@_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