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@destroytoday: GitHub is really good at visualizing burnout. https://t.co/OdncS2UK66

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I love a good, simple #dataviz aesthetic! The elevation of #Montreal: https://t.co/rnEpv4UCMF https://t.co/jPny1QF6WP

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Come join us for this month's @DataIsBeautiful #dataviz competition. This month we're looking for creative ways to… https://t.co/uysfLaNWBz

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@ieeevis: Scalable Insets (https://t.co/T63wUYOZFp) is a new technique for visually exploring many but sparsely-distributed patterns in…

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@ieeevis: A visual interface for wrangling network data from @visdesignlab, available at https://t.co/uVbtmYbvor. @accidental_PhD @carol…

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Won the Alexa prize - no code though? https://t.co/wqrfdFyNIq

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@jonathanfly: I'm trying to parse 'personalized product reviews' here - is this a euphemism for fake reviews or is there a use case help…

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@pronounced_ing: Turns out bats talk and 60% of what they say is arguments, including a whole category of calls for "males making unwant…

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@scott_bot: WIRED is using something called writing, a skill commonly taught in humanities departments, to explain overlapping "methods"…

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Twitter account analysis shows that many accounts opposing Houston Rockets GM @dmorey were created very re… https://t.co/UceKGCRq7y #dataviz

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Staghorn Sumac Leaves During the Fall Color Change [OC] https://t.co/bF71cOPmvx #dataviz

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Summer Share Price Performance for Uber, Lyft, Zoom, Pinterest & Slack [OC] https://t.co/saG3Rtp8eU #dataviz

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A watched model never trains

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What your money would be worth now if you had invested $100 in these summer IPOs. #dataviz #investing… https://t.co/B2PyxiL4J2

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Didn’t read the article, but I could see how it would/could easily happen. Kids might do it just for shits and gigg… https://t.co/4is3MTsG3T

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Benefit of drying onions on the roof, I can plant all the bases at once. @ Dahab https://t.co/F0WYfppa6H

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@hardmaru: @Citibank @jpmorgan @GoldmanSachs @SenseTime_AI @CUHKofficial I feel this story is important, because these firms have deep c…

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@hardmaru: U.S. Blacklists 28 Chinese Entities Over Abuses in Xinjiang The list also includes AI, voice recognition & data companies th…

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We need a world where we all are not powered by fossil fuels. As a thought experiment, remove fossil fuels from s… https://t.co/4Fe6U0w8zg

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@simonw: SQL Murder Mysteries is a really fun exercise by @knightlab for people who are learning SQL, built around a SQLite database. I…

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@flngr: Microsoft SandDance "created with open source libraries, using Vega for cha layout and Deckgl for WebGL rendering" (there is a…

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@gdb: A reporter's reaction GPT-2: "And because GPT-2 was an inspired mimic, expertly capturing The New Yorker’s cadences and narrative…

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@dr_tj: Using @observablehq for my interactive graphics notes has been a blast. Interaction is great for explanations. #gfx https://t.co

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That's how I visualize virtuosos setting all sorts of parameters on their ML models https://t.co/jB7NkIZ3NM

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@kellabyte: I’ve been saying for years the architecture of Redis has been poorly designed in it’s single threaded nature among several o…

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@maria_fibonacci: - Make each program do one thing well. - Expect the output of every program to become the input to another, as yet unk…

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@AIM_AIValue: Great Masterclass @emlyon Paris campus this evening with Prof Charles Hofacker! Cc @oliviercat @seinecle https://t.co/QwoM

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@CSchmert: @randal_olson Adding UN forecasts for 2020+ and standardization for age structure... https://t.co/B2eluRXkMs https://t.co/lP

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@CarolineGruyter: Very good: how the rich in the US paid less and less taxes over the years. From a new book by @gabriel_zucman https://…

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[Topic][Open] Open Discussion Monday — Anybody can post a general visualization question or sta a fresh … https://t.co/jUzuOgvzWL #dataviz

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Staghorn Sumac leaves during the #Fall color change. #dataviz https://t.co/zHavIa4hHh https://t.co/9B3sI93Y8x

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@TensorFlow: Stylize images with arbitrary styles in #TensorFlow. We released a model on #TFHub, try it out yourself in our new Colab!…

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Sub here if you like this kind of thing: https://t.co/2NjL7R5krc

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I’m rebooting my newsletter of Things I Think Are Awesome, with AI art, vis, TV & book recs, and a poem. Hopefully… https://t.co/VauP6Haa3d

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@gabriel_zucman: In 1950, the ultra-wealthy paid 70% of their income in taxes. In 2018, for the first time, they paid less than every o…

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the emotional labor of cooking for the family. "It's so much more than cooking - The Week” https://t.co/6jyv29qATi

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@hardmaru: Neural Turtle Graphics for Modeling City Road Layouts Are you old enough to remember learning Turtle Graphics and LOGO progr…

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@pcmasuzzo: A little reminder that social networking sites are not the same as #openaccess repositories. Also, the reasons why I ditched…

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[OC] Violent crime rate in East Palo Alto, California (1985-2018) https://t.co/NNaTNPxFXn #dataviz

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Game of Thrones: Ratings across the Seasons [OC] https://t.co/J9XpeYsgOR #dataviz

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London's Changing Population [OC] https://t.co/xzXchqcvLv #dataviz

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@katecrawford: This thread is essential reading on police violence, data, and predictive policing 👇 https://t.co/uYqhDx1ltT

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Percentage of each state that follow that state's subreddit [OC] https://t.co/2EWDQ3b44H #dataviz

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Sex Ratio by World Region 1950-2019 [OC] https://t.co/UDrAO0zio9 #dataviz

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Countries with the Largest Defense Budgets [OC] https://t.co/k4LmHku37n #dataviz

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#WW2 still leaving a mark on #Europe’s population over half a century later. #dataviz https://t.co/EuADwCdlkl https://t.co/GNSE69aLyC

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1. First language: VBA 2. Had difficulties: all ! 3. Most used: Java 4. Totally hate: Javascript 5. Most loved: Jav… https://t.co/GmViQPOCG1

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@ecoworkshop: @meedabyte current strategies: parent. research. grieve. discuss. act as generational bridge to elders whose work may be h…

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Try to impeach this? A redesign of the now-infamous 2016 election map, focusing on votes instead of land a… https://t.co/yGEiXI5xfG #dataviz

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[OC] Trump tweets by day-of-week (revised after community comments) https://t.co/kOUugaId6x #dataviz

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The United States of PB&J: Where do the ingredients of your PB&J come from? #dataviz https://t.co/vHmal7NNE1 https://t.co/fyGNcZ9p3o

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Hello again, unresolvable AI research requirements.txt file. :(

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Giving myself a crash course on pronoun coreference SOTA, and found there are a few french tools (via DH folks) for… https://t.co/hua9VaPPd3

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@_inesmontani: I built another @streamlit app (~250 lines of code 🤯), this time for https://t.co/j3J6mQ9xJf! ✨ View datasets, annotatio…

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@rafnuss: Thanks to @LeafletJS, @plotly_js,@nodejs and @bielfrontera (Leaflet.TimeDimension), I managed to build a website to view/int…

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@fran6wol: @seinecle What about Framadate? https://t.co/cuykf5SOcF

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I root for Doodle who tries to monetize useless options the hardest they can, while I stick to their basic free fea… https://t.co/iDEmmKZFlc

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But I digress. Thank you @SEDart4 for your Integrity. It should not have come at cost. But I hope that one day… https://t.co/1RDHP1JbIX

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The most integrated beings I work with are generally things we consider as "lower order”. Yet for me they demonst… https://t.co/2Wkm8D0kur

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Then collaboration can flow more easily, especially when the Value systems they have integrated connect well with your own.

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And it is unlikely that people are deeply integrated on everything. But if you can be sure that someone will say… https://t.co/zxH7tAnde0

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That’s not to say High Integrity people are perfect. We all have differing Values, and Integrity does not necessari… https://t.co/hMylLLHvEO

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High Integrity people are rarely popular with power structures - either crowd or industry. When people say shit l… https://t.co/OyYykJk7wh

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High Integrity is amongst my recruitment criteria - as it means that what people say is what they do. That they won… https://t.co/xphQuJwly1

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When loss of integrity becomes a prerequisite for survival. The system corrupts and rots from within. Power Norms… https://t.co/pyDSBIeBoI

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A great example of why Integrity and Heirarchy don’t mix. If one acts in accordance with Values in an unequal sys… https://t.co/fSqo0p2B5T

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@jeremyphoward: Beautiful and interesting new project from @ideami . Deep learning loss landscapes, visualized. See the "method" sectio…

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@runwayml: Check out the new @runwayml x @Photoshop plugin and sta integrating RunwayML with the tools you use every day 🙌 🖇️https://…

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In America, young adults are now more likely to live with parents than spouses [OC] https://t.co/Mf5PfWBA8S #dataviz

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Sex Ratio Europe 15-64 Year olds [OC] https://t.co/CjfEs0bVg3 #dataviz

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[OC] Tennis Grand Slams - Men's Singles Champions - 1946 to 2019 https://t.co/Ccvbr8KBCN #dataviz

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Try to impeach this? A redesign of the infamous 2016 US Presidential election map, focusing on votes instead of lan… https://t.co/WZwkC2LyVu

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Funemployed and playing with @Rasa_HQ bot building - I love that i can just say "rasa visualize” and get this. https://t.co/pcE6OEJuEZ

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#dustdrawer prototype mk. 5? Wood panel and plastic. Thanks to Tanuj for the help. @ Dahab https://t.co/8xCSm796DJ

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destructuring in es6 is cool.

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Comparing the todo-list app in React (hooks) and Vue, by @sunilsandhu https://t.co/dU95r6A0Ti

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@_conradsleet: biggest plot twist of my generation https://t.co/btYNWfb9qA

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@ensode: This is going to be so helpful. No more firing up the debugger to figure out what specific field is causing the NPE. https://t.…

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New prototype of the #dustdrawer, so you can literally sweep dust under the rug? Why do this? Because I get rea… https://t.co/iegORZozIR

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@kathyra_: to those who code by drawing in Paint and then running it through an OCR: do you use the brush tool, or pencil tool? i normal…

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@roadrunning01: Unsupervised Doodling and Painting with Improved SPIRAL pdf: https://t.co/iH9yyyX4Gj abs: https://t.co/KIxQTiaGYU intera…

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An old text by Bruno Latour on visualization. Hard to read, but inspiring as usual. Surely inspiring to the… https://t.co/Mt3K4rWEuj

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@mrdbourke: @streamlit looks absolutely phenomenal! One of the hard with ML is making your models available as tools to others through…

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@TarletonG: Just posted, Content Moderation: A Reading List. For all who study, teach about, or care about content moderation and platfo…

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@spacy_io: Out now: spaCy v2.2! 🎁 Core models for Norwegian & Lithuanian 🌷 Dutch NER with more labels 💾 5-10× smaller install on disk…

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@subcutanean: Announcing Subcutanean: a queer horror novel of impossible architecture where no two copies are the same. https://t.co/bgU

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Everyone, Everywhere is Living Longer [OC] https://t.co/qQV7vGM41a #dataviz

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The Sex Ratio of Regions in Europe [OC] https://t.co/tN03lKwZJb #dataviz

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[OC] Word Cattle Inventory https://t.co/e44szuPT9W #dataviz

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This map shows how ZIP codes are organized in the US. #dataviz https://t.co/EwOFhXIQ6t https://t.co/QBWqH8zUXH

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@AlbertoCairo: OK, time for a thread about this map. As I've said, this is the first case in 'How Charts Lie'. The book comes out two w…

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Where there are more women than men in #Europe (and vice versa). #dataviz https://t.co/7qxJ6zJALh https://t.co/0TPeZooj8a

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@W_R_Chase: 🎨👨‍🎨New 12 Months of a post!! Read about flow fields, curl noise, particles, and more! #rstats #aRt Blog: https://t.co/to

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Mood. https://t.co/W9CGWBpn6J

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@DiegoKuonen: "AI is not about replacing the human with a robot. It is about taking the robot out of the human." @usamaf (as intervie…

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Streamlit seems like a great way to quickly get up interactive data display and exploration in a browser - like Shi… https://t.co/78xBIVxpP3

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@BenFMaier: Our paper on "Netwulf" was just published in @JOSS_TheOJ! Netwulf is a Python/JavaScript-package allowing you to interactive…

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Turn Rubbish into Nature https://t.co/5at7eLR4sG

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@michikokakutani: Hannah Arendt in "The Origins of Totalitarianism”: "totalitarianism in power invariably replaces all first-rate talent…

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A former student who took my Python classes: "Learning how to code made me fall into the machine learning field alt… https://t.co/7ba8NxsYma

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@dvdgrs: For reference, I think there's a long way to go from here: https://t.co/dMiOrkIJgC to maliciously exploiting natural language g…

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Light Speed – fast, but slow [OC] https://t.co/hQvtUPIutq #dataviz

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American Baby Girls' Names You Don't Hear Anymore [OC] https://t.co/upU4ZnRbvg #dataviz

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Putting light speed into context. #space Great #dataviz work by @physicsJ. https://t.co/u9zQ5ZwmaJ https://t.co/5n9sCfHawB

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@hunterscott: One of the more mesmerizing things I've built. https://t.co/5JiDzbbj3y

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Playing ‘Untitled Goose Game’ is the new punching a wall. https://t.co/QjGBrlRzLP

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@minimaxir: New blog post up! I played a bit with the new CTRL model to see how well it could generate "fake news", and the results are…

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To be held and propelled in each space I move through, in the service of each community I encounter, and served and… https://t.co/12nui1jEbc

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Personally I’d like to take an alternative approach to travel. I want to make slow migrations between the UK and… https://t.co/TAWZRwVNrH

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But also we need to focus our attention on the Largest contributors. We keep focussing on the easy jet holidays o… https://t.co/PS2hr5ccM3

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If we are to move towards better behaviors we need better choices. The devil is in the defaults.

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Alternatives to flights are not only longer and more hassle, but also more expensive. There is a high Penalty for… https://t.co/YhqyzLRHkV

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Basics around Flights. If I want to visit my family in the UK (I live in Egypt) getting there involves without ca… https://t.co/t2nsZiI84X

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They are best placed to do it, they know where they’ve been, they know what they’ve done. Corporations have right… https://t.co/sXyGMv0xqQ

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Make their entire business about cleaning up after themselves.

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As long as incentive to cheat outweighs Penalty for getting caught then this shit gonna keep repeating. Don’t fin… https://t.co/RuA3PJc4Kt

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Our collective adaptive capacity is dependent on us providing suppo for inventors and researchers - in fact IMHO… https://t.co/FcRkajPK0A

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Very close to my hea this one. I’m a rare inventor to come from a working class/middle class background. If y… https://t.co/HP7Q9qQ36K

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Writing my PhD thesis [OC] https://t.co/dHbt8zUsKG #dataviz

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[Lounge] This week is a Bye Week for the DatViz Battles. Use this thread for off-topic discussion, smack t… https://t.co/UjdjPQL4Cn #dataviz

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[OC] Visualizing a Neural Network Controlling an Interplanetary Spacecraft Trajectory https://t.co/wsEjRVgaTG #dataviz

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#Technology adoption in US households, 1860-today. #dataviz https://t.co/9i2D2aDe4m https://t.co/CYYuRvemsl

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Any confirming or diverging opinion? https://t.co/R6kfDADyLd

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A Magritte and a Marcel Duchamp at once: https://t.co/73o085BDPh

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@rickwallace: @AlbertoCairo @jacobandrewlong Laughing at how ridiculous this looks. https://t.co/1cd7mg6pLA

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@haszombiesinit: WHAT https://t.co/KeQMjQ0MfX

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@phirephoenix: I have played the angry goose game and it is hella cathartic and good, and also I’m here to tell you that googling answer…

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Going to a research library specializing in field X. At the registration desk, having to explain at length / justif… https://t.co/unrX7iNFKu

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@lucasgonzalez: @exiledsurfer @jaycousins I wonder... A demonstration-ful of people, not in the streets of say Toronto but in the woods,…

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@lucasgonzalez: @jaycousins @exiledsurfer So... is the future of people to hear the call of forests? @GretaThunberg has allowed those wh…

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Federal Land Ownership % by US State [OC] https://t.co/uw8QvXpEsA #dataviz

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Technology adoption in US households [OC] https://t.co/8aCAgz880s #dataviz

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American Baby Boys' Names You Don't Hear Anymore [OC] https://t.co/IA8PEzzdqb #dataviz

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@ZoeSTodd: Look at this cool pollinator contributing to our collective well-being without needing hedgefunds or PACs or PR/Crisis Manage…

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@GwendolynHuot: @FantasticFungi A sketch of "The Fungal Queendom" from @jaycousins on Game B Facebook Group (hopefully you are OK with m…

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Corrected link: https://t.co/1T3RIxfDbl. Repo: https://t.co/lzKckC5IhO h/t @dvdgrs https://t.co/Z04Iu7lNNd

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Federal land ownership by US State. #dataviz https://t.co/E8HehSilVN https://t.co/ErEKTQXBka

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@B_is4blockchain: Inspired by #contextcraft to experiment with seed drying containers https://t.co/O76gYnYTeQ

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Testing beeswax combined with #prototape to stick pictures to wall and improvise frames. #contextcraft @ Dahab https://t.co/NszejwzosX

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In my @bookofcircles I explain in the Introduction how the circle has served as an organizing principle for numerou… https://t.co/XAR5AXYhnA

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Coloring Venice's streets by prefix [OC] https://t.co/hOr6nBNF7y #dataviz

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US foreign-born population in 1900 compared to today [OC] https://t.co/Skcda42ufO #dataviz

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Watch @Uber take over the #NYC #taxi cab industry. #dataviz https://t.co/JUhqyFQOwz https://t.co/MJG5VlFCRu

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This image got a few good laughs from the audience in Moscow #MBLT19 when mentioning the Gestalt law of proximity.… https://t.co/UUoxYCnRRE

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From my talk in Moscow at #MBLT19 Thanks @LoryDoc87 https://t.co/y1cQB3CoAu

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@cristianaparada: I have set up jupyter notebooks with the incredible spacy free course from @_inesmontani https://t.co/DMbSqaIQ2a

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@kashanacauley: We’ve all been there, Karen. https://t.co/59A9ebwr1s

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@Miles_Brundage: Totally crazy that you can squeeze BE down to 7 MB without much drop in performance - "Extreme Language Model Compres…

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@jonathanfly: The Digital Ludeme Project reconstructs ancient games with AI, modelling rule-sets to find ones that match historical know…

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@M_Karimjee: Uhhh I am actually weeping after finishing this letter of resignation from the board of Macdowell by Michael Chabon. It is…

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lol. cross-genre skills. "Opinion | The Whistle-Blower's Guide to Writing” - The New York Times https://t.co/kiXFIFseMO

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[OC] How Uber took over New York City - redux https://t.co/QJ3pwjXxcJ #dataviz

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Path of the sun over the UK on the summer solstice, spring/autumn equinox and winter solstice [OC] https://t.co/I5moJwEL0p #dataviz

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[OC] How Uber took over New York City https://t.co/VkETFqb31m #dataviz

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@Datawrapper: 🚨 We're hiring! A nice office culture, an education budget, team retreats and a big data vis library are waiting for you.…

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From waste to resource. Maximizing material flows in house, starting from awareness. Compost flows from chopping… https://t.co/figxhrgRDt

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It is ridiculously cool that i can look at a png inline on a remote machine using iterm + ssh. https://t.co/041IBnGplb

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Wow, I had no idea there were so many libs in @p5xjs now, especially for UI design, 2d drawing, data vis (maps, too… https://t.co/XQfE5UWyCW

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@Nxoor: @zinjanthropus13 I hope that those protesting in Europe and America realise that their safety from death, torture and imprisonme…

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@StrongDuality: Another update regd. CTRL: Added in https://t.co/DTuT0saJUS : 1. (experimental) suppo for PyTorch inference 2. code…

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NER on french legal texts. https://t.co/CYW4ANd8z7

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Thanks. That’s a beautiful way to sta the day. We’ve just started experimenting with prototape here for decorat… https://t.co/hB1oW15OJQ

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Center of Population of European Countries [OC] https://t.co/gQRglK4XPY #dataviz

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[OC] Melbourne's Water Use During the 2018 AFL Grand Final https://t.co/25WNIqszlY #dataviz

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@Thom_Wolf: 🤗Transformers 2.0💥 State-of-the-a NLP in TensorFlow 2.0/PyTorch 8 architectures 33 trained models 102 lang. Seamlessly p…

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@peteskomoroch: The conventional wisdom is to train, deploy, and iterate on ML models in production as often as possible. In practice, t…

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@DrBeef_: I've been trying to use a language generation model (GPT-2) to make sketches. The process is heavily inspired by Sol LeWitt's…

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@Eric_Wallace_: Introducing AllenNLP Interpret: a demo/toolkit for interpreting NLP models. Adversarial attacks, saliency maps, etc. fo…

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@Marghe_PAGANI: A special welcome to the excellent students attending the second edition of the MSc in #DigitalMarketing and #DataScienc…

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@jeremyphoward: Interesting paper - studies similar issues to https://t.co/Rlj1TNgy8n but with a somewhat different focus. It adds some…

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Inspired by recent Blade Runner barcode - both films together [OC] https://t.co/aRLKOrapjT #dataviz

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Clustering in John Snow's Classic 1854 London Cholera Outbreak Dataset, 3D [OC] https://t.co/k8uZ26OxrC #dataviz

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Two month's worth of pain after IUD insertion [OC] https://t.co/AIr8dJov7H #dataviz

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Coloring #Toronto's roads by designation. #dataviz More cities + #OpenSource code at https://t.co/jUJkMm5uRs https://t.co/2qd548lWoF

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@ctrlzee Hi Mark, thought you might find this interesting based on your recent articles on Ive leaving Apple: https://t.co/cFpivUcs7i

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Hot off the press on Kenedict's blog! What's the effect of Chief Design Officer Jony Ive leaving Apple on the firm'… https://t.co/gDzayBMdmK

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I lasted less than 24 hours without corporate VMs for deep learning work. Time to get out the credit card.

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@noCSdegree: Here are all 21 interviews with successful developers that don't have CS degrees (in chronological order.) THREAD 👇

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@roadrunning01: Interactive Sketch & Fill: Multiclass Sketch-to-Image Translation pdf: https://t.co/i7RjB5M8gX abs: https://t.co/l5qxE2O

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@memotv: @rossgoodwin Reminded of Haraway :) It matters what matters we use to think other matters with; it matters what stories we tell…

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@superhoge: Three.js new feature InstancedMesh + instance color + Physics. All the boxes are rendered with just one drawcall by using in…

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@algoritmic: Voidcall – Making of a WebGL Real-time Strategy game in 13kb of JavaScript https://t.co/HHNFNYykkQ by @phoboslab https://t.…

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I got the Untitled Goose Game yesterday to work thru a bad mood. It’s perfect. https://t.co/EBegEYMKSB

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@QuantStack: Check out our latest blog post: Interactive GIS in @ProjectJupyter with #ipyleaflet by @SylvainCorlay and @martinRenou. h…

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Doesn’t work with Capitalism or Patriarchy unfortunately. https://t.co/cM0XQfnqfP

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One hundred years of British politics [OC] https://t.co/9wo8zl7N1x #dataviz

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We have a national duty next year to vote out this menace that plagues our government. Don't listen to the media a… https://t.co/YFPD5XxDQS

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Today is #NationalVoterRegistrationDay for the USA. Please, if you haven't registered already or know someone who h… https://t.co/qjXPAYrecd

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Intentional #homicide rates in #Europe. #dataviz For comparison, USA was 5.4 (victims per 100k population).… https://t.co/dziyZZu1JT

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@yoavgo: this is a neat work, but we are really starting to stretch the meaning of the word "annotation" a bit too thin (a trend that st…

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@destroytoday: GitHub is really good at visualizing burnout. https://t.co/OdncS2UK66

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I love a good, simple #dataviz aesthetic! The elevation of #Montreal: https://t.co/rnEpv4UCMF https://t.co/jPny1QF6WP

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Come join us for this month's @DataIsBeautiful #dataviz competition. This month we're looking for creative ways to… https://t.co/uysfLaNWBz

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@ieeevis: Scalable Insets (https://t.co/T63wUYOZFp) is a new technique for visually exploring many but sparsely-distributed patterns in…

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@ieeevis: A visual interface for wrangling network data from @visdesignlab, available at https://t.co/uVbtmYbvor. @accidental_PhD @carol…

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Won the Alexa prize - no code though? https://t.co/wqrfdFyNIq

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@jonathanfly: I'm trying to parse 'personalized product reviews' here - is this a euphemism for fake reviews or is there a use case help…

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@pronounced_ing: Turns out bats talk and 60% of what they say is arguments, including a whole category of calls for "males making unwant…

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@scott_bot: WIRED is using something called writing, a skill commonly taught in humanities departments, to explain overlapping "methods"…

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Twitter account analysis shows that many accounts opposing Houston Rockets GM @dmorey were created very re… https://t.co/UceKGCRq7y #dataviz

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Staghorn Sumac Leaves During the Fall Color Change [OC] https://t.co/bF71cOPmvx #dataviz

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Summer Share Price Performance for Uber, Lyft, Zoom, Pinterest & Slack [OC] https://t.co/saG3Rtp8eU #dataviz

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A watched model never trains

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What your money would be worth now if you had invested $100 in these summer IPOs. #dataviz #investing… https://t.co/B2PyxiL4J2

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Didn’t read the article, but I could see how it would/could easily happen. Kids might do it just for shits and gigg… https://t.co/4is3MTsG3T

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Benefit of drying onions on the roof, I can plant all the bases at once. @ Dahab https://t.co/F0WYfppa6H

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@hardmaru: @Citibank @jpmorgan @GoldmanSachs @SenseTime_AI @CUHKofficial I feel this story is important, because these firms have deep c…

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@hardmaru: U.S. Blacklists 28 Chinese Entities Over Abuses in Xinjiang The list also includes AI, voice recognition & data companies th…

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We need a world where we all are not powered by fossil fuels. As a thought experiment, remove fossil fuels from s… https://t.co/4Fe6U0w8zg

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@simonw: SQL Murder Mysteries is a really fun exercise by @knightlab for people who are learning SQL, built around a SQLite database. I…

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@flngr: Microsoft SandDance "created with open source libraries, using Vega for cha layout and Deckgl for WebGL rendering" (there is a…

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@gdb: A reporter's reaction GPT-2: "And because GPT-2 was an inspired mimic, expertly capturing The New Yorker’s cadences and narrative…

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@dr_tj: Using @observablehq for my interactive graphics notes has been a blast. Interaction is great for explanations. #gfx https://t.co

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That's how I visualize virtuosos setting all sorts of parameters on their ML models https://t.co/jB7NkIZ3NM

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@kellabyte: I’ve been saying for years the architecture of Redis has been poorly designed in it’s single threaded nature among several o…

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@maria_fibonacci: - Make each program do one thing well. - Expect the output of every program to become the input to another, as yet unk…

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@AIM_AIValue: Great Masterclass @emlyon Paris campus this evening with Prof Charles Hofacker! Cc @oliviercat @seinecle https://t.co/QwoM

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@CSchmert: @randal_olson Adding UN forecasts for 2020+ and standardization for age structure... https://t.co/B2eluRXkMs https://t.co/lP

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@CarolineGruyter: Very good: how the rich in the US paid less and less taxes over the years. From a new book by @gabriel_zucman https://…

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[Topic][Open] Open Discussion Monday — Anybody can post a general visualization question or sta a fresh … https://t.co/jUzuOgvzWL #dataviz

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Staghorn Sumac leaves during the #Fall color change. #dataviz https://t.co/zHavIa4hHh https://t.co/9B3sI93Y8x

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@TensorFlow: Stylize images with arbitrary styles in #TensorFlow. We released a model on #TFHub, try it out yourself in our new Colab!…

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Sub here if you like this kind of thing: https://t.co/2NjL7R5krc

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I’m rebooting my newsletter of Things I Think Are Awesome, with AI art, vis, TV & book recs, and a poem. Hopefully… https://t.co/VauP6Haa3d

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@gabriel_zucman: In 1950, the ultra-wealthy paid 70% of their income in taxes. In 2018, for the first time, they paid less than every o…

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the emotional labor of cooking for the family. "It's so much more than cooking - The Week” https://t.co/6jyv29qATi

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@hardmaru: Neural Turtle Graphics for Modeling City Road Layouts Are you old enough to remember learning Turtle Graphics and LOGO progr…

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@pcmasuzzo: A little reminder that social networking sites are not the same as #openaccess repositories. Also, the reasons why I ditched…

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[OC] Violent crime rate in East Palo Alto, California (1985-2018) https://t.co/NNaTNPxFXn #dataviz

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Game of Thrones: Ratings across the Seasons [OC] https://t.co/J9XpeYsgOR #dataviz

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London's Changing Population [OC] https://t.co/xzXchqcvLv #dataviz

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@katecrawford: This thread is essential reading on police violence, data, and predictive policing 👇 https://t.co/uYqhDx1ltT

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Percentage of each state that follow that state's subreddit [OC] https://t.co/2EWDQ3b44H #dataviz

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Sex Ratio by World Region 1950-2019 [OC] https://t.co/UDrAO0zio9 #dataviz

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Countries with the Largest Defense Budgets [OC] https://t.co/k4LmHku37n #dataviz

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#WW2 still leaving a mark on #Europe’s population over half a century later. #dataviz https://t.co/EuADwCdlkl https://t.co/GNSE69aLyC

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1. First language: VBA 2. Had difficulties: all ! 3. Most used: Java 4. Totally hate: Javascript 5. Most loved: Jav… https://t.co/GmViQPOCG1

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@ecoworkshop: @meedabyte current strategies: parent. research. grieve. discuss. act as generational bridge to elders whose work may be h…

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Try to impeach this? A redesign of the now-infamous 2016 election map, focusing on votes instead of land a… https://t.co/yGEiXI5xfG #dataviz

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[OC] Trump tweets by day-of-week (revised after community comments) https://t.co/kOUugaId6x #dataviz

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The United States of PB&J: Where do the ingredients of your PB&J come from? #dataviz https://t.co/vHmal7NNE1 https://t.co/fyGNcZ9p3o

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Hello again, unresolvable AI research requirements.txt file. :(

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Giving myself a crash course on pronoun coreference SOTA, and found there are a few french tools (via DH folks) for… https://t.co/hua9VaPPd3

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@_inesmontani: I built another @streamlit app (~250 lines of code 🤯), this time for https://t.co/j3J6mQ9xJf! ✨ View datasets, annotatio…

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@rafnuss: Thanks to @LeafletJS, @plotly_js,@nodejs and @bielfrontera (Leaflet.TimeDimension), I managed to build a website to view/int…

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@fran6wol: @seinecle What about Framadate? https://t.co/cuykf5SOcF

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I root for Doodle who tries to monetize useless options the hardest they can, while I stick to their basic free fea… https://t.co/iDEmmKZFlc

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But I digress. Thank you @SEDart4 for your Integrity. It should not have come at cost. But I hope that one day… https://t.co/1RDHP1JbIX

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The most integrated beings I work with are generally things we consider as "lower order”. Yet for me they demonst… https://t.co/2Wkm8D0kur

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Then collaboration can flow more easily, especially when the Value systems they have integrated connect well with your own.

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And it is unlikely that people are deeply integrated on everything. But if you can be sure that someone will say… https://t.co/zxH7tAnde0

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That’s not to say High Integrity people are perfect. We all have differing Values, and Integrity does not necessari… https://t.co/hMylLLHvEO

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High Integrity people are rarely popular with power structures - either crowd or industry. When people say shit l… https://t.co/OyYykJk7wh

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High Integrity is amongst my recruitment criteria - as it means that what people say is what they do. That they won… https://t.co/xphQuJwly1

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When loss of integrity becomes a prerequisite for survival. The system corrupts and rots from within. Power Norms… https://t.co/pyDSBIeBoI

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A great example of why Integrity and Heirarchy don’t mix. If one acts in accordance with Values in an unequal sys… https://t.co/fSqo0p2B5T

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@jeremyphoward: Beautiful and interesting new project from @ideami . Deep learning loss landscapes, visualized. See the "method" sectio…

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@runwayml: Check out the new @runwayml x @Photoshop plugin and sta integrating RunwayML with the tools you use every day 🙌 🖇️https://…

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In America, young adults are now more likely to live with parents than spouses [OC] https://t.co/Mf5PfWBA8S #dataviz

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Sex Ratio Europe 15-64 Year olds [OC] https://t.co/CjfEs0bVg3 #dataviz

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[OC] Tennis Grand Slams - Men's Singles Champions - 1946 to 2019 https://t.co/Ccvbr8KBCN #dataviz

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Try to impeach this? A redesign of the infamous 2016 US Presidential election map, focusing on votes instead of lan… https://t.co/WZwkC2LyVu

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Funemployed and playing with @Rasa_HQ bot building - I love that i can just say "rasa visualize” and get this. https://t.co/pcE6OEJuEZ

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#dustdrawer prototype mk. 5? Wood panel and plastic. Thanks to Tanuj for the help. @ Dahab https://t.co/8xCSm796DJ

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destructuring in es6 is cool.

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Comparing the todo-list app in React (hooks) and Vue, by @sunilsandhu https://t.co/dU95r6A0Ti

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@_conradsleet: biggest plot twist of my generation https://t.co/btYNWfb9qA

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@ensode: This is going to be so helpful. No more firing up the debugger to figure out what specific field is causing the NPE. https://t.…

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New prototype of the #dustdrawer, so you can literally sweep dust under the rug? Why do this? Because I get rea… https://t.co/iegORZozIR

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@kathyra_: to those who code by drawing in Paint and then running it through an OCR: do you use the brush tool, or pencil tool? i normal…

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@roadrunning01: Unsupervised Doodling and Painting with Improved SPIRAL pdf: https://t.co/iH9yyyX4Gj abs: https://t.co/KIxQTiaGYU intera…

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An old text by Bruno Latour on visualization. Hard to read, but inspiring as usual. Surely inspiring to the… https://t.co/Mt3K4rWEuj

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@mrdbourke: @streamlit looks absolutely phenomenal! One of the hard with ML is making your models available as tools to others through…

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@TarletonG: Just posted, Content Moderation: A Reading List. For all who study, teach about, or care about content moderation and platfo…

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@spacy_io: Out now: spaCy v2.2! 🎁 Core models for Norwegian & Lithuanian 🌷 Dutch NER with more labels 💾 5-10× smaller install on disk…

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@subcutanean: Announcing Subcutanean: a queer horror novel of impossible architecture where no two copies are the same. https://t.co/bgU

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Everyone, Everywhere is Living Longer [OC] https://t.co/qQV7vGM41a #dataviz

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The Sex Ratio of Regions in Europe [OC] https://t.co/tN03lKwZJb #dataviz

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[OC] Word Cattle Inventory https://t.co/e44szuPT9W #dataviz

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This map shows how ZIP codes are organized in the US. #dataviz https://t.co/EwOFhXIQ6t https://t.co/QBWqH8zUXH

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@AlbertoCairo: OK, time for a thread about this map. As I've said, this is the first case in 'How Charts Lie'. The book comes out two w…

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Where there are more women than men in #Europe (and vice versa). #dataviz https://t.co/7qxJ6zJALh https://t.co/0TPeZooj8a

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@W_R_Chase: 🎨👨‍🎨New 12 Months of a post!! Read about flow fields, curl noise, particles, and more! #rstats #aRt Blog: https://t.co/to

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Mood. https://t.co/W9CGWBpn6J

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@DiegoKuonen: "AI is not about replacing the human with a robot. It is about taking the robot out of the human." @usamaf (as intervie…

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Streamlit seems like a great way to quickly get up interactive data display and exploration in a browser - like Shi… https://t.co/78xBIVxpP3

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@BenFMaier: Our paper on "Netwulf" was just published in @JOSS_TheOJ! Netwulf is a Python/JavaScript-package allowing you to interactive…

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Turn Rubbish into Nature https://t.co/5at7eLR4sG

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@michikokakutani: Hannah Arendt in "The Origins of Totalitarianism”: "totalitarianism in power invariably replaces all first-rate talent…

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A former student who took my Python classes: "Learning how to code made me fall into the machine learning field alt… https://t.co/7ba8NxsYma

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@dvdgrs: For reference, I think there's a long way to go from here: https://t.co/dMiOrkIJgC to maliciously exploiting natural language g…

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Light Speed – fast, but slow [OC] https://t.co/hQvtUPIutq #dataviz

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American Baby Girls' Names You Don't Hear Anymore [OC] https://t.co/upU4ZnRbvg #dataviz

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Putting light speed into context. #space Great #dataviz work by @physicsJ. https://t.co/u9zQ5ZwmaJ https://t.co/5n9sCfHawB

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@hunterscott: One of the more mesmerizing things I've built. https://t.co/5JiDzbbj3y

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Playing ‘Untitled Goose Game’ is the new punching a wall. https://t.co/QjGBrlRzLP

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@minimaxir: New blog post up! I played a bit with the new CTRL model to see how well it could generate "fake news", and the results are…

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To be held and propelled in each space I move through, in the service of each community I encounter, and served and… https://t.co/12nui1jEbc

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Personally I’d like to take an alternative approach to travel. I want to make slow migrations between the UK and… https://t.co/TAWZRwVNrH

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But also we need to focus our attention on the Largest contributors. We keep focussing on the easy jet holidays o… https://t.co/PS2hr5ccM3

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If we are to move towards better behaviors we need better choices. The devil is in the defaults.

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Alternatives to flights are not only longer and more hassle, but also more expensive. There is a high Penalty for… https://t.co/YhqyzLRHkV

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Basics around Flights. If I want to visit my family in the UK (I live in Egypt) getting there involves without ca… https://t.co/t2nsZiI84X

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They are best placed to do it, they know where they’ve been, they know what they’ve done. Corporations have right… https://t.co/sXyGMv0xqQ

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Make their entire business about cleaning up after themselves.

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As long as incentive to cheat outweighs Penalty for getting caught then this shit gonna keep repeating. Don’t fin… https://t.co/RuA3PJc4Kt

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Our collective adaptive capacity is dependent on us providing suppo for inventors and researchers - in fact IMHO… https://t.co/FcRkajPK0A

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Very close to my hea this one. I’m a rare inventor to come from a working class/middle class background. If y… https://t.co/HP7Q9qQ36K

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Writing my PhD thesis [OC] https://t.co/dHbt8zUsKG #dataviz

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[Lounge] This week is a Bye Week for the DatViz Battles. Use this thread for off-topic discussion, smack t… https://t.co/UjdjPQL4Cn #dataviz

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[OC] Visualizing a Neural Network Controlling an Interplanetary Spacecraft Trajectory https://t.co/wsEjRVgaTG #dataviz

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#Technology adoption in US households, 1860-today. #dataviz https://t.co/9i2D2aDe4m https://t.co/CYYuRvemsl

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Any confirming or diverging opinion? https://t.co/R6kfDADyLd

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A Magritte and a Marcel Duchamp at once: https://t.co/73o085BDPh

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@rickwallace: @AlbertoCairo @jacobandrewlong Laughing at how ridiculous this looks. https://t.co/1cd7mg6pLA

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@haszombiesinit: WHAT https://t.co/KeQMjQ0MfX

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@phirephoenix: I have played the angry goose game and it is hella cathartic and good, and also I’m here to tell you that googling answer…

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Going to a research library specializing in field X. At the registration desk, having to explain at length / justif… https://t.co/unrX7iNFKu

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@lucasgonzalez: @exiledsurfer @jaycousins I wonder... A demonstration-ful of people, not in the streets of say Toronto but in the woods,…

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@lucasgonzalez: @jaycousins @exiledsurfer So... is the future of people to hear the call of forests? @GretaThunberg has allowed those wh…

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Federal Land Ownership % by US State [OC] https://t.co/uw8QvXpEsA #dataviz

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Technology adoption in US households [OC] https://t.co/8aCAgz880s #dataviz

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American Baby Boys' Names You Don't Hear Anymore [OC] https://t.co/IA8PEzzdqb #dataviz

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@ZoeSTodd: Look at this cool pollinator contributing to our collective well-being without needing hedgefunds or PACs or PR/Crisis Manage…

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@GwendolynHuot: @FantasticFungi A sketch of "The Fungal Queendom" from @jaycousins on Game B Facebook Group (hopefully you are OK with m…

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Corrected link: https://t.co/1T3RIxfDbl. Repo: https://t.co/lzKckC5IhO h/t @dvdgrs https://t.co/Z04Iu7lNNd

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Federal land ownership by US State. #dataviz https://t.co/E8HehSilVN https://t.co/ErEKTQXBka

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@B_is4blockchain: Inspired by #contextcraft to experiment with seed drying containers https://t.co/O76gYnYTeQ

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Testing beeswax combined with #prototape to stick pictures to wall and improvise frames. #contextcraft @ Dahab https://t.co/NszejwzosX

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In my @bookofcircles I explain in the Introduction how the circle has served as an organizing principle for numerou… https://t.co/XAR5AXYhnA

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Coloring Venice's streets by prefix [OC] https://t.co/hOr6nBNF7y #dataviz

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US foreign-born population in 1900 compared to today [OC] https://t.co/Skcda42ufO #dataviz

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Watch @Uber take over the #NYC #taxi cab industry. #dataviz https://t.co/JUhqyFQOwz https://t.co/MJG5VlFCRu

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This image got a few good laughs from the audience in Moscow #MBLT19 when mentioning the Gestalt law of proximity.… https://t.co/UUoxYCnRRE

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From my talk in Moscow at #MBLT19 Thanks @LoryDoc87 https://t.co/y1cQB3CoAu

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@cristianaparada: I have set up jupyter notebooks with the incredible spacy free course from @_inesmontani https://t.co/DMbSqaIQ2a

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@kashanacauley: We’ve all been there, Karen. https://t.co/59A9ebwr1s

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@Miles_Brundage: Totally crazy that you can squeeze BE down to 7 MB without much drop in performance - "Extreme Language Model Compres…

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@jonathanfly: The Digital Ludeme Project reconstructs ancient games with AI, modelling rule-sets to find ones that match historical know…

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@M_Karimjee: Uhhh I am actually weeping after finishing this letter of resignation from the board of Macdowell by Michael Chabon. It is…

   edit   deselect   + to AI

 

lol. cross-genre skills. "Opinion | The Whistle-Blower's Guide to Writing” - The New York Times https://t.co/kiXFIFseMO

   edit   deselect   + to AI

 

[OC] How Uber took over New York City - redux https://t.co/QJ3pwjXxcJ #dataviz

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Path of the sun over the UK on the summer solstice, spring/autumn equinox and winter solstice [OC] https://t.co/I5moJwEL0p #dataviz

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[OC] How Uber took over New York City https://t.co/VkETFqb31m #dataviz

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@Datawrapper: 🚨 We're hiring! A nice office culture, an education budget, team retreats and a big data vis library are waiting for you.…

   edit   deselect   + to AI

 

From waste to resource. Maximizing material flows in house, starting from awareness. Compost flows from chopping… https://t.co/figxhrgRDt

   edit   deselect   + to AI

 

It is ridiculously cool that i can look at a png inline on a remote machine using iterm + ssh. https://t.co/041IBnGplb

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Wow, I had no idea there were so many libs in @p5xjs now, especially for UI design, 2d drawing, data vis (maps, too… https://t.co/XQfE5UWyCW

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@Nxoor: @zinjanthropus13 I hope that those protesting in Europe and America realise that their safety from death, torture and imprisonme…

   edit   deselect   + to AI

 

@StrongDuality: Another update regd. CTRL: Added in https://t.co/DTuT0saJUS : 1. (experimental) suppo for PyTorch inference 2. code…

   edit   deselect   + to AI

 

NER on french legal texts. https://t.co/CYW4ANd8z7

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Thanks. That’s a beautiful way to sta the day. We’ve just started experimenting with prototape here for decorat… https://t.co/hB1oW15OJQ

   edit   deselect   + to AI

 

Center of Population of European Countries [OC] https://t.co/gQRglK4XPY #dataviz

   edit   deselect   + to AI

 

[OC] Melbourne's Water Use During the 2018 AFL Grand Final https://t.co/25WNIqszlY #dataviz

   edit   deselect   + to AI

 

@Thom_Wolf: 🤗Transformers 2.0💥 State-of-the-a NLP in TensorFlow 2.0/PyTorch 8 architectures 33 trained models 102 lang. Seamlessly p…

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@peteskomoroch: The conventional wisdom is to train, deploy, and iterate on ML models in production as often as possible. In practice, t…

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@DrBeef_: I've been trying to use a language generation model (GPT-2) to make sketches. The process is heavily inspired by Sol LeWitt's…

   edit   deselect   + to AI

 

@Eric_Wallace_: Introducing AllenNLP Interpret: a demo/toolkit for interpreting NLP models. Adversarial attacks, saliency maps, etc. fo…

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@Marghe_PAGANI: A special welcome to the excellent students attending the second edition of the MSc in #DigitalMarketing and #DataScienc…

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@jeremyphoward: Interesting paper - studies similar issues to https://t.co/Rlj1TNgy8n but with a somewhat different focus. It adds some…

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Inspired by recent Blade Runner barcode - both films together [OC] https://t.co/aRLKOrapjT #dataviz

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Clustering in John Snow's Classic 1854 London Cholera Outbreak Dataset, 3D [OC] https://t.co/k8uZ26OxrC #dataviz

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Two month's worth of pain after IUD insertion [OC] https://t.co/AIr8dJov7H #dataviz

   edit   deselect   + to AI

 

Coloring #Toronto's roads by designation. #dataviz More cities + #OpenSource code at https://t.co/jUJkMm5uRs https://t.co/2qd548lWoF

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@ctrlzee Hi Mark, thought you might find this interesting based on your recent articles on Ive leaving Apple: https://t.co/cFpivUcs7i

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Hot off the press on Kenedict's blog! What's the effect of Chief Design Officer Jony Ive leaving Apple on the firm'… https://t.co/gDzayBMdmK

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I lasted less than 24 hours without corporate VMs for deep learning work. Time to get out the credit card.

   edit   deselect   + to AI

 

@noCSdegree: Here are all 21 interviews with successful developers that don't have CS degrees (in chronological order.) THREAD 👇

   edit   deselect   + to AI

 

@roadrunning01: Interactive Sketch & Fill: Multiclass Sketch-to-Image Translation pdf: https://t.co/i7RjB5M8gX abs: https://t.co/l5qxE2O

   edit   deselect   + to AI

 

@memotv: @rossgoodwin Reminded of Haraway :) It matters what matters we use to think other matters with; it matters what stories we tell…

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@superhoge: Three.js new feature InstancedMesh + instance color + Physics. All the boxes are rendered with just one drawcall by using in…

   edit   deselect   + to AI

 

@algoritmic: Voidcall – Making of a WebGL Real-time Strategy game in 13kb of JavaScript https://t.co/HHNFNYykkQ by @phoboslab https://t.…

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I got the Untitled Goose Game yesterday to work thru a bad mood. It’s perfect. https://t.co/EBegEYMKSB

   edit   deselect   + to AI

 

@QuantStack: Check out our latest blog post: Interactive GIS in @ProjectJupyter with #ipyleaflet by @SylvainCorlay and @martinRenou. h…

   edit   deselect   + to AI

 

Doesn’t work with Capitalism or Patriarchy unfortunately. https://t.co/cM0XQfnqfP

   edit   deselect   + to AI

 

One hundred years of British politics [OC] https://t.co/9wo8zl7N1x #dataviz

   edit   deselect   + to AI

 

We have a national duty next year to vote out this menace that plagues our government. Don't listen to the media a… https://t.co/YFPD5XxDQS

   edit   deselect   + to AI

 

Today is #NationalVoterRegistrationDay for the USA. Please, if you haven't registered already or know someone who h… https://t.co/qjXPAYrecd

   edit   deselect   + to AI

 

Intentional #homicide rates in #Europe. #dataviz For comparison, USA was 5.4 (victims per 100k population).… https://t.co/dziyZZu1JT

   edit   deselect   + to AI

 

@yoavgo: this is a neat work, but we are really starting to stretch the meaning of the word "annotation" a bit too thin (a trend that st…

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semantic variability:
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Semantic Variability Score
— modulates diversity of the discourse network  how it works?
The score is calculated based on how modular the structure of the graph is (> 0.4 means the clusters are distinct and separate from one another = multiple perspectives). It also takes into account how the most influential nodes are dispersed among those clusters (higher % = lower concentration of power in a particular cluster).
Actionable Insight:

N/A

We distinguish 4 states of variability in your discourse. We recommend that a well-formed discourse should go through every stage during its evolution (in several iterations).

  1 - (bottom left quadrant) — biased — low variability, low diversity, one central idea (genesis and introduction stage).
  2 - (top right) - focused - medium variability and diversity, several concepts form a cluster (coherent communication stage).
  3 - (bottom right) - diversified — there are several distinct clusters of main ideas present in text, which interact on the global level but maintain specificity (optimization and reflection stage).
  4 - (left top) — dispersed — very high variability — there are disjointed bits and pieces of unrelated ideas, which can be used to construct new ideas (creative reformulation stage).

Read more in the cognitive variability help article.
Generate AI Suggestions
Your Workflow Variability:
 
Shows to what extent you explored all the different states of the graph, from uniform and regular to fractal and complex. Read more in the cognitive variability help article.

You can increase the score by adding content into the graph (your own and AI-generated), as well as removing the nodes from the graph to reveal latent topics and hidden patterns.
Phases to Explore:
AI Suggestions  
×  ⁝⁝ 
     
Main Topical Clusters:

please, add your data to display the stats...
+     full table   ?     Show AI Categories

The topical clusters are comprised of the nodes (words) that tend to co-occur together in the same context (next to each other).

We use a combination of clustering and graph community detection algorithm (Blondel et al based on Louvain) to identify the groups of nodes are more densely connected together than with the rest of the network. They are aligned closer to each other on the graph using the Force Atlas algorithm (Jacomy et al) and are given a distinct color.
Most Influential Elements:
please, add your data to display the stats...
+     Reveal Non-obvious   ?

AI Summarize Graph   AI Article Outline

We use the Jenks elbow cutoff algorithm to select the top prominent nodes that have significantly higher influence than the rest.

Click the Reveal Non-obvious button to remove the most influential words (or the ones you select) from the graph, to see what terms are hiding behind them.

The most influential nodes are either the ones with the highest betweenness centrality — appearing most often on the shortest path between any two randomly chosen nodes (i.e. linking the different distinct communities) — or the ones with the highest degree.
Network Structure:
N/A
?
The network structure indicates the level of its diversity. It is based on the modularity measure (>0.4 for medium, >0.65 for high modularity, measured with Louvain (Blondel et al 2008) community detection algorithm) in combination with the measure of influence distribution (the entropy of the top nodes' distribution among the top clusters), as well as the the percentage of nodes in the top community.


Download: TXT Report  CSV Report  More Options
Discourse Structure Advice:
N/A
Structural Gap Insight
(topics that could be better linked):
N/A
Highlight in Network   ↻ Show Another Gap   ?  
AI: Bridge the Gap   AI: Article Outline
 
A structural gap shows the two distinct communities (clusters of words) in this graph that are important, but not yet connected. That's where the new potential and innovative ideas may reside.

This measure is based on a combination of the graph's connectivity and community structure, selecting the groups of nodes that would either make the graph more connected if it's too dispersed or that would help maintain diversity if it's too connected.

Latent Topical Connectors
(less visible terms that link important topics):
N/A
?   ↻ Undo Selection
AI: Select & Generate Content
These are the latent brokers between the topics: the nodes that have an unusually high rate of influence (betweenness centrality) to their freqency — meaning they may appear not as often as the most influential nodes but they are important narrative shifting points.

These are usually brokers between different clusters / communities of nodes, playing not easily noticed and yet important role in this network, like the "grey cardinals" of sorts.

Emerging Keywords
N/A

Evolution of Topics
(number of occurrences per text segment) ?
The chart shows how the main topics and the most influential keywords evolved over time. X-axis: time period (split into 10% blocks). Y-axis: cumulative number of occurrences.

Drag the slider to see how the narrative evolved over time. Select the checkbox to recalculate the metrics at every step (slower, but more precise).

 
Main Topics
(according to Latent Dirichlet Allocation):
loading...
 ?  

LDA stands for Latent Dirichlet Allocation — it is a topic modelling algorithm based on calculating the maximum probability of the terms' co-occurrence in a particular text or a corpus.

We provide this data for you to be able to estimate the precision of the default InfraNodus topic modeling method based on text network analysis.
Most Influential Words
(main topics and words according to LDA):
loading...

We provide LDA stats for comparison purposes only. It works with English-language texts at the moment. More languages are coming soon, subscribe @noduslabs to be informed.

Sentiment Analysis


positive: | negative: | neutral:
reset filter    ?  

We analyze the sentiment of each statement to see whether it's positive, negative, or neutral. You can filter the statements by sentiment (clicking above) and see what kind of topics correlate with every mood.

The approach is based on AFINN and Emoji Sentiment Ranking

 
Use the Bert AI model for English, Dutch, German, French, Spanish and Italian to get more precise results (slower). Standard model is faster, works for English only, is less precise, and is based on a fixed AFINN dictionary.

Keyword Relations Analysis:

please, select the node(s) on the graph see their connections...
+   ⤓ download CSV   ?

Use this feature to compare contextual word co-occurrences for a group of selected nodes in your discourse. Expand the list by clicking the + button to see all the nodes your selected nodes are connected to. The total influence score is based on betweenness centrality measure. The higher is the number, the more important are the connections in the context of the discourse.
Top Relations in 4-grams
(bidirectional, for directional bigrams see the CSV table below):

⤓ Download   ⤓ Directed Bigrams CSV   ?

The most prominent relations between the nodes that exist in this graph are shown above. We treat the graph as undirected by default. Occurrences shows the number of the times a relationship appears in a 4-gram window. Weight shows the weight of that relation.

As an option, you can also downloaded directed bigrams above, in case the direction of the relations is important (for any application other than language).

Text Statistics:
Word Count Unique Lemmas Characters Lemmas Density
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Text Network Statistics:
Show Overlapping Nodes Only

⤓ Download as CSV  ⤓ Download an Excel File
Network Structure Insights
 
mind-viral immunity:
N/A
  ?
stucture:
N/A
  ?
The higher is the network's structure diversity and the higher is the alpha in the influence propagation score, the higher is its mind-viral immunity — that is, such network will be more resilient and adaptive than a less diverse one.

In case of a discourse network, high mind-viral immunity means that the text proposes multiple points of view and propagates its influence using both highly influential concepts and smaller, secondary topics.
The higher is the diversity, the more distinct communities (topics) there are in this network, the more likely it will be pluralist.
The network structure indicates the level of its diversity. It is based on the modularity measure (>0.4 for medium, >0.65 for high modularity, measured with Louvain (Blondel et al 2008) community detection algorithm) in combination with the measure of influence distribution (the entropy of the top nodes' distribution among the top clusters), as well as the the percentage of nodes in the top community.

Modularity
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Influence Distribution
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Topics Nodes in Top Topic Components Nodes in Top Comp
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Nodes Av Degree Density Weighed Betweenness
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Narrative Influence Propagation:
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The chart above shows how influence propagates through the network. X-axis: lemma to lemma step (narrative chronology). Y-axis: change of influence.

The more even and rhythmical this propagation is, the stronger is the central idea or agenda (see alpha exponent below ~ 0.5 or less).

The more variability can be seen in the propagation profile, the less is the reliance on the main concepts (agenda), the stronger is the role of secondary topical clusters in the narrative.
propagation dynamics: | alpha exponent: (based on Detrended Fluctuation Analysis of influence) ?   show the chart
We plot the narrative as a time series of influence (using the words' betweenness score). We then apply detrended fluctuation analysis to identify fractality of this time series, plotting the log2 scales (x) to the log2 of accumulated fluctuations (y). If the resulting loglog relation can be approximated on a linear polyfit, there may be a power-law relation in how the influence propagates in this narrative over time (e.g. most of the time non-influential words, occasionally words with a high influence).

Using the alpha exponent of the fit (which is closely related to Hurst exponent)), we can better understand the nature of this relation: uniform (pulsating | alpha <= 0.65), variable (stationary, has long-term correlations | 0.65 < alpha <= 0.85), fractal (adaptive | 0.85 < alpha < 1.15), and complex (non-stationary | alpha >= 1.15).

For maximal diversity, adaptivity, and plurality, the narrative should be close to "fractal" (near-critical state). For fiction, essays, and some forms of poetry — "uniform". Informative texts will often have "variable + stationary" score. The "complex" state is an indicator that the text is always shifting its state.

Degree Distribution:
  calculate & show   ?
(based on kolmogorov-smirnov test) ?   switch to linear
Using this information, you can identify whether the network has scale-free / small-world (long-tail power law distribution) or random (normal, bell-shaped distribution) network properties.

This may be important for understanding the level of resilience and the dynamics of propagation in this network. E.g. scale-free networks with long degree tails are more resilient against random attacks and will propagate information across the whole structure better.
If a power-law is identified, the nodes have preferential attachment (e.g. 20% of nodes tend to get 80% of connections), and the network may be scale-free, which may indicate that it's more resilient and adaptive. Absence of power law may indicate a more equalized distribution of influence.

Kolmogorov-Smirnov test compares the distribution above to the "ideal" power-law ones (^1, ^1.5, ^2) and looks for the best fit. If the value d is below the critical value cr it is a sign that the both distributions are similar.
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