfBvYHeX
RT @thescienceofus: Why it took social science years to correct a simple error about "psychoticism": https://t.co/NSOIesxESZ https://t.co/k…
RT @elonmusk: Onboard vehicle logs show Autopilot was turned off in Pennsylvania crash. Moreover, crash would not have occurred if it was o…
@carroll_jono check out the (in dev) modelr package: has a bootstrap func that will replace broom's https://t.co/Q2Vv5jS2Wy. @hadleywickham
RT @anildash: If everything feels like it's getting more complicated, that means you're understanding the problem better. (Mostly a reminde…
Q. What do you do when your NoSQL server isn't responding?

A. You PokeMongoDB!

I'm sorry
@aalear why is NYC flooded with Zubats and our office flooded with Doduos
RT @_inundata: tidytext: Text Mining and Analysis Using Tidy Data Principles in R
@drob @juliasilge https://t.co/UYNVAsW8qe #rstats
@daguy666 I took the risk and removed it and so far so good, still working
@daguy666 If I revoke the access through GMail I lose my account + progress so far, right? Haven't seen that in these threads
@ipnosimmia @juliasilge oh one really important difference: the order of arguments got reversed! Put item you're counting first
@ipnosimmia @juliasilge it would surprise but not shock me. Could you open a reproducible version on GitHub? I could look for the bottleneck
@ethanwhite Which tidiers were you interested in adding?
@ethanwhite good question- end of the broom README has guide to conventions. But I really need to write a vignette
@juliasilge @ipnosimmia Yep- in widyr it is pairwise_count btw. Also check out pairwise_cor and pairwise_dist!
@juliasilge @RallidaeRule @bearloga @emjonaitis I haven't thought about Pokemon in 15 years yet I am hooked
RT @hadleywickham: Last great #rstats teaching talk of the evening: https://t.co/AlT6VmSBUf by my new colleague @minebocek
@onlybluefeet @JasonPunyon my favorite 😻
@modernscientist really great meeting you as well! Looking forward to checking out the pkg! Also, my intro to broom: https://t.co/XzcRrrmBd1
RT @ossia: When someone says "You don't need a library for that!" then shows you how to implement it manually. https://t.co/pxNFY4ekdU
RT @hadleywickham: I enjoyed @JennyBryan’s very pragmatic talk about #rstats and spreadsheets: https://t.co/tJ9FFj958I #user2016
Here, I'll use it in a sentence:

"It is impossible to attract talented, non-delusional people with that job description"

Useful, right?
@_inundata @quominus and the job market is terrible for people who can correctly spell "ggvis"
Shoot, I was gonna apply, but since I know the meaning of common English words I'm overqualified

(h/t @quominus) https://t.co/9mD7zTp009
@TylerSaville map regions aren't ISO names so these cases don't match countrycode_data$country.name.
@treycausey Figured it out! https://t.co/EFZxDrskQM (@jc4p if you remember, I think this bit you and me once when we were making a map)
@andrewheiss countrycode only goes from ISO names to other codes, and map regions aren't standard names (e.g. USA). But figured it out!
Oh! By rubber ducking the question to #rstats twitter I found the answer: the iso3166 dataset in maps https://t.co/ZwrsIpe4eL
How can I get from #rstats world map regions (map_data("world")) to ISO names or codes? I find many discrepancies: https://t.co/kLw65KJksG
Also watch out for gene names (https://t.co/06Z8uhmGtA) Excel is very eager to "helpfully" rewrite your data #rstats https://t.co/zGbYOfPGDb
@quominus not good, Oliver
Introducing the unvotes #rstats package: dataset of United Nations General Assembly voting https://t.co/KcnJDRowS7 https://t.co/JhxZ64x2yY
@RallidaeRule @juliasilge my current job also started as a Twitter interaction; full story here https://t.co/QGZRJbOUZM
RT @juliasilge: NEW POST: A flexdashboard exploring fatal police shootings in the U.S. https://t.co/pptlVbtPcs #rstats https://t.co/nYcBjH1…
@alexwhan @klmr oh also SQL API changing, more importantly
@alexwhan @klmr no, distinct!
@klmr this is 100% about dplyr 0.5 😠
RT @hadleywickham: Super excited to announce that @minebocek has joined @rstudio 🎉🎉🎉
Video of my #useR2016 talk on the broom package is now posted! https://t.co/McuGaEjMfC #rstats via @ch9 https://t.co/y0xfhY7YoD
What I say: Reverse compatibility isn't everything- if it's a good change, make it

What I do when an API changes: https://t.co/VzUClFFvwx
RT @DarcyRoseByrnes: Celebrating 4th with #Hamilton #ASL @Lin_Manuel @DaveedDiggs @LacketyLac @RoryOMalley #MusicMonday #happy4thofjuly htt…
RT @kibblesmith: Why do we still use the expression "phoning it in" when making a phone call is now the most difficult thing a human being…
@dataandme @ayshwaryas please do!
RT @rdpeng: My next book project is with @hspter. Excited to release this soon! https://t.co/ZmYILGKvhg
RT @ScientistTrump: Thank you to the #SPSS community! I will fight for you while @hadleywickham brings in more people that will threaten yo…
RT @mbeisen: being asked for $38 to find out how #openaccess journals are killing science made my day - thanks @wildlifesociety! https://t.…
@thomasp85 @quominus @tomhouslay @hadleywickham re: expand.grid, why not tidyr::crossing?
My wife is a city kid.

"Hey that cigarette in the grass is still burning! Over there too!"

"Those are fireflies"
RT @petecordell: Telling a programmer there's already a library to do X is like telling a songwriter there's already a song about love
RT @AdviceToWriters: You have to live with the notion of, If I don’t write this, no one’s going to write it. If I die, this idea dies with…
@StatsbyLopez @Null_HHockey @acthomasca aw shucks
We've hit peak @Nick_Craver 

https://t.co/I41YY2p90s
RT @ArielDumas: What they say:

Hi I'm Brandon. This is Liz and Steven.

What I remember:

Hi I'm BLERPBLAP. This is GLAUNGH and CRAIG or m…
RT @tumblr: Nothing will ever be the same. https://t.co/K9ZMy3JsRS https://t.co/uVIMajLBPy
@onlybluefeet I went with Old Fashioned with last of my Rye https://t.co/hpvyxOpBgY
@onlybluefeet if you're on iOS I highly recommend the Bartender's Choice app- you can specify spirits or flavors
https://t.co/TlxAsmXVAU
@onlybluefeet Manhattan.

But maybe I'm just playing I Spy
@edwardlandesber thank you for your kind words!
Remember, even one death from a self-driving car is too many

1.3 million/year from human-driven cars are OK though

https://t.co/A3BbfSLesp
@hadleywickham nooooo

(I can give you one at JSM 😀)
@jacques_damien @hadleywickham @rstudio @StatGarrett https://t.co/oewjJv5Mom
@juliasilge @AmeliaMN Have you checked out the gender package by @lincolnmullen? https://t.co/dybPL9WxUX
@juliasilge @AmeliaMN though for gender, first names do go a long way, and/or photos (far from 100%)
@juliasilge @AmeliaMN there's a lot in analytics panel they'd have to predict/infer, and I'm sure a lot they get wrong! (Income, seriously?)
@naivebayesian If you took the sarcasm out of my tweets you would have nothing left
fuzzyjoin 0.1.1 on CRAN. Now can add a distance column- e.g. closest pairs of states https://t.co/rQrCrpstZV #rstats https://t.co/KeT3UD5fY3
Them: Nice meeting you, when I visit Stack Overflow I'll click on some ads!

Me: Uh before you do can you check if your sessionId % 2 == 1?
@hadleywickham @earino but can we get +1s into Harry Potter World?
Whenever I see a clickbait title, I click on it, then click all the ads, then sign up, cuz we A/B testers need to look out for each other
RT @_inundata: An early video of Don Knuth crunching data! 
https://t.co/6bi3oDXZAg

#user2016
RT @algoritmic: Heavy Metal and Natural Language Processing https://t.co/Oh4p276GY1 #NLProc https://t.co/rBO4zjCEGw
RT @_inundata: fast_talking_R_mafia &lt;- c(" @drob", "@AmeliaMN", "@craigcitro")
#User2016 https://t.co/jLrAzRiPrM
@rabaath @kwbroman @hspter @csgillespie @AndyPryke @sgrifter @JennyBryan sadly the diaspora has started! I'm out but some are going to Nola
RT @StatsbyLopez: This post also serves as a nice introduction to the broom package in #rstats (cc @drob) https://t.co/yunqqGIZbz
@johnstorey Susan (@SherlockpHolmes) and I say hello https://t.co/Fs38Q02WH5
@jscarlton no one insists. But I think we're allowed to enjoy
Table of #useR2016 folks, chatting, as one does, about how much fun it is to be called Dr. https://t.co/goxtTlmNcE
RT @abarysh: The SAFE paper is now online at Cell Systems https://t.co/gDPq08QfkZ https://t.co/kIHsHBTplz
@thomasp85 in seriousness I often like to do small stats tests while on the go- mobile REPL would be nice!
@quominus see latest
Urbanek: "We didn't focus on mobile #rstats dev because a phone's too small to do anything"

IS IT NOW

#useR2016

https://t.co/Sa6XVq6hv2
I thought RCloud would let me get #rstats terminal on my phone but interface is not mobile friendly. No mobile R pkgs today #useR2016
Simon Urbanek talks abstracting away distributed algorithms in #rstats w/ RCloud. Popular topic this week! #useR2016 https://t.co/dWPKfjgYwN
.@daroczig talks the awesome satRdays project at #useR2016 @satRdays_org #rstats https://t.co/6KmOvbPlBS
@tim_yates @hadleywickham yes! https://t.co/oewjJv5Mom
"My talk is the least important one you'll see all day" 

Daniel Leybzon using #rstats to game Reddit at #useR2016 https://t.co/ikKpsIcV0G
@carolynwclayton great to meet you as well!
Annie Wang talks the organizational culture shock of moving from Stata to R #useR2016 #rstats https://t.co/lOZhXCt4PI
#useR2016 people: remember to stop by @rstudio booth to pick up awesome cheatsheets by @StatGarrett https://t.co/9KWE9J416S
.@hafenstats trying 20 examples of rbokeh in 5 minutes https://t.co/EOWEfeFW0x #useR2016 https://t.co/p2UWAEVqzj
ggduo from @schloerke lets you combine comparisons of discrete and continuous data- nice! #useR2016 #rstats https://t.co/xz8POuZAIn
@juliasilge gotta catch em all https://t.co/LpZ5yz1yPh
RT @hadleywickham: Bookdown slides by @xieyihui: https://t.co/wevwpOSLnu. Great way to write books #rstats! #user2016
RT @alice_data: Excellent @hadleywickham karaoking @xieyihui gif slides on authoring using #rmarkdown #useR2016 https://t.co/3FNDRZqCSs
The philosophy behind #rstats bookdown: easy, community-written, freq updated @hadleywickham + @xieyihui #useR2016 https://t.co/WudsaLbHzY
RT @jaheppler: The differences between Shiny apps and Shiny gadgets #UseR2016 https://t.co/ByCG1zvsPU
RT @alice_data: Just imagine #stats course without simplified scenarios, canned data, non-coding, &amp; always normal distrib #useR2016 https:/…
"Randomize, Repeat, Reject"- Deborah Nolan suggests teaching permutation+bootstrap rather than normal theory #useR2016
@millsGT49 @StatsbyLopez yep check out stringdist_inner_join. Also on CRAN https://t.co/p5c90HbYBI
Problem with stats education: impression that "EDA is for babies, theory is for grownups" -Deborah Nolan #useR2016 https://t.co/flGSlgnrUa
RT @rstudio: Registration open for rstudio::conf 2017! Join us for all things R and RStudio January 11 - 14. https://t.co/kppqduibar #rstat…
RT @AvrahamAdler: @rgfitzjohn @drob I've got 99.00000157564846587987544849 problems, but floating point representation ain't 0.999845898778…
RT @rgfitzjohn: I've got 98 problems, and an off by one error appears to be one of them.
@adamcduncan thanks!
@hspter @dataandme @JennyBryan @_inundata let's compromise: "Big Data Thought Leader"
Daniela Witten: # of non-zero LASSO coefs is unbiased estimate of df's used by model. Today I learned! #useR2016 https://t.co/FXid5J0pDK
@hspter @AngeBassa @JennyBryan @_inundata ok you win but whatever you write I'll tweet about with hashtag #AnalDev
@hspter @AngeBassa @JennyBryan @_inundata Analysistem Administrator. #NailedIt
@AngeBassa @hspter @JennyBryan @_inundata data ops definitely makes me think data engineering (eg db admin) not analysis
@hspter @JennyBryan @_inundata what happens when you shorten it Hilary we've been over this
@hspter @JennyBryan @_inundata downside of Sci Ops is it's homonym of Psy Ops
@hspter @JennyBryan @_inundata how about "Sci Ops" (Scientific Operations)? No confusion w/productionized ML
@hspter @JennyBryan @_inundata Dev Ops is about practical reliable deployment for software developers. Stat Ops is that for analysts!
@JennyBryan @hspter closest I've gotten for analysis developer: Stat Ops?
@AmeliaMN @kwbroman @hadleywickham @rstudio @xieyihui my keynote pres has screenshots of knitr code+output, should get me banned from knitr
@PaulGowder whoops! https://t.co/ehf6o7NBFu
The WriteR project can be found here on GitHub: https://t.co/PZlS8Nn0b8 #useR2016 https://t.co/9Vlz5OSvpG
@opalbert @john_lam no slides, it's all live-coding demo. But video will get put up eventually!
.@john_lam from Microsoft shows off R Tools for Visual Studio. Looking sharp! #useR2016 #rstats https://t.co/7YUllcihON
Jonathan Godfrey talks WriteR: IDE accessible to blind. Looking for Python-savvy volunteers to contribute #useR2016 https://t.co/HEYum541jE
RT @revodavid: The Statistical Analysis add-on for Google Sheets uses R in production #useR2016 #rstats
@Audav1 keynote!
Slides from my #useR2016 talk yesterday are here: https://t.co/7brRt7eBV0 #rstats https://t.co/24BOG0DHdl
RT @juliasilge: I am so happy to have been accepted into the #NASADatanauts Class of 2016! ✨🚀🌙
https://t.co/OM2ixX9UaK
RT @hspter: re: the question on whether to teach tidyverse vs base R, I'd recommend @drob's blog post https://t.co/OpU0tl5NII #useR2016
.@hadleywickham proposes we stop saying "Hadleyverse", start saying "tidyverse" #useR2016 #rstats https://t.co/Z4zs4tw2Vn
"tibbles are lazy and surly" @hadleywickham explaining the advantages of tibble package #rstats #useR2016 https://t.co/UZDOxNoXQk
Everyone: Hey now that you've met @kwbroman, you should know he likes taking "stealthies"

Me: what's that

Me: oh

https://t.co/EoI14prks9
@hadleywickham @_inundata @AmeliaMN "that sentence took him more than three seconds to say. call 911 he's having a stroke"
@bearloga oh! yeah I need to write a guide to re-exporting
RT @bearloga: "Tidy data works until you start doing statistical modeling" – @drob (creator of awesome 'broom' package) #useR2016 https://t…
@bearloga that looks pretty tidy to me!
@_inundata @AmeliaMN 😄
To learn about managing many #rstats models with broom + tidy tools, check out @hadleywickham's lecture: https://t.co/YtRHcHnlSA #useR2016
@AmeliaMN @_inundata me too!!!

I finished with 3 min left over but the day was running behind anyway
.@revodavid talking about how Microsoft is "building #rstats into everything" at #useR2016 https://t.co/MLcZIXVv4X
Knuth finally shares his opinion on 0- and 1- indexing! #useR2016 https://t.co/I5dzl5PS0I
Audience member catches typo in Knuth slides- where's her Knuth reward check of $2.56? https://t.co/x19YtXCFd2 https://t.co/ELdbPad8L2
Donald Knuth now speaking at #useR2016 on literate programming https://t.co/V2uaO0jJ5m
RT @JennyBryan: Reproducible data analysis.
Theory: https://t.co/CWEAfRcPtc
Reality: https://t.co/E7kltfqa9I
stellar gif selections by @wal…
RT @alice_data: Why do #datajournalist use #rstats? #useR2016 https://t.co/puEf9ibf7I
@scottistical @_inundata talk isn't until 5:21 PM
.@AmeliaMN shares an HS data science curriculum, including 400-page Introduction to Data Science doc. Wow! #useR2016 https://t.co/Czh2ViaaF4
@dseverski it switched on the desktop site at least. Possible there's a caching issue on mobile
My talk on broom at #useR2016 is at 5:21 PM today in McCaw Hall. See you there! https://t.co/1pU90Nzzkj #rstats
RT @hspter: . @JennyBryan encouraging empathy for spreadsheet users as always #useR2016 https://t.co/Nu5omprsW3
"Some of my best friends use spreadsheets"

@JennyBryan at #UseR2016 #rstats
@hspter @hadleywickham I think every programmer sympathizes with the one who tried to automate their workflow and it backfired horribly
RT @hadleywickham: Want to use #rstats and #spark together? Try sparklyr! https://t.co/xjfrrFE7wR
@GorwayGlobal it was live streamed and videos will be available if are not yet
@jtleek @simplystats aw shucks
@hadleywickham yessssssssss
RT @hadleywickham: @drob i have this for you! https://t.co/8fpb2v738x
RT @hadleywickham: 2 of the 5 original authors of S were women #rstats #user2016
#KeepRWeird

https://t.co/OIbT3ELVmx
"At the time I fought for &lt;- for assignment rather than = and... I'm still fighting." -Rick Becker #rstats #useR2016 https://t.co/KGcXXNJKSD
@jtleek what
RT @quominus: Uh. I think we've got this one, SurveyMonkey. But thanks #rstats https://t.co/yvlSCkuhOI
Jonathan Godfrey showing us how he uses a Braille keyboard to develop R code. Just amazing. #rstats #useR2016 https://t.co/zYUFOeJXmY
RT @kwbroman: How to support the @RWomenTaskforce https://t.co/zufCb6pRWD
@_inundata landing soon. Should make it to Palo Alto around 8:30-9
"Where did you meet them?"

"At that talk in the library..."

"Dave that library burned down thirty years ago"

https://t.co/LxR7Hix4EI
Whenever I meet someone at a conference and then they don't have a Twitter account I get worried that they were a ghost
RT @xor: At this point I react to the word "stakeholder" in much the same way that a vampire might
RT @juliasilge: NEW POST: A new release of the tidytext package, with an implementation of tf-idf #rstats https://t.co/6ZUAmLUvS6 https://t…
RT @paulg: If you really want to make America great, encourage startups. And you know who starts startups? Immigrants.
RT @hadleywickham: dplyr 0.5.0 out now! https://t.co/bAg2q7lcmg New vector funs, better _each() funs, better SQL trans, tons of bug fixes #…
Excited to give a talk about the broom package at #useR2016 Tuesday! https://t.co/1pU90NhYsL #rstats
RT @rweekly_org: R Weekly issue 5 is up! Are you ready for #useR2016 #rstats ? See you at Stanford or the live stream. https://t.co/TQwpRSM…
@jc4p @fody @Nick_Craver need a false positive threshold (or "reject all" works). Maybe there's corpus of 1000 nonspam emails, not provided
@fody @Nick_Craver I think you should pit two interviewees against each other, one spammer one anti-spammer. Winner gets the job
@Nick_Craver @SwiftOnSecurity new technical interview question?
RT @fody: I blogged: Build Your First Thing With WebAssembly https://t.co/Tx93CZMQ10
RT @hmemcpy: Leaving the EU was easier than exiting vim
@rla4 JtV is wonderful. No irony required
@biologeek not to say certain no effect exists, but at least more power needed
@biologeek generally yes. Point of stat sig is to avoid mistaking noise for signal. Noise isn't relevant because not repeatable
"Statistics is often used as a sort of 'uncertainty laundering'... to transmute randomness into confidence results" https://t.co/xWsRIlELS4
RT @hughlaurie: Best of three?
RT @janie: I'm constantly thinking about this patent application drawing. It's the most American thing I've ever seen. https://t.co/JfbsgRo…
@tworzel thanks!
RT @Emaasit: #Rstats users traveling to @useR_Stanford might get second thoughts. 😂😂 https://t.co/WvbyurlB0z
RT @Nick_Craver: I put up a new Stack Exchange data dump for all of you lovely people: https://t.co/SRKUsfY8UZ Enjoy!
@juliasilge @sckottie check out lazyeval, especially lazy_dots
@achompas sure!
@onlybluefeet also have you seen https://t.co/Qql1b3NRtg
@onlybluefeet @aalear have ten min? I could try
@thurm0nd thanks!
@tee_okay thanks!
@Jackmoe that would basically be combining last season's hits with this season. You may want to multiply last year's by some lower weight
RT @lteytelman: .@arjunrajlab A good example of reacting well to a big mistake. https://t.co/a0Pqx2iEPD
@JasonPunyon #drobgushesaboutyoudownside
@johnstorey thanks John! Miss you folks though
@JennyBryan @hadleywickham I call ggfoofy and foofyr
RT @hadleywickham: Why you should use functional programming instead of for loops: an explanation using cupcakes #rstats https://t.co/8D0UO…
"Does every data scientist need to know X": usually no

"Would it help for a data scientist to know X": usually yes
@shanselman Thanks, and I'd love to! Please get in touch, drobinson@stackoverflow.com
RT @seanjtaylor: The Data Science Hierarchy of Needs
(a common pattern I've noticed in applying data science to improve products) https://t…
@ohkay_stupid nice! Say BY-CC-SA 4.0, same as all my blog posts. Out of curiosity how would you adapt it to be relevant for another company?
@JasonPunyon yessss
New blog post: One year as a Data Scientist at Stack Overflow https://t.co/QGZRJbOUZM #rstats https://t.co/KXNW0z2PLP
RT @TheWoodenslurpy: Doing the same thing over and over again and expecting different results is also called practice.
RT @SwiftOnSecurity: Developer: "It stored the data in an array."
Marketer: "So you're saying the machine learned it."
@drob @rossipedia you too Ross- happy Father's Day and extra congrats 😃
Happy Father's Day to the many awesome dads I work with, including @JasonPunyon @fody @Nick_Craver @JayHanlon. You all impress me everyday
RT @alecbarrett: I love #dataviz. I love @HamiltonMusical soundtrack. In honor of #ham4tonys I built this: https://t.co/FWXQRrgRlS @Lin_Man…
@robinhanson @tylercowen but as @slatestarcodex points out much of your AI skepticism comes from casual conversation https://t.co/afwHcc6B9M
RT @Nick_Craver: To re-enforce what my kids think of me as a remote worker... https://t.co/D3EiEB3ZSL
RT @_tessr: This is the Stack Overflow profile of a Victoria's Secret model: http://t.co/RoOadKtOJO 

See ya later, stereotypes
@aalear @kevinmontrose @sassiestone 👍

I'm around tomorrow if Kevin's back in office
Data scientists in academia build things to help answer questions

Data scientists in industry answer questions to help build things
@mdshw5 just as bad but I see it less. I could be biased though.
Thinking you can teach computational biology without programming is like thinking you can teach literature to people who can't read
@jkgoya I don't even want to know how you pronounce Lebesgue
RT @thomasp85: Before I get too consumed by #ggplot2 development I just want to mention that I've build a web server framework https://t.co…
[typical stats class]

A p-value isn't the probability of a null

Whatever you think a p-value is you're wrong

K thats all the time we have
@noamross I'm sorry I couldn't hear you from New York City
Returning from Brooklyn and am never taking a train this far again

If you're in Brooklyn and are offended come tell me. See you in 2017
@jkgoya do you seriously say ess kyu ell
@NeuroStats oh. Hm. I agree too much energy spent on math-stat. But I like that it tricks smart mathematicians into working on our problems
@NeuroStats I don't think so. Not all statisticians care about data just as not all biologists care about medicine, and I think that's ok
@JasonPunyon .................................
A 3-way analogy:

Statistics is to
Applied statistics is to
Data science

as

Biology is to
Biomedical research is to
Clinical medicine
Mathematician: When will you admit data science is just statistics?

Me: When I can do a Lebesgue integration and you can do a SQL query
OK I'm pretty happy this spelling didn't catch on

https://t.co/Cjm8CeS2S0 https://t.co/yoHtUwr6j1
@emilynussbaum this catching up tweetstorm has been my single favorite GoT review series ever
@octonion @aaronchall I agree, but in fairness, that's like asking "Why isn't pi 4.14, or 2.14, or 8?" Because it's how the math works out
RT @octonion: My guess is the average statistics student first gets lost the moment we divide by N-1 instead of N to estimate variance.
RT @AntoViral: The gganimate package in action: Probability theory 
#rstats
https://t.co/0iPxetZqwN via @painblogR
@kara_woo axis.title.x = element(angle = 90, hjust = 1) all the time. To change grid lines I usually switch to theme_minimal/theme_void
RT @astrobiased: GAM: The predictive modeling silver bullet -http://t.co/PZR5jzxvDs. Oh GAM ... where have you been all this time? http://t…
RT @amahnke: It’s an all-cash deal because MS is afraid of giving them their email address. https://t.co/hT7pZkI9Vr
RT @gortok: Just HN things: https://t.co/Fc058VQgtM
@sepinwall I know it's not your fault but hitfix has been unloadable on iPhone. Made me quit these reviews, I'm sure I'm not the only one 😞
RT @emilynussbaum: !!!Leslie Odom Jr!!!
RT @hadleywickham: Excited to announce that @thomasp85 will be working on ggplot2 with me this summer 🎉 #rstats
@SportsDataChal Haven't seen any examples, though @SeanHacks is my go-to expert on Voronoi plots in R. Are you animating color or movement?
RT @DataSciFact: Empirical Bayes in a nutshell: Estimate priors like a frequentist then carry out a Bayesian analysis.
RT @cammerman: I've been RTing bits of this, but please do read the whole thread. On confidence, arrogance, and imposter syndrome. https://…
@tulosba @lizardbill @fody I set the text layer to avoid overlapping text- while slightly less informative it's less crowded overall
RT @hspter: We wrote up a list of good books for data science on the @stitchfix_algo blog! https://t.co/pMPfmUzeK7
@kara_woo ohhh yes. I misunderstood :)
@kara_woo don't they? https://t.co/S543Sk1XNb is linked to https://t.co/zByfwT8uig
@engineer_fouad @lizardbill @fody see here: https://t.co/yAYdWljJi0
@engineer_fouad @lizardbill @fody Links represent % of X questions also having Y tag. Only 16% of Android q's have Java, 12% vice versa
@RallidaeRule have you checked out pixiedust by @nutterb23? https://t.co/EQc9qoBHMn
RT @quominus: #rstats useRs; we're pre-testing a survey of the community. Please fill it out at https://t.co/BQ4GnJUbRU and pass it to othe…
@timelyportfolio @fody I've shared a processed version of the data and the code here. Go nuts! :D https://t.co/Ph6rIsXvHZ
@Nick_Craver @fody the link's right there, next to the one between "car" and "carpet"
Technology clusters on Stack Overflow. Created with @fody #rstats https://t.co/zQVmlFkSrR
RT @JohnDCook: That awkward moment when you look at an ad and think "What have I done that some algorithm thinks I want to see this?"
RT @Lin_Manuel: Good morning.
Some people are just so great.
[that was a subtweet at you did I do it  right]
@thomasp85 good luck!
@thomasp85 any way to shorten all edges in geom_edge_link, e.g. so that they reach ends of nodes rather than middle? Thanks!
@SportsDataChal should be .1
RT @hadleywickham: During a data analysis, you'll often create lots of models. How do you name them? Who has written good advice on the sub…
@hspter @noamross that's right. An alternative is changing to filter(sample(n()) &lt;= size_col) but I suspect this is computationally faster
@hspter @noamross e.g 4 4-cyl cars, 6 6-cyl cars: mtcars %&gt;% sample_frac(1) %&gt;% group_by(cyl) %&gt;% filter(row_number() &lt;= cyl) %&gt;% ungroup
@hspter @noamross for group_col/size_col, do: sample_frac(1) %&gt;% group_by(group_col) %&gt;% filter(row_number() &lt;= size_col) %&gt;% ungroup()
@hspter @noamross is there a column that gives this size (that is the same per group) or is it a separate vector (e.g. named by group val?)
@jimhester_ @JennyBryan @kwbroman you are the "it's really pretty simple, just think of branches as" person from https://t.co/TDXwPAVm2W
@shebang they're useful for 1. dependson 2. figure output files 3. more informative output when knitting (e.g. what chunks take longest)
@JennyBryan because *I've* been in a cave, Jenny, and hadn't heard of autodep = TRUE 🙀

3 years out of date I am! https://t.co/biHi1G1x6T
RT @grandebruno: @drob This also helps define what a chunk should consist of: a set of steps leading to the creation of a variable used dow…
This also minimizes mental energy of coming up with chunk names, which makes it more likely you'll use them! #rstats https://t.co/yKChgfoPYO
knitr #rstats tip: name chunks after most important variable they define; makes it easy to keep track of "dependson" https://t.co/CisJOWMjHb
RT @bencasselman: This is nuts. According to @UpshotNYT survey, most people think unemployment rate is *higher* for college grads.
https://…
Just wait until he runs into roman numerals

https://t.co/9VryIWXgjw
RT @hadleywickham: A matrix has rows and columns. A data frame has observations and variables. #rstats #tidydata
RT @HopeJahren: Secret: NO ONE thinks they know enough math. Computational theorists &amp; math profs are insecure abt their math skills https:…
Fun fact: at my company, "tldr" actually stands for "Too long, David Robinson"
Discovered in my notebook- sketches from July 2014 when I first came up with the idea for broom package #rstats https://t.co/LpsJsW7902
RT @hopihoekstra: What causes the polymorphism in the iconic evolving peppered moth? SURPRISE: A TE in a cell division gene! https://t.co/O…
Voting on my pocket-tweet continues. There's still time to cast your vote or to explain to me why you did so https://t.co/yIRIcQ9fpe
@robinson_es @noamross so now when it's spoken aloud I have two things to explain
@Amorymeltzer @holstius it's like they say, Ulji is the lesser of two evils
@noamross thanks! Compiling them and a few future posts into a book in fact (w/bookdown). Is "Empirical Bayesball" a stupid title
RT @KanAugust: Just published "Access log data analysis   part1 - Understanding your customer interactions" https://t.co/DHJPMSMedC #rstats…
RT @treycausey: If you're a science reporter &amp; your beat is counterintuitive findings, consider you may be hurting popular science educatio…
This poll was a pocket tweet, why is anyone voting on it and why is one side winning https://t.co/mkmhgQhJZj
@drob yhugiVW
@JasonPunyon your vigilance is appreciated nonetheless
@JasonPunyon cannot reproduce. what do you see at https://t.co/Db1d8McFfx ?
@drob (hat tip to @hadleywickham for pointing out the relationship between batting average and AB- thanks!)
New post: Understanding beta binomial regression (using baseball statistics) https://t.co/vuNxbJgLFO #rstats https://t.co/RHo8uJbhkV
RT @GillianA: Jane Bond potential a la 1995! #tbt #janebond https://t.co/oWtPnPprJk
RT @gshotwell: A little late to the base-graphics, ggplot2 #rstats discussion. But I think we should start using the term "Rtisinal" for ba…
@JennyBryan it lets me focus on math and methods rather than sports trivia
@JennyBryan I like baseball! Grew up Yankee fan. I'm not a big sports person/sabermetrics nerd but I think that makes posts more accessible
@onlybluefeet me too!
@kingsushigino tidy.limma is exactly the topic of the next Brauer post!
@kingsushigino the next one (on biobroom) is also mostly written!
@drob (after a few month gap, the "Empirical Bayesball" series continues!)
New post: Understanding Bayesian A/B testing (using baseball statistics) https://t.co/i9CdZTfbFO #rstats https://t.co/MWRFtKJvQV
@lizardbill please post that in the form of an answer at https://t.co/Ci7prbJMWD
Idea for a Stack Overflow killer https://t.co/Mur5fwTnoV
RT @AngeBassa: So, re: that scary #rstats learning curve...

Sure, @juliasilge is super amazing—but I know you can do it too! https://t.co/…
RT @AniqahC: This just made my whole day better https://t.co/TP0VAFRX1k
RT @iamdevloper: manager: we need to design an admin system for a veterinary centre

dev: ok, this is it, remember your training

class Dog…
RT @juliasilge: NEW POST: A beginner's guide to Travis-CI for #rstats https://t.co/aLpSYp47ZE https://t.co/lI5l1eY9uA
RT @DCohenShohet: how NOT to recruit women in tech @GirlsWhoCode @GirlsinTech @girldevelopit @triketora #ILookLikeAnEngineer https://t.co/b…
@JennyBryan I disagree with @rgfitzjohn. If it's easier to write it's easier to write. I don't close one eye while I write packages either
@juliasilge I even like some of the less popular parts of original, but the goofy narration+science babble in these new eps broke my spirit
@juliasilge I liked the trash monster episode. some OK bits in the others.
@juliasilge I think Chris Carter's premiere and finale were really pretty dreadful. Useful for being a payoff but stilted writing
@juliasilge 👽👻💀👍
@juliasilge Have you seen Darin Morgan's ep from the new season (ep 10.3)? Basically the only one worth watching!
@RallidaeRule oh sorry missed that Jenny had given solution! Distinct a bit faster than group_by/slice and doesn't leave groups
@RallidaeRule dplyr: arrange(desc(date)) %&gt;% distinct(name)
RT @internetofshit: microsoft 😫 https://t.co/gIu2XyuqNm
@GaborCsardi Travis does check for WARNINGS/ERRORS! :-)
@bhive01 pff broom's test coverage is probably around 5% right now I'm scared to find out

this is gutenbergr
It's all about the green

#rstats https://t.co/gf7F4isDLf
RT @NateSilver538: An irony is that our early Trump forecasts weren't based on a statistical model. Just a guesstimate that I got stubborn…
RT @KanAugust: Grammar based cmd dplyr and Context aware suggestion makes your EDA iterative, interactive, &amp; fast! https://t.co/9CRPHjIt4p…
RT @SeanHacks: Visualizing the global MMA fight network: constraints on matchups #rstats #networks #MMA https://t.co/qpMUjTTjMw https://t.c…
@enjolrasolo @Lin_Manuel 114 strokes and you've consumed my waking days
@onlybluefeet &lt;3
RT @hadleywickham: In #rstats, it's surprisingly important to realise that names have objects; objects don't have names https://t.co/bEMO1Y…
Making the transition from academia to industry https://t.co/0RNw7zHLEV
gutenbergr 0.1.1 is now on @rOpenSci and CRAN. Thanks to @ma_salmon for a great review process! #rstats https://t.co/loswlsu8PY
RT @HamiltunesLA: The revolution happened in New York! Amazing group at #hamiltunesny tonight! Thanks for letting… https://t.co/84LaiL0TVe
RT @cdixon: "Pessimism is now the mainstream, with optimists viewed as Pollyannas." https://t.co/DlfGcvYDx3 https://t.co/kMgrT3xG8k
RT @danshapiro: Why do birds 
suddenly appear 
everytime you are near 
confirmation bias
RT @cait7911: I don't know who the @HamiltunesNY peeps are, but based on emails like these, I already know I love them. #clickboom https://…
RT @ch000ch: me: if ur soulmate dies before u meet them do u get like a backup soulmate

professor: i meant questions about the midterm
If you're into #rstats, dplyr, or sports analytics, follow @SeanHacks. His blogging on MMA analysis is terrific https://t.co/GwSpl3sq3o
RT @SeanHacks: Where do over 140,000 MMA fighters come from (and other demographics)? #rstats #MMA https://t.co/YIUxg05my6 https://t.co/T9p…
@Ftuuky yes
rpanama: The Offshore Leaks dataset from the Panama Papers, for analysis in #rstats https://t.co/vqmBrD8nEK https://t.co/KbsJP7buPd
RT @rOpenSci: Our newest comm. contribution: https://t.co/5T0B31xjwj - Search/download public domain texts from Project Gutenberg / from @d…
@cnrsocial18 19
RT @kashanacauley: Can't believe there are so many songs about love and only one where someone welcomes someone else to a jungle.
@emilynussbaum @sepinwall so producers of Leverage = war criminals
RT @lenkiefer: State unemployment rates and house prices #rstats #dataviz https://t.co/GRvWoLWM1c
@hadleywickham it's working well so far since those second args can be passed to cor. I'll put on GitHub tomorrow
@hadleywickham magrittr would translate df %&gt;% tidier(cor) to tidier(df, cor) (couldn't know it's an adverb in advance)
@hadleywickham ok I think I'm calling the adverb in question "widely"
@hadleywickham if tidier were an adverb it would be df %&gt;% tidier(cor)(), right? I'm inclined to agree though yes
@hadleywickham oh that's pretty slick... there's some per-func customizing it may need, though. See cor example. Thinking it over
@hadleywickham see also our pair_count function in tidytext, which wraps a cast-&gt;self-product-&gt;melt operation

https://t.co/99hFO9qTpP
@hadleywickham see here: https://t.co/BIJonaTPOY https://t.co/vBmpnUyVS4
@eagereyes in fairness you did say "never the right choice", not "it depends" :D
@bearloga hahaha!

I was tempted by retidyr but didn't want to imply association with tidyr package. reloadr isn't so bad...
@drob it's really a pattern of untidy-something-retidy
@drob I'd like to write an #rstats pkg wrapping this for cor, dist, co-occurence, svd, etc but can't figure out what to call it
Common #rstats tidy pattern I'm using:

df %&gt;%
  acast() %&gt;%
  something() %&gt;%
  melt()

e.g. with cor / dist. Anyone have a name for this?
This line actually would have worked fine in data science https://t.co/esxYoQt4GN
RT @rafalab: .@drob For example, these data used to test a gene expression measurement technology using replicated experiments https://t.co…
@eagereyes that's like saying showing a picture from a microscope is misleading because you have to say "BTW those things are REALLY small"
@juliasilge #xkcdforeverything

https://t.co/OAePpGFVnr https://t.co/Bfd8Kw5Scb
@juliasilge I get anxious when simulations/algorithms take more than few seconds because I know it's challenging to reproduce or adjust
@juliasilge is this sarcasm? I've always felt entirely the opposite :)
@drob Though of course there's always this option:

https://t.co/qhd8B43w93 https://t.co/Fm2whLFmlk
I disagree. "BTW this is a log scale"

is better than

"BTW everything interesting is crammed into 1% of graph"

https://t.co/q6FB5uquqW
@Chrisbarnes60 @TG2389 my "against", like the comic, is tongue-in-cheek :)
@Nick_Craver how about YAML?
@johnstorey not good, John
@RallidaeRule @IdahoLark my cat is an indoor cat but he's a dreamer https://t.co/LWPSyVuSeK
Did you know that the English word for crisis is the same as their word for crisis?

OK this tweet was better in the original Chinese
@notSoJunkDNA e.g. we expect 10% of nulls have p &gt; .9. If 5.6% of all p-values are &gt; .9, this suggests only 56% are null, thus 44% diff exp
@notSoJunkDNA thus misleading of them to say 44% show evidence. Instead, evidence that those 44% exist... but don't know which they are!
@notSoJunkDNA Looking at Methods, the 44% came from pi0 estimation, e.g. section 5.3.3 here https://t.co/T92waWBbIW
@dodger487 bad enough to make someone switch to R 😛
RT @3rdreviewer: #PassesNoteToFlightAttendant: "the man beside me appears to be filling his references with citations to himself."
@rossipedia @JasonPunyon @clipperhouse @notjessewalker shit, name a *different* ah-ha song
@haneycodes @rossipedia @clipperhouse and if we erased 1985 what would we sing for karaoke

I guess I know what I'd sing
@haneycodes @rossipedia @clipperhouse @notjessewalker oh good I thought I was the only one. That list makes up half my running playlist
@Lin_Manuel @DaveedDiggs @FallonTonight I'll see you on the other side of the war
If your pun wasn't intended is there really any need to point it out
@cbahlai @RallidaeRule Penny should use Bayesian statistics. Then she can place a high prior on the elephant and no one could argue

🐘📈
RT @cbahlai: True data science mom stories. https://t.co/ScbCBQo0Yf
I'm giving up maintenance of the ParsePy #parse library. Trying to decide how to transfer it: https://t.co/ukGEXFtJlM #opensource
@sepinwall What's the context of the Marshall Eriksen reference? Your review doesn't expand on that :)
RT @Goldfarb: they’re learning that passive voice is OK https://t.co/MA1bj1c0AD
@TheFienPrint it really is sad how poorly written/cast Savage is. He wasn't even able to maintain interest on his Arrow/Flash two parter
@NZCitizen "your" book in fact :)
RT @MrEmilyHeller: just realized how glad i am that hamilton came out after glee went off the air
RT @rdpeng: I learned yesterday that if you're using a permutation test, then you're probably overlooking some 17th century theorem.
RT @omictools: Bioinformatics tools are 31-fold over-represented among the highest impact scientific papers of the past 2 decades https://t…
RT @yaypie: There’s nothing more discouraging to a new programmer than being told the language they like isn’t for “real” programmers. Don’…
@bearloga Thanks!! Looks like I liked Advanced R a lot, I'll have to give it a read
@joranelias sure but the other half about snake_case vs camelCase made it all worth it I think
BTW if anyone at a university can download this, please send me the PDF so I can find out what I wrote #openscience https://t.co/4FPiw8huXb
My book review of Advanced R by @hadleywickham has been published in JASA: https://t.co/OcL2qiAIQt #rstats https://t.co/xKkUaimga7
RT @KanAugust: Introducing Exploratory Desktop — UI for R https://t.co/BlovtCW5eW #rstats #hadleyverse Super excited to make this announcem…
RT @Lin_Manuel: Way back when,
I got a 5 on the Spanish AP,
a 4 on the Psych AP,
&amp; the 1st negative score in the history of AP Stat. https:…
RT @hondanhon: Those who are too young to remember Clippy are doomed to reinvent it
@onlybluefeet actually tomorrow morning on the user loss project would be a good time
@onlybluefeet I doubt that's true but let's remote pair program sometime! :)
Is there any chance the checkmark next to @realDonaldTrump is a glitch and this has been a parody account all along https://t.co/bChiG0FOds
RT @SeanHacks: Summarizing how over 240,000 MMA fights were finished #MMA #rstats https://t.co/4OKwYfGYyL https://t.co/brcXiwJjn1
@hellohynes @JasonPunyon @rossipedia @clipperhouse Gonna have to AB test all these
From now on I'm answering only to "R Train"

#rstats @clipperhouse https://t.co/bc4GXG068y
@drob this makes coverage look much smaller than it is. It's like it stopped once it make an HTTP request
#rstats + codecov q: anyone know why coverage would stop abruptly mid-function?

https://t.co/QbV1YVQWYb https://t.co/6Rt8t6Ubdc
Press Office: Any new discoveries?

Prof: Please stop bothering have to write a review

PO: Well, I got what I need

https://t.co/VBRIC10FoR
RT @bradleyvoytek: Holy crap this is hilarious. Slow day for the press officer?

https://t.co/P3C5kQKeCU https://t.co/dgbtWShQ0S
@juliasilge @seankross I think that defn is *subtly* wrong, in contrast to "p-value is probability of null" which is *blatantly* wrong
To convert from roman numerals to integer in #rstats:

match(r, as.character(as.roman(1:1000)))

e.g. try r &lt;- c("II", "XIV")
@thelonglab silly me, just realized match() is a much easier way :)
@thelonglab mapvalues or inner_join! e.g.

plyr::mapvalues(x, as.character(as.roman(1:100)), 1:100, warn_missing = FALSE)
@jamesaeddy e.g.

acast() %&gt;% cor() %&gt;% melt

way easier than

spread() %&gt;% select() %&gt;% as.matrix() %&gt;% cor() %&gt;% data.frame() %&gt;% gather()
#rstats tip: If you need to convert to/from roman numerals,

as.character(as.roman(1:100))

will get you

"I" "II" "III" "IV" "V" ...
@jamesaeddy for data frame-&gt;data frame, absolutely! I still use melt/acast when input/output needs to be matrix
Against data-driven decision making https://t.co/iImaOqwvHm
RT @michaelwaskom: Just finished reading Pride and Prejudice, and I have to say that I'm rather disappointed in the conduct of @hadleywickh…
RT @pmelsted: Whoever decided to name the yeast chromosomes I-XVI rather than 1-16 was not a fan of shell scripts
@jamesaeddy awesome, glad I could help! Definitely check out my two blog posts on tidy gene expression, 2nd here: https://t.co/icP65fBSZ3
@jamesaeddy An observation is 1 combination of gene+replicate. Thus 25,000x10 exp becomes 250,000-row tidy dataset, with "expression" col
@jamesaeddy consider case when you have measurement of 25K genes and 20 conditions. one-col-per-gene would put 25,000 observations per row
@jamesaeddy see here for an example: https://t.co/ARYwuKUbur
@jamesaeddy Giving one column per gene (let's say in expression dataset) is giving one row to "all observations in one condition" = untidy
@jamesaeddy gene name is a variable. A gene's expression in cond, or allele in individual, is observation. That's what gets one row
@jamesaeddy @Bioconductor A gene is not a variable
@jamesaeddy @Bioconductor absolutely not- 1 col per gene is very far from tidy. As for restructuring, see biobroom https://t.co/9hbn7tKHB0
@dodger487 did you correct for time zone? That always happens to me...
@ma_salmon A consistent way :) Not all that is tidy is consistent nor all that is consistent tidy
@ma_salmon Because in the tidytext docs I switch between one-row-per-token and one-token-per-row and I need to pick one and stick with it :/
@RallidaeRule I noticed I sometimes switch between one and the other within the same vignette :/
@drob e.g.:

one-gene-per-row

or

one-row-per-gene
Tidy Data #rstats poll- when describing a data frame where observations are called X, would you say
@quominus I mean, dplyr is a language in a language :P
@quominus what caused the excursion into Python?
@quominus have you tried out dplython? Developed by a friend https://t.co/ktqmkBZq2G
RT @SNewman2291: In honor of Holocaust Remembrance Day, I wrote a personal essay in @jdforward about a long-kept family secret: https://t.c…
gutenbergr package now on CRAN: download over 50,000 works from history + literature https://t.co/JtkQ0MMdwP #rstats https://t.co/1BQFnSCkOQ
Stop confounding yourself!

Stop confounding yourself!

https://t.co/FvALfF4PEF
RT @danrobinson: Gavin Andresen: "I was not hacked." Believes Craig Wright is Satoshi Nakamoto. #bitcoin #consensus2016 https://t.co/ou0mWE…
@Alexa 🐴🐴
@clipperhouse @Nick_Craver unsolicited but check out The Americans, you won't be sorry
RT @joeahand: This is a joke right? https://t.co/x3bcarHxHl https://t.co/syZcliC7lG
@aravartanian @headinthebox not all contributions to research are discovering new things- not even necessarily the most valuable
@aravartanian @headinthebox I disagree. Gap between MS and PhD is between learning and contributing, and explaining is form of contribution
RT @headinthebox: Academics could have so much more impact if they would allow themselves to properly explain existing ideas rather than ju…
RT @calli993: Some stats about #rstats on a daily basis: https://t.co/SdzCL7hZ5B https://t.co/oeSaobhcRE
RT @rafaldotnet: #R tip from @hadleywickham: drive dot sizes with R-squared to highlight  less relevant data in context of a model. https:/…
@carlmcqueen we were out on Github for a month, you had a chance! :)
@dodger487 @hspter @ma_salmon you're good Chris
@simecek42 Nice!!
Use tidytext and gutenbergr to find most common n-grams in your favorite literature #rstats https://t.co/oiZn7W7KAS https://t.co/rxOazlc6SS
RT @juliasilge: NEW POST: The Life-Changing Magic of Tidying Text https://t.co/CUQJZNHsAl #rstats https://t.co/paD965OMoG
How I feel when I look at the list of open broom GitHub issues/pull requests now #rstats https://t.co/e3yr1nH8qp
How I felt when I got the first GitHub pull request for the broom package #rstats https://t.co/rAjk2CYaYM
@hspter @labroides @ma_salmon you can't just tweet that without a trigger warning first
@labroides @hspter @ma_salmon OK you've all convinced me I'm shredding my passport
@kwbroman @RallidaeRule @kara_woo @hspter It's the "I love you *man*" of handshake/hugs
@kwbroman @RallidaeRule @kara_woo @hspter I don't mind it with men as much since a mutual back-pat fixes everything
@EamonCaddigan If I knew how to say words in order on the first try I wouldn't be complaining would I
@kwbroman @hspter I've never left a voicemail that didn't include at least three repetitions of "Oh this is David Robinson by the way"
@RallidaeRule @kara_woo @hspter yes!
@juliasilge :D
@hspter @ma_salmon I think all my social protocol knowledge is reserved for Twitter interactions
@hspter @ma_salmon Cheek kisses are so much worse!
@hspter I'd then want "Leaving an Intelligible Voicemail 101" and "What To Do With Your Hands For Beginners"
Introducing the gutenbergr #rstats package: download any of 50,000 public domain works https://t.co/JtkQ0MMdwP https://t.co/9JwSFZpb1h
[Offers handshake]

Them: I'm a hugger!

Me: Interesting I'm a shaker oh I see we're doing your thing
RT @jeremybowers: 18 months at @nprviz; we put all but 3 projects open on Github from the start; were not scooped one single time. https://…
Related: don't confuse "This is the order I learned these topics in" with "This is a natural progression"

#rstats

https://t.co/35AYEd8NCn
RT @Lin_Manuel: A Becky With Good Hair: Hi, I'm Becky, this is my first meeting? I heard my name in a song and I just...
Jolene, Maria Reyn…
RT @JohnDCook: Pro tip: Try something by hand once before you automate it. You might be surprised what you learn.
@_inundata @quominus @rOpenSci was just thinking same thing!
RT @juliasilge: Our tidytext package, for text mining with tidy tools, is now on CRAN! 📄🎉📄🎉📄 @drob https://t.co/eXfXLbgDFo #rstats https://…
@quominus working on a gutenbergr package (quietly so far) I think you'd be into. Would love any thoughts! https://t.co/JtkQ0N3OVp
@ghuiber Facebook isn't doing well enough to treat developers well?
@ghuiber @jochenWolters https://t.co/8xrHdzztq3
RT @eschmaltzzz: YouTube disables audio on John Cage's "4'33" (via @JennySampirisi) https://t.co/IQh52wt02O
@lincolnmullen can you lean into it and title the book "A How-To Guide to History"?
RT @adamschilton: A Princeton professor has posted a CV of his failures (https://t.co/NIvZRlboH9). The best part is the meta-failure. https…
RT @DorsaAmir: The (real) scientific method. https://t.co/05nD1ObNlD
What I tell people who get p &lt; .05: p-values are only part of a thorough analysis

How I act when I get p &lt; .05: https://t.co/TTgPAhcFsi
Me: Oh I studied bio too!

Grad Student: Cool! I study mRNA quantification

Me: So mRNA is like a KPI?

GS: You've been out too long
@JasonPunyon feel better!
RT @kibblesmith: Amazon is a $250 billion dollar company that reacts to you buying a vacuum by going THIS GUY LOVES BUYING VACUUMS HERE ARE…
@JasonPunyon @robinson_es that's not from her, that's forwarded from an email *to* her
Proud of my sister @robinson_es for joining the family business of ggplot2 evangelism

#rstats https://t.co/tSbpYCQMrz
@drob ^ @yesthattom it's not all upside
I take it back, I'm really glad they taught me cursive instead of programming https://t.co/fje2DLEXOc
Brain: Good, we remember the plot of every X-Files episode. You sure you don't need-

Someone: Hi, my name is &lt;DISK SPACE FULL&gt;

Brain: Shit
@rossipedia I want a Green Lantern remake where all the people who find the dying alien are unworthy millenials
Because it makes it Googleable. Hard to find info on an R package called "geolocate", easy for "rgeolocate"  https://t.co/l4pkmFVoU3
RT @jochenWolters: Myth: Open offices result in massive collaboration.

Reality: 2 people loudly collaborate; 30 must wear headphones to ge…
I don’t think I’d be a good Green Lantern because the ring works on willpower and I read my phone while I'm brushing my teeth
"Mrs. Vanderhoff? I was in your 2nd grade class in 1996"

"Oh! You've gotten so-"

"I told you I'd never need cursive"
RT @kevinmontrose: I was offline for awhile and got fixated on optimizing a small function, read all about it!
https://t.co/RiEjhZHKE2
RT @mcclure111: Please note: Per ISO ISO 8601 if it is not formatted like 1994-11-05T08:15:30-05:00 it is not a date, it is just "hanging o…
@treycausey me too, constantly. Ad targeting towards data analytics people? If so, poor choice
RT @OSheaKJ: Great talk on 'Managing Many Models' in R by @hadleywickham @UofGlasgow https://t.co/KjcEOwnF7F
@bhive01 @TiffanyTimbers @historysquared @hadleywickham for do+broom, look at https://t.co/zeOv3pCIA5 and also ?broom::rowwise_df_tidiers
@_inundata @AmeliaMN but how fast can she GIF https://t.co/mZI4XFda9q
RT @mlee525: When you're sad, just Google Image search "birds getting weighed". http://t.co/DUiH6kAlyK
RT @albertocairo: The history of humankind has been shaped by four key inventions: the wheel, agriculture, writing, and R's pipe %&gt;% operat…
RT @AcademicsSay: How to find manuscript typos:
1. Click submit
You don't need a shredder to destroy sensitive materials. Just print it on the back of an airplane boarding pass and give it to me
RT @mdekstrand: I've been trying PyData the last 1-2 years, but will keep using #rstats for a while. https://t.co/MvsN1vwgXC
@aalear @Cake_Tease @lauradobrzynski https://t.co/53ORIjeRZu
RT @GreeneScientist: EGOT = Emmy, Grammy, Oscar, Tony. Who will be the first PIN winner (Parasite, Ignobel, Nobel)? #IAmAResearchParasite
h…
@GreeneScientist @michaelhoffman @abarysh an ARSAD?

You couldn't have gotten it to spell PARASITE?
RT @aalear: Stack Overflow's April 1 game, Unikong, is now open source - https://t.co/5IXNy8bPy7, playable at https://t.co/rUvqDrQEMs.
@juliasilge so Marie Kondo is right! :)
@juliasilge actually the answer is often tidying! When possible
@juliasilge My issue is it encourages proliferation of other complicated formats  https://t.co/dEINr04eXI
@juliasilge in fairness Python had a pretty solid GenBank parser (not perfect since a format that complex invites corner cases)
RT @KasperDHansen: .@jtleek @JennyBryan @rafalab You were like "paste0 is too easy and flashy. You need to think more with paste, so its be…
@juliasilge it's mixing ASCII and binary, wow
@juliasilge Like this file? https://t.co/OBN1dJ6VIM That looks *terrible*
Dev: Aren't CSV files annoying

Me: Err...

https://t.co/q0HMjJXUNp https://t.co/m2Pm1CMuB9
RT @jhubiostat: Congrats to @rdpeng for his promo to full prof with tenure. Roger has had an amazing impact on data science, env epi and on…
The best part of a bioinformatics background is when people say "Sorry, this file format is really convoluted" I'm like "Nah you're good"
@quominus yessss. Note in some cases I accidentally left things playing over a weekend. Which is to say, the right way to start a Monday
@quominus luckily the same isn't true for #hamilton https://t.co/nqpJKDxftH
RT @quominus: #rstats followers, a new rgeolocate release is up on CRAN. Full NA support, updated database, and speed increases! https://t.…
RT @hintjens: My last article, A Protocol for Dying:
https://t.co/mAeaON0IcE
@aalear @jc4p I'm OK as long as I can find one unlucky person or group to yell my #rstats opinions at
@seankross @simplystats @kwbroman just gonna leave this here https://t.co/35AYEd8NCn
@PaleoGould @jkgoya oh so it's more stats than R. I don't have anything useful :(
@jkgoya @PaleoGould I mean I once made a video course for it https://t.co/7WxIdMRPOi but it's just an intro I would not endorse as "solid"
@jkgoya @PaleoGould generally DataCamp if you're willing to pay https://t.co/EE2C5rd41h otherwise I'm not much better than Google :(
@jkgoya shareee I'm already angry
@kwbroman @simplystats a bit over-simplified- Terms of Use aren't really a "feature", they're intentionally a barrier
Dev: Why is your data wrong

Me: Mapmakers call them "trap streets"- intentional mistakes to detect plagiarism

Dev: Oh.

Me: JK I fucked up
@RallidaeRule so awesome. have you seen the full version? https://t.co/Go1Dshf5sN
@lincolnmullen I often fall for equally bad "I use this a lot -&gt; it's simple" when teaching the %&gt;% operator :/
When teaching, be careful not to mix up "I learned this a long time ago" with "This is simple"

#rstats
@chenghlee @RallidaeRule

Bio: the study is done, we "just" need it analyzed

Stats: 😕
RT @DLind: Oh my word. The internet wrote an ENTIRE PARODY of Hamilton for Jeb!. https://t.co/QpdZQg4QFo cc @petridishes also how was I not…
RT @blackvoices: Anti-slavery Hamilton may stay on $10 bill but genocidal slaver Jackson gets pushed off $20 https://t.co/od5xx82wHV https:…
I'm so bad at geospatial math that when I calculate great circles I only get mediocre circles

https://t.co/cYCgdmd2T0
@rossipedia have you read "The Biology of Sloppy Code"? One of my favorites https://t.co/Bq7PZBmaDc https://t.co/kHlS3oscxI
@gdequeiroz you're very welcome!
RT @juliasilge: NEW POST: How I Learned to Stop Worrying and Love R CMD Check #rstats https://t.co/Gt9dpeoYiK https://t.co/oLpYVuuQiE
RT @WillBrinson: Actual story about Madison Bumgarner told by national treasure Vin Scully last night on the Dodgers broadcast. https://t.c…
RT @scott_bot: A really awesome network analysis guide (tools, textbooks, theories, courses, journals, blog series, etc.): https://t.co/baI…
@daattali @JennyBryan @noamross @hspter

Me: I had the weirdest, longest dream I cared about RNA

Wife: That wasn't a dream it was a PhD
@JennyBryan @daattali @noamross @hspter too
@daattali @JennyBryan @noamross why would Jenny or I be talking about biology? Oh, right, that.
RT @hooptysteve: what idiot called them imputed genotypes and not single nucleotide prollymorphisms
RT @danrobinson: That isn't Drake https://t.co/rJmJ4O9Ijq
@RallidaeRule I used to have an opinion on that but all my opinions are now ggplot2 related
@noamross ahhhh
@noamross using lubridate?
Me: 6 important tasks to do this weekend

Twitter: I wonder if X could be analyzed in #rstats

Me: 1 very important task to do this weekend
RT @sageboggs: I'm glad I learned about parallelograms instead of how to do taxes. It's really come in handy this parallelogram season
RT @juliasilge: My package for the text of Jane Austen's novels, janeaustenr, is now released on CRAN! https://t.co/GVrclq3DFY https://t.co…
.@rossipedia @strout https://t.co/7ZY9mxRfyO
@strout you have a bright future
@treycausey sentiment analysis could probably answer that
@alexwhan @juliasilge Nice! Check out an alternative approach using regex_inner_join from fuzzyjoin here: https://t.co/rQrCrpstZV
RT @alexwhan: New blog post https://t.co/XPkTNUEoxv - where characters appear in Pride and Prejudice, thanks @juliasilge. https://t.co/cqho…
@strout this is the chicken cross the road of data science jokes :P
@JasonPunyon DONT DO IT
@JasonPunyon anyway this is fixed in group B https://t.co/BKA0zKy8dt
@JasonPunyon er. Technically a ruler is a scale
This isn't a lame joke, you're just the control in a joke A/B test.

The people in group B are cracking up

https://t.co/PoLn9dy4Gx
What do data scientists and lumber salesmen have in common?

They both use log scales!
RT @ftrain: Whenever I hear "bucket list" I think it's a data structure.
@JennyBryan @hrbrmstr @kevin_ushey wow!
@JennyBryan @hrbrmstr @kevin_ushey just added purrr dependency to broom dev version, expect to keep using it like crazy :)
Never pick a fight with people who download GIFs by the gigabyte
RT @SwiftOnSecurity: There's nothing more horrifying to a programmer than watching an office worker do their job.
@emhrt_ @quominus @noamross I read Great Expectations. I was a statistics major not a monk
@emhrt_ @quominus @noamross I actually really do think humanities education optimizes excellently for interestingness. Meant without shade
@quominus @noamross I think the evidence that humanities education makes people more moral/sensitive/etc is at the very least inconclusive
@noamross @quominus I disagree. It's a sign of a place the system failed very badly and left students unprepared.
@quominus @noamross I really think science + the world would need to be in a much better state for the best marginal subject to be Latin
@quominus @noamross And exercise is good for health, but when a patient is in sepsis it's not priority. Science is in that state!
@RallidaeRule exaggerated for comic effect. But that's the problem- HS optimizes for corner cases: "Look, Latin is a bit helpful here"
@RallidaeRule It was a joke :D
@RallidaeRule do schools have Latin workshops filled with bio grad students desperately trying to learn enough to finish their thesis?
@RallidaeRule Even for biologists, usefulness difference between it and programming is orders of magnitude, and harder to pick up along way
HS: You can't replace Latin with CS. What if you were trapped in 100 BC Rome

Me: What if I use a computer

HS: Again with the hypotheticals
@bearloga that's my problem. "In specific situations this gives a new mathematical perspective. Fun right? So do this instead of learning R"
HS: You need Euclidean geometry! What if you need to prove two lines are parallel?

Me: What if I need to analyze data?

HS: Sounds unlikely
RT @PrincetonSML: CSML's strategic plan has been released -- https://t.co/3orwTz5HX5
@stefanbache @hspter ohhhh yeah that's still an exclusive I think :)
@hspter @stefanbache RStudio had a whole bunch at NYR!! Did you not find them?
RT @mpetitchou: things everyone wishes they had done in life:
1. told their secret crush that they loved them
2. TAKEN MORE STATISTICS COUR…
RT @novakkm: I just published “The Purpose of Platforms in Data Science” - my first ever @Medium post! https://t.co/UovZw9GMuQ
RT @treycausey: "Foo is bloated! I built bar, a lightweight foo!"
"🎉 Can you add features [x, y, z]?"
"👍"
"Bar is bloated! I built baz, a l…
@juliasilge @quominus of course it's good you cite it in DESCRIPTION/Rds :-)
@juliasilge @quominus since you've stripped all the Gutenberg header, it's unprotected by copyright law. Don't need to mention at all
RT @HamiltunesNY: The revolution's happening in New York! Come to our first #Hamilton singalong on May 14:

https://t.co/WSOHfH0a8j #Hamilt…
RT @arielmai: Help @NYCMayorsOffice use data for decision making — great roles on our Data Solutions team! https://t.co/yplQ1RZ8EG #govdata…
@Nick_Craver @JasonPunyon I do it all for you
@JasonPunyon needs to rhyme. Hm. Latitude/like rungs on a lattertude/it ain't no platitude/don't give me no attitude #FreestyleDataScience
RT @davidrubinger: I'm a convert to ggplot2 from base #rstats plotting thanks to https://t.co/FWZDB3eSHR via @drob https://t.co/WAGdsrxlsz
Me: Twitter is a great educational tool!

Wife: How

Me: Today I wrote a song about mixing up longitude and latitude

Wife: How old are you
RT @ReptileEcology: Handy tips for Microscope use via https://t.co/8LEStB5EZB https://t.co/8TCqTdDkbC
@craigcitro @_inundata @hadleywickham @sckottie Didn't we meet at least briefly at ROpenSci 2015?
How can you tell a bee is alive if it's not moving

Am I taking the bee's pulse

What am I signing up for here

https://t.co/BUbmp8kS2Q
@JasonPunyon the whole article is like this. What. https://t.co/hrU4QQWEES
Did... did a neural network write this

https://t.co/aD5dUPH4iC #rstats https://t.co/ERb2pF1waD
RT @drewconway: Professional high-water mark in getting ripped off: unlocked! 🔑 https://t.co/qIoy7ifjLW
@rdpeng but never yourself of course, which is why they pay you the big bucks
🎼  If you mix up LON &amp; LAT
🎶  Remember LATitude lines lay FLAT 
🎹  LONGitude lines are equally LONG
🎤 That's the trick of the lon/lat song!
Me: Now we just put longitude and latitude on their respective axes, which are...

Me: [inaudible]

Them: Are you singing a mnemonic song
@treycausey @JennyBryan it's like when you turn invisible so you go on a naked bank robbing spree but then you're only invisible to yourself
@treycausey @JennyBryan ah but her email looks right to everyone else (including me). It's just to her that it looks wrong
RT @edinb_r: Registration now open for talk by @hadleywickham on Managing Many Models with R on 30th April. https://t.co/oupfWgAfAB
RT @gshotwell: My new rule is that if I'm reusing code on more than two #rstats projects, it's time to write a package.
@RallidaeRule 4 plus Intro and Conclusion; 6 is a lot! (You can see mine here if curious https://t.co/Uilrz2p9CO)
@quominus Ouch, and in combination with my R client sendabrokentoiletr, that's one mystery from the article solved...
@JasonPunyon @haneycodes wow today I learned. Thanks https://t.co/HtoIDaLkjV
Me [smugly]: So you see, when you use the right correction, the p-value is .023, not .02

Dev: Are you the guy who broke the build yesterday
@bhive01 @hspter Also @seankross so I guess something in the Baltimore water?
@JasonPunyon pff defense in biology you get to pick your own figures in a powerpoint; it's #StoriesFromAPhdQualifyingExam
"Ah, a Q-Q plot. I'll go ahead and interpret it correctly on my first try," I said, my brow sweating profusely https://t.co/WZfjsXoeBw
@clipperhouse you are more optimistic than me!
@jkgoya they grow up so fast...
On the one hand, I do want kids. But on the other, one day I'd have to explain to them what a content aggregator is
When I'm looking for an introductory resource on an #rstats subject and discover a guide written by @JennyBryan https://t.co/1gz00Btl5f
RT @_lionelhenry: Add unit tests for #rstats plots with the new testthat extension vdiffr! https://t.co/oBNSiKxg8f https://t.co/BnYSflzDVO
@KanAugust really weird... Please open an issue on Github with results of sessionInfo()?
RT @egg_dog: [death row]
Guard: Any last words?
Me: [smugly] photosynthesis.
Guard: …
Me: it sounded longer in my head.
RT @PlantEvolution: The @TheEconomist says it succinctly https://t.co/2BEzwpRfJk https://t.co/fOYEJLWYcf
RT @openscience: Brilliant epilogue on #reproducibility and #OpenScience https://t.co/Q3S65DHvU0 by @nhcooper123, HT @Protohedgehog https:/…
RT @SmithCollegeSDS: This is an AWESOME list of women in data science.  https://t.co/lDeL7N8SSL
@juliasilge @JennyBryan @seankross @sckottie 👍👍
@juliasilge @sckottie oh! It tried to visit and test URL, but Gutenberg blocks automated traffic. Add a note to cran-comments.md about that
@juliasilge I think janeaustenr should have one combined books df (like in tidytext) along w individual. Or to save space, func to create it
@wesmckinn hmm- not counting ggplot2 refs (which started in first talk), it may have been my citation to Tidy Data in broom talk? 3 PM
@Nick_Craver looks effective, Bosun should add that feature for alerts
RT @jaredlander: New #datascience Venn diagram by @drewconway #nycdatamafia #rstatsnyc https://t.co/E1vYgmFlDe
Data dives for good mean well, but really they're just "nerd-sniping fish in a barrel" - @drewconway at #rstatsnyc https://t.co/GhOPQio5X7
RT @hspter: Oooh nice, different options for K in K-means clustering using broom to visualize fit https://t.co/16BCDcRjHf
@danrobinson can you give from-a-lawyer-but-not-legal-advice on above GPL question? @quominus @bearloga @kevin_ushey @hadleywickham
"I installed RStudio this morning..." @wesmckinn at #rstatsnyc, showing off feather https://t.co/Uxpa0zc25G #rstats https://t.co/DxoclbnpmN
RT @nyrconf: Packed afternoon with @adihaviv of @eBay, @chendaniely, @wesmckinn, @hspter of @Etsy &amp; @drewconway at #rstatsnyc! https://t.co…
@_aaronmiles @hspter oh no I didn't know backdrop would be black

Oh no even if I did I don't own any other color shirt
RT @hspter: .@drob presenting broom at #rstatsnyc! https://t.co/dwmP1utrX9
5 Points You Must Include To Write A Clickbait Article About Data Scientists
@ngamita @sgrifter @StatModeling base graphics can do anything doesn't mean base graphics should
RT @sgrifter: "I made these in R. I used base graphics. I'm sorry." -- @StatModeling #rstats  #rstatsnyc https://t.co/STOaTpwwQj
"We'll demonstrate projection using this great interactive technology called reality"

-Bryan Lewis at #rstatsnyc https://t.co/pUO2iSLVFV
RT @xieyihui: Those at #rstatsnyc must have heard of bookdown now. Best time to write a book was 20 yrs ago; second best is now https://t.c…
RT @juliasilge: NEW POST: I mapped voter turnout in Utah's presidential caucuses #rstats https://t.co/q9o60OVIMm https://t.co/7rRf5kizEi
RT @kwbroman: Blog: I am a data scientist. https://t.co/U3oH2kkuKE
.@sgrifter giving an awesome #rstatsnyc talk about #rstats in production: "R is a long-term solution" https://t.co/1cb6w2k0Gg
RT @MoMath1: The 5 stages of the Monty Hall problem reactions https://t.co/kZDUPy5Q6G
RT @raj_raizada: What your scientific figure looks like, vs. what the audience sees https://t.co/4hd07qQYVG
@JennyBryan @tracykteal @simplystats what rock have they been living under
@DragosGeornoiu after lm, try out Poisson regression (more suited to counts) w/glm. Also do lots of plotting, I recommend ggplot2. Good luck
@DragosGeornoiu as overkill as you can get :D. Exception is if you had to fit, say, 100s of millions of models on distributed system
@DragosGeornoiu for linear regression, especially if you're new, it'll be much easier to start with lm :D https://t.co/qvS4Ej6k0u
@DragosGeornoiu for linear regression, why not just use lm?
RT @SwiftOnSecurity: Blank keyboard
Pros: No one can see what password you're typing
Cons: You can't see what password you're typing
@JennyBryan @tracykteal and the challenge came from @simplystats
@JennyBryan @tracykteal @simplystats my tutorial was aimed at third party
@JennyBryan @tracykteal @simplystats I didn't!
@rmflight thanks! I'm considering a pkg- something abstracting row x column logic would be nice
Challenge accepted #rstats https://t.co/v9ucC0Vj2t https://t.co/AVYb9yQ5GD
@willkurt dibs
@hadleywickham yesssssssssssss
*Sigh*

Back to work I guess https://t.co/rjHmPk3X0V
@aalear I had to urban dictionary this I am that clueless
@RallidaeRule of course not for those I'll just cram an r at the end
When it comes to naming #rstats packages I will put "gg" in front of literally anything, just try me
Me: Ugh! Now our p-value is confounded

Dev: Why?

Me: You breathed on it

Dev: ...You're mocking me right

Me: Shouldn't have made fun of R
@jtleek @blahah404 @rmflight @NSSDeviations @flowingdata You should use "R plotting is either difficult or ugly" quote in your Coursera ads
@jtleek @blahah404 @rmflight @NSSDeviations @flowingdata Yeah that doesn't sound plausible to me either https://t.co/RJbLYmrcfP
@geoffjuma @StackExchange yes- joined with NRC sentiments
RT @garretthonke: fuzzyjoin R package just saved me several hours of manual grading work... check it out https://t.co/wITglacENX thanks @dr…
If each of your "One Tip A Day" just explains another function argument, you're not giving tips. You're just reading the manual aloud
@RallidaeRule I feel like that's a common pattern; curve(sin(x), from = 0, to = 4.5, xlab = "Time (min)", ylab = "Excitement about R pkg")
@blahah404 @rmflight @NSSDeviations @flowingdata not true, I recall @jtleek pointed to base R's difficulty and ugliness as its advantage
@rmflight @blahah404 @NSSDeviations @jtleek @flowingdata https://t.co/Bo91khavnC
RT @Merman_Melville: Hey, people who can remember someone's name after meeting them, what's it like to have the powers of a god yet be trap…
@JennyBryan @tylervkent Yep here it is: https://t.co/HDiGdEcBvR
@onlybluefeet oh terrific! Let me know how I can help whenever
@simplystats @JennyBryan could you share the Google Sheet?
RT @wesmckinn: New post: "On Software Demos and Potemkin Villages" https://t.co/J1zPXMaSV8
@simplystats @JennyBryan I've been busy tidying the Panama Papers dataset (no joke) but this is tempting
SRE: Stop the site from breaking

QA: Break the site intentionally

Data Science: Break the site accidentally
@khakieconomist @willkurt @StackExchange if you pull the text into a data.frame I'll do the sentiment analysis :)
@soodoku @realDonaldTrump @StackExchange In fairness, the comment was on English and Language Usage and was clearly meant humorously :)
I used #rstats sentiment analysis to find the most negative comment on @StackExchange network. It did not disappoint https://t.co/w0KFSPAn5W
@crude2refined It doesn't get more technical than this: https://t.co/uifTE9aWy1
What does the fuzzyjoin #rstats package do? I'm glad you asked:

https://t.co/rQrCrpaT8n https://t.co/3HwS07I5nk
@PlethodoNick @thelabandfield @RallidaeRule that's one pun we can Markov the list
@PlethodoNick @thelabandfield @RallidaeRule It was burned in to our brains
@thelabandfield @RallidaeRule I got there first ;) https://t.co/zWsIHuNmBR
RT @juliasilge: NEW POST: I went to @rOpenSci Unconference and all I got were these lousy hex stickers #rstats #runconf16 https://t.co/sWCC…
@drob thanks to tidytext from @juliasilge + me, and tokenizers from @lincolnmullen. Useful! https://t.co/oiZn7WplZs https://t.co/hjpJ3XpNrI
Pride and Prejudice and Donald Trump: per-sentence sentiment analysis. Amusing! #rstats https://t.co/wfq3riySDX https://t.co/pa1rrhTWFO
@andyteucher @ma_salmon exactly right- check out the examples in geo_join, and let me know how it works for you!
RT @jalapic: Enjoying prepping for my #rstats talk later - here using @drob #gganimate + #ggnetwork to make dynamic network plots https://t…
fuzzyjoin 0.1 now on CRAN: merge data frames by string distance, geographic distance, regexes, and more https://t.co/rQrCrpaT8n #rstats
RT @BeEngelhardt: Suggestion to help gender bias in academia: Do away w/ awards w/ explicit age limit (eg, "Faculty under 35"). Path of chi…
RT @emilynussbaum: I am going to miss THE PEOPLE VERSUS OJ SIMPSON more than a lot of actual friends with whom I've lost touch.
@RallidaeRule I think that squares the circle. I think we all do lots of unpaid things with ~= that time commitment :)
@RallidaeRule that's a hard question for me. Is difference that it's not full time?
RT @iamjermainew: what kind of life are you leading https://t.co/1Tu9rcMPup
@bigkage nice- btw you can animate geom_smooth by adding a group = frame aesthetic
RT @dakami: When even Hollywood is like no way man that could never happen https://t.co/tjZAUaBMxy
@aiktocke @rafalab @hadleywickham @ErikVoeten @a_strezh yes.
@bearloga @RallidaeRule @kara_woo far from standardized but it's served well. But putting scripts in extdata much better than nothing! :)
@bearloga @RallidaeRule @kara_woo my own practice is a func setup_data that turns extdata raw into data/.rda, see https://t.co/Bw7JayGcsp
@RallidaeRule @bearloga I think CSV is great since it lets non-R ppl import. Also +1 for put everything in package; if possible scripts too
@briandconnelly eek I am not https://t.co/V3LtoOeuIM
@briandconnelly the great advantage of doing it in your own package is that you don't have to rely on broom's CRAN updates!
@briandconnelly I really should have a guide for this somewhere, but here's short version: https://t.co/1pB1bWMc1x
@briandconnelly Great question- you're welcome to do either, but if you do the 1st I suggest doing importFrom and then export of the generic
RT @lincolnmullen: New on CRAN, my tokenizers package for #rstats provides a consistent set of tokenizers for natural language. https://t.c…
RT @vsbuffalo: How does your X chromosome ancestry look back through time? https://t.co/TSJCvuf80k #outreachblogging https://t.co/aWAA9bNg0g
@daattali nice! Upvoted, sorry it doesn't look like it's getting other attention yet...
@stefanbache @hadleywickham What's the change under consideration?
RT @rafalab: Distance between countries through the years based on UN voting. Data by @ErikVoeten &amp; @a_strezh, wrangled by @drob https://t.…
Just found "Word clouds are the Greg Kinnear of data science" in my notes and I have no idea what I meant by it
Everyone on Twitter: No, it's not a kernel subspace, it's an orthogonal basis

Me: I'm already forgetting these words as you're saying them
@achompas Have to miss it, *lot* of R/datasci conferences these next few months :/
@gshotwell ok that's sort of a relief
Just realized I have zero mental image of how "dry cleaning" works
Cool, but did they have to show a hairball network as example of data science? That's one step below pie charts https://t.co/cWngQ0raj2
RT @JennyBryan: .@kenbenoit showed amazing text analysis work at #runconf16.  I also know where to send my encoding ?s now. #rstats https:/…
RT @mstephens999: My lab is looking for a computational consultant:  https://t.co/pibTxFd0b9 Please RT
@hadleywickham @craigcitro WORTH IT
RT @mammykins_: Interesting post by my blog-bro @m_a_upson focusing on the "hadleyverse" by @hadleywickham #Rstats #datascience https://t.c…
RT @seankross: You can find all of the projects we worked on at #runconf16 here: https://t.co/REPr5slbiF #rstats
RT @kenbenoit: Outstanding representation of outstandingly talented women in #datascience at the @rOpenSci  conference.
@IsabellaGhement do you mean the other way around? Trouble is I notice i keep doing it like all the time
@IsabellaGhement a tbl_df inherits data.frame so it already is one
RT @CieraReports: GitHub shared color palettes! 

Package: https://t.co/q7pUUlSXrR
Palettes: https://t.co/dvBCAovzA9

#runconf16
RT @_inundata: Tidy Text from @juliasilge &amp; @drob is incredibly cool. 

https://t.co/tQN7OCHvJx 

#rstats #runconf16
RT @jdunic: @juliasilge with a cool demo of text processing using https://t.co/XhhtVi1can text #runconf16 https://t.co/fr5LIlbYAw
@craigcitro I have a whole thing for next year
@hadleywickham I'm glad you asked https://t.co/XPZTwGf9r4
@JasonPunyon Next year maybe
New blog post- introducing the adblockr package: block ads from the monetizr package https://t.co/vkMjyUoDKM #rstats #runconf16
New blog post- introducing the monetizr package: make money on your open source R packages https://t.co/2JdexBay4N #rstats #runconf16
"Python is annoying"

Python devs: "YOU'RE annoying!"

"R is annoying"

#rstats devs: Yeah

https://t.co/zSdIxGMFji
RT @_inundata: I can’t even think of more badass data science folk than @juliasilge @drob and @GaborCsardi https://t.co/u58QqfX48i
@jzy not to my knowledge so I win
Based on this cocktail I'm sort of starting to wonder if Hadley's talent is wasted on #rstats packages https://t.co/6vG1q4Rz2C
Today I learned @hadleywickham is at good at mixing cocktails as at writing R packages and that I am Very Much Not https://t.co/waJrAJvRV3
@ricardobion ohhhhh that is yours I just got it
@ricardobion haha awesome but that is not my laptop!
@hspter of course!
Now when I forget how to do an #rstats analysis I can just check the back of my laptop #runconf16 https://t.co/DY7UgeBzYV
Error messages starting with "clang" are very onomatopoetic
RT @genetics_blog: No one, as long as some pipettes were used and some patients took some drugs  https://t.co/ETTHQe77TG
@jc4p I didn't mean the company culture would miss you I meant all devs would, each individually. But you should do what's right for you
@jc4p I'd support you in anything and not looking to guilt-trip but just letting you know we'd all miss you if you left
RT @verge: Microsoft is adding the Linux command line to Windows 10 https://t.co/zLFdxFlGtA https://t.co/JxYd4DXxxj
Me: It's like using a neural network to fit a linear trend!

Dev: ...

Me: It's like... using AWS as a calculator?

Dev: [shudder]
RT @coleseadubs: 1. A robot may not injure humans
2. A robot must obey orders given to it by humans 
3. A robot must be willing to relocate…
@deronaucoin @treycausey analogous to plaintext pass- won't always backfire, but could very badly. Let's imagine thats what I was going for
@treycausey unless they're outside (0, 1)! but thanks, I wasn't familiar with econometrics use!
@treycausey yeah. I find it's misused in practice for reason given https://t.co/QJRL5dZIK7
@treycausey ?
Me: It's like using linear regression with a binary response!

Dev: ...

Me: It's like... storing passwords in plaintext?

Dev: [shudder]
@courtnycotten thanks! But @bretcope both coded the experiment and more importantly came up with the name
@rdpeng I'm guessing a future feather version may have global string caching
RT @jeremystan: How quotes around #datascience make me feel

data scientist = 😀
"data scientist" = 😡
data "scientist" = 😞
"data" scientist…
RT @wesmckinn: Announcing Feather: A fast, language-agnostic data frame file format, by
@hadleywickham and @wesmckinn https://t.co/t7JANhwP…
@RallidaeRule I think what's missed in hubbub re: p-values &amp; NHST is that it's *first* threshold to pass. "Could this be literally nothing"
@JosiahParry nope, logarithms https://t.co/cS33V1B9kJ
Me: You can't just add two p-values together.

Dev: The hell I can't:

newPval = pval1 + pval2;

Me: But-

Dev: Is all statistics this easy
@treycausey yes but you know what eigenvectors are
Job Interviewer: Thanks for coming in. First let's discuss some of these tweets.

Me: [wakes up screaming]
Me: Twitter is a *great* professional tool!

Wife: How

Me: Well yesterday I tweeted a lot about how bad I am at math

Wife: Did you now
RT @AirbnbNerds: New post! “Using R packages and education to scale Data Science at Airbnb” by @ricardobion https://t.co/03OihDVswC
Them: I know my p-value is .06, but can I call it significant just this once?

Me: ...

Me: Are you wearing a wire
RT @JennyBryan: I recorded excruciating detail on what it's like to draw the rest of the f*cking owl. #rstats https://t.co/x3warWPy5s
@fody this is less a specific application and more general math guilt
@cashnwho @JasonPunyon literally everyone hits a point in math where we get stuck. Except John von Neumann https://t.co/AJacPNgWBV
@cashnwho @kevinmontrose @JasonPunyon @fody @twieterdepree in fairness my resume did say "Knows all the math" on it, so you have cause
@cashnwho I'll have my desk cleaned out by tomorrow
@ArturoGalletti sorry I don't speak Russian
Theoretical math: know a lot about specific field

Applied math: know a little about many fields

Data science: know when to use logarithms
@aravartanian @amurphy00 true! By now I'm very comfortable with principal components so I generally relate them to that
Teacher: You can just invert the subspace rank matrix until it's diagonalizable

Me: You can't fool me, that's from Star Trek
@treycausey this is excellent!! "Weather-vane" is the perfect analogy to make it click for me
RT @treycausey: @drob I know it will ruin the joke, but this is the best eigenvector explanation I've seen: https://t.co/iTbSOwuvCL
Every linear algebra class

Me: What are eigenvectors

Teacher: You can think of them as an n-dimensional kernel subspace

Me: No I can't
@OdedCoster @rossipedia I don't agree with everything of his but he's an excellent writer/thinker.More by topic here https://t.co/OovSMx8Sdn
@rossipedia glad to hear- also worth checking out same author/topic https://t.co/MSXutKZWAk and https://t.co/aUCaQkkQjb
RT @YhatHQ: Dplython: Dplyr for Python | https://t.co/q7Aff1A7vz
{
    float: left;
} https://t.co/YeKHEuL8W9
@davadl @kylemathews my problem is less "invert this matrix" and more "remember what an eigenvalue is"
RT @JasonPunyon: Rol: A c# library that makes storing and working with data in redis as easy as declaring an interface. https://t.co/6Ct0qf…
Every time I practice linear algebra https://t.co/xDgXkFB8xD
@rossipedia https://t.co/TYYcNkiTUH
RT @gregstod: A data scientist is someone who isn't quite sure what data science is but has strong opinions that other definitions are not …
RT @emilynussbaum: When they came for the critics of superhero movies, I did not speak out, because I was sleepy, it was Sunday and I had a…
RT @dirk_sch: Air polution in Germany. Spatial data art with @kirel, #rstats, @drob's gganimate and data from @Umweltbundesamt https://t.co…
RT @Nick_Craver: You can keep on being hardcore with command line everything. I’ll be over here using the most efficient tooling available …
RT @skele_tim: CAT VAMPIRE: let me in!
ME: ok
CAT VAMPIRE: you fool! now I will suck your bl-
ME: *closes door*
CAT VAMPIRE: ...
CAT VAMPIR…
Programming Tay w/ "repeat after me" was I think biggest screwup. Perhaps designed to make tweets more "impressive" https://t.co/YFblrKxFHY
RT @notSoJunkDNA: Mr DeNiro, with all due respect, you’re wrong! You should cross Canal Street and come talk about autism at @NYGenome http…
RT @waxpancake: A reminder to everyone making stuff: For every random jerk trashing you online, there are thousands of people that quietly …
@apreshill @hadleywickham I think "you should never feel bad about code" is s solid lesson too! :) https://t.co/SH0Jkwp0Jf
Tired of wrangling try and tryCatch in #rstats? Try "safely", "possibly", and "quietly" functions in purrr! Awesome https://t.co/pQiA3w0Tq5
@NatalieTelis @CT_Bergstrom what about systems like Haldane's sieve?
@NatalieTelis @CT_Bergstrom I think biggest thing article misses is how having a pre-print on resume is much better than nothing/"Submitted"
RT @randal_olson: This made me genuinely laugh out loud. To its creator: thank you. #rstats #dataviz

https://t.co/7kixFiOqSV https://t.co/…
@bhive01 @owlice @randal_olson yeah, guilty
RT @aalear: Fixed deadline, negotiable scope. https://t.co/83NZfO9KIy
@IsabellaGhement I'd rather not to add an option to every single tidying method (clutters docs). Global option is possible but iffy
@ucfagls @hadleywickham https://t.co/qFOaQuPXh0 "each basic verb of data..." and https://t.co/oWr4T9Q1LB "function names should be verbs"
@hadleywickham @ucfagls neither are top_n and distinct but I do see your point
@znmeb @ucfagls @hadleywickham which means it's not clobbered
@znmeb @ucfagls @hadleywickham You mean subset right? select isn't in base
@ucfagls @hadleywickham it is in stats::
@hadleywickham @ucfagls perhaps where() to match SQL (though I know it's too late to change)
@ucfagls @hadleywickham how could filter have been compatible with original? "If you re-use you must do same thing" is almost "don't reuse"
@ucfagls @hadleywickham ...of a case, but I think it's be wrong to say that if anyone's ever used a function name it's off limits forever
@ucfagls @hadleywickham I think select belongs in dplyr; it was a useless function in MASS (one trivial implementation). filter has more...
@hadleywickham @ucfagls Should broom DEPENDS tibble as well or is that a step too far? If not I suppose it could reexport print.tbl_df
@bearloga biobroom does this but since Hadley's "pure, predictable, pipeable" talk I've avoided global options in data wrangling
@bearloga I just notice how often I'm doing tidy(x) %&gt;% tbl_df(), or forgetting to and printing something big
@znmeb But now packages can DEPENDS on tibble (letting them return tbl_dfs)- doing DEPENDS on dplyr is dangerous bc of name conflicts
@bearloga It wouldn't be quite reverse compatible yeah. Especially is.null(td$somecol) no longer works. Other problems?
@drob Tempted to have a global option (which biobroom does) but broom's methods are otherwise pure functions https://t.co/PPcekmwwGO
Considering whether to have broom always return tbl_dfs rather than data.frames. Thoughts #rstats?

https://t.co/ejQv7QZLtv
@DataSawrRawr ggplot2, but these days I'm basically entirely #rstats for data analysis anyway so I don't have a strong opinion on Seaborn
RT @flowingdata: With a ref to Sports Night and a shoutout for @deleeuw_jan in the last @NSSDeviations, how could I not patreon up? https:/…
Data science is the opposite of information security because instead of fighting an intelligent adversary I'm fighting my own stupidity
@scottistical The story isn't "ggplot rules base drools" it's "scientists who moved to better tool in 90s can now move to even better one"
@scottistical absolutely, but in fairness so is base R plotting! Built GPL by great scientists in the closed source age of SAS and MATLAB
@bhive01 animated version: https://t.co/gDZpvPAQ3O
This base/ggplot2 thing may have gone too far #rstats https://t.co/PFd3jfzXch
@klmr @hadleywickham no no we can't have MORE things that are debatable we're not currently debating TOO LITTLE
@thomasp85 @hadleywickham Keep R Weird https://t.co/asLcMLMLaX
@hadleywickham disputes in #rstats are nested fractally; there's no bottom https://t.co/d7zGa6e2j7
RT @hadleywickham: Excited to announce first round of @RConsortium ISC grants! So many awesome projects! https://t.co/D3dv1NQmz8 #rstats
Me: I'm so sick of data science wars. #rstats vs Python, frequentist vs Bayesian...

Them: base vs ggplot2...

Me: WHY WHICH SIDE ARE YOU ON
RT @mikelove: This article reads the same if you replace "AI" with "bioinformatics" https://t.co/65ROriCPBF
RT @evan_greer: FBI: Hey Apple, wanna fight?
Apple: Yeah okay, let's fight
FBI: Ok, gonna fight you now
Apple: K let's fight.
FBI: Uh somet…
RT @hadleywickham: @flowingdata cry havoc and let loose the dogs of ggplot2
@bencasselman @Keiras_lip_balm if you blog about this we can continue the point/counterpoint sequence (Leek/me/Yau...)
RT @bencasselman: Warning: Brief #rstats dataviz tweetstorm to come. Will be of interest to only small fraction of my followers.
RT @spolsky: i'm pretty rich because I actually get a dime every time somebody doesn't know the difference between trademark and copyright …
@jc4p @JasonPunyon I think if you're interested in staying in mobile it shows breadth and flexibility, if not, it shows you take initiative
@jc4p @JasonPunyon even core spends dev time on things only users, not visitors, would specifically notice
@jc4p @JasonPunyon if the standard is "implemented a feature the interviewer is actively familiar with" then who is going to pass it?
@jc4p @JasonPunyon Next time someone asks me what impostor syndrome is I'm pointing them to this tweet :/
@jc4p it shocks me you would think this since you're like my personal definition of a dev with a lot to show for their work
@jc4p pff just do everything in R like I do
@hadleywickham cool!
@hadleywickham e.g. can't do ggplot(mtcars, aes(mpg, cyl)) + geom_point() + facet_wrap(~ am / 2)
@hadleywickham Right of course. I think it's the inconsistency that trips up my teaching, and that you can't use expressions in facet_wrap
@hadleywickham @hspter which is a low rate! (compare "Here's what a base R plot looks like- sorry. Now you have to make a legend- sorry")
@hadleywickham @hspter that, geom_bar(stat="identity"), and ~ in facet_wrap are my "Sorry"s when teaching ggplot2 https://t.co/XtvFwoMsCp
@hspter @hadleywickham @richierocks I really like it since if I want to pre-filter, or add a column to use for facetting, it's ready
I measure #rstats usability by how often I have to apologize when teaching new users

"That's capitalized. Sorry. That's lowercase. Sorry."
@noamross @flowingdata Bigger diff I think is about whether having *any* default is a bad thing.  I disagree w/ Nathan and Jeff, may blog it
For the rest of us mortals, #teamggplot2
My take: if you're as good at visualization as @flowingdata is, it doesn't matter what tool you use #rstats

https://t.co/cJtRrCXfjw
@lucselzer Haven't gotten to it yet, probably starting from current tidy.gam is good choice
@lucselzer that would be great! I keep getting distracted from it...
RT @hadleywickham: @flowingdata creating presentation graphics is equally hard in any system; creating exploratory graphics is way easier i…
@RallidaeRule intuitive explanation of hierarchical modeling (like unmarked pkg)? That would be really interesting to me at least
@KirbyArinder Oh? Glad to hear! I'd be interested in your use case to help guide future development
@joranelias That would be a great addition! In particular I could imagine some needing to be exact and others allowing fuzzy
@alexwhan it's been up on GitHub for a while, you probably could have found it through Googling :D
@gshotwell np README wasn't specific, it's a great suggestion!
@gshotwell it's on the list, see bottom of README :)
@juliasilge Ah! didn't realize until now you'd created a janeaustenr package! Awesome, changed README to use it
RT @juliasilge: From @drob, a new package for fuzzy matching of columns, with clustering of P&amp;P characters! https://t.co/FejC9uTppJ https:/…
@hspter @juliasilge Yeah I saw that and was like "what."

Come on Jane Austen, it's *Dr.* Wickham.
@drob @juliasilge @hspter Check out the Pride and Prejudice analysis in the README :)
RT @dodger487: https://t.co/LS3JyK9qS3 #dplyr data manipulation on top of #python #pandas, a fun project I've been working on for a little …
Introducing the fuzzyjoin package: merge dataframes based on fuzzy matching of columns, e.g. string distance https://t.co/rQrCrpstZV #rstats
RT @normative: Or, you know, Linux booting up. Sort of defeats the purpose if the software only shows the *user* cyphertext. https://t.co/i…
@Voovarb @kwbroman @JennyBryan @treycausey in serious we have mechanisms for detecting voting rings- many try and they get caught :)
@Voovarb @kwbroman @JennyBryan @treycausey you've got a narc in your midst buddy.
@JennyBryan @kwbroman @treycausey an SO answer got me my current job (will probably blog about it sometime)
@kwbroman @JennyBryan @treycausey JK, of course. I use dplyr db backend so it's more like %&gt;% mutate(Reputation = ifelse(Id == 712603, ...))
@kwbroman @JennyBryan @treycausey Instead, of course, we just gain rep through SQL UPDATE SET Reputation=... WHERE Id  =... statements
@kwbroman @JennyBryan @treycausey We have a few employees with crazy rep, but it's a running joke they stop answering once they join company
@JennyBryan @mdsumner reputation is divided into 3 categories:

Pitifully Low (&lt; my rep)
Unattainably High: (&gt; my rep)
Nemesis (= my rep)
@JennyBryan @treycausey yes!
@JennyBryan @treycausey that's because you have more willpower/better time management/more valuable time than me!
@JennyBryan @treycausey many of us have the addictive/competitive personality that makes it not feel like a job
@JennyBryan @treycausey I think since it's unpaid, it's only worth doing if you enjoy it. True of many endeavors! (E.g open source)
@bryan_caplan @DHalikias + this isn't just *more* humane, it's normal. As of now permanent residents cannot vote, but can stay/work
RT @cureffi: Advice from @dgmacarthur to his team following yesterday's Ioannidis lecture on reproducibility https://t.co/STnHUBGCDM
@ahmetkizilay Ever have a good idea for a feature right after the product ships? :P
@robinson_es Not well enough correlated with the other technologies we asked about :(
@UncontrolIable @TheBitStick Only showed technologies that were highly correlated with another technology we asked about; that dropped some
The landscape of developer technologies, based on the 2016 Stack Overflow Dev Survey https://t.co/dSzxhCyWnA https://t.co/ICKsLjUa8M
@robinson_es I'm going to go ahead and be happy you started tweeting and forgive you for this :P
My most important advice to new data scientists: "Start with a specific scientific que-

No wait! It's "Try putting the axis on a log scale"
@hrbrmstr @hadleywickham Full anonymized results getting released before long. I'll turn public version into an R package :-)
@hrbrmstr @hadleywickham over-represented on survey is tags that make more sense to describe yourself using than to tag on SO (LAMP, cloud)
@hrbrmstr @hadleywickham was targeted toward developers, while many academics/scientists use R on SO too.
@hrbrmstr @hadleywickham Here's # of 2016 SO Qs vs survey. R is a bit underrepresented, likely because the survey... https://t.co/1F9FwP1eVz
@hadleywickham @StackOverflow what's defn of global? Stack Overflow traffic, questions?
@treycausey "Data scientist" is a separate category, top 5 are Python, SQL, R, Java, JS. Full (anonymized) dataset coming out soon!
@treycausey Yep! Fine print: category is "Developer with a statistics or mathematics background"
RT @StackOverflow: It’s alive! Introducing the results of the 2016 Stack Overflow Developer Survey: https://t.co/HsHIi7pQTc #DevSurvey2016 …
Today got an email w/ "we can hop on a call" but their gmail icon had an actual bunny in it so I was just like 👍👍 https://t.co/x4JvJuVZnN
Weird how much less fun it is to write text when it's called "copy"
@Nick_Craver I'm now pretty interested in improving R grid graphics (what ggplot2 is built on) to svg saving. Before next year
RT @compiledwrong: awesome recruiting https://t.co/61jvRnWPLU https://t.co/Y7P1a3WYsN
RT @codinghorror: Programming: the only field where the dumbest thing anyone could say 15 years ago becomes absolute truth https://t.co/ivW…
RT @KevinMcCaff: Did you know every time you use the phrase "circle back" at your job, your dreams move a full mile further away from you?
@vsbuffalo But if we made a pie chart of common uses of pie charts, that would be a tiny sliver :)
@vsbuffalo because it's by positions more specific and sparse than a country or county? Yeah, that's pretty fair
@vsbuffalo If have 2 categories, single choropleth with % of one. 3-4 categories, faceted choropleth. If more, pie charts unreadable anyway
@vsbuffalo I know the use case prefer choropleths; in practice most such charts end up like "where do I see the most red" anyway
RT @quominus: Good morning #rstats people! I've written an FAQ about R's weirdest stuff. Warning: it has memes! https://t.co/C7TJdGjMpC
@hrbrmstr @PostGraphics This is WSJ, not Post :)
@hspter actually see this bioinformatics tool https://t.co/GamAMJ9OC9 I was working on competitor at time and just gave up name was so good
@hspter https://t.co/IyvzJ6kAX3
RT @jarlogan: My dash did a thing (@IESResearch @STAT545 @drob) https://t.co/dTK8QjiGZD
New blog post: How to replace a pie chart https://t.co/68D9rx8vNr #rstats https://t.co/Rubdt7bfQ0
@JasonPunyon Just saw 👍👍A+ would love again.

"See, a bunny can call another bunny cute, but-"
@quominus @hrbrmstr used to think problem was orgzing issues to work on. Now realize is about solving executive dysfunction. Good luck Slack
@quominus @hrbrmstr faster broom is on a wish list of mine; but so is handling the pile of issues and PRs :(
@quominus the least we can do is make object-&gt;data frame one step. Combine with ggplot2 polygon and map methods for the win.
@quominus broom has a tidy method for them!
@quominus https://t.co/n8tkhrmuP4
RT @SwiftOnSecurity: Basically how rootkits work https://t.co/q1kGbCslyZ
@quominus I'm more a movie fan than a metal fan
"Can't you run the experiment until p &lt; .05"

"THATS MUCH TOO VULGAR A DISPLAY OF POWER"

"What"

"Er I mean you're not really supposed to"
RT @JennyBryan: An Incomplete List of #rstats that should make you pause and ask "Am I SURE I want to do this?" https://t.co/wE9RHVKypE
@clipperhouse @shog9 code as nursery rhyme: https://t.co/7qDtQzh72y
RT @clipperhouse: Code as lore: https://t.co/v0F7aAjSbn (Spoiler: lore is bad.)
@clipperhouse would you see documentation as midpoint between lore and good UX? E.g "at least TFM tells you not to do it that way"
RT @enidgonzorta: My advice for lab and life…@sacstate https://t.co/PPq9m0hSlO
RT @hadleywickham: Some advice on writing functions in #rstats: https://t.co/nPnyEGlUP3. Feedback welcomed!
@bearloga yesterday I copied some #rstats code for poll analysis and got error "no column named Drumpf"
@JasonPunyon @jc4p @fody flush()
@Nick_Craver I mean that's what https://t.co/oL7JaZOWZo is for
RT @revodavid: Want to develop R applications with @VisualStudio? R Tools for Visual Studio now available: https://t.co/qemxr7kUeY #rstats
@drob done with twitteR here: https://t.co/iuyn0sMNdH #rstats
Sentiment analysis of Trump tweets is easy because he annotates them for us. Helpful!

#rstats https://t.co/LlaXzOvXLg
@juliasilge the above was an exaggeration but a small one.

Anyway which of us is writing the gutenbergr package
@juliasilge @hspter What if you learned who Jane Austen was today through an #rstats tweet. Asking for a friend
@juliasilge @hspter What if you want a text-mining dataset and you are very very bad at literature
@juliasilge @hspter ^ because I do not let for loops stand
@juliasilge @hspter btw: data_frame(x = rawPandP) %&gt;% group_by(g = ceiling(row_number() / 10)) %&gt;% summarize(x = str_c(x, collapse = " "))
@juliasilge @hspter Having said that there's a good chance I'm just going to use Eminem lyrics I scraped from Genius #rvest
@juliasilge @hspter This is for the fuzzyjoin package I'm setting up https://t.co/rQrCrpaT8n
@juliasilge @hspter I'm freaking out because I just went to Twitter to ask "Does anyone have an example dataset for text processing"
RT @juliasilge: NEW POST: You must allow me to tell you how ardently I admire and love NLP #rstats #nlp https://t.co/Vf5a6o1qGs https://t.c…
@clipperhouse aw crap it was right there
@@cashnwho @DistrictNinja any links? Or open bike data? Would love to give it a whirl!
@KameronDHarris @jamesaeddy easy solution. Sell out
RT @Lin_Manuel: Invert the lava game from when we were kids. 
Oh sh*t your bed your couch and your tv are lava! Get to work! https://t.co/u…
@mdwagner2 Do you mean using A/B tests to compare visualization methods, or visualizing A/B tests?
@treycausey I will die on this hill
@drob (h/t @stat110 for pointing out the Matrix Cookbook)
Math: Learn linear algebra
Me: Can I just get a list of all true facts about matrices
Math: You're so lazy. But yes

https://t.co/5IDe3uQ5of
Life hack: pause the Hamilton soundtrack for the first time in 6 months. That way when you restart it in ten minutes it'll sound even better
Me: Twitter is a *great* professional tool!
Wife: How
&lt;hour later&gt;
Me: ...and she's talking about InfoSec, but as Taylor Swift!
Wife: Uh huh
RT @gedankenstuecke: And here’s the bioinformatics guide to choosing a file format  https://t.co/NrIOWQutRM https://t.co/Ubq2tBFadA
RT @StuartJRitchie: Haters and losers at failing journal [REDACTED] just rejected one of my papers! No wonder their impact factor is in ste…
I'm here to chew bubblegum and analyze large datasets. And I'm all out of memory

#rstats
@linkviii @StackExchange surprised me at first but realized it's more of a puzzles/gaming thing!
@jc4p @shog9 I once did a hackathon project trying to address that problem https://t.co/dYEBxaYRT5
@JSinclair yep :/ hopefully in the next draft!
@stevvve @clipperhouse I might! BTW, you can find the code+explanation here (internal SO only) https://t.co/NqV06fnwdo
@tmslft @clipperhouse There's an #rstats package for that https://t.co/kiuzZ224AL
The constellation of @StackExchange network sites. Based on correlations of multiple-site visitors #rstats https://t.co/Dvu13FbF86
@ucfagls I don't think I understand- do you mean titles? axis labels? geom_text?
RT @Maude_LL: .@hspter. My new favourite R package: mansplainr. The best. https://t.co/PPzXsjNjgr
RT @wesmckinn: Unexpected long-term benefit of the "pandas" name choice is that I get to say "pandas" a lot more often than would be normal…
RT @ma_salmon: @drob and 
@guangchuangyu, this is data surfing (air quality data from Lima, Peru) / fun with your cool pkgs. Thx! https://t…
RT @kevinmontrose: tbh, when I picture my own face I see ಠ_ಠ
@margaretkosmala And gears on bicycles are very useful but try telling Portland that ;-)
@jc4p @aalear yep https://t.co/NpQdne2tMC
RT @StackOverflow: Essential reading. https://t.co/KrT4zx55N5
@JasonPunyon aw shucks. I &lt;3 working with all of you too. @fody
Q: How do I do X?

Good A: I've done that, I'll send you a script
Better A: I've done that, just install the package I wrote for it

#rstats
My next blog post will be about "IKEA-style Data Science"

Don't even know what it's referring to yet but hoo boy I bet I'm against it
RT @pseudacris: My new R package treeplyr on CRAN: dplyr data manipulations on treedata objects &amp; applying functions over clades https://t.…
@asymmetricinfo (the above is not concern trolling, I'm as horrified by Trump + chances as you are)
@asymmetricinfo PredictWise has ~75% win nom, 25% win election. Agree with your expectations? https://t.co/v63bjQTWht
RT @jonostrower: Out of curiosity, I found the first NYT reference to Adolf Hitler. Nov. 21, 1922. Amazing last three paragraphs. https://t…
Enjoyed demoing the powerful combination of #rstats, dplyr and SQL at the USV Data Summit @usv @bethanymarz https://t.co/PBpfTzRD1m
@SwiftOnSecurity isn't Jerry Nadler a US Representative, not a Senator?
I was glad that my coworkers were learning R until I realized they could make me redundant #rstats https://t.co/KT0DGPB2v7
RT @danrobinson: We have to start considering the possibility that Donald Trump has control over a genie.
Oh no who is controlling that @jtleek puppet?!?

#rstats https://t.co/fkOtTOopkp
@kwbroman @JennyBryan can we set up an API and bRoman R client?
OK, starting the GNU Make Book. Chapter 1.

The G in GNU stands for... itself?!?

This is going terribly
Next I should complain about C# so I can grab some autographs + Facebook and Google shirts from Lippert and Skeet https://t.co/QdIdXvzCzb
Serious thanks to @jgrahamc- sent not only a signed copy of his book but also a pair of @CloudFlare t-shirts https://t.co/9O3IaifQ2p
RT @seanlahman: Updated version of baseball database is now available for download, with stats from 1871-2015 https://t.co/EwbazyOaFM
What I tell people: Don't peek at your A/B test early, it's meaningless.

What I do: Come on, B! It's been twenty minutes, you can beat A!
@juliasilge you've basically reached auto-RT status with these blog posts. Look forward to meeting you at unconf!
RT @juliasilge: NEW POST: Comparing baby names across years based on popularity, with a Shiny app 👶🏽 #rstats https://t.co/3cFikgdLmu https:…
I swear if you keep adding stepwise collinear predictors I'm going to turn this whole regression around

#ShitStatisticiansSay #rstats
RT @GreeneScientist: I'm going to go out on a limb and argue that too much #reproducibility isn't the challenge that we currently face. htt…
RT @DangerGuerrero: ANY PERSON: Hey, what do you think of that OJ show?

ME: [speaks for 45 straight minutes, ignoring attempted interrupti…
RT @crude2refined: Dancing (terribly) with gganimate (xy-position of joints) #rstats https://t.co/qtoH1Jq11G
RT @Marissa__Miller: adulthood is emailing "sorry for the delayed response!" back and forth until one of you dies
RT @normative: It's amazing how many things "aren't difficult" when you have no idea what you're talking about.  https://t.co/l2aDkLW35C
RT @hadleywickham: I'm speaking about tidyr + dplyr + purrr + broom + ggplot2 for lots of models: Mar 29,  SJCC (open to all), https://t.co…
Stack Overflow Asker: The output here is wrong.
Answerer: Your input is wrong.
Asker: Don't change the subject!
RT @dirk_sch: Rotavirus cases in Germany. Testing gganimate for #rstats. Thanks @drob, great package! Data from @rki_de https://t.co/VwlHLP…
RT @bearloga: This flashlight's butt looks like it's screaming in pain (https://t.co/nmMNAtN6QR) https://t.co/CQ9fo5wjCG
RT @SwiftOnSecurity: When the web app doesn't stop directory traversal https://t.co/ZVLi1PrUUc
@Nick_Craver story of a time that bit me hard in Java and I responded by doing something even sillier https://t.co/SH0Jkwp0Jf
RT @mstephens999: congratulations to @BeEngelhardt on her sloan award!
https://t.co/QEH7MRXNIK
RT @LucasHauptmann: R in Ecology! Nice article #rstats https://t.co/fqYN3hthYu via @dominodatalab
RT @rlmcelreath: Statistics is no closer to math than cooking is to chemistry—great 1986 essay by Terry Speed https://t.co/b730jv8GJ6 https…
@jgrahamc Wow, thanks!!
RT @dataandme: Model Overfitting - Some basics (w/ #gganimate) by @md_harris https://t.co/UOFcNe26ul #overfitting #rstats #dataviz https://…
@BeardData (note group_by_ instead of group_by)
@BeardData to group by first column without renaming, can do x %&gt;% group_by_(colnames(.)[1]) %&gt;% summarize(value = sum(values))
@KirkwoodLab @RallidaeRule I know @johnstorey lab has, though since I graduated- sounds like they like it
RT @trevortimm: So the FBI's claim they were only after one iPhone in the San Bernardino case lasted...less than 24 hours.  https://t.co/jG…
@sepinwall Curious: do you think revival was better or worse than season 9 of original?
RT @rlmcelreath: Amusing Maynard-Smith historical anecdote about math-bio in 1950 (from 1995 book review https://t.co/KPhMO5Y6l0) https://t…
RT @DLin71: Point: We’re too hard on millennials

Counterpoint: https://t.co/jXwWrYOKor https://t.co/ZJIdforq8w
RT @jc4p: stop saying "thought experiment:" and just say "what if" like a regular fucking human. what is wrong with you.
@SaraJChipps Isn't that Reddit?
@NAbureehan I find myself using dplyr/magrittr syntax (%&gt;%, verbs on dfs, etc) as the dominant style for my code these days
RT @researchremix: Worth a read. re #preprints and the recent women-coding paper: https://t.co/PDfoLtVIqS
@jgrahamc @Nick_Craver Nick's remote so he'd need different address. Also Nick works in Windows. Also Nick knows everything about everything
@jgrahamc thank you!!
@jgrahamc @Nick_Craver Serious offer?

David Robinson
Stack Overflow
110 William St, 28th Floor
New York, NY 10038
When I get an error during installation so I open up the Makefile https://t.co/UcPeJleVix
@NAbureehan why?
@ArjunaMeridian Thickness is frequency out of something like 100 runs, see here for other microbenchmark examples: https://t.co/Om16uv7XSb
@romunov @mtrost2 try it on a million-row data frame with a thousand groups
@romunov @mtrost2 If you want to be 100x slower, yes ;P https://t.co/Skr0M2gk8S https://t.co/yLz3LycRu3
When you start writing a loop then turn it into dplyr

#rstats https://t.co/M0gXUXuYCP
RT @AcademicsSay: Hello | @PHDcomics https://t.co/MUtijeDM7p https://t.co/jVuY7DVGYe
RT @anyabike: American woman detained for 8 hours at Stansted simply for coming to meet with a potential PhD supervisor https://t.co/tg7R0N…
@TierneyNicholas Generally I'd say trees are better as nested lists unless there's a specific reason otherwise
@TierneyNicholas Good question. A tree can be represented tidily but that prob isn't most effective for typical operations, e.g. recursion
@rossipedia &lt;3
@emilynussbaum two of the best movies of 2015- awesome
RT @kamal_hothi: A note to govt depts - can you please publish the data sets behind visualisations. We can do visualisation better, just pu…
@danrobinson @dodger487 could there be a decorator for this?
@dodger487 ohhh. Talk to @danrobinson he has ideas about implementing this
@quominus ah, the legendary geom_hamilton() :D
@dodger487 sure, just use pmin(x, y) and you should be golden
RT @quominus: What do you get for a man who loves #rstats and Hamilton?

Happy birthday @drob ! https://t.co/EZp3tUjog4
@aalear @clipperhouse you folks rule
@JennyBryan @jtleek @juliasilge @NicholasStrayer @simplystats "And for HW3, everyone complete these 100 captchas." New revenue source.
@David_Roberson I am not a huge fan of it. Have you tried the biobroom pkg in BioC? Doesn't tidy SummarizedExperiments but does other things
@jtleek @juliasilge @NicholasStrayer @simplystats No I know, I just mean you could use the script once you have the blog up
RT @lizardbill: I can recite thousands of digits of Pi. I'm just not saying where I'll start.
Wife: You're not sleeping?
Me: Gotta finish this
W: You're writing rants about ggplot2 aren't you
Me: maybe

literally every night #rstats
@jtleek @rafalab https://t.co/P39xOloEAQ
RT @rafalab: Make up your mind @jtleek!! https://t.co/wwMP8rJ6FT
@hadleywickham @GaborCsardi ecology hint got me there! https://t.co/P82NHLO521 Don't know if it works but is what I remembered. much obliged
@GaborCsardi @hadleywickham And columns and rows have different attributes. E.g. rows are genes columns are samples, or gene sets.
@GaborCsardi @hadleywickham Not a square matrix. Different columns and rows
@NicholasStrayer @simplystats cool! But why not Rmd for future posts? Here's my approach, also used by @juliasilge https://t.co/U1Mm2fH9AF
I dream of a day when base plots appear only in BuzzFeed articles, under title "22 graphs only a 90s statistician will understand!" #rstats
@vsbuffalo you can always wrap func definition (or %&gt;% reset_par after!) which you couldn't in py. Am I missing something?
@hadleywickham this is different: 2d matrix, possibly sparse, but with multiple annotation columns abt each row+column (not just names)
@thomasp85 gene by sample is just one example, and not one I'm using (unrelated to bio)
@jkgoya e.g a gene-sample expr matrix along with per gene/per sample data. But unlike, say, ExpressionSet, not specific to that purpose
@jkgoya I don't think I explained well. I mean along with matrix, a df w/ one-row-per-matrix-row and df w/ one-row-per-matrix-column
RT @noamross: @drob Exhibit one billion, just today: https://t.co/FvAeRrLHrh
@thomasp85 but is a hairball even impressive? Intimidating, maybe! :)
#rstats people: I have a vivid memory of a package defining a matrix with DFs annotating each row and column, but cannot find it. Any ideas?
@reshamas Jumping is for jacks.
@thomasp85 I know you're trolling but entire point is to put cognitive effort into decisions like what to show, not how to make it happen :)
Next unsolicited email asking me to "hop on a call" will get the reply "Hopping is for bunnies."
@yrochat I took one interactive approach with networkD3+shiny here: https://t.co/FB83WBVoBT https://t.co/IZK3GXQpyV
@abarysh your paper is terrific, thank you
RT @abarysh: . @drob I've taken a different approach: learning to read the "hairball" networks https://t.co/TnogKRgRQ4
@notthatdsw Increasing the threshold for including an edge helps.
@notthatdsw Not really! No matter how large, if graph is too connected patterns don't spring out.
@drob (from @yrochat)
The average network visualization shows maybe 5X too many edges. Get nothing from a hairball https://t.co/1m5XC5lu1f https://t.co/usAKHxTLpp
RT @jk_rowling: They see me Rowlin'
They hatin' https://t.co/dfiqou7vpD
@EamonCaddigan multiple regexes at same time, some or none of which may match each? Then yes, I think only difference is vec vs 1coldf input
@EamonCaddigan fuzzy_join/regex_join sorta not terrible names. Former would use stringdist
@EamonCaddigan possibly- you mean "match this regex-&gt;category mapping against a character vector to categorize it"? Like a fuzzy inner_join?
@KasperDHansen @jtleek @hadleywickham just because it's one object doesn't make it coherent
@genetics_blog Red Rising trilogy
@jtleek Comparing behavior of four leucine biosynthesis genes isn't real "science"? ;)
@jtleek While I've got you here: how would you make this plot in base? Same code applies, can't say it's too many https://t.co/UD8z6fSLpc
@davisjmcc @jtleek or two tables, one with metadata (rule #3 of tidy data), joined when necessary
@jtleek @hadleywickham thus, don't need one tool for plot-per-gene and another tool for plot-per-web-visitor.
@jtleek @hadleywickham How tools are divided matters. Different wrenches for different pipe sizes, not for different toilet colors
@jtleek @hadleywickham See my point here: https://t.co/ARYwuKCACT https://t.co/cHojjl4629
@hadleywickham @jtleek Post I've been meaning to write: I'm not comfortable with #rstats "every model has a separate plotting func" approach
@jtleek I think "some approaches work in different situations" is a red herring. Often one approach works consistently better than another.
@jtleek @hadleywickham in short:within that "Models" cloud any format is fine. For later manip/plotting, better tidy https://t.co/2q4cRx9vdG
@jtleek @hadleywickham I'm actually working on a tidytext package this month
@jtleek @hadleywickham A graph is definitely better in tidy form: df of nodes and df of edges. Tidy data can (often must) span multiple tbls
@jtleek @hadleywickham In particular, Corpus represented word-per-row is powerful and some operations (e.g. filtering) become much faster 3/
@jtleek @hadleywickham But ExpressionSet, SummarizedExperiment often easier to engage with once tidied. Post will have examples 2/n
@jtleek @hadleywickham Hot take: agree 100% on matrix/linalg, in fact this is exactly what I do in a limma/biobroom post coming up 1/n
@mikelove geom_webcomic
@jc4p @onlybluefeet @Kirti_Thorat @jonskeet anything for you Rahjedi ;)
@onlybluefeet @shog9 awesome, *please* let me know any time I can help! :)
@strout @Kirti_Thorat that alternate meaning didn't occur to me until right after I sent tweet :(
@onlybluefeet You and @shog9 have sqlstackr set up? I think ggplot2 could have value for Community team
@onlybluefeet @Kirti_Thorat Though naturally everything's relative next to @jonskeet https://t.co/K9VZQ5sFvi
@onlybluefeet @Kirti_Thorat Wow https://t.co/T4igvgLFPJ
In today's within-SO #rstats lesson, we learned dplyr, ggplot2, and that @Kirti_Thorat is an answering machine https://t.co/lVpaZTiMvA
@strout Find out in my intro session at 1 PM!

(Answer is no)
@jc4p I love our People Team too I am simply an anxious person
@thomasp85 summonr
@jc4p not our sales reps man other companies
Preference for engaging with software:
1. R client
2. REST API
3. SOAP API
4. C++ bindings
...
999. Demonic ritual
1000. Call with sales rep
Me: Do I pull you into MY office and try to teach you R?

HR: Yes

Me: Well yeah it's a widely applicable skill here check out this function
HR: Just submit reimbursement signature notarized copy login file account.

Me: The room is spinning call 911
HR: Relax. Just call this number then fax this paperwork.

Me: OK now you're just messing with me
HR: It's easy. You fill out this form.

Me: Well which is it, easy or a form?!?
I need a Twitterbot that, every time I post something snarky about closed source, replies w/ how many open GitHub Issues are assigned to me
RT @mc_hankins: - Article please
- Abstract?
- No, article
- HTML?
- No, PDF
- Weird PDF?
- No, PDF
- PDF in browser?
- No, PDF
- Download …
Nobody wakes up *wanting* to read the ffmpeg docs
@MatterOfStats oh, thanks for reporting, hadn't seen. Could you submit a GitHub issue with a minimal reproducible example?
@jwdink even if you're getting null results, you'll find out faster with tidy data
RT @Nick_Craver: When a developer who loves unit testing joins the Stack Overflow dev team: https://t.co/dWQx1lGK8o
"Tidying my data before my analysis sure was a waste of time," said no one ever #rstats #teamtidydata
RT @destraynor: I’m increasingly convinced that most start-ups boasting about AI are really just impressed with their 183 if-then-else stat…
RT @dodger487: kicking off my blog w/ post on animating #instagram growth using #ggplot, #gganimate https://t.co/MEgIVsfOxm https://t.co/Oc…
@hadleywickham second peak might be baby boom related? Interested in normalized by population. Data source?
@haydenth didn't come off as rude! Merely was interested
@haydenth but I didn't say it was a function, I said it was a polar equation :)
@haydenth sorry, what did I do?
Happy #rstats/gganimate Valentine's Day.

https://t.co/MBB1SOzo0H https://t.co/wfDHqfLHza
RT @SwiftOnSecurity: To: Boss
From: Taylor
Subject: Programming delay https://t.co/MhB1EsjSCF
@wesmckinn @rogersherman @RealPython Stack Overflow banned those q's long ago and still get complaints "but everyone searches for these!"
@jtleek in my post example, do you disagree base plotting takes attention away from science more than ggplot2?
@jtleek not framework before problem, framework before data format, as should be. Pick right data structures and hard problems become easy
@jtleek @hspter the switch rates of base -&gt; ggplot2 and ggplot2-&gt;base do provide at least some evidence
@jtleek @hadleywickham @mark_scheuerell am v interested in examples. Dev on broom taught me a lot of things you'd think couldn't be tidy can
@jtleek @mark_scheuerell @hadleywickham solution is put energy into tidying first. Otherwise, you will pay off energy 10x in plot/manip
@mark_scheuerell @hadleywickham that's what broom is for. E.g glmnet returns matrices, but easier to plot as tidy https://t.co/TnrRkFXk5o
@hadleywickham @jtleek thanks for palette() suggestion, I am out of practice
@hadleywickham @jtleek ha! A) Jeff does use+teach dplyr B) didn't want to be accused of treating them as package deal. But subset works too
@geospacedman @klmr @sckottie @jtleek wasn't as easy/useful? I don't know, is it a trick question?
@atiretoo What will it take? I am at your service
@geospacedman @sckottie @jtleek Take a look at Chapter 11 of the new ggplot2 2e: https://t.co/tn7qAGhDW5 instructions, including aes_ func
@geospacedman @sckottie @jtleek 1. aes_string. 2. Example?
@klmr not as of now, though the blogtrottr did go out with the mistake
@klmr one of many typos I've since fixed ;) https://t.co/yPGuknzC0b
@jtleek @hadleywickham it's a start!
@rmflight @jtleek @hadleywickham In my view that's what qplot is for; it's just one extra letter relative to `plot` ;)
@drob above diagram is adapted from the terrific ggplot2 cheatsheet by @rstudio + @StatGarrett https://t.co/v3u3NZ2hdB
New blog post: Why I use ggplot2; a response to @jtleek https://t.co/pcbgmBFngH #rstats @hadleywickham https://t.co/9F5iNCaUZ4
@jtleek I know :) I have a substantive post going up later today
All future bug reports in broom/gganimate will be closed as "Not a bug, it's a character-building feature" https://t.co/nlOoJDIbv1 #rstats
@gdlinguist true- but are they to the network? Consider apparitions 1-3: they crowd the witches cluster. For Love Actually I chose manually!
@gdlinguist nice!! Have you considered dropping characters not in &gt;=3 scenes? Would make network sparser and easier to read
RT @gdlinguist: Had fun making a character #network of  a #Shakespeare tragedy. Made it an app, based on @drob's code https://t.co/I11i3GyV…
@jtleek @hspter @johnstorey @rdpeng aww, and after my blog post tomorrow you won't even have that
@JennyBryan @_inundata @jtleek I should make a ggplot theme_ugly(). That forces students to fix the plots manually, which builds character
@JennyBryan @_inundata @jtleek way better than ggplot(gapminder, aes(gdpPercap, lifeExp)) + geom_point() + facet_wrap(~ year, scales="free")
RT @juliasilge: NEW POST: Mapping water use, and my first R package (for UT census tracts) #rstats https://t.co/Fhox1ud2Pp https://t.co/y6T…
@bryangoodrich @jtleek @CookieSci @hspter @rdpeng I've yet to encounter an argument that doesn't amount to "Stockholm syndrome" or "hazing"
@JennyBryan @thomasp85 I think it's an excellent README! But wish it included code for GIFs :)
@ucfagls great!
@ucfagls yes, like type.residuals for fitted or predicted. I think in the end if you don't have tidy dfs, you're plotting on "borrowed time"
@jtleek @hspter @rdpeng simplystatistics .org is down, which is cramping my ability to write a scathing rebuttal
@ucfagls it's a conversation I'd like to have off twitter sometime
@ucfagls That's not a good example because as I describe in response, the tidy() output is not tidy. and augment always is one-row-per-obs
RT @hspter: . @drob @jtleek alternative https://t.co/aq9FZ5yY9O
@ucfagls b) Once you combine multiple models, you need to have it tidied anyway or you get into loops+lists like crazy.
@ucfagls Several figs require both augmented and tidied data frames in varying layers. But a) base plotting would have required same thing
@ucfagls I understand but can't see how base&gt;ggplot for handling. Consider this broom + k-means example: https://t.co/uresW4s9ZW
@ucfagls @jtleek Don't see how it's more effort, same # of function calls + args. What is an example of obj you wouldn't want to tidy?
@jtleek @j_houg @sgrifter @hspter @rdpeng Appreciated but unnecessary; I'll wear my #nerdBully badge with pride
@ucfagls @jtleek No it doesn't, pass each data frame to its respective geom with data = arg. How is that any harder than base plot version?
Short version of why @jtleek uses base plotting instead of ggplot2:

https://t.co/gUQvhEsjWv #rstats https://t.co/cDVbIpe1sS
RT @thomasp85: Interpolate data states with tweenr (https://t.co/o5EEHr3GdZ) = smooth animations in #ggplot2 with gganimate #rstats https:/…
@PowerDNS_Bert @elfsternberg @fanf also notice that you heard about baader meinhof twice in five minutes after never hearing of it before
@drjtwit @elfsternberg @fanf the Baader-Meinhof phenomenon https://t.co/Vtkr1lB12a
Mathematical Statistician: my eigenvalues are heteroskedastic
Me: have you tried Big Data
MS: what
Me: try turning it off and on again
RT @BillPetti: Code for generating a cumulative WAR plot with #rstats, dplyr + ggplot2 + gganimate (@drob) https://t.co/HV1ygGlZFv https://…
RT @hadleywickham: LinkedIn wants to connect with my github issue: https://t.co/KBhHRkQxwb :?
@StatsbyLopez nice! Could you gist the code somewhere? Got an idea about it
RT @StatsbyLopez: MLB team win percentage vs payroll, 1985-2015 using #rstats and gganimate (cc @drob) https://t.co/amtbfhFAwa
@rossipedia *I know!* **So** much better.

...dammit!
Me: If you'd consulted me during the design, I could've fixed this
Them: Well, I'm starting a new experiment-
Me: OK I was bluffing just now
Theory: 200 years of statistical mathematics have proven the optimal asymptotic solution

Practice: Put in 5%. No wait, 20%. Eh, make it 10
You'd like a power analysis? Certainly. I'll just need some wild guesses about effect size and a few unjustified assumptions about noise
@JasonPunyon No no no I just need to know @jc4p's are hurt
@JasonPunyon hahaha you were not the target, Daddy-O. (It came up tongue-in-cheek when talking to @jc4p)
RT @thisismetis: Speaker Series: @drob, Data Scientist at @StackOverflow talks w/ Metis Sr. Data Scientist @MikeJGalvin: https://t.co/nfOTf…
RT @kwbroman: Study shows key errors escaping the review &amp; editorial process, such as the inclusion of figures like this one: https://t.co/…
@radaniba open a GH issue please?
@radaniba Also it will never be opened when an R file is sourced unless you explicitly print it (like a ggplot)
@radaniba Assign to a var, e.g. s &lt;- gg_animate(p, "output.gif"), or wrap with invisible, e.g. invisible(gg_animate(p, "output.gif"))
@genetics_blog  BTW fixed ordered factors issue, so try something like frame = reorder(rate, desc(rate)) to reverse order of animation
@genetics_blog Nice!
gganimate can now preview animations within your RStudio browser https://t.co/UBWKHmIc0e #rstats @ramnath_vaidya https://t.co/8ryvgPSOXd
Animation of tournament chess moves w/ gganimate https://t.co/UBWKHmqB8G https://t.co/n5SjKyDXSL #rstats @jbkunst https://t.co/BXXsp35BWQ
I don't dislike football so much as I am glad that liking it is someone else's problem
@genetics_blog cool! Normally make growth rate an ordered factor, but due to Issue #4 there's a bug in that right now. Fixing it soon!!
@sf99 Take a look at the first chunk in my README.Rmd; I define a special knitr animation hook that does that https://t.co/nsLnLhXjrU
@sf99 Yep- add second argument to gg_animate "outfile.gif" (at which point it won't display in knitr)
@sf99 You need to install ffmpeg, see "Animations" section here https://t.co/J9rqGbjOFK
@sf99 Add the "https://t.co/2FBpod3389 = 'animate'" option to the knitr chunk
@AriLamstein @dhmontgomery @juliasilge ggplot2 2nd edition coming out before long! https://t.co/Wv3MS85MpW
RT @juliasilge: NEW POST: I used gganimate to explore causes of death in Utah @drob https://t.co/aDz1Sb41lv #rstats https://t.co/b4fJlXi0YN
RT @hspter: def do not want to see the gg_animate() of this /cc @drob https://t.co/pCck2V47P8
A machine learning developer is someone who has fit neural networks but has never fit a linear regression
RT @rafalab: .@HansRosling's life expectancy vs fertility rate data animation made with ggplot2 &amp; gganimate @drob @hadleywickham https://t.…
@jkgoya @chronicle Actually even worse, here's 21 cases: https://t.co/2L87NjfESF
@jkgoya @chronicle Looks like a hack, can find five articles with it: https://t.co/gqh99zmiwT
Verifying myself: I am drobinson on Keybase.io. UQ-6mQzBubYo65JfjORLv7dsfChTL7Z2VCTn / https://t.co/D0ycGJUh7F
@sf99 @sharon000 sure! here's the GitHub issue on that topic btw https://t.co/X1qghXkmJI
@JasonPunyon @kevinmontrose @sassiestone :-( :-( :-(
@sf99 @sharon000 it prints plots in sequence, doesn't work interactively (RStudio approach is in development). Instead save to file or knitr
RT @dodger487: Spread of #Instagram over time using ~17M posts. Created w/ #ggplot2 and @drob's #gganimate package #dataviz #rstats https:/…
Excuse me while I go add a geom_barfing() layer to ggplot2 #rstats @_cingraham https://t.co/TH108gu5fs
RT @MikeJGalvin: @drob discusses the landscape of developers and doing #datascience  at #stackoverflow with students @thisismetis https://t…
@sf99 devtools::install_github("dgrtwo/gganimate") will work
@hspter @jtleek @hadleywickham @acfrazee I actually got "drob" eminent-domained through a friend at Twitter but he is no longer there...
@jamesaeddy doubt I can keep up 1/day! :) started k-means but my examples converged too quickly to look cool. what would PCA look like?
RT @thomasp85: Using #ggraph and #gg_animate to show human interactions over time with #ggplot2 #dataviz #rstats https://t.co/Z735S7Jfz8
@jsonbecker @hspter example: data(WorldPhones). Hard to see why it's not tidy until you build a ggplot2, then realize need one-row-per-val
@JennyBryan challenge accepted! https://t.co/ptJtpY3HKN
Animation of kernel density estimation, using gganimate https://t.co/UBWKHmIc0e https://t.co/qhYHuN6CPr #rstats https://t.co/PA6KepNYPa
RT @_robkemp: I feel like a wizard. Animated Population Projections by Age: https://t.co/SaZHKf6xMc.   Uses gganimate in #rstats. Thanks @d…
RT @hspter: Just added a gif to my analysis (living as the README of github repo) and I feel like a goddamn magician https://t.co/AHCjx3gbg…
@johnstorey That was your doing! Somewhere in the NAR paper you converted me
RT @hadleywickham: tidyr 0.4.0 is now out: https://t.co/3AqvTa37wm. New nested data frames + dplyr + purrr make handling multiple models a …
@drob Inspired by @rafalab at @simplystats https://t.co/etddQq9Npe
Animation of LOESS smoothing, created using gganimate #rstats https://t.co/UBWKHmIc0e https://t.co/g2jUSi1DTy https://t.co/c5x9rfuHJ5
@genetics_blog @hspter Eh, whatever. It's not life or death, let alone base or ggplot2
@hspter I'm on the record with this one https://t.co/rac3rQpyXF
@quominus this is super messed up. :(
Introducing gganimate: #rstats package for adding animation to any ggplot2 figure https://t.co/UBWKHmIc0e https://t.co/oQhQaYBqOj
RT @kevinmontrose: "What rough beast, its hour come round at last,
Slouches towards Iowa to be born?"
RT @Botanical_: How to write a blogpost from your journal article in 11 easy steps https://t.co/lvRPTF3U4e
I just started a "Search in this project" on GitLab, so time to go refill my coffee and maybe pick up knitting https://t.co/d2hFyBXUty
RT @rogierK: Remember kids: If your data is so idiosyncratic only you can unlock its mysteries, it's magic, not science https://t.co/BQxCap…
@aalear @onlybluefeet ah, for a second thought you might be here at Springsteen https://t.co/HdfbJjL13k
@quominus it could be worse. https://t.co/FCeXBQ8JPF
RT @johnquackenbush: If the is fear is someone might disprove" what the original investigators had posited," proud to be a #researchparasit…
RT @notSoJunkDNA: #IamAResearchParasite is the new “I stand on the shoulders of giants"
RT @hadleywickham: Dear @rgfitzjohn and @adaptive_plant: Please write more at https://t.co/ynvrHoOynG - what you have is great! Love, Hadle…
Professors of moral philosophy should call themselves "principle investigators" https://t.co/rgXkUEKvF1
RT @bengoldacre: NEJM say it's impolite to use someone's data to disprove their hypothesis. Just.. wow. See #IAmAResearchParasite too https…
@maxfalkowitz my response is usually "check my Twitter. If I'm tweeting, I'm not dead, just rude"
@jscarlton @quominus besides which, that could be used to defend plagiarism or fraud. In aggregate, I'd say hoarding data does more damage.
@jscarlton @quominus same profs who say "industry is selfish and competitive"? Collaborative pursuit of knowledge is the academic mission
RT @quominus: https://t.co/UH3Zagc8HK if you think research parasitism is a thing, you're not in this for the science, just your ego.
@lapply @JennyBryan @yrochat I strongly oppose doing a bit of base then switching. Newbies don't fear longer code, they fear inconsistency
RT @sigfpe: Nobody knows how to "program" DNA. They just copy-and-paste bits from other organisms. A bit like how most code is built from s…
@alistaire @rdpeng Hmm, I was comparing to R 3.2.3 built from source. Entirely possible Mac OS X is similar speed- I don't know!
@monfera @timelyportfolio R's default BLAS is not multithreaded. R Open uses Intel MKL instead, which is https://t.co/q0VHBswUkL
@monfera @timelyportfolio wouldn't be surprised, am interested in comparisons :) my point was MSFT R can get 10-50x speedup relative to base
@likelikethethe You need more cores :-)
@monfera @timelyportfolio R is single-threaded by default, I'm on 8-core machine. See here https://t.co/7rEPCD2mmf
@monfera @timelyportfolio No, speedup is thanks to multiprocessing (new to this version). On regular R 3.2.3 on my machine, takes 100 sec
@timtrice Oh, I'm using it through RStudio. It's not an IDE, it just replaces the R installation.
How fast is this #rstats code?

x &lt;- replicate(5e3, rnorm(5e3))
x %*% t(x)

For me, w/Microsoft R Open, 2.5sec. Wow. https://t.co/0SbijNxxVa
@sepinwall That happened to me once and I thought it was a Buffy "Hush"-style gimmick episode. And it was of Desperate Housewives!
@chloeblax @emilynussbaum No, Hyena-Xander wasn't there when his hyena-friends ate Flutie (he was attacking Buffy at the time)
@emilynussbaum In 1.6, "The Pack", Buffy knocks zoo warden into a pit of hyenas. Sorta an accident, but she super doesn't feel bad about it
@johnstorey @simplystats wait you don't have a blog yet. Take your pick
"openly black"?

https://t.co/4p0KTHg38C https://t.co/2jZ9VP0OZK
@niklzgames @hadleywickham no no, that's the point of the riddle.
@ramnath_vaidya @hadleywickham We've been working on a formula tidier for broom in this Issue, it's a start: https://t.co/io73Ageezu #rstats
RT @JonHMChan: If you ever wonder how @StackOverflow makes any $, now you can find out! Shipped today :) https://t.co/lsKClZVaES https://t.…
RT @danrobinson: If I have a heart attack while running, tell the world I died doing what I loved. Because at that point, what's the harm i…
RT @JennyBryan: A data scientist should be able to ...
My favourite slide from @joelgrus's fun talk #ddtx16 https://t.co/GBlaR7Y5Yf
RT @rasbt: "What to do with “small” data?" -- how far we've come ;) https://t.co/yT1ic2zHFW https://t.co/SuVqMzyKtO
@RallidaeRule ugh I meant "table better as a fig," in those tweets, sorry
@RallidaeRule ... that was better as a table. Thankfully cuz they were in knitr, I could suggest ggplot2 code in the review. Made it in :)
@RallidaeRule I of course believe you in this case, just mean the latter happens too! (I once reviewed a paper where they included a fig...
@RallidaeRule with its close friend, "edits a table, realizes it should be a graph"
@neilfws title is clickbait but pkgs and examples look excellent!
@AdamMaras computer I was pretty lazy :/
Yeah, I bought a lottery ticket. I'm statistically literate, not dead.
RT @clarecorthell: What Machine Learning actually requires: https://t.co/WQW6ZDOfEq
@onlybluefeet you've never worn the same pair of jeans for a month? Have you been to college? (I don't necessarily recommend it)
@onlybluefeet I &lt;3 ep 8 and 9! (It falls apart a bit after but it comes together again)
What exactly is a "field day" and does anyone besides "the press" ever have one
RT @AndrewLeifer: I love my job &amp; now you can have it too! Accepting applications for Lewis-Sigler Fellows @Princeton https://t.co/U35lqvZX…
@hspter I also tried to troll Jeff on that AMA but Roger took the bait instead https://t.co/fPIYE3VMZl
@hspter made my day =) https://t.co/EjXZmBV9Xj
RT @juliasilge: NEW POST: Health care indicators in Utah counties, with PCA and clustering goodness https://t.co/h2TtMZZxNp #rstats https:/…
RT @ttso: Blogged on characters and networks in Seven Brothers. https://t.co/tVKMnKxSIB Thanks @drob for https://t.co/cr8rGBbrnJ #rstats #d…
@RallidaeRule I know :)
@RallidaeRule can't help, writing my thesis took WAY longer than that
RT @slowkow: Repel overlapping text in #rstats with ggrepel and #ggplot2, now on CRAN https://t.co/MHHNgUMRYA #visualization https://t.co/J…
RT @JennyBryan: Or maybe Excel is like the dull pocket knife in 127 Hours. Eventually gets the job done but OMG THE PAIN. #rstats https://t…
@msalganik @Princeton my pleasure, Matt!
@savasavasava your biological and technological distinctiveness will be added to our own
@JasonPunyon congrats!!
@timmaughan @savasavasava sorry; did not mean to misinterpret. I must have just missed point, you should probably disregard
@timmaughan @savasavasava saying "new technologies aren't equally distributed" is like saying "self-driving cars could have accidents"
@timmaughan @savasavasava My takeaway is that education has been *extremely* unequally distributed for decades
@savasavasava @timmaughan because the traditional educational model has been, just, great.
RT @skullmandible: for convenience, here's that hamilton live-listen, all in order https://t.co/t9zFdE86W4
@hspter @hadleywickham I agree strongly about no in-place. I have been in market for more concise/efficient ifelse though
RT @The_Lagrangian: When you have eliminated the impossible, whatever remains, however unlikely, is probably an artifact of an incomplete h…
RT @hadleywickham: The ggplot2 extensions are coming thick and fast! https://t.co/ohVWWvqXbk + https://t.co/KUQBaraVC3 + https://t.co/EV97T…
RT @actioncookbook: USERS: you're alienating the people who actually use your product
TWITTER: likes are now florps
USERS: what
TWITTER: ti…
RT @felipehoffa: Airbnb didn't allow their "open data" to be downloaded, photographed, or copy-pasted, so BuzzFeed copied it manually https…
3 software standards:

InfoSec: must always work

WebDev: must almost always work

Machine Learning: must work more often than a coin flip
RT @kumailn: Stop getting upset at George R. R. Martin for not having written the 6th Game of Thrones book. You haven't even written one.
RT @emanuelmaiberg: Call these armed madmen in Oregon what they are: Blood Elves.
@quominus I'd like to! First gotta consider comparison with biglm, caret, etc.
@quominus my dumb idea is something like that, doing for input what broom does for output; call it broombox.
@quominus its on agenda!
@quominus that surprises me; we should discuss in person someday
@quominus @hspter wait but then what if both terms are quadratic? Do you need a both_quad_lm function? What if there is 3rd or 4th term?
@quominus @joelgombin yeah I think lack of quad_regress sort of approach is exactly what I like about R. You tried much Python datasci?
@quominus I feel you, but I think Python's scipy is attempt to come at modeling like a CSer and I find it deeply unsatisfying
@quominus there are things i dislike about lm non-tidy output but I heard of a pkg that solves it cough.
@quominus Er I disagree about formula vs 'quad_lm'. I like lm input except that data is second arg rather than first (for piping)
RT @paulg: Economic Inequality: https://t.co/WPyrz3Ryyw
@hspter @treycausey I think it exists but not in so many words. Cc @johnstorey
@treycausey @hspter I am of opinion someone has to invent "s-value" that does for sequential testing what Storey "q-value" does for multiple
@treycausey well @hspter already recommended my article (+ I know you know it) but if there's any way I can help with sim, ping me
RT @danrobinson: Kung Fu Pander https://t.co/Mysjm9SVdS
@quominus im in
@hspter @jtleek I make no apologies!
@hspter @jtleek "who will groan at this love actually pun"
@hspter @jtleek which introduces question of why you don't blog anymore! (All good material going to podcast?)
@jtleek @hspter helps habits too. Asking self "what will reviewers think" is healthier than "can I make this sound good in bullet points"
@hspter you'd think they'd get better at peer review! I think it's a problem of evaluating accounting vs novel science
@hspter easier for a scientist to evaluate a paper than an investor to evaluate a shiny brochure
@hspter I think despite all problems with academic science, peer review actually sometimes, somehow, works
@hadleywickham @hspter btw Hadley wrote original bootstrap function I just fixed a bug and published in broom https://t.co/MKDfJYmFZy
RT @BetteMidler: Happy holidays to all: Here is my recipe for dairy-free, sugar-free, vegan eggnog: Bourbon.
RT @civilstat: Treating chefs like statisticians (1/2):
Plz make a gourmet meal from this.
This is just stale gummy bears.
But we have so m…
RT @mattmcd: Data Actually - #Python port https://t.co/wMyq5GK7Eu [I ported @drob's 'Love Actually' #rstats analysis to #Python] #datascien…
@hajozaki by all means
@jc4p in Israel this week! Next Tuesday ok? I do have free time this week if you want to ping in Planet Express
RT @runolgarun: "milennials don't even know how to set a formal dinner table," they said. well check out THIS DIAGRAM I MADE http://t.co/1k…
And he's "not very good at telling stories." #YouHadOneJob https://t.co/GG7rodWXON
@SwiftOnSecurity specifically, "The Countdown" from season 1
@SwiftOnSecurity the OC
@hadleywickham @oceankidbilly it was highly recommended to me but was disappointing. Lots of dull double crosses. Liked opera scene though
New blog post for the holidays: Analyzing networks of characters in 'Love Actually' #rstats https://t.co/FB83WCcZtr https://t.co/tycMEt35bW
@jdieramon blog post going up sometime today
On Christmas Eve we always watch Love, Actually, which got me doing some #rstats network analysis on shared scenes https://t.co/3vxqBTwZPr
RT @johnmyleswhite: My core problem with statistics: it's nearly impossible for a non-expert to "figure out what works". https://t.co/ZmZ1t…
RT @despair: The "Windows" section of every open-source project's "how to compile and install" file: https://t.co/82szh0Tj0q
RT @jfeckstein: @EdwardTufte I am convinced that ggplot and the other @rstudio products are the reason behind R's rise: powerful, understan…
@neilfws https://t.co/LFaenzpK1x
RT @juliasilge: NEW POST: NLP &amp; sentiment analysis of my Twitter archive https://t.co/Q8vJS0L996 #rstats https://t.co/MPzNSi5t13
@cdubhland "Expanding in use" fits data much better. Traffic to existing R questions shows a similar increase to questions asked.
RT @simplystats: A non-comprehensive list of awesome things other people did in 2015 https://t.co/I7cBY2xWwP
@drob cc @jbkunst. Loved the article and analysis btw
Close to true, R is among fastest growing tags! But Swift+AngularJS are even faster #rstats https://t.co/IkFZfOirOb https://t.co/E9wjN3eub2
RT @danrobinson: "That's not how the Force works!" https://t.co/wDApVYAO24
@asymmetricinfo @davidgaw Fair enough. I found a lot of plot wobbly as well, especially support group attacking her (ugh).
@asymmetricinfo @davidgaw In that context, when someone says "This is JJ's fault," I feel like it's not a throwaway line :)
@asymmetricinfo @davidgaw Also comes after ep all about JJ's bad decision re: Luke, in middle of ep about JJ being destructive force
@asymmetricinfo @davidgaw Anyway, when a character says "I am doing this for X reason," is it a stretch that writers want us to believe her?
@asymmetricinfo @davidgaw Why'd she never bring out the email before?
@asymmetricinfo @davidgaw Threat leads to disaster in eps 9-10. Could say it would have happened anyway, but not presented that way.
@asymmetricinfo @davidgaw "You sent your freakish thug, you made me afraid, so I am protecting myself." Wendy blames JJ for escalation.
@asymmetricinfo @davidgaw 22min into e7; Wendy confronts Jeri w/ emails about jury bribing. "You threaten my life, I threaten your career"
@asymmetricinfo @davidgaw And half-baked plan to capture (not kill) Kilgrave? Leads to many deaths, including person she was trying to save
@asymmetricinfo @davidgaw What about dropping Wendy onto a subway platform while drunk? Ruins negotiations w/ Jeri, w/ repercussions
@asymmetricinfo I definitely don't think VII as good as original trilogy, but I don't think the comparison of flaws/bad decisions holds up
@asymmetricinfo Rey running off gets her captured. Han thinking Ren can be redeemed leads to his death. What's cost of Luke running in EpIV?
@asymmetricinfo I could understand complaint that flaws are tacked on, but they're in there. And Luke's flaws were hardly great cinema
@asymmetricinfo She's also afraid (refuses call, runs off), and inexperienced (leaves safety on blaster). How many flaws does she need?
Favorite feature in ggplot2 2.0.0: check_overlap = TRUE. geom_text just got easier! #rstats https://t.co/edpRlGfMqS https://t.co/gkQ0RjbFHI
RT @hadleywickham: Very excited to announce the release of ggplot2 2.0.0! https://t.co/pwGtFt8MAk #rstats. Enjoy the early Christmas presen…
RT @DanaSchwartzzz: Hey. Right now. Try to quote Avatar, the highest-grossing movie of all time. Quote ANY line. Or name 2 characters. No c…
RT @AkilahObviously: Mindy Kaling predicted "Master of None" https://t.co/BsPlQRl4yu
RT @ProductHunt: Stack Overflow Jobs: A job board for developers powered by Stack Overflow https://t.co/IrTEJdnlWD via @jonhmchan https://t…
@_inundata oops missed that you'd seen JJ
@_inundata Jessica Jones (Netflix), Fargo S1+2 (on Hulu)
RT @WiringTheBrain: For truly appalling example of excess researcher degrees of freedom, see this supposed demo of transgen epigenetics htt…
@onlybluefeet @shog9 anyway watching it tomorrow night like a schmuck
@onlybluefeet @shog9 Some of us work out of an office ;-)
@shog9 BLOCKED
@onlybluefeet :-(
@JennyBryan @vsbuffalo In the long run, this is our future; love or hate it we're living in it https://t.co/Dus3dChchO
@JennyBryan @vsbuffalo I think "easier to avoid using packages" is almost the new "Easier to work interactively rather than make a script"
@onlybluefeet You're not alone. We did manage to get our two for MSG in September :) sorry you had trouble https://t.co/dqhOOv9Ou7
@onlybluefeet Adele?
@vsbuffalo @JennyBryan why not stringr?
RT @emilynussbaum: Trump seems incredibly concerned with people's stamina. He would be an excellent vitamin salesman.
@DextraordinaryH @colindonihue @YaleFES Also check out pixiedust https://t.co/EQc9qok6nN
RT @marvin_dpr: Every @Rstudio preview is a little bit like Christmas -  e.g. parameterized reports: https://t.co/h9LEYkyJJj #GoodMorning
@minebocek @hspter @statpumpkin @hadleywickham @_inundata lah-teck. Yeah I said it. Just drop me off in Hahvahd Yahd on your way out.
@hspter @statpumpkin @hadleywickham @_inundata it's a Boston thing.
@hadleywickham @_inundata I am Team Jif if it helps
@hadleywickham @_inundata theme_bw() now. I'm sorry, Hadley.
@chipoglesby you are right, it's a holdover from an earlier seed/simulation!
RT @danrobinson: Yes you can... this explanation is entirely consistent with classical mechanics. https://t.co/QGkXGybZZC
RT @hspter: This would be a ton of fun -- summer internship with @hmason at @FastForwardLabs!! https://t.co/rVjoDLliA0
One reason the "Axes must start at 0" rule doesn't always apply. #rstats https://t.co/BHm9jW9g8Y
@alittlestats @stat110 that's true: here's my approach to try to show it's the "or equal" that's the tiebreaker https://t.co/aqr1bbpLz1
@alittlestats @stat110 which.max(pbinom(0:2, 6 * (1:3), 1 / 6, lower.tail = FALSE)) #rstats
Old American dream: US government pays you not to grow your crops

New American dream: Tech giant pays you not to develop your product
@groundwalkergmb Or even more with .Internal(sample(seq(i, seats), length(taken), TRUE, NULL))!
@groundwalkergmb Best I've seen is in comments; changing &lt;- 1 to &lt;- 1L! That plus your changes is about 20% improvement
@SwiftOnSecurity @co60ca it's taken, though...
@timtriche @JennyBryan interesting idea, please try it!
@onlybluefeet Nice, congrats!! (I'm running NYC Half in March with 2:00 goal)
@onlybluefeet you'll do great!
RT @BrianNosek: King's College data sharing refusal and rationale are antithetical to science, excerpt from https://t.co/fMcA6zs5Q3 https:/…
RT @stat110: .@drob Very cool simulation and discussion of vectorization! For a symmetry solution, see Strategic Practice 5 #2.4 https://t.…
New blog post: The 'lost boarding pass' puzzle: efficient simulation in R https://t.co/GxNAicu2rg #rstats https://t.co/iVWxcGI1S0
RT @jbkunst: q: What do we ask in #stackoverflow? a: A lot of #rstats than the previous years. https://t.co/LrpamF96q5 https://t.co/KDQDgz4…
RT @jeanqasaur: I was interviewed for this fantastic article about why more girls don't code and how we can change that. https://t.co/9q8Tn…
"How about a pie chart?"

"No, I heard those are bad practice. Let's just misuse the heck out of a Venn diagram."

https://t.co/GjfoB0kJR3
RT @lincolnmullen: 1 + 2 = 3 visualized. https://t.co/6wIkdZfP5a
A password is, like, the WORST thing to choose based on its sentimental value.
RT @pomeranian99: Yowsa: What UK authorities consider signs of a potential cyber-criminal: https://t.co/kKbbmK1eiB (via @boingboing) https:…
@RallidaeRule nice! If those are directional, why not arrows?
RT @d1ca1: List of women active in machine learning research: https://t.co/prHKcyvwtZ #WiML2015 @WiMLworkshop
@RallidaeRule @quominus I'm pretty sure I get lat and long switched more than would be expected by binom.test(x, n, p = .5)
@quominus @RallidaeRule group doesn't do it? Does for me in toy example
@hspter yeah because I can never remember what above/below line means, but that's my own cross to bear
@hspter still not a good way to do it (should use ks-test), but less absurd...
@hspter nothing to see here. But I wonder if manager was trying some variation on a qqplot for comparing distributions, not relationship?
RT @juliasilge: First blog post on my brand new website, wherein I get to know ggplot2 a bit https://t.co/zG1GWlkdJJ #rstats
@juliasilge I saw :) you're welcome, and glad you're also open-sourcing blog!
@juliasilge Oh, excellent! Looks great!! (I should really blog/make an R pkg about my knitpages.R approach sometime)
@quominus @hadleywickham https://t.co/itHeSmurlA
RT @RallidaeRule: Drives me nuts when profs say 'you don't need all that fancy R/stats stuff'

HAVE YOU LOOKED AT THE JOB BOARDS!?!
@_zakahmad don't worry about it, was just lazy about renewing. It'll turn back up sometime today :)
Eminem sure does rap a lot about how he doesn't care what anyone thinks of him. Methinks Slim Shady doth protest too much.
@treycausey "Data science? We've always been doing that."

"Oh. So can I write a thesis about-?"

"Nope"
@treycausey I think the data sci strain has long been present in stats (since Tukey maybe), but has always been small minority of the work
I wonder when statisticians will stop putting "data science" in quotes
@bryan_caplan we Princeton/Rutgers alums do like to mock ourselves don't we https://t.co/x10zc3ssxT
RT @HapaxLegoman: "i just love the way books smell," says this illiterate moron https://t.co/lIN82zvcxc
RT @CaseyNewton: FWIW, I’m of the controversial opinion that giving away $45B to charity is something to be celebrated
@quominus @gshotwell what is your/their tool doing anyway?
@quominus @gshotwell Why not run small datasets of multiple sizes and plot n vs running time? Then can extrapolate to 48 hours
RT @AcademicsSay: On Student-Shaming and Punching Down | @TheTattooedProf | https://t.co/Do2hOYs0AA https://t.co/O20QVGxJUw
@quominus try on a (much) smaller dataset?
RT @paulg: Zuck's letter is like a control in the way it measures the baseline meanness of the Internet.
RT @treycausey: "Is Bayesian A/B Testing Immune to Peeking? Not Exactly." Epic @drob post packed with resources. https://t.co/r2XjpAC51c
RT @Owl_Meat: Reason to do a PhD #19: 

woman having baby on plane

"Is there a Dr on board"

Me: yes lol *gets out laptop and loads up MAT…
@kara_woo knitr; worked terrifically. 1 trick was 1 .Rnw per chapter to prevent caches/pkgs from getting cumbersome https://t.co/TYG9BghIH5
@DextraordinaryH which model classes were you interested in? You could open a feature request with an example! https://t.co/vjWNCZrC01
@_inundata thank you!
@quominus you could have published alternating ones under a pseudonym, then you wouldn't be in this mess
@quominus #humblecite
broom 0.4.0 now on CRAN. New tidiers for SVD, stanfit, nlrq, and many more https://t.co/ZA34bgU5V2 #rstats @bolkerb https://t.co/m5R7wAJ3dy
@maxfalkowitz details? Season and ep? This show is my jam
@onlybluefeet good luck!!
RT @codinghorror: “These people are more American than you will ever be.”  https://t.co/IZQxonbRtR
@onlybluefeet half marathon training?
@bryan_caplan More nails in the coffin of the rational voter hypothesis https://t.co/GUaWZc2twf
RT @adereth: management track https://t.co/61PieXe4Hg
@cboettig I've used and greatly enjoyed yhat's ggplot, but it's not quite as mature and feature complete
@cboettig seaborn is an improvement! https://t.co/r14d3NdzaU
New blog post: Modeling gene expression with broom: a case study in tidy analysis https://t.co/icP65fBSZ3 #rstats https://t.co/CY2XnkaUEE
.@jtleek @JennyBryan @hadleywickham @hspter tidyr followup: can you get from the result of the puzzle to these? https://t.co/12QzVz08bM
@hspter @jtleek @JennyBryan @hadleywickham well the first one's easy, let's see that second one. (spoiler: https://t.co/ei0fojmO7g)
RT @jtleek: .@JennyBryan @hadleywickham @drob @hspter We made a puzzle for you https://t.co/eXfU6iDTJl
"GMO salmon won't breed, they're all female."

DID WE LEARN NOTHING FROM JURASSIC PARK

https://t.co/OK24hn7Nzh https://t.co/53aky4qQ5M
@minebocek what's wrong with augment(mod, dat) %&gt;% filter(.resid &gt; k)?
@minebocek what's unclean about broom? ;-)
@RallidaeRule ReasonsToSellOutIntoIndustry++
@hspter ugh I know. Will the War on Christmas never end?
Now time for our next panel: Grad Student Unhappiness: The Great Mystery https://t.co/YhUVXEpF6h
RT @wesmckinn: It's too bad this article omits the innovation that's taken place in the R community in the last 5 years https://t.co/H9QJEY…
@savasavasava worth a shot!
@savasavasava retired superhero/PI. It's noir, not superhero-ey in tone at all. good writeup https://t.co/0Cr9SriXmM I'll check out Top Boy!
@savasavasava Jessica Jones is very not a superhero stuff show
@savasavasava Check out Jessica Jones instead. Much more bingeworthy show
RT @Falkvinge: After Paris attack where terrorists used cleartext and own credit cards, police demand bans of encryption &amp; bitcoin: https:/…
@bhive01 @genetics_blog I feel w/ tools+practice it's gotten fast. Time-consuming part is interpreting/understanding, as it should be!
@genetics_blog wrote the analysis up into a blog, please check it out! https://t.co/MxYo5uqFjo
New blog post: Cleaning and visualizing genomic data: a case study in tidy analysis https://t.co/ARYwuKCACT #rstats https://t.co/W6J6TdG9Vh
I like to read this as a call to action: "Vector Machines Need Your Support!" https://t.co/cX4mnzulBN
Oh shoot I forgot about Dre again
RT @ara_anderson: Outrageous review @aacr Cancer Research rejected manuscript as: Study is already available on @biorxivpreprint precluding…
RT @treycausey: Weird to ICYMI this post, but I care deeply about it. | The acute pain and chronic reward of public-facing work. https://t.…
RT @tuuliel: What a joke of a paper, but its 20K views make it less funny. Genome-wide analysis correlates Ayurveda Prakriti https://t.co/n…
RT @tdhopper: Numb3rs but where the whole season is data cleaning and configuring AWS
@muraii you're very welcome, I'm glad you enjoy it! Stay tuned for more in the series
@sassiestone did you at least get a spot?
RT @neilfws: Yes, those tiresome publishing companies. Wait, you mean bloggers? What?! https://t.co/1tiAy6v4oe https://t.co/pC0snas1tT
@vsbuffalo Only compaint is when it runs stuff in the background for auto-completion it can crash. But even handles auto-saving gracefully
@vsbuffalo where's that dislike button when you need it
Au-jourd'hui nous sommes tous Francais.
@xieyihui @kwbroman @JennyBryan please do. We can always use great Q&amp;As
@JennyBryan @kwbroman @_nicolemargaret Maybe this is one of those rules, like "no powerpoint," that need "unless you're good at it"
@kwbroman @_nicolemargaret come to think, I saw awesome live coding from both @winston_chang and Bryan Lewis at NYR https://t.co/osHp3zZcU0
@cdubhland @Hpster just remember https://t.co/HsHpDTFWy1
@_nicolemargaret @kwbroman agree for demo/presentation. But not for a class/workshop! There, live coding w/ ppl coding along is only way
@hspter I owe you one https://t.co/PnMgSjIorX
@JennyBryan this is the software engineering equivalent of gene knockout studies
@JennyBryan I chuckled at this. Then I got an error in my .Rmd and tabbed back to Twitter to copy-paste
@hspter aw, shucks.
A genomics dataset for teaching dplyr, tidyr, ggplot2 and broom: https://t.co/6IVaiLHPCj @genetics_blog https://t.co/vPI2FdMlUo
RT @EuanRitchie1: This elegantly sums up every biologist I know https://t.co/ak4RbKF6Vw
@hadleywickham found this useful since a) modeling is expensive and good to parallelize b) tidied models are smaller and easier to collect()
Draft of broom tidiers for models in multidplyr party_dfs https://t.co/gTOym3RlYc #rstats @hadleywickham https://t.co/uaO3gxBb5C
RT @hadleywickham: A quick intro to multidplyr: https://t.co/eESHGMgHcp. It’s a new/experimental parallel backend for dplyr #rstats
@rdpeng @vsbuffalo right and you wouldn't say "let's make a modern S", would you?
@vsbuffalo @rdpeng isn't that basically Clojure?
@RallidaeRule I know one way to get a better computer, but it'd mean analyzing fewer birds and more ad clickthrough rates
@quominus Actually
@quominus "Bob, this is the NSA. Normally we oppose end-to-end encryption. But for your texts with your wife, we'd consider it a courtesy"
@quominus you're spying on your users and now it's the users' fault? :-)
RT @DVSblast: HIP HOP IS SO FAR OFF COURSE FROM ITS INITIAL PURPOSE, TELLING PEOPLE YOUR NAME AND WHAT IT IS YOU ARE HERE TO SAY...THEN GOI…
@aurelgasser np! Btw, strongly recommend using the dplyr package heavily. Also check out this book: https://t.co/GfEDvClHps
@aurelgasser Aww anything I can do to help? (And the cool kids hashtag it w/ #rstats)
@JennyBryan argh I'm so sorry!
RT @AcademicsSay: Reviewer 2 walks into a bar that's not the one they would have built.
RT @mbeisen: ok compbio smartypantses - stop telling people at BBQ's that you predict phenotypes from genotypes and prove it https://t.co/r…
@sassiestone @kevinmontrose funny, me and Dan are near there at Grisly Pear karaoke
RT @baseballcrank: I don't think anyone, regardless of party, can dispute that this is the single best photo of the Obama years https://t.c…
OH: I knew her way back when. That is, back when she had fewer Twitter followers than me.
RT @FallonTonight: .@Lin_Manuel &amp; Tariq (@blackthought) play a new game called 'Wheel of Freestyle' https://t.co/HhH6EnFsl5 https://t.co/fb…
RT @brianbeutler: What’s extra weird is that Carson's been going around forever talking about his “full scholarship” to an academy that pay…
@patriktormanen I'm glad, thank you! This is a classic on the topic: https://t.co/yCxpY2jMYl. Also Gelman+Hill https://t.co/5wP9DxgkXu
@RallidaeRule Which objects? We could add tidiers to broom or biobroom https://t.co/mEFJ29a9dH
RT @StatsbyLopez: In contrast to analytics people, who are not about winning games. https://t.co/hnGk5zHZbg
@Nick_Craver @StackOverflow no joke: last month I got approved at a co-op for the same reason!
@chrislowis you're very welcome!
@JennyBryan @sethsa feels weirder now that I'm switching with = for C#/JS in production! (Was weird back when I used #pydata a lot too)
@hspter hmm interesting. For lm's (and many other obis) you could do same thing with broom's augment
@sethsa and pay tribute to the statisticians that came before us, even as the rest of the language matures and enters the future #keepRWeird
@sethsa so we treat ourselves with one harmless indulgence of syntax to distinguish ourselves and remind us of history (cont)
@sethsa R has it worse than many others. And many of them (e.g. poor engineering practices) are habits that need to be broken (cont)
@sethsa that is not my serious answer. My serious answer is that every language has some inefficient cultishness based on tradition. (cont)
@sethsa same thing that's wrong with cars as opposed to bicycles and bicycles as opposed to unicycles. Not. Weird. Enough.
What are the most polarizing programming languages? #rstats https://t.co/yyBmnovWir https://t.co/SjiGwGLeTt
New blog post: What are the most polarizing programming languages? An #rstats analysis of @StackCareers data https://t.co/yyBmnovWir
@ilarischeinin Thanks for the correction! I had changed it at the last minute without thinking. Fixed now!
@johnstorey you might be interested in this discussion of the PEP-qvalue-FDR connection (cites you of course)
New post: Understanding a Bayesian approach to false discovery rate (w/ baseball statistics) https://t.co/odVMvqEGvW https://t.co/dIcA6P8GMM
RT @AcademicsSay: Fool me once, shame on you. Fool me twice, shame on me. Fool me three times, statistically significant.
@rdpeng @_inundata a valet, that's what I'm missing! There's my excuse next time I show up to a wedding in jeans
@RallidaeRule the min and max already show up as points, why do you want the whiskers to reach?
RT @wesmckinn: New post: "The problem with the data science language wars" https://t.co/brSM1OZAqS #python #rstats
RT @danharmon: I bet like 30 people disappeared when Marty McFly tore that page out of that phone book
RT @NachoSoto: Programming in a nutshell https://t.co/35V7jqUYnP
RT @romain_francois: #dplyr game changer of the day:

iris %&gt;% filter( column("Sepal.Length") &lt; 5 )

var &lt;- "Sepal.Length"
iris %&gt;% filter(…
RT @im_tommypickles: IM ALMOST POSITIVE THATS JUST A COOKIE http://t.co/D2u9Ok9fp6
@quominus @hspter next year I'm carving a %&gt;% @stefanbache
RT @slatestarcodex: And for all you scientists out there, something *really* scary. https://t.co/PlRjuJnC0n
RT @quominus: Happy Halloween, useRs! #rstats #rcatladies https://t.co/49gwEynMg9
@quominus back before all the kids showed up and ruined it, with their Trek Wars and their Hip-Rap
@quominus IRC? Are you, like, fifty?
@quominus wait how do you get weather. Like a https://t.co/9xH8Am57oV app? That sounds like it takes foresight and planning
RT @riscfuture: Imagine if last names were invented now, so instead of “Smith” and “Baker,” we had “Frontenddeveloper” and “Socialmediacons…
@sassiestone don't forget to send me a link to karaoke video, please :)
@seankross @rdpeng Keep R Weird https://t.co/asLcMLMLaX
@quominus let's see what you got #KeepRWeird
Keep R Weird.

#rstats #KeepRWeird https://t.co/gZM5QRCG31
@darinself Open a feature request! :) https://t.co/vjWNCZJcRz Which package is Match from?
It's hard to listen to you with a straight face #ParksandHam https://t.co/BDCf3P2CY8
RT @jessicagolds: but damn, it's getting dark so let me spell out my name, I am the... #ParksandHam https://t.co/HiTrrhU5GB
RT @kevinmontrose: Strap the fuck in. #stackoverflow #docs https://t.co/69ZXaZJjrG
@rossipedia &lt;3
RT @jonathansampson: How to get hired: Join Stack Overflow and GitHub, contribute to things, help others, build stuff, and engage the team …
@johnstorey @jtleek That's how we roll @hspter @robtibshirani
@jsonbecker @hspter yep that's what I was going for
RT @hadleywickham: @drob this is related to my principle of choosing PLs: a language has either already made a big mistake, or will make a …
@hspter @rdpeng until you eventually change their name to "perm"
@jtleek I'm pretty sure you/@rdpeng/@rafalab have that title locked down for a long time :)
@groundwalkergmb @kwbroman Absolutely- just sticking to my territory
Data science experience is usually not about knowing how to do complicated things, but about knowing which simple thing to do #rstats
@treycausey Thanks! I'm a fan of The Spread as well! Have a few more "Bayesball" posts planned out, ping me if you have any ideas for them
New blog post: Understanding credible intervals (using baseball statistics) https://t.co/GftzyF8F0r #rstats https://t.co/WovVrDRh6u
RT @researchactive: It is strange that amazing achievements that make a difference to our world don't get much news coverage .... http://t.…
RT @genetics_blog: https://t.co/5DA8Dka5Xv: standardised containers for interchangeable bioinformatics software https://t.co/rB8IILci1v
You're not thinking VECTORIZABLY, Marty! -#rstats Doc Brown
RT @JasonPunyon: Date math is hard. https://t.co/zRAnD0KUjD
RT @genetics_blog: Scientists encouraging online piracy with a secret codeword https://t.co/WA7OkDXMo6 great comment: https://t.co/x9pcHQNq…
RT @aalear: I'm so mad at past me for not thinking of making a Back To The Future 2 cosplay outfit for tomorrow. I was not thinking 4th-dim…
RT @hspter: Cannot emphasize enough how much time you save by putting analysis efforts into tidying data first.
@kwbroman @hspter OK clearly all of you have been thinking about this a long time
@kwbroman everyone's got beef
@hspter you can take that one
If I were a Bayesian rapper, I'm pretty sure my name would be MC MCMC
Using @ZocDoc is like having a cheat code for life.
@treycausey by the Heisenberg uncertainty principle, that means they have no idea what the score is
@emilynussbaum Do Not Call Up Any That You Cannot Put Down
Wait, who DOESN'T do this? https://t.co/mCpu6WhHYB
RT @gluejar: Do publishers ever bother to READ the CC license?? #OAWeek #grumpyEric http://t.co/V7i52HAqqK
@aneldavdw @Tjips_ @swcarpentry @Socrative Oh, demo of teacher's view: https://t.co/2nmEHXqRy5
@aneldavdw @Tjips_ @swcarpentry @Socrative 2/2 Used this summer in Princeton course. Not trivial to setup since still in dev, but worth it
@aneldavdw @Tjips_ @swcarpentry @Socrative 1/2 Sry, active dev is on this branch: https://t.co/w4rwZmqyvr I helped develop it
@Tjips_ @swcarpentry @Socrative @aneldavdw Also if you're teaching R, check out Socratic Swirl (OSS, in alpha) https://t.co/G4PzCLCZcc
RT @mrogati: We lost 50 years of data science progress because we didn't listen to Tukey in 1962. (via https://t.co/a4uNQKwWAW) http://t.co…
RT @Sneha_Antony: #Rcoding is SO cool! One of my favorite days of #journalism. Thanks so much @hspter, @BrownInstitute &amp; Dave Robinson http…
@JackAGoodman @TowCenter you're very welcome, thanks for coming!
RT @fody: oH: where else can you see a data scientist rapping? #SOInSD
RT @kevinmontrose: Actually, holy fucking shit @drob is hardcore #SOinSD
RT @AcademicsSay: Fool me once, shame on you. Fool me twice, shame on me. Fool me three times, dissertation.
@fody are you here yet
#SOinSD karaoke folks- need someone to sing the Dido chorus in Eminem's Stan. Either male or female works. Serious offers only
@rossipedia I am debating Ubering over to catch the end
@rossipedia are you bonfiring?
RT @hadleywickham: Come work for @rstudio - https://t.co/1N4Pf4WHmH! Currently looking for a full stack engineer and customer success
RT @hadleywickham: Great article about data science by David Donoho: https://t.co/j8hJ0WNASb (via @xieyihui)
@therealandybass @storeylab Andy I love you but when you start tweets with an @ they don't show up in feeds. Put them at end :-)
RT @hadleywickham: How did I miss this? Great article on computing useful proportions when you have radically different n: http://t.co/09DH…
@the_belal thanks, good to know!
RT @hadleywickham: Now is a great time to start trying out the dev version of ggplot2. So many improvements! https://t.co/wCSzPg9Y5U #rstats
If you like broom, check out biobroom: turn computational biology objects into tidy data frames. Now in Bioconductor http://t.co/cNNkWEfI6M
@JennyBryan Check out ?rowwise_tidiers in broom!

mtcars %&gt;% group_by(cyl) %&gt;% do(mod = lm(mpg ~ wt, .)) %&gt;% tidy(mod)
RT @JennyBryan: I’m seeking dplyr tutorials or blog posts with especially nice coverage of what to do with the list-columns produced by do(…
@JennyBryan I'd support a presidential decree of National Tidy Week
@JennyBryan aw shucks
@JasonPunyon @rossipedia @fody comin' soon
RT @danrobinson: @drob with the possible exception of Jon Skeet dining alone
"At the median moment, there are this many people getting help on Stack Overflow" - @JayHanlon at #SOinSD http://t.co/Ciqqr54VZB
Is this the highest total Stack Overflow rep there's ever been in one room? #SOinSD http://t.co/jdMC8XU5Yp
RT @quominus: rgeolocate 0.5.0 is out, with wider platform support from @wrathematics and lat/long support from @drob ! #rstats https://t.c…
@rossipedia you so crazy #SOinSD
RT @hadleywickham: If you’re writing a paper about a new visualsation, please actually show it in the first couple of pages!
@onlybluefeet thanks! See you in #SOinSD!
@onlybluefeet yep! Chicago
@onlybluefeet I win ;) http://t.co/3LvllpH7SA
@onlybluefeet @sassiestone @hairboat I'll-advisedly, that's how!
@sassiestone @hairboat miles. 18 now I guess :)
@hairboat yep! Just 19mi to go
It's gonna be a long day. #chicago2015 http://t.co/B1CbOislkm
@hadleywickham @opencpu what about h) rewrite whole package and append "2" to the name? ;)
RT @Snowden: Three cats and you're a cat lady, right? But nobody ever called a guy a cat lord. #catlords
@lincolnmullen historians have the best observational humor
@TheFienPrint @THR you've had this one locked and loaded since the show was announced, haven't you
RT @emilynussbaum: I think I’m just going to say “BUFFERING!” when I’m confused or stuck in real life.
RT @skmorgane: Sub-bing in for @ethanwhite today in his @datacarpentry class. Uh, ggplot? What is this crap. No no no. In my day we used Ex…
Freedom's just another word for nothing left to refactor
RT @murrman5: "no rapping tonight"
why?
"you rap about patrick swayze everytime, it's embarrassing"
ok
[after one beer]
uh oh y'all it's ge…
@craigcitro you could tweet about it that's what I did
Checklist for joining a Google hangout

1. mute your microphone
2. comb your hair
3. pause your Taylor Swift

#PSA
RT @shutupmikeginn: I fucking LOVE science.

*is handed peer reviewed journal*

Haha nonono I meant CGI pictures of space with misattribute…
By the toll of a billion tests we have bought our birthright of this code; for neither do checks pass nor fail in vain.
RT @old_sound: Gimme Google, Stack Overflow, and this keyboard, and I'll program you anything. http://t.co/H9YsiekQO6
RT @GaborCsardi: A debugging crutch for #rstats #magrittr #pipes https://t.co/AgyTIN2Z4B In the works! Feedback welcome!
@onlybluefeet ha yeah me too. Saw Fun Home tonight instead
RT @mbeisen: we shouldn't call manuscripts in arXiv and @biorxivpreprint "Preprints" - they are papers and the act of posting them there wa…
@onlybluefeet But The Martian is out!!
@whedonesque I feel like your whole Twitter career has been leading to this moment https://t.co/g7oEcawcTs
@rdpeng @hspter @treycausey @NSSDeviations True! One way I explain tidy data to people unfamiliar with it is "what you'd need for ggplot2"
@rdpeng @hspter @treycausey @NSSDeviations I think like all stats, not knowing theory limits upside + increases chance you'll use it wrong
RT @supermoof: when you start a new programming job you have to walk right up to the biggest function in the yard and refactor it in front …
RT @holman: Remote-first companies are going to win. Sorry not sorry.

https://t.co/qi35rmrjXB
@hspter @genetics_blog In seriousness, it's one of my standard arguments for broom existing http://t.co/9dTxzfBCBZ http://t.co/EcqWdACfUz
@hspter @genetics_blog that's what I'm here for
@andland @StatsbyLopez I had missed this article! Great work and sorry to (unintentionally) copy
RT @jonskeet: Came back from lunch. Wondered why tests were failing. Turns out just for a change, I'd been a good boy and actually written …
New blog post: Understanding empirical Bayes estimation (using baseball statistics) https://t.co/axjmeQo7Sy https://t.co/udIMeG0YrI
RT @simplystats: A glass half full interpretation of the replicability of psychological science http://t.co/751vvlRkvx
@_inundata 
Text: "Oh, your voicemail is full."
Me: "So you DO KNOW HOW TO USE A KEYBOARD"
"You didn't get my voicemail?" No. I didn't get your smoke signals either, Caveman Jim.
RT @TrevorABranch: My rule of thumb: every analysis you do on a dataset will have to be redone 10–15 times before publication. Plan accordi…
If GitHub Issue self-assignments were realistic http://t.co/UgKccnFnbX
RT @DynamicWebPaige: NYC is the only place in the world where people walk fast enough
@JennyBryan if you push WIP to a branch I could do my best to pick up the standard
@JennyBryan @bhive01 ooh. You could imagine auto-shortening code by removing spaces to get to 140, error if can't be done
@JennyBryan argh and I was just now trying to compile Twitter, thanks a lot
RT @ValaAfshar: "It will never become obsolete." —ATARI 1979 http://t.co/cjtnjTTxSw
@JennyBryan Join us in industry, where people are instead proud of not knowing what a p-value is! (jk)
@mhoye @JennyBryan I feel like it's worse- like not learning to read. far more people say "I wish I could code" then "wish I knew more chem"
RT @hadleywickham: Proud to announce that I'm the first chair of the #rstats consortium infrastructure steering committee: http://t.co/ek5O…
RT @jadler: My favorite Yogi Berra quote: "In theory, there is no difference between theory and practice. In practice, there is." #RIPYogiB…
@quominus Isn't that what you'd expect? From ?ifelse http://t.co/u6B2BfXeyx
@quominus Reprex?
@quominus @JennyBryan @EamonCaddigan Phew fixed it that was a close one http://t.co/7WnInWOmBZ
@JennyBryan @EamonCaddigan Egads, I was just copy/pasting geom_violin source and didn't even notice! http://t.co/F1ooByHSgi
@JennyBryan @EamonCaddigan OK hacked something together! https://t.co/NstwHUQwJu Approach to new geoms has changed http://t.co/7dKZMqerFI
@EamonCaddigan @JennyBryan I once wrote a sided-violin geom. W/fiddling could show just half! https://t.co/exzR9kmPpF http://t.co/DcA4zTpMY9
Two things every conference needs:

(1) A hashtag
(2) A code of conduct

And in a pinch, (1) can slide.

#rstats https://t.co/EAaZCCTq7u
@asymmetricinfo doesn't no one fidget when they sit still? By definition?
RT @amahighlights: Arie Litovsky, developer at Stack Overflow, AMA Highlights - http://t.co/fDWd4WcHJX

@arie_speaks @StackOverflow http://…
@danrobinson @JennyBryan @hspter I don't think you want the answer to that question
@JennyBryan @hspter @danrobinson Yep http://t.co/KXQSbqP5O4
@hspter his actually has better features, but then he wrote his on a laptop, not a phone; what a schmuck @danrobinson
tracestack: Search your Python error msgs on StackOverflow, like you were going to do anyway https://t.co/aqxPX1IiST http://t.co/fwgRCw1P0A
RT @thecascott: .@PJVogt Doctor Who is not that complicated. Let me break it down: The Doctor (that is his name) is a time traveling alien …
RT @rmounce: I caught Wiley selling my open access article. So they unpaywalled it. But what about the rest? They shld all be OA http://t.c…
RT @AcademicsSay: R
Hadley Wickham, teaching R with nursery rhymes, because why wouldn't you #rstats @nyhackr http://t.co/sfQ15NWcy8
@cashnwho "If you collect more data, you get more accurate results. Who'd have thunk it?" http://t.co/Uilrz2GL1o
The legendary Persi Diaconis, rocking some math on a blackboard, old school #Tukey100 http://t.co/3ewPjj7Ho8
David Donoho from Stanford, talking data science as seen by the Prophet Tukey #tukey100 http://t.co/ATzSnIaqhe
RT @ParkerMolloy: Same folks who accuse others of "always finding something to be offended By" are throwing tantrums about Doritos. http://…
@noamross Congratulations Dr. Ross!
RT @AcademicsSay: "You'll have to show me how to do this Twitter thing sometime." - Every colleague ever
RT @terminalbreaker: When someone submits a pull request into your project. http://t.co/ngYuO0w9pm
@JennyBryan @stefanbache I sometimes do

var %&gt;% na.omit() %&gt;% na.omit()

just in case it missed any the first time.
@onlybluefeet Pay-per-use is a disaster waiting to happen!
RT @rdpeng: I've started a data science podcast with the ever awesome @hspter: Not So Standard Deviations. Here's Episode 1 https://t.co/gm…
magrittr monetization scheme:

mtcars %&gt;% buy_now() %&gt;% you_will_be_directed_to_your_RHS_in_3_2_1() %&gt;% select(mpg)

@stefanbache #rstats
@stefanbache Sorry, you get paid by library(), not by importFrom/export, so all the money went to the dplyr account
@stefanbache nicely named, that's why they pay you the big magrittr bucks
@stefanbache I almost think that's a good idea...
@stefanbache I've found %&gt;% summary %&gt;% summary helpful to learn structure of summary object before writing broom tidiers
RT @ilikemints: did... did a rottweiler write this http://t.co/cmK7icX2J7
RT @anildash: Teachers shouldn't respond to inventive kids by calling the cops. Say how you'll #HelpAhmedMake: http://t.co/8XnRCrTYe8 (Plea…
RT @GonzoHacker: If clocks are illegal then only criminals will be on time
RT @atotalmonet: "He’s vowed never to take an invention to school again." This is a shame in every sense of the word. http://t.co/leZpPnVybx
RT @CSMPasscode: "Hackers" at 20: How a mostly inaccurate flop won over the real hacker community. http://t.co/j6jZTrnqyW http://t.co/sw7m0…
RT @StackOverflow: BLOG: We're Changing Our Name (Back) to Stack Overflow. 
Also? We made a short film.

https://t.co/bvVDCj5TFJ http://t.c…
RT @revodavid: Interactively see dplyr and ggplot transform R data with @jcheng's pipecomposer Shiny gadget #rstats #earlconf http://t.co/k…
RT @hadleywickham: Indexing lists in #rstats. Inspired by the Residence Inn http://t.co/YQ6axb2w7t
RT @History_Pics: "All this technology is making us antisocial." http://t.co/pG4K0TqWgj
RT @mbeisen: raise your hand if you've ever wanted to read an article you couldn't access https://t.co/DN8eTl7oMH
RT @mattmight: Bashing JavaScript seems popular among academics in PL. I see JS-bashing as a sign they haven’t written much JS. JS is a gre…
RT @AcademicsSay: Choose a discipline you love and you'll never work a day in your life likely because that field isn't hiring.
RT @iamdevloper: Spend more time working on your S̶t̶a̶c̶k̶ ̶O̶v̶e̶r̶f̶l̶o̶w̶ ̶r̶e̶p̶u̶t̶a̶t̶i̶o̶n̶ relationships with people.
RT @oceankidbilly: Another survey dataset, another quick skim of @hadleywickham's Tidy Data paper for the nth time: http://t.co/iqQS4kBS0x
@wesmckinn reddit
When someone tells you closed source software is more "reliable" than open source, remember Douglas Adams: #rstats http://t.co/HfX5Mid4Hf
RT @SwiftOnSecurity: Microsoft Office:
Where things you'll never use are a click away, but opening an email box is 15 steps. http://t.co/W1…
RT @_inundata: The page for @user_stanford is up!
http://t.co/bbmvEPeoEx
Tutorial submissions now open, stay tuned for registration.
#rstats
One day we'll be at a fancy restaurant when the zombies rise. And you'll all envy my sneaker-wearing foresight
@kftaylor @kevinmontrose that would sure show those stuck-up beachwear fascists
At any given moment, my desire to wear a suit is inversely proportional to Society's desire for me to wear a suit
RT @JennyBryan: .@hadleywickham this series of tweets has amused me much http://t.co/fxzk8CSv5w
RT @balpha: http://t.co/WGIVwfFPi7
Nice love for SO, but title should be "Why the world worked for free at whatever time it was in the resp…
@SaraJChipps I see you too have become accustomed to single-l Hilary https://t.co/hzdZf4O8Mb
RT @MaraWritesStuff: "Dogs are assholes"
DOG PERSON: YOU'RE an asshole!
"Cats are assholes"
CAT PERSON: Yeah
RT @skullmandible: most cutting thing you can say is "who's this clown?" because it implies they're a) a clown &amp; b) not even one of the bet…
@hadleywickham sure thing. though I actually don't see aforementioned reason mentioned in NEWS.md or in issue #1064... missing something?
@inspiredata dplyr for sure. `sample_frac`, `sample_n`, and `filter` go a long way
@hadleywickham Why doesn't mutate preserve tbl attrs (while filter/arrange/slice/summarise now do?) Relevant for http://t.co/S1XSeuBQmw
RT @hadleywickham: dplyr 0.4.3 is now out! http://t.co/ydkLtWVHgS. Biggest news is fix to crashing bug in mutate() but lots of other bugs f…
@inspiredata Random sampling is one (frequent) way! But another is to analyze e.g. data from one city. Controlling rather than sampling
@drob (data sci epiphanies inspired by an NYC commute)
If your data's huge, analyze a small subset first to check approach. Like navigating the route on a bike before trying your 18-wheeler truck
RT @PHP_CEO: EVERY TIME A BIG COMPANY CHANGES THEIR LOGO WE ALL GET REMINDED THAT “FONT DESIGNER” IS A JOB CATEGORY AND BOY DO THEY HAVE OP…
@kevinmontrose @JasonPunyon @bolkerb I actually did once hear a scientist ask what units a p-value was in
@bolkerb @kevinmontrose from now on I'm going to measure statistical confidence in "inches"
RT @bolkerb: "much bad science is done using freq stats ... true only because pretty much all science is done using freq stats" https://t.c…
RT @rg9119: @chrisamaphone As my advisor told me: your PhD is your black belt.  People think black belt means expert, but it means you're r…
@raghavramesh @_rchang @joshualande @timabe @hadleywickham Closest to Anaconda is probably hadleyverse Docker image https://t.co/kTmPLEALsR
RT @fioroco: "i love angular. i love cloud."
"fiona are you just reading words on hacker news and saying that you love them?"
*quietly* "i …
RT @kevinmontrose: Proposing that we add a place for Documentation to live and grow on #StackOverflow
http://t.co/1Y6Zv8UiEA
RT @rafalab: Spurious alt splicing too common in RNAseq analysis @mikelove shows why and proposes solution http://t.co/fPDf6nx6iw http://t.…
RT @joe_pickrell: Had no idea the researcher who found APOE-Alzheimer's association couldn't get grants to follow up. pretty depressing htt…
@quominus my wife and me:

"What does your R package do?"
"Well, it tidies-"
"It does? And you wrote it? That can't be right"
@quominus tidying apt or data.frames?
RT @xosegb: Microsoft's vision for bioinformatics - exporting FASTA into Excel http://t.co/yS3J3LANCX
@slatestarcodex "Ah, good, you still have your intestines. That is to say, you're gutted."
@permutans I like asking on SO first whenever I might just be making a silly mistake :)
Can any #rstats folks help with this knitr question? http://t.co/2ex8Zr23DA http://t.co/6JG1fZB0ik
@romain_francois @JennyBryan terrific idea, but I seem to be too dumb to implement it...
RT @tdhopper: A developer is a device for turning StackOverflow code snippets into programs.
RT @ML_Hipster: … and that concludes Machine Learning 101. Now, go forth and apply what you've learned to real data! http://t.co/D6wSKgdjeM
@JennyBryan alternative: instead of outfile TRUE/FALSE, could optionally be a filename to save to? Saves us from coming up with our own slug
@JennyBryan quick q: are you familiar with tempfile() function in base? Is there a reason not to use it here?
@AnnettePonnock That link actually goes to a different article. Did you paste the wrong one? :)
@JennyBryan @hadleywickham I'm mid writing pull-request with that among others :)
RT @wesmckinn: Watching The Big Lebowski really helps a lot with Twitter. Remember: “That’s just, like, your opinion, man.” (HT @hspter)
RT @JennyBryan: Do you deal with lot of small #rstats examples on GitHub or SO? I made the reprex pkg to do some fiddly mechanics.
https://…
@JDyksterhouse K. Ping me at drobinson@stackoverflow.com and I'll get back to you :)
@JDyksterhouse Sure. What is it for?
RT @simplystats: Interview with COPSS award Winner John Storey http://t.co/ZhGxETeCKp
@andrewheiss @hadleywickham Ah, I hadn't considered that this pattern could be replaced by

data_frame(...) %&gt;% expand()

Thanks!
@hadleywickham better version in this picture (but I'd submit as PR) http://t.co/5lzhEPxLQO
@hadleywickham There's an expand_grid utility I've been using a lot. Any chance it can make it in, like data_frame? http://t.co/Wpl7fMDsSr
RT @aaronquinlan: If we are being fair, @stackoverflow should be cited in every bioinformatics paper ever.
Remember: don't feed trolls, gremlins after midnight, or Bayesians ;) https://t.co/xMSUnsWI6p
RT @asymmetricinfo: What I like best about this article:  it doesn’t pretend to care what’s good for the students, only the professors. htt…
@davidmanheim @stat110 these q's don't exist, they're a hypothetical meant to show why the site has the standards+filters it does
RT @codinghorror: @humphd @drob if your humanity hinges on typing "hello" into a text box I think you might already be a robot
@dezldog @backhand SO does fix it by filtering salutations. Post was about whether that fix should be removed. IMG was hypothetical
@kleinmatic @codinghorror missing point, this is an exaggerated (fake) search. Point is, shouldn't have to read thru noise to reach signal
@dims12 @aalear search engine view isn't really the point. When you view a question to solve a problem, do you want to read any of that?
@jzy @lizardbill all credit to stack user jeeped. I don't have the design skillz. Need R just to do freehand circles http://t.co/kiuzZ1KtJd
@obione86 @df07 you can also get one by sharing a story here! http://t.co/yExPensn47
Why can't you start Stack Overflow questions with "Hi?" So searches don't look like this: http://t.co/jm81LjsToW http://t.co/m5OLcGL4Ld
RT @DLin71: That moment when you realize that you can’t vote, and everyone around you can. http://t.co/UtDpl4Wfu4
@quominus until you take all those extra u's out you don't get to complain about superfluous letters
RT @Elisabete: @kronda It takes several rides on the "I'm clueless" to "I'm a freaking genius" programming roller coaster, to realize "Oh, …
@maxogden shouldn't the first one be "moral", not "morale"?
RT @gazregan: “[Bartending is] a simple thing, not a question of skill; it's a question of character.”  Sasha Petraske, Rest in Peace, Brot…
@NeuroStats @stat110 great find!
@EJWagenmakers @lakens exploring both. http://t.co/0cFtSUUT53
@hspter @kwbroman official post goes up on company blog next week. Wanted to get round of statistician feedback first!
@NeuroStats @stat110 in industry, such methods aren't well-popularized. And some Bayesians have a bit of disrespect for that approach
@james_t_webber @conTAMInatedsci if you'd be willing to write a longer comment (or response post!) I'd be very interested in such feedback
@james_t_webber @conTAMInatedsci true; same issue as p-values. Prior doesn't eliminate this, does reduce it. Incorrect prior can make worse
@simplystats @timtriche aha!! I felt like I had seen something like that post before but had forgotten, great. I may expand on it in future
@james_t_webber @conTAMInatedsci I'm not sure I follow. Is issue with the method, the simulation, or the evaluation metric?
@AlxEtz which is why it's relevant whether method incorrectly says to switch. Also, in second sim B is better half the time
@timtriche @simplystats good role for applied stats, recognizing relevant existing methods, apply them to new areas, fix new challenges
@timtriche @simplystats you may say "but it's the same as clinical trials." But that's like saying "gene expression is just regressions"
@timtriche @simplystats I think academics would do well to write on A/B test methods. Almost no literature applied to topic
@esjewett we do have something like that. Similarly for guidelines for "stopping due to efficacy" like in medicine. Lot of rules though.
@esjewett certainly trade-off between explore/exploit has several options
@esjewett others, like clicks, we have plenty of traffic, but also want to detect subtle changes in targeting algorithms
@esjewett some features activity is too low to presample: e.g forms for ad buys. Under 100/day
@AlxEtz in a paper I would! In a post, have to skip a lot (choice of priors e.g). In any case, critiques of freq methods underemphasize that
@esjewett in some sense if we're running on full site and 50/50, we've already implemented feature, and reaping 1/2 of benefits
@EvMill @stucchio would love any thoughts. I mention but worth repeating that post isn't a criticism- both your posts were greatly helpful
@drob @EvMill @stucchio hi! I have some thoughts on your Bayesian A/B testing posts from a few years back http://t.co/SeWWhOIMEk
@EamonCaddigan @simplystats yep, great post. I link to it at bottom
@drob @hspter @kwbroman blog post re our bates/freq conversations is up http://t.co/SeWWhOIMEk
New blog post: Is Bayesian A/B Testing Immune to Peeking? Not Exactly http://t.co/SeWWhOIMEk http://t.co/OCC4HcBvns
@joranelias barefoot? What is this, the Governor's Ball?
RT @WarrenHolstein: Sorry, but Apple making driverless cars isn't breaking news. It's been going on ever since they introduced the iPhone.
If I can't run a 5K in it, I consider it formal wear.
@MonicaCellio @df07 Also your name has to rhyme with "On Beat." (That is, I hear painting was a one-off http://t.co/tqPISoYlKT)
@MonicaCellio @df07 :( but surely by now you have a shirt? (Or a hat, or a unicorn painting? I am unclear on the mod swag system)
RT @df07: OH: "If people want a t-shirt so badly, they should just do what we did and get a job here" - @drob #SOreadytohelp
RT @codinghorror: Ten million questions! Reminder: all future questions will be closed as duplicates. http://t.co/pXYZNRLrpz
@quominus two can play at that game https://t.co/vYTq1WrpUP https://t.co/30qn3WSVm2
@quominus also, English Wikipedia has only 5 million articles. Come on, slackers. Try to keep up ;) https://t.co/n9caohO0SW
@JennyBryan it was ok. But it was successfully answered!
Fun fact: the ten-millionth question on Stack Overflow, posted this morning, was an #rstats question :-)
RT @StackOverflow: Ten. Million. Questions. 
Every 12 seconds, a dev helps a stranger on StackOverflow.
Are you a helper? #SOreadytohelp
ht…
RT @StackOverflow: Our own @donna_says on her experience: "Why SO's a Good Workplace for Women"
(We ain't done, but progress is good.)

htt…
RT @mattmight: HOWTO: Get tenure. http://t.co/XAGZhIHgSb
RT @hspter: From @JennyBryan: what brought projects to a halt in her (amazing) class @STAT545 that we should teach #JSM2015 http://t.co/mTS…
@hadleywickham @Withings I just smooth with ggplot2 with loess http://t.co/wfR1xTj686
@JennyBryan I got 3 separate responses to this tweet that all thought it was hilarious to reply "Use Python, not R" https://t.co/qfuKvJdvIW
RT @DoodlingData: New policy: post this linkbait shit and I'll block you.
#rstats
#python https://t.co/uGm1oHFfCN
@hspter SQL Server actually :-)
@quominus @noamross @JennyBryan perhaps we all want it, but no one wants to be the one stuck with it :-)
@techrsr @raccoonrebels "Cars change every year. But horse-and-buggies have remained constant. The choice is clear."
@JennyBryan I've been hunting for an .md -&gt; @googledocs path. Closest I have is pandoc to .doc -&gt; upload. Do you know a better route?
@raccoonrebels @techrsr See also "loops that shouldn't be functionals" http://t.co/LfupNIe9hA R loops aren't useless, but are of limited use
@raccoonrebels @techrsr I'd agree with this chapter's view on loops: http://t.co/IrAB3wH4Ic in particular: http://t.co/QBN6eeciYW
@techrsr @raccoonrebels This isn't even addressing the elephant in room, which is performance. For loops on large df's is a disaster
@techrsr @raccoonrebels Not universal: in SQL and other database technologies, GROUP BY is the norm. Also Python's pandas, C#'s LINQ, etc
@raccoonrebels @techrsr Not in my experience. I discuss intuitiveness of loops a bit wrt plotting here: http://t.co/vofzahb4OZ
@techrsr @raccoonrebels try teaching loops to a beginner. Not nearly as intuitive as they seem to experienced users
RT @alicemazzy: if you give a mouse a cookie, you can track his browsing habits and more effectively target advertisements at him
@hmason balance in the universe: since I read more about NY data sci than about politics, I keep writing "Hilary Clinton" @hspter
RT @revodavid: I'm proud to represent Microsoft with such esteemed company. R Consortium announces board members: https://t.co/tKfMPar0Qj #…
I don't need an email signature, I just need an email preamble that says "Sorry for the delayed response, won't happen again"
Bayesians: You use too many uninformative priors.

Me: Oh, no, no. I'm just *that* uninformed.
@roosbehnowrouzi That misses the point; whichever's faster, all of #rstats wins https://t.co/RYd8lWHiUP
2011: Use tapply, not loops
2012: Use plyr, not tapply
2013: Use data.table, not plyr
2014: Use dplyr, not data.table
AM I RIGHT YET
#rstats
RT @emilynussbaum: I have actual nostalgia for the night of the black&amp;blue/white&amp;gold dress. It was fun to feel like everyone going crazy..…
RT @df07: Disaster at @stackoverflow HQ http://t.co/dGfp0mtfnW
@simplystats @storeylab congrats John!!
RT @simplystats: John Storey wins the COPSS President’s award!! Boooyah!! #jsm2015
RT @EamonCaddigan: Saying that every graph's Y-axis must start at zero is like saying that temperature must be plotted in Kelvin. #dataviz …
RT @kennyshirley: @hadleywickham says "The faster you iterate through bad graphics, the sooner you'll achieve a good one." #rstats https://…
RT @AcademicsSay: Sorry I'm late. I was overexplaining a personally important yet irrelevant point in an unscheduled conversation and would…
@JasonPunyon you know what they say https://t.co/leQzMhpJak
RT @clintasha: rt if you'd watch the black widow movie, im trying to prove a point to @marvel http://t.co/oK1dB9TwQt
RT @aalear: Best thing about this job: lots of user feedback, fast. Worst thing about this job: lots of user feedback, fast.
RT @BenjySarlin: Jon Stewart ending his show the night of this debate is like Moses dying looking over the promised land from the mountain
RT @asymmetricinfo: Trump “Right now this country owes $19 trillion and they need someone like me to straighten out that mess.” Is he promi…
RT @paulg: I suspect doctors are as dissatisfied as lawyers, but have more sunk costs.
@robinhanson "Have you seen the blog Overcoming Brake Failure? A refreshing anti-brake-failure voice in a pro-brake-failure world"
@kwbroman You'll get it in a blog post this week or next :)
@kwbroman If it matters, my comment was actually "pro-frequentist" and not meant ironically. I got tired of calculating integrals yesterday
@kwbroman I'm oversimplifying
Frequentist statistics is what you use when you're tired of calculating integrals.
@hadleywickham done! https://t.co/3TgBkoF0cF @genetics_blog
@hadleywickham @genetics_blog From tests, I think length-unique beats n_distinct for most vecs http://t.co/T90cgNsv6L http://t.co/nbhl38wCtC