Start Small and Scale: Big Data and Jupyter's Ecosystem

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@WillingCarol Start Small and Scale Carol Willing PyData LA December 5, 2019 https://speakerdeck.com/willingc Big Data and Jupyter's Ecosystem

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@WillingCarol Hi! I'm Carol. • Python Steering Council • Jupyter Steering Council • Core Developer, Python, Jupyter, nteract • PSF Fellow and Former Director • Frank Willison Award 2019 • Open Source Directions Podcast Co- host 2

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@WillingCarol 3 Core maintainer Papermill, Scrapbook, Bookstore, Commuter Steering Council, Core Developer JupyterHub, BinderHub, mybinder.org I love creating tools which educate and empower people.

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@WillingCarol What is Data Science 4 Start Here

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@WillingCarol 5 Using data responsibly to solve real world issues and improve human lives

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@WillingCarol Predictions at Scale 6 A real world tale

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@WillingCarol 7 San Diego, CA

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@WillingCarol 8 Tokyo

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@WillingCarol 9 Sunday Oct 6 Source: ECMWF

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Copyright: 2019 European Union, contains modiﬁed Copernicus Sentinel data 2019, processed by EUMETSAT Super Typhoon Hagibis View of Super Typhoon Hagibis south-west of Japan, as captured by the Copernicus Sentinel-3 satellite on 08 October at 00:16 UTC.

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Title Typhoon Hagibis Released 10/10/2019 4:45 pm Copyright contains modiﬁed Copernicus Sentinel data (2019), processed by ESA, CC BY-SA 3.0 IGO

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Source:Twitter

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@WillingCarol 13

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@WillingCarol 14

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A sign is partially submerged as the Tama River ﬂoods during Typhoon Hagibis. Source:Getty Images Source:Japan Times

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@WillingCarol Preparation Evacuation Safety 16

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@WillingCarol With scale comes responsibility 17 Reality Check

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@WillingCarol 18 "Diabetes awareness: character design" by Carlos Hernandez is licensed under CC BY-NC-ND 4.0

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@WillingCarol –Kevin Sayer, DexCom CEO This whole integration of health care data is really going to be the next frontier. 19 https://www.cnbc.com/2019/11/13/big-data-is-the-next-frontier-for-medicine-says-dexcom-ceo.html https://www.businesswire.com/news/home/20191106005764/en/Dexcom-Reports-Quarter-2019-Financial-Results

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@WillingCarol Outage Midnight Friday: mysterious outage Dexcom did not announce there was an outage until about 8 a.m. Pacific time Saturday, which is 11 a.m. on the East Coast, when it posted a brief notice on its Facebook page. Monday morning: Dexcom Follow partly restored 20 https://www.nytimes.com/2019/12/02/well/live/Dexcom-G6-diabetes-monitor-outage.html Source: https://www.dexcom.com/

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@WillingCarol Getting from Start to Scale 21 The Challenge

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@WillingCarol 22 jupyter.org

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@WillingCarol 23 2014 Now, 5 years later... 23

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  Millions of Notebooks https://github.com/trending/jupyter-notebook Over 5 million on GitHub

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@WillingCarol 25 ‣ Growth ‣ ACM Award ‣ Industry adoption ‣ Creative uses ‣ Open Source Book https://www.youtube.com/watch?v=qbtDVdEr8SY

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jupyter.org

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@WillingCarol 27 Start Small Deploy and Sustain Explore Paths to Scale The Roadmap

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@WillingCarol Start Small 28 Step 1

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@WillingCarol 29 Source: xkcd

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@WillingCarol 30 small

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@WillingCarol 31 Binder 2.0 blog post elifesciences: Share your interactive research environment Nature article about Binder 31 mybinder.org Try it. No install needed.

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@WillingCarol 32 Scale in Production

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@WillingCarol Choose your Tools 33

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@WillingCarol JupyterLab 34

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35 jupyter.org demo

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36 jupyter.org demo

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@WillingCarol 37 ReactJS front end nteract nteract.io

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@WillingCarol VS Code 38 PyCharm

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@WillingCarol Avoid reinventing the wheel 39

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@WillingCarol ecosystem 40

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@WillingCarol Install Promising Libraries 41 Use Anaconda Use pip Use miniconda, conda, and conda-forge

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@WillingCarol Start 42 Try it in the browser Install Libraries Choose your tools Avoid reinventing the wheel Step 1

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@WillingCarol Explore Paths to Scale 43 Step 2

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@WillingCarol Turn no way into it's possible 44

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@WillingCarol Community 45 Conferences Meetups PyLadies Carpentries Photo: Python Sul

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@WillingCarol 46 Ten Simple Rules for Reproducible Research in Jupyter Notebooks Adam Rule et al. https://github.com/jupyter-guide/ ten-rules-jupyter https://github.com/jupyter-guide/ jupyter-guide

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@WillingCarol 47 build, try, change, repeat

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@WillingCarol 48 ipyvolume https://towardsdatascience.com/multivolume- rendering-in-jupyter-with-ipyvolume-cross- language-3d-visualization-64389047634a

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@WillingCarol 49

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@WillingCarol 50 github.com/napari/napari napari https://ilovesymposia.com/2019/10/24/introducing-napari- a-fast-n-dimensional-image-viewer-in-python/

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A pictorial representation of the different tools constituting BinderHub. This image was created by Scriberia for The Turing Way community and is used under a CC-BY licence. Zenodo record. https://blog.jupyter.org/diving-into- leadership-to-build-push-button-code- df2a075c9914

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@WillingCarol What's new 52 Talk Python to Me Tracking Jupyter Newsletter https://tinyletter.com/TrackingJupyter/archive Open Source Directions GitHub Trending Follow projects on Social Media

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@WillingCarol Explore 53 Use the ecosystem to learn Best practices Infrastructure/Analysis What's new Step 2

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@WillingCarol Deploy and Sustain 54 Step 3

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@WillingCarol 55 "Digital World" by NBroekzitter86 is licensed under CC BY 2.0

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@WillingCarol Notebooks to web 56 https://blog.jupyter.org/and- voil%C3%A0-f6a2c08a4a93

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@WillingCarol 57 nteract Papermill Scrapbook Bookstore Commuter Production data at scale 57 https://medium.com/netﬂix-techblog/notebook-innovation-591ee3221233 Bookstore

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@WillingCarol 58 Papermill - parameterize / run Scrapbook - recording / reading Bookstore - store notebooks Commuter - share notebooks Production data at scale 58

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@WillingCarol 59 Enterprise data workﬂows 59

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zero-to-jupyterhub.readthedocs.io

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@WillingCarol 61 61 Deploy your own BinderHub

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62 Juliette Taka

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@WillingCarol 63 From a phone in the park! 63

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@WillingCarol Pangeo 64 https://pangeo.io

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@WillingCarol 65

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@WillingCarol Deploy and Sustain 66 Workﬂows Document Monitor Involvement Step 3

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@WillingCarol 67 From Small to Scale Keys for Success

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@WillingCarol Choose to Start 68

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@WillingCarol Why > how 69

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@WillingCarol Automate the Boring Stuff 70

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@WillingCarol Plan Execute Change 71 https://jupyterhub-team-compass.readthedocs.io https://github.com/jupyterhub/team-compass

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@WillingCarol Consider complexity and observability 72

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@WillingCarol People = Responsibility 73

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@WillingCarol 74 Call to Action

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@WillingCarol ecosystem 75

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@WillingCarol 76 Using data responsibly to solve real world issues and improve human lives

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@WillingCarol 77 Justine Dupont surfs the greatest wave of her life in Nazaré, Portugal © Rafael G. Riancho / Red Bull Content Pool

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@WillingCarol 78 Thank you https://speakerdeck.com/willingc @WillingCarol

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@WillingCarol 79 Questions https://speakerdeck.com/willingc

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@WillingCarol 80 Thank you PyData LA Project Jupyter Team Core Python Team PSF NumFOCUS

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@WillingCarol Attributions 81 Attributions on slides. Photos [7-8] Carol Willing and Linnea Willing [14] The Carpentries, Tracy Teal, Bérénice Batut [14] Godzilla By Toho Company Ltd. (東宝株式会社, Tōhō Kabushiki-kaisha) © 1954 - movie poster made by Toho Company Ltd. (東宝株式会社, Tōhō Kabushiki-kaisha), Public Domain, https://commons.wikimedia.org/w/index.php?curid=3648684