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

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

@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

@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.

@WillingCarol What is Data Science 4 Start Here

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

@WillingCarol Predictions at Scale 6 A real world tale

@WillingCarol 7 San Diego, CA

@WillingCarol 8 Tokyo

@WillingCarol 9 Sunday Oct 6 Source: ECMWF

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.

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

Source:Twitter

@WillingCarol 13

@WillingCarol 14

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

@WillingCarol Preparation Evacuation Safety 16

@WillingCarol With scale comes responsibility 17 Reality Check

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

@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

@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/

@WillingCarol Getting from Start to Scale 21 The Challenge

@WillingCarol 22 jupyter.org

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

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

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

jupyter.org

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

@WillingCarol Start Small 28 Step 1

@WillingCarol 29 Source: xkcd

@WillingCarol 30 small

@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.

@WillingCarol 32 Scale in Production

@WillingCarol Choose your Tools 33

@WillingCarol JupyterLab 34

35 jupyter.org demo

36 jupyter.org demo

@WillingCarol 37 ReactJS front end nteract nteract.io

@WillingCarol VS Code 38 PyCharm

@WillingCarol Avoid reinventing the wheel 39

@WillingCarol ecosystem 40

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

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

@WillingCarol Explore Paths to Scale 43 Step 2

@WillingCarol Turn no way into it's possible 44

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

@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

@WillingCarol 47 build, try, change, repeat

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

@WillingCarol 49

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

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

@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

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

@WillingCarol Deploy and Sustain 54 Step 3

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

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

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

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

@WillingCarol 59 Enterprise data workﬂows 59

zero-to-jupyterhub.readthedocs.io

@WillingCarol 61 61 Deploy your own BinderHub

62 Juliette Taka

@WillingCarol 63 From a phone in the park! 63

@WillingCarol Pangeo 64 https://pangeo.io

@WillingCarol 65

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

@WillingCarol 67 From Small to Scale Keys for Success

@WillingCarol Choose to Start 68

@WillingCarol Why > how 69

@WillingCarol Automate the Boring Stuff 70

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

@WillingCarol Consider complexity and observability 72

@WillingCarol People = Responsibility 73

@WillingCarol 74 Call to Action

@WillingCarol ecosystem 75

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

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

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

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

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

@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

Start Small and Scale: Big Data and Jupyter's E...

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

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