<?xml version="1.0" encoding="utf-8" standalone="yes"?><rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom"><channel><title>open-data | James Colliander</title><link>https://0a92e423.colliand.pages.dev/tag/open-data/</link><atom:link href="https://0a92e423.colliand.pages.dev/tag/open-data/index.xml" rel="self" type="application/rss+xml"/><description>open-data</description><generator>Wowchemy (https://wowchemy.com)</generator><language>en-us</language><copyright>© 2026 James Colliander</copyright><lastBuildDate>Fri, 27 Aug 2021 10:00:00 +0000</lastBuildDate><image><url>https://0a92e423.colliand.pages.dev/media/icon_hud40f89a7a92de510cc371f83445dc1ca_205872_512x512_fill_lanczos_center_2.png</url><title>open-data</title><link>https://0a92e423.colliand.pages.dev/tag/open-data/</link></image><item><title>Open Toolchain</title><link>https://0a92e423.colliand.pages.dev/talk/open-toolchain/</link><pubDate>Fri, 27 Aug 2021 10:00:00 +0000</pubDate><guid>https://0a92e423.colliand.pages.dev/talk/open-toolchain/</guid><description/></item><item><title>Open Toolchain</title><link>https://0a92e423.colliand.pages.dev/slides/2021-08-27-cods-virtual/</link><pubDate>Fri, 27 Aug 2021 00:00:00 +0000</pubDate><guid>https://0a92e423.colliand.pages.dev/slides/2021-08-27-cods-virtual/</guid><description>&lt;h1 id="codeopen-toolchaincode">&lt;code>Open Toolchain&lt;/code>&lt;/h1>
&lt;p>Canadian Open Data Society Board meeting&lt;/p>
&lt;p>2021-08-27&lt;/p>
&lt;hr>
&lt;h3 id="idea">Idea&lt;/h3>
&lt;p>&lt;strong>People&lt;/strong>, with the right &lt;strong>data&lt;/strong>, &lt;strong>tools&lt;/strong> and resources, can do good things working &lt;strong>together&lt;/strong>.&lt;/p>
&lt;hr>
&lt;h2 id="james-collianderhttpscolliandcom">&lt;a href="https://colliand.com" target="_blank" rel="noopener">James Colliander&lt;/a>&lt;/h2>
&lt;ul>
&lt;li>Professor of Mathematics: UBC&lt;/li>
&lt;li>Cofounder: 2i2c, Callysto, Syzygy, Crowdmark&lt;/li>
&lt;li>Past Director (2016-2021): PIMS&lt;/li>
&lt;/ul>
&lt;br>
&lt;p>&lt;a href="https://twitter.com/colliand">&lt;i class="fa fa-twitter">&lt;/i>&lt;/a> &lt;a href="https://github.com/colliand/">&lt;i class="fa fa-github">&lt;/i>&lt;/a> &lt;a href="https://www.linkedin.com/in/james-colliander-9bb02465">&lt;i class="fa fa-linkedin">&lt;/i>&lt;/a> &lt;a href="https://www.youtube.com/user/JamesColliander">&lt;i class="fa fa-youtube">&lt;/i>&lt;/a> &lt;a href="https://angel.co/colliand">&lt;i class="fa fa-angellist">&lt;/i>&lt;/a> &lt;a href="mailto:colliand@math.ubc.ca">&lt;i class="fa fa-envelope-o">&lt;/i>&lt;/a>&lt;/p>
&lt;hr>
&lt;h3 id="background">Background&lt;/h3>
&lt;ul>
&lt;li>&lt;a href="https://medium.com/pims-math/canadians-land-on-jupyter-ef5872720420" target="_blank" rel="noopener">Canadians Land on Jupyter&lt;/a>&lt;/li>
&lt;li>&lt;a href="https://conferences.oreilly.com/jupyter/jup-ny/public/schedule/detail/68396" target="_blank" rel="noopener">JupyterCon 2018&lt;/a>&lt;/li>
&lt;li>&lt;a href="https://blog.jupyter.org/national-scale-interactive-computing-2c104455e062" target="_blank" rel="noopener">National Scale Interactive Computing&lt;/a>&lt;/li>
&lt;li>&lt;a href="https://bit.ly/2i2c-sf" target="_blank" rel="noopener">Moore-Sloan Data Science Environments talk&lt;/a>&lt;/li>
&lt;li>&lt;a href="https://hackmd.io/0LCxZnIKTx2oFLAhfgmBYg" target="_blank" rel="noopener">Invitation: Help Found 2i2c!&lt;/a>&lt;/li>
&lt;/ul>
&lt;hr>
&lt;h3 id="pims-distributed-mathematical-sciences-institute">PIMS: Distributed Mathematical Sciences Institute&lt;/h3>
&lt;iframe src="https://www.google.com/maps/d/u/0/embed?mid=1ksl7MJoVOSke-Z-M4svw7flkEuQ" width="640" height="480">&lt;/iframe>
&lt;hr>
&lt;h1 id="inspirations">Inspirations&lt;/h1>
&lt;hr>
&lt;section data-noprocess data-shortcode-slide
data-background-image="https://ten.blue/uploads/jupiter-spot.jpg"
>
&lt;p>
&lt;figure >
&lt;div class="d-flex justify-content-center">
&lt;div class="w-100" >&lt;img src="https://wwejubwfy.s3.amazonaws.com/Project_Jupyter__Home_2020-02-25_15-47-03.png" alt="Jupyter" loading="lazy" data-zoomable />&lt;/div>
&lt;/div>&lt;/figure>
&lt;/p>
&lt;hr>
&lt;h3 id="jessica-hamricks-posthttpsdeveloperrackspacecomblogdeploying-jupyterhub-for-education">&lt;a href="https://developer.rackspace.com/blog/deploying-jupyterhub-for-education/" target="_blank" rel="noopener">Jessica Hamrick&amp;rsquo;s Post&lt;/a>&lt;/h3>
&lt;p>
&lt;figure >
&lt;div class="d-flex justify-content-center">
&lt;div class="w-100" >&lt;img src="https://wwejubwfy.s3.amazonaws.com/Deploying_JupyterHub_for_Education_2020-02-25_07-33-22.png" alt="hamrick" loading="lazy" data-zoomable />&lt;/div>
&lt;/div>&lt;/figure>
&lt;/p>
&lt;hr>
&lt;h3 id="data-8httpdata8org-at-berkeley">&lt;a href="http://data8.org/" target="_blank" rel="noopener">Data 8&lt;/a> at Berkeley&lt;/h3>
&lt;p>
&lt;figure >
&lt;div class="d-flex justify-content-center">
&lt;div class="w-100" >&lt;img src="https://wwejubwfy.s3.amazonaws.com/data-8.github.io_2020-02-25_07-17-45.png" alt="data8" loading="lazy" data-zoomable />&lt;/div>
&lt;/div>&lt;/figure>
&lt;/p>
&lt;hr>
&lt;p>
&lt;figure >
&lt;div class="d-flex justify-content-center">
&lt;div class="w-100" >&lt;img src="https://wwejubwfy.s3.amazonaws.com/Pangeo__Pangeo_documentation-2019-10-31-20-11-11.jpg" alt="Pangeo" loading="lazy" data-zoomable />&lt;/div>
&lt;/div>&lt;/figure>
&lt;/p>
&lt;hr>
&lt;p>
&lt;figure >
&lt;div class="d-flex justify-content-center">
&lt;div class="w-100" >&lt;img src="https://wwejubwfy.s3.amazonaws.com/Online_Grading_Software_for_Instructors__Crowdmark_2020-02-25_17-17-14.png" alt="Crowdmark" loading="lazy" data-zoomable />&lt;/div>
&lt;/div>&lt;/figure>
&lt;/p>
&lt;hr>
&lt;h1 id="partners">Partners&lt;/h1>
&lt;hr>
&lt;section data-noprocess data-shortcode-slide
data-background-image="https://ten.blue/uploads/jupiter-spot.jpg"
>
&lt;p>
&lt;figure >
&lt;div class="d-flex justify-content-center">
&lt;div class="w-100" >&lt;img src="https://wwejubwfy.s3.amazonaws.com/Compute_Canada__Calcul_Canada_2020-02-25_08-06-56.png" alt="Compute Canada" loading="lazy" data-zoomable />&lt;/div>
&lt;/div>&lt;/figure>
&lt;/p>
&lt;hr>
&lt;section data-noprocess data-shortcode-slide
data-background-image="https://ten.blue/uploads/jupiter-spot.jpg"
>
&lt;p>
&lt;figure >
&lt;div class="d-flex justify-content-center">
&lt;div class="w-100" >&lt;img src="https://wwejubwfy.s3.amazonaws.com/Home_page_-_Cybera_-_Albertas_not-for-profit_digital_accelerator_2020-02-25_08-08-43.png" alt="Cybera" loading="lazy" data-zoomable />&lt;/div>
&lt;/div>&lt;/figure>
&lt;/p>
&lt;hr>
&lt;h1 id="idea-jupyter-for-">Idea: Jupyter for 🇨🇦&lt;/h1>
&lt;hr>
&lt;h3 id="development-history">Development History&lt;/h3>
&lt;pre>&lt;code class="language-mermaid">gantt
title Timeline
section Syzygy
23 universities, 10 research teams: 2020-02-25, 25d
40,000 users : 2021-08-15, 25d
25,000 users : 2020-01-01, 25d
16,000 users : 2019-08-22, 25d
8,000 users : 2017-08-24, 25d
Syzygy service announcement : 2017-03-15, 25d
PIMS + Compute Canada Agreement : 2016-06-02, 25d
Compute Canada Discussions : 2015-12-03, 2016-06-01
Jessica Hamrick's Post : 2015-03-24, 25d
JupyterHub for 🇨🇦 idea : 2015-02-01, 90d
section Callysto
CanCode 2.0 🇨🇦 $1.5M : 2019-10-15, 25d
Callysto content creation : 2018-05-01, 2018-08-31
CanCode 1.0 🇨🇦 $1.5M : 2018-01-30, 25d
Callysto Launched: 2017-10-01, 25d
&lt;/code>&lt;/pre>
&lt;hr>
&lt;section data-noprocess data-shortcode-slide
data-background-image="https://ten.blue/uploads/jupiter-spot.jpg"
>
&lt;iframe src="https://www.google.com/maps/d/embed?mid=1nzSAGLSn8eWdfQ6K7zTw-31h82I&amp;hl=en" width="640" height="480">&lt;/iframe>
&lt;hr>
&lt;section data-noprocess data-shortcode-slide
data-background-image="https://ten.blue/uploads/jupiter-spot.jpg"
>
&lt;p>
&lt;figure >
&lt;div class="d-flex justify-content-center">
&lt;div class="w-100" >&lt;img src="https://wwejubwfy.s3.amazonaws.com/Grafana_-_Syzygy_Global_2020-02-25_16-56-46.png" alt="syzygy" loading="lazy" data-zoomable />&lt;/div>
&lt;/div>&lt;/figure>
&lt;/p>
&lt;hr>
&lt;section data-noprocess data-shortcode-slide
data-background-image="https://ten.blue/uploads/jupiter-spot.jpg"
>
&lt;p>
&lt;figure >
&lt;div class="d-flex justify-content-center">
&lt;div class="w-100" >&lt;img src="https://wwejubwfy.s3.amazonaws.com/Callysto_Canada__Building_tomorrows_digital_leaders.-2019-10-31-20-13-39.jpg" alt="Callysto" loading="lazy" data-zoomable />&lt;/div>
&lt;/div>&lt;/figure>
&lt;/p>
&lt;hr>
&lt;h3 id="examples">Examples&lt;/h3>
&lt;ul>
&lt;li>&lt;a href="https://pangeo.io/" target="_blank" rel="noopener">Pangeo&lt;/a>&lt;/li>
&lt;li>&lt;a href="https://callysto.ca/" target="_blank" rel="noopener">Callysto&lt;/a>&lt;/li>
&lt;li>&lt;a href="https://quantecon.org/" target="_blank" rel="noopener">QuantEcon&lt;/a>&lt;/li>
&lt;li>&lt;a href="http://workshop.bcdata.ca/2018/" target="_blank" rel="noopener">bcdata&lt;/a>&lt;/li>
&lt;li>&lt;a href="https://web.archive.org/web/20190417120316/http://www.cybera.ca:80/services/data-science/data-science-albertans/" target="_blank" rel="noopener">Data Science for Albertans&lt;/a>&lt;/li>
&lt;li>&lt;a href="https://github.com/ubcs3/" target="_blank" rel="noopener">UBC Scientific Software Seminar&lt;/a>&lt;/li>
&lt;li>&lt;a href="http://ireceptor.irmacs.sfu.ca/" target="_blank" rel="noopener">iReceptor&lt;/a>&lt;/li>
&lt;li>&lt;a href="https://imstatsbee.github.io/calgaryr/datathon.html" target="_blank" rel="noopener">2018 Calgary PIMS Datathon&lt;/a>&lt;/li>
&lt;li>&lt;a href="https://gitlab.com/tjryankeogh/phytophotoutils" target="_blank" rel="noopener">Phytoplankton Photophysiology Workshop&lt;/a>&lt;/li>
&lt;li>Many, many, many, many more examples&amp;hellip;.&lt;/li>
&lt;/ul>
&lt;hr>
&lt;h3 id="lessons-learned">Lessons Learned&lt;/h3>
&lt;ul>
&lt;li>Research and education transforming&lt;/li>
&lt;li>Demand can be met with cloud strategy&lt;/li>
&lt;li>Scaling requires infrastructure&lt;/li>
&lt;/ul>
&lt;br>
&lt;br>
&lt;h4 id="sustainable-business-model">Sustainable business model?&lt;/h4>
&lt;hr>
&lt;h1 id="code2i2ccode">&lt;code>2i2c&lt;/code>&lt;/h1>
&lt;p>&lt;a href="https://2i2c.org/" target="_blank" rel="noopener">International Interactive Computing Collaboration&lt;/a>&lt;/p></description></item><item><title>NSERC Open Data Exploration</title><link>https://0a92e423.colliand.pages.dev/post/nserc-open-data-exploration/</link><pubDate>Sat, 24 Nov 2018 00:00:00 +0000</pubDate><guid>https://0a92e423.colliand.pages.dev/post/nserc-open-data-exploration/</guid><description>&lt;h2 id="nserc-open-data-exploration">NSERC Open Data Exploration&lt;/h2>
&lt;p>The 2018 federal budget of Canada 🇨🇦 announced significant new investments in research. The &lt;a href="http://www.ic.gc.ca/eic/site/icgc.nsf/eng/07620.html" target="_blank" rel="noopener">Canada Research Coordinating Committee&lt;/a> is defining a work plan to promote &amp;ldquo;international and risky research; support for Canada&amp;rsquo;s next generation of researchers; equity, diversity and inclusion; and indigenous research and capacity building&amp;rdquo;.&lt;/p>
&lt;p>This site explores the NSERC Awards Data with the &lt;strong>goal of helping Canada to achieve the best outcomes for research and training of future researchers&lt;/strong>. Open analysis of research investments also helps advance the goals outlined in the &lt;a href="https://pm.gc.ca/eng/minister-science-mandate-letter" target="_blank" rel="noopener">Mandate Letter to the Minister of Science&lt;/a>.&lt;/p>
&lt;p>Canada&amp;rsquo;s &lt;a href="http://open.canada.ca/en" target="_blank" rel="noopener">Open Government Portal&lt;/a> includes &lt;a href="http://open.canada.ca/data/en/dataset/c1b0f627-8c29-427c-ab73-33968ad9176e" target="_blank" rel="noopener">NSERC Awards Data&lt;/a> from 1995 through 2016. The awards data (in .csv format) were copied to an &lt;a href="http://docs.aws.amazon.com/AmazonS3/latest/dev/UsingBucket.html" target="_blank" rel="noopener">Amazon Web Services S3 bucket&lt;/a> and analyzed using computing resources from &lt;a href="http://www.pims.math.ca/" target="_blank" rel="noopener">PIMS&lt;/a> on cloud infrastructure from &lt;a href="https://web.archive.org/web/20190409234604/https://www.computecanada.ca/featured/compute-canada-and-pims-launch-jupyter-service-for-researchers/" target="_blank" rel="noopener">Compute Canada&lt;/a> and &lt;a href="https://web.archive.org/web/20170808102157/http://www.cybera.ca:80/services/jupyter-all-in-one-science-platform/" target="_blank" rel="noopener">Cybera&lt;/a>.&lt;/p>
&lt;p>&lt;strong>You are &lt;a href="https://pims.syzygy.ca/jupyter/user-redirect/interact?account=colliand&amp;amp;repo=nserc-analysis&amp;amp;branch=master&amp;amp;path=Explore-NSERC-Open-Data.ipynb" target="_blank" rel="noopener">invited to collaborate on the analysis&lt;/a> of investments made by NSERC&lt;/strong>. Access to the data and source code are shared in a &lt;a href="https://github.com/colliand/nserc-analysis" target="_blank" rel="noopener">public repository on GitHub&lt;/a>.&lt;/p>
&lt;h3 id="todo-set-up-similar-analyses-for-sshrchttpsopencanadacadataendatasetkeywordssshrc">&lt;strong>TODO&lt;/strong> Set up similar analyses for &lt;a href="https://open.canada.ca/data/en/dataset?keywords=SSHRC" target="_blank" rel="noopener">SSHRC&lt;/a>&lt;/h3>
&lt;h3 id="todo-set-up-similar-analysis-for-cihrhttpsopencanadacadataendatasetkeywordscihr">&lt;strong>TODO&lt;/strong> Set up similar analysis for &lt;a href="https://open.canada.ca/data/en/dataset?keywords=CIHR" target="_blank" rel="noopener">CIHR&lt;/a>&lt;/h3>
&lt;br>
&lt;a href="https://pims.syzygy.ca/jupyter/user-redirect/interact?account=colliand&amp;repo=nserc-analysis&amp;branch=master&amp;path=Explore-NSERC-Open-Data.ipynb ">
&lt;img src="http://media.pims.math.ca/logos/webhorizfulllarge.png" width="300" align="center">
&lt;/a>
&lt;h2 id="overview">Overview&lt;/h2>
&lt;p>&lt;a href="https://pims.syzygy.ca/jupyter/user-redirect/interact?account=colliand&amp;amp;repo=nserc-analysis&amp;amp;branch=master&amp;amp;path=Explore-NSERC-Open-Data.ipynb" target="_blank" rel="noopener">Interactive Notebook: Exploring NSERC&lt;/a>&lt;/p>
&lt;h3 id="nserc-budget">NSERC Budget&lt;/h3>
&lt;table>
&lt;thead>
&lt;tr>
&lt;th>Year&lt;/th>
&lt;th>Total&lt;/th>
&lt;th>Not Discovery&lt;/th>
&lt;th>Discovery&lt;/th>
&lt;/tr>
&lt;/thead>
&lt;tbody>
&lt;tr>
&lt;td>1995&lt;/td>
&lt;td>451159747&lt;/td>
&lt;td>267113329&lt;/td>
&lt;td>184046418&lt;/td>
&lt;/tr>
&lt;tr>
&lt;td>1996&lt;/td>
&lt;td>434116337&lt;/td>
&lt;td>247533171&lt;/td>
&lt;td>186583166&lt;/td>
&lt;/tr>
&lt;tr>
&lt;td>1997&lt;/td>
&lt;td>417146970&lt;/td>
&lt;td>227810152&lt;/td>
&lt;td>189336818&lt;/td>
&lt;/tr>
&lt;tr>
&lt;td>1998&lt;/td>
&lt;td>477141539&lt;/td>
&lt;td>266731883&lt;/td>
&lt;td>210409656&lt;/td>
&lt;/tr>
&lt;tr>
&lt;td>1999&lt;/td>
&lt;td>526133116&lt;/td>
&lt;td>299956302&lt;/td>
&lt;td>226176814&lt;/td>
&lt;/tr>
&lt;tr>
&lt;td>2000&lt;/td>
&lt;td>537934451&lt;/td>
&lt;td>294508093&lt;/td>
&lt;td>243426358&lt;/td>
&lt;/tr>
&lt;tr>
&lt;td>2001&lt;/td>
&lt;td>554698568&lt;/td>
&lt;td>316537927&lt;/td>
&lt;td>238160641&lt;/td>
&lt;/tr>
&lt;tr>
&lt;td>2002&lt;/td>
&lt;td>615320903&lt;/td>
&lt;td>357333281&lt;/td>
&lt;td>257987622&lt;/td>
&lt;/tr>
&lt;tr>
&lt;td>2003&lt;/td>
&lt;td>696997644&lt;/td>
&lt;td>423803197&lt;/td>
&lt;td>273194447&lt;/td>
&lt;/tr>
&lt;tr>
&lt;td>2004&lt;/td>
&lt;td>765643760&lt;/td>
&lt;td>488699482&lt;/td>
&lt;td>276944278&lt;/td>
&lt;/tr>
&lt;tr>
&lt;td>2005&lt;/td>
&lt;td>820640167&lt;/td>
&lt;td>519567082&lt;/td>
&lt;td>301073085&lt;/td>
&lt;/tr>
&lt;tr>
&lt;td>2006&lt;/td>
&lt;td>854567999&lt;/td>
&lt;td>545233090&lt;/td>
&lt;td>309334909&lt;/td>
&lt;/tr>
&lt;tr>
&lt;td>2007&lt;/td>
&lt;td>968713281&lt;/td>
&lt;td>655321429&lt;/td>
&lt;td>313391852&lt;/td>
&lt;/tr>
&lt;tr>
&lt;td>2008&lt;/td>
&lt;td>980889930&lt;/td>
&lt;td>664642572&lt;/td>
&lt;td>316247358&lt;/td>
&lt;/tr>
&lt;tr>
&lt;td>2009&lt;/td>
&lt;td>1003483757&lt;/td>
&lt;td>680426976&lt;/td>
&lt;td>323056781&lt;/td>
&lt;/tr>
&lt;tr>
&lt;td>2010&lt;/td>
&lt;td>1026366682&lt;/td>
&lt;td>702101715&lt;/td>
&lt;td>324264967&lt;/td>
&lt;/tr>
&lt;tr>
&lt;td>2011&lt;/td>
&lt;td>1035205511&lt;/td>
&lt;td>705872398&lt;/td>
&lt;td>329333113&lt;/td>
&lt;/tr>
&lt;tr>
&lt;td>2012&lt;/td>
&lt;td>1021894152&lt;/td>
&lt;td>685991741&lt;/td>
&lt;td>335902411&lt;/td>
&lt;/tr>
&lt;tr>
&lt;td>2013&lt;/td>
&lt;td>1018139165&lt;/td>
&lt;td>681486392&lt;/td>
&lt;td>336652773&lt;/td>
&lt;/tr>
&lt;tr>
&lt;td>2014&lt;/td>
&lt;td>1038149414&lt;/td>
&lt;td>698064881&lt;/td>
&lt;td>340084533&lt;/td>
&lt;/tr>
&lt;tr>
&lt;td>2015&lt;/td>
&lt;td>1068044894&lt;/td>
&lt;td>727279990&lt;/td>
&lt;td>340764904&lt;/td>
&lt;/tr>
&lt;tr>
&lt;td>2016&lt;/td>
&lt;td>1142066427&lt;/td>
&lt;td>791496311&lt;/td>
&lt;td>350570116&lt;/td>
&lt;/tr>
&lt;/tbody>
&lt;/table>
&lt;p>
&lt;figure >
&lt;div class="d-flex justify-content-center">
&lt;div class="w-100" >&lt;img alt="" srcset="
/post/nserc-open-data-exploration/Explore-NSERC-Open-Data_2018-04-18_21-42-14_hua7d6aa25c6257617cc7be955ff879e31_23372_b04e2ca77744bab9e4e891ef434ee8a5.png 400w,
/post/nserc-open-data-exploration/Explore-NSERC-Open-Data_2018-04-18_21-42-14_hua7d6aa25c6257617cc7be955ff879e31_23372_7754807d420ff753c281ec868635c3bc.png 760w,
/post/nserc-open-data-exploration/Explore-NSERC-Open-Data_2018-04-18_21-42-14_hua7d6aa25c6257617cc7be955ff879e31_23372_1200x1200_fit_lanczos_2.png 1200w"
src="https://0a92e423.colliand.pages.dev/post/nserc-open-data-exploration/Explore-NSERC-Open-Data_2018-04-18_21-42-14_hua7d6aa25c6257617cc7be955ff879e31_23372_b04e2ca77744bab9e4e891ef434ee8a5.png"
width="420"
height="312"
loading="lazy" data-zoomable />&lt;/div>
&lt;/div>&lt;/figure>
&lt;/p>
&lt;h3 id="accumulated-program-investments-1995---2016-top-25">Accumulated Program Investments [1995 - 2016] &lt;em>Top 25&lt;/em>&lt;/h3>
&lt;table>
&lt;thead>
&lt;tr>
&lt;th>ProgramNameEN&lt;/th>
&lt;th>Reported Dollars&lt;/th>
&lt;/tr>
&lt;/thead>
&lt;tbody>
&lt;tr>
&lt;td>Discovery Grants Program - Individual&lt;/td>
&lt;td>5949789135&lt;/td>
&lt;/tr>
&lt;tr>
&lt;td>Canada Research Chairs&lt;/td>
&lt;td>1590512911&lt;/td>
&lt;/tr>
&lt;tr>
&lt;td>Collaborative Research and Development Grants&lt;/td>
&lt;td>948122955&lt;/td>
&lt;/tr>
&lt;tr>
&lt;td>Strategic Projects - Group&lt;/td>
&lt;td>908959760&lt;/td>
&lt;/tr>
&lt;tr>
&lt;td>Networks of Centres of Excellence&lt;/td>
&lt;td>762559105&lt;/td>
&lt;/tr>
&lt;tr>
&lt;td>Research Tools and Instruments - Category 1 (&amp;lt;$150,000)&lt;/td>
&lt;td>565583275&lt;/td>
&lt;/tr>
&lt;tr>
&lt;td>Postgraduate Scholarships&lt;/td>
&lt;td>435601321&lt;/td>
&lt;/tr>
&lt;tr>
&lt;td>Industrial Research Chairs&lt;/td>
&lt;td>398835692&lt;/td>
&lt;/tr>
&lt;tr>
&lt;td>Research Networks&lt;/td>
&lt;td>382614308&lt;/td>
&lt;/tr>
&lt;tr>
&lt;td>Alexander Graham Bell Canada Graduate Scholarships - Doctoral&lt;/td>
&lt;td>352888065&lt;/td>
&lt;/tr>
&lt;tr>
&lt;td>Postgraduate Scholarships - Doctoral&lt;/td>
&lt;td>340062867&lt;/td>
&lt;/tr>
&lt;tr>
&lt;td>Postdoctoral Fellowships&lt;/td>
&lt;td>283101969&lt;/td>
&lt;/tr>
&lt;tr>
&lt;td>Subatomic Physics Envelope - Project&lt;/td>
&lt;td>267988202&lt;/td>
&lt;/tr>
&lt;tr>
&lt;td>University Undergraduate Student Research Awards&lt;/td>
&lt;td>258863102&lt;/td>
&lt;/tr>
&lt;tr>
&lt;td>Major Resources Support Program - Infrastructure&lt;/td>
&lt;td>201128769&lt;/td>
&lt;/tr>
&lt;tr>
&lt;td>Centres of Excellence for Commercialization and Research - Group&lt;/td>
&lt;td>186214812&lt;/td>
&lt;/tr>
&lt;tr>
&lt;td>Engage Grants Program&lt;/td>
&lt;td>185938402&lt;/td>
&lt;/tr>
&lt;tr>
&lt;td>Alexander Graham Bell Canada Graduate Scholarships - Master&amp;rsquo;s&lt;/td>
&lt;td>175254486&lt;/td>
&lt;/tr>
&lt;tr>
&lt;td>Cooperative Activities&lt;/td>
&lt;td>163228194&lt;/td>
&lt;/tr>
&lt;tr>
&lt;td>College and Community Innovation Program&lt;/td>
&lt;td>161161262&lt;/td>
&lt;/tr>
&lt;tr>
&lt;td>Major Facilities Access Grants&lt;/td>
&lt;td>159523772&lt;/td>
&lt;/tr>
&lt;tr>
&lt;td>Collaborative Research and Training Experience&lt;/td>
&lt;td>147907095&lt;/td>
&lt;/tr>
&lt;tr>
&lt;td>Canada Excellence Research Chairs&lt;/td>
&lt;td>137314666&lt;/td>
&lt;/tr>
&lt;tr>
&lt;td>Discovery Grants Program - Accelerator Supplements&lt;/td>
&lt;td>121369119&lt;/td>
&lt;/tr>
&lt;tr>
&lt;td>Postgraduate Scholarships - Master&amp;rsquo;s&lt;/td>
&lt;td>114880771&lt;/td>
&lt;/tr>
&lt;/tbody>
&lt;/table>
&lt;h3 id="accumulated-principal-investigator-investments-1995-2016-top-25">Accumulated Principal Investigator Investments [1995-2016] &lt;em>Top 25&lt;/em>&lt;/h3>
&lt;table>
&lt;thead>
&lt;tr>
&lt;th>Name&lt;/th>
&lt;th>Reported Dollars&lt;/th>
&lt;/tr>
&lt;/thead>
&lt;tbody>
&lt;tr>
&lt;td>Hormes , Josef&lt;/td>
&lt;td>99836800&lt;/td>
&lt;/tr>
&lt;tr>
&lt;td>Gupta , Arvind&lt;/td>
&lt;td>97587570&lt;/td>
&lt;/tr>
&lt;tr>
&lt;td>McWalter , Ian&lt;/td>
&lt;td>75503588&lt;/td>
&lt;/tr>
&lt;tr>
&lt;td>Fortier , Louis&lt;/td>
&lt;td>72542772&lt;/td>
&lt;/tr>
&lt;tr>
&lt;td>Frise , Peter&lt;/td>
&lt;td>63874923&lt;/td>
&lt;/tr>
&lt;tr>
&lt;td>Barge , Brian&lt;/td>
&lt;td>50400000&lt;/td>
&lt;/tr>
&lt;tr>
&lt;td>Thomlinson , William&lt;/td>
&lt;td>46610800&lt;/td>
&lt;/tr>
&lt;tr>
&lt;td>Fedosejevs , Robert&lt;/td>
&lt;td>40720798&lt;/td>
&lt;/tr>
&lt;tr>
&lt;td>McDonald , Arthur&lt;/td>
&lt;td>36781300&lt;/td>
&lt;/tr>
&lt;tr>
&lt;td>Orr , Robert&lt;/td>
&lt;td>32043881&lt;/td>
&lt;/tr>
&lt;tr>
&lt;td>Smith , Donald&lt;/td>
&lt;td>31227906&lt;/td>
&lt;/tr>
&lt;tr>
&lt;td>Mufti , Aftab&lt;/td>
&lt;td>28761712&lt;/td>
&lt;/tr>
&lt;tr>
&lt;td>Wallace , Douglas&lt;/td>
&lt;td>28433833&lt;/td>
&lt;/tr>
&lt;tr>
&lt;td>Servos , Mark&lt;/td>
&lt;td>28130452&lt;/td>
&lt;/tr>
&lt;tr>
&lt;td>Rogers , Harry&lt;/td>
&lt;td>27590000&lt;/td>
&lt;/tr>
&lt;tr>
&lt;td>Salama , Andre&lt;/td>
&lt;td>26296562&lt;/td>
&lt;/tr>
&lt;tr>
&lt;td>Burton , Howard&lt;/td>
&lt;td>25000000&lt;/td>
&lt;/tr>
&lt;tr>
&lt;td>Yada , Rickey&lt;/td>
&lt;td>24982617&lt;/td>
&lt;/tr>
&lt;tr>
&lt;td>Clowes , Ronald&lt;/td>
&lt;td>24072844&lt;/td>
&lt;/tr>
&lt;tr>
&lt;td>Pelton , Robert&lt;/td>
&lt;td>23985763&lt;/td>
&lt;/tr>
&lt;tr>
&lt;td>Svensson , Carl&lt;/td>
&lt;td>22782441&lt;/td>
&lt;/tr>
&lt;tr>
&lt;td>Lamb , Robert&lt;/td>
&lt;td>21349800&lt;/td>
&lt;/tr>
&lt;tr>
&lt;td>Chrisman , Nicholas&lt;/td>
&lt;td>21286250&lt;/td>
&lt;/tr>
&lt;tr>
&lt;td>Larter , Stephen&lt;/td>
&lt;td>20024564&lt;/td>
&lt;/tr>
&lt;tr>
&lt;td>Bourbonnais , Normand&lt;/td>
&lt;td>17753965&lt;/td>
&lt;/tr>
&lt;/tbody>
&lt;/table>
&lt;ol>
&lt;li>
&lt;p>&lt;strong>TODO&lt;/strong> NSERC&amp;rsquo;s Open Data does not report gender of PIs. Find ways to measure equity, diversity, inclusion metrics over past investments.&lt;/p>
&lt;/li>
&lt;li>
&lt;p>&lt;strong>TODO&lt;/strong> How can we connect the reported dollar investments to measurements of research output?&lt;/p>
&lt;/li>
&lt;/ol>
&lt;h2 id="discovery">Discovery&lt;/h2>
&lt;p>&lt;a href="https://pims.syzygy.ca/jupyter/user-redirect/interact?account=colliand&amp;amp;repo=nserc-analysis&amp;amp;branch=master&amp;amp;path=EvaluationGroups/EvaluationGroups-Analysis.ipynb" target="_blank" rel="noopener">Interactive Notebook: Evaluation Groups Analysis&lt;/a>&lt;/p>
&lt;h3 id="evaluation-groups">Evaluation Groups&lt;/h3>
&lt;p>
&lt;figure >
&lt;div class="d-flex justify-content-center">
&lt;div class="w-100" >&lt;img alt="" srcset="
/post/nserc-open-data-exploration/_hu7441eb036cc222b34e155a0a50da309c_95752_30852d49e0a0174a8db9b0a850221c36.png 400w,
/post/nserc-open-data-exploration/_hu7441eb036cc222b34e155a0a50da309c_95752_077c62607eaa0c873a2a4b8ab47b5675.png 760w,
/post/nserc-open-data-exploration/_hu7441eb036cc222b34e155a0a50da309c_95752_4e918ea80738147e7294e3842d0534da.png 1200w"
src="https://0a92e423.colliand.pages.dev/post/nserc-open-data-exploration/_hu7441eb036cc222b34e155a0a50da309c_95752_30852d49e0a0174a8db9b0a850221c36.png"
width="486"
height="301"
loading="lazy" data-zoomable />&lt;/div>
&lt;/div>&lt;/figure>
&lt;/p>
&lt;h3 id="award-amounts">Award Amounts&lt;/h3>
&lt;p>
&lt;figure >
&lt;div class="d-flex justify-content-center">
&lt;div class="w-100" >&lt;img alt="" srcset="
/post/nserc-open-data-exploration/EvaluationGroups-Analysis_2018-04-18_22-14-20_hu7cc89c539a4fe107940bb8e0a0492130_37562_7fb3eb5f14b6386ee1e3e31868217f71.png 400w,
/post/nserc-open-data-exploration/EvaluationGroups-Analysis_2018-04-18_22-14-20_hu7cc89c539a4fe107940bb8e0a0492130_37562_b01634b9ebf3b5b47d17869977732b90.png 760w,
/post/nserc-open-data-exploration/EvaluationGroups-Analysis_2018-04-18_22-14-20_hu7cc89c539a4fe107940bb8e0a0492130_37562_1200x1200_fit_lanczos_2.png 1200w"
src="https://0a92e423.colliand.pages.dev/post/nserc-open-data-exploration/EvaluationGroups-Analysis_2018-04-18_22-14-20_hu7cc89c539a4fe107940bb8e0a0492130_37562_7fb3eb5f14b6386ee1e3e31868217f71.png"
width="638"
height="421"
loading="lazy" data-zoomable />&lt;/div>
&lt;/div>&lt;/figure>
&lt;/p>
&lt;p>
&lt;figure >
&lt;div class="d-flex justify-content-center">
&lt;div class="w-100" >&lt;img alt="" srcset="
/post/nserc-open-data-exploration/EvaluationGroups-Analysis_2018-04-18_22-18-00_hu719a551c45b62e62a9ba7dd87c0b7baf_33731_f3ad5f726e63c4928983d6c850c97661.png 400w,
/post/nserc-open-data-exploration/EvaluationGroups-Analysis_2018-04-18_22-18-00_hu719a551c45b62e62a9ba7dd87c0b7baf_33731_0908cf8204cc570c938885026c915825.png 760w,
/post/nserc-open-data-exploration/EvaluationGroups-Analysis_2018-04-18_22-18-00_hu719a551c45b62e62a9ba7dd87c0b7baf_33731_1200x1200_fit_lanczos_2.png 1200w"
src="https://0a92e423.colliand.pages.dev/post/nserc-open-data-exploration/EvaluationGroups-Analysis_2018-04-18_22-18-00_hu719a551c45b62e62a9ba7dd87c0b7baf_33731_f3ad5f726e63c4928983d6c850c97661.png"
width="618"
height="420"
loading="lazy" data-zoomable />&lt;/div>
&lt;/div>&lt;/figure>
&lt;/p>
&lt;p>
&lt;figure >
&lt;div class="d-flex justify-content-center">
&lt;div class="w-100" >&lt;img alt="" srcset="
/post/nserc-open-data-exploration/EvaluationGroups-Analysis_2018-04-18_22-18-48_hue00938c15c9353ebf35d6df413ff9af2_33129_7dee767ffcaef0ae9623800f8ed97449.png 400w,
/post/nserc-open-data-exploration/EvaluationGroups-Analysis_2018-04-18_22-18-48_hue00938c15c9353ebf35d6df413ff9af2_33129_ed7a5b6cc5a239c1febc4b1e4100966e.png 760w,
/post/nserc-open-data-exploration/EvaluationGroups-Analysis_2018-04-18_22-18-48_hue00938c15c9353ebf35d6df413ff9af2_33129_1200x1200_fit_lanczos_2.png 1200w"
src="https://0a92e423.colliand.pages.dev/post/nserc-open-data-exploration/EvaluationGroups-Analysis_2018-04-18_22-18-48_hue00938c15c9353ebf35d6df413ff9af2_33129_7dee767ffcaef0ae9623800f8ed97449.png"
width="618"
height="421"
loading="lazy" data-zoomable />&lt;/div>
&lt;/div>&lt;/figure>
&lt;/p>
&lt;ol>
&lt;li>&lt;strong>TODO&lt;/strong> Why do 1501 and 1502 receive so much more investment than other EGs?&lt;/li>
&lt;/ol>
&lt;h3 id="number-of-awards">Number of Awards&lt;/h3>
&lt;p>
&lt;figure >
&lt;div class="d-flex justify-content-center">
&lt;div class="w-100" >&lt;img alt="" srcset="
/post/nserc-open-data-exploration/EvaluationGroups-Analysis_2018-04-18_22-20-01_hudb61d58f6e3fc7c032975f58cbb883ea_36277_96dc2fb7ca08b6cafcc13b53af1ebed3.png 400w,
/post/nserc-open-data-exploration/EvaluationGroups-Analysis_2018-04-18_22-20-01_hudb61d58f6e3fc7c032975f58cbb883ea_36277_3a99b298302e68dcff61574b78bd62e9.png 760w,
/post/nserc-open-data-exploration/EvaluationGroups-Analysis_2018-04-18_22-20-01_hudb61d58f6e3fc7c032975f58cbb883ea_36277_1200x1200_fit_lanczos_2.png 1200w"
src="https://0a92e423.colliand.pages.dev/post/nserc-open-data-exploration/EvaluationGroups-Analysis_2018-04-18_22-20-01_hudb61d58f6e3fc7c032975f58cbb883ea_36277_96dc2fb7ca08b6cafcc13b53af1ebed3.png"
width="632"
height="423"
loading="lazy" data-zoomable />&lt;/div>
&lt;/div>&lt;/figure>
&lt;/p>
&lt;ol>
&lt;li>&lt;strong>TODO&lt;/strong> Why are there so many more awards in 1501 and 1502 than in other EGs?&lt;/li>
&lt;/ol>
&lt;h3 id="bin-frequency">Bin Frequency&lt;/h3>
&lt;p>Example: 1504 (Chemistry); FiscalYear 2013&lt;/p>
&lt;p>
&lt;figure >
&lt;div class="d-flex justify-content-center">
&lt;div class="w-100" >&lt;img alt="" srcset="
/post/nserc-open-data-exploration/EvaluationGroups-Analysis_2018-04-18_22-26-14_hu8b3c82d2d762036504d89f2d505f2953_16757_8a6b8f8bb19534f2b59d842055029204.png 400w,
/post/nserc-open-data-exploration/EvaluationGroups-Analysis_2018-04-18_22-26-14_hu8b3c82d2d762036504d89f2d505f2953_16757_e45e505c574cd734550b00f53ce1ed35.png 760w,
/post/nserc-open-data-exploration/EvaluationGroups-Analysis_2018-04-18_22-26-14_hu8b3c82d2d762036504d89f2d505f2953_16757_1200x1200_fit_lanczos_2.png 1200w"
src="https://0a92e423.colliand.pages.dev/post/nserc-open-data-exploration/EvaluationGroups-Analysis_2018-04-18_22-26-14_hu8b3c82d2d762036504d89f2d505f2953_16757_8a6b8f8bb19534f2b59d842055029204.png"
width="433"
height="274"
loading="lazy" data-zoomable />&lt;/div>
&lt;/div>&lt;/figure>
&lt;/p>
&lt;ol>
&lt;li>&lt;strong>TODO&lt;/strong> Find a way to infer bin levels based on awards data amounts&lt;/li>
&lt;/ol>
&lt;h2 id="engage">Engage&lt;/h2>
&lt;p>&lt;a href="https://pims.syzygy.ca/jupyter/user-redirect/interact?account=colliand&amp;amp;repo=nserc-analysis&amp;amp;branch=master&amp;amp;path=EngageGrants/EngageGrantsSummary.ipynb" target="_blank" rel="noopener">Interactive Notebook: Engage Grants&lt;/a>&lt;/p>
&lt;p>
&lt;figure >
&lt;div class="d-flex justify-content-center">
&lt;div class="w-100" >&lt;img alt="" srcset="
/post/nserc-open-data-exploration/EngageGrantsSummary_2018-04-19_09-05-52_huf0cf54fd51b1f5820f388af69f84b0b7_34981_e62c922d406211d03029f72409ca9e68.png 400w,
/post/nserc-open-data-exploration/EngageGrantsSummary_2018-04-19_09-05-52_huf0cf54fd51b1f5820f388af69f84b0b7_34981_52771209061f3038dba9260abab69e68.png 760w,
/post/nserc-open-data-exploration/EngageGrantsSummary_2018-04-19_09-05-52_huf0cf54fd51b1f5820f388af69f84b0b7_34981_1200x1200_fit_lanczos_2.png 1200w"
src="https://0a92e423.colliand.pages.dev/post/nserc-open-data-exploration/EngageGrantsSummary_2018-04-19_09-05-52_huf0cf54fd51b1f5820f388af69f84b0b7_34981_e62c922d406211d03029f72409ca9e68.png"
width="449"
height="325"
loading="lazy" data-zoomable />&lt;/div>
&lt;/div>&lt;/figure>
&lt;/p>
&lt;p>&lt;strong>TODO&lt;/strong> Find a way to connect Engage Grant investments to economic impact metrics.&lt;/p></description></item><item><title>Toward Global Science Excellence</title><link>https://0a92e423.colliand.pages.dev/post/toward-global-science-excellence/</link><pubDate>Sun, 28 Aug 2016 19:27:19 +0000</pubDate><guid>https://0a92e423.colliand.pages.dev/post/toward-global-science-excellence/</guid><description>&lt;img src="https://web.archive.org/web/20090523104447im_/http://www.nserc-crsng.gc.ca/_gui/wmms.gif" alt="Canada logo" align="right">
&lt;br>
&lt;br>
&lt;p>Prime Minister Justin Trudeau&amp;rsquo;s ministerial mandate letters for &lt;a href="http://pm.gc.ca/eng/minister-science-mandate-letter" target="_blank" rel="noopener">Science&lt;/a> and &lt;a href="http://pm.gc.ca/eng/minister-innovation-science-and-economic-development-mandate-letter" target="_blank" rel="noopener">Innovation, Science and Economic Development (ISED)&lt;/a> outline an agenda to investigate and improve the nation&amp;rsquo;s innovation ecosystem. Roundtable discussions on various themes are taking place across the nation as part of &lt;a href="https://www.ic.gc.ca/eic/site/062.nsf/eng/home" target="_blank" rel="noopener">Canada&amp;rsquo;s Innovation Agenda&lt;/a>, an initiative driven by &lt;a href="https://web.archive.org/web/20160819071952/http://pm.gc.ca:80/eng/minister/honourable-navdeep-singh-bains" target="_blank" rel="noopener">Minister Navdeep Bains (ISED)&lt;/a> and &lt;a href="https://web.archive.org/web/20160829123619/http://pm.gc.ca:80/eng/minister/honourable-kirsty-duncan" target="_blank" rel="noopener">Minister Kirsty Duncan (Science)&lt;/a>. Minister Duncan has also launched &lt;a href="http://www.sciencereview.ca/eic/site/059.nsf/eng/home0" target="_blank" rel="noopener">Canada&amp;rsquo;s Fundamental Science Review&lt;/a> and empowered an eminent panel chaired by Dr. David Naylor with a &lt;a href="http://www.sciencereview.ca/eic/site/059.nsf/eng/h_00010.html" target="_blank" rel="noopener">mandate&lt;/a> to review and make recommendations to improve Canada&amp;rsquo;s science policy.&lt;/p>
&lt;p>I recently participated in a roundtable discussion on the theme &lt;code>Global Science Excellence&lt;/code>. The event was convened by &lt;a href="http://gifs.ca/news/dr-maurice-moloney-named-as-gifs-ceo/" target="_blank" rel="noopener">Dr. Maurice Moloney&lt;/a>, CEO of the &lt;a href="http://gifs.ca/" target="_blank" rel="noopener">Global Institute for Food Security&lt;/a>, and took place at the University of Saskatchewan. The &lt;a href="https://wwejubwfy.s3.amazonaws.com/Biographies_Saskatoon.pdf" target="_blank" rel="noopener">roundtable panel&lt;/a> included representatives from biology, chemistry, computer science, environmental science, geoscience, mathematics, pharmacy, physics and leaders from provincial and federal governments.&lt;/p>
&lt;p>After reflecting on the panel discussion, here are four points that stand out for me:&lt;/p>
&lt;ol>
&lt;li>&lt;strong>Transparent sharing of government data&lt;/strong> through resources like the &lt;a href="http://open.canada.ca/en" target="_blank" rel="noopener">Open Government Portal&lt;/a> should continue. Government decisions will be better when based upon insights informed by publicly accessible data. (Some panelists requested access to my open Jupyter notebooks on NSERC investments during &lt;a href="https://github.com/colliand/nserc-analysis/blob/master/nserc-1995-2014.ipynb" target="_blank" rel="noopener">1995-2014&lt;/a> and &lt;a href="https://github.com/colliand/nserc-analysis/blob/master/nserc-scrape.ipynb" target="_blank" rel="noopener">2012-2016&lt;/a>.)&lt;/li>
&lt;li>Decisions on government investments in scientific research should be decided scientifically through &lt;strong>vigorous peer review&lt;/strong> and not politically through direct line items in the federal budget.&lt;/li>
&lt;li>Ideas from mathematical sciences (computer science, statistics, mathematics) are influencing almost all areas of inquiry. The &lt;a href="https://www.epsrc.ac.uk/newsevents/pubs/deloitte-measuring-the-economic-benefits-of-mathematical-science-research-in-the-uk/" target="_blank" rel="noopener">measured impact of mathematical sciences on the economy&lt;/a> far exceeds expectations typically held by policy makers. &lt;strong>&lt;a href="https://github.com/colliand/nserc-analysis/blob/master/nserc-scrape.ipynb" target="_blank" rel="noopener">Systematic underfunding of mathematics, statistics and computer science&lt;/a>&lt;/strong> obstructs Canada&amp;rsquo;s potential for global science excellence.&lt;/li>
&lt;li>Researchers from various disciplines request &lt;strong>greater coherence across the programs&lt;/strong> offered by government. Advancing human knowledge through basic research, applying breakthroughs to solve problems in society or industry, developing and validating applications and prototypes, and scaling innovations through commercialization or other social processes are all endeavours that merit government investment. These activities unfold over differing time scales, involve differing sources of inspiration, and are driven by differing incentive systems and require a coherent collection of programs designed around these differences.&lt;/li>
&lt;/ol>
&lt;p>The Government of Canada is reviewing its approach to supporting research, development and commercialization. I encourage everyone to share their views.&lt;/p></description></item></channel></rss>