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<!DOCTYPE html>
<html lang="" xml:lang="">
<head>
<title>Regime Shifts in R & Data Science within the BC Public Service</title>
<meta charset="utf-8" />
<meta name="author" content="Stephanie Hazlitt" />
<meta name="date" content="2021-06-05" />
<script src="libs/header-attrs/header-attrs.js"></script>
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<link rel="stylesheet" href="custom.css" type="text/css" />
</head>
<body>
<textarea id="source">
class: center, middle, inverse, title-slide
.title[
# Regime Shifts in R & Data Science within the BC Public Service
]
.subtitle[
## Observations from the field
]
.author[
### Stephanie Hazlitt
]
.date[
### 2021-06-05
]
---
class: clear, no-number
## BC Public Service 🇨🇦
<hr>
.wide-right[
<img src="graphics/prod/figsunnamed-chunk-1-1.png" alt="Map showing the boundaries of the province of British Columbia and Washington and Oregon states" />
]
.pull-left[
<img src="images/parsa-mivehchi-rmHcG8mDtz0-unsplash.jpg" alt="Image of British Columbia's Parliament House building located in Victoria, B.C. sourced from Unsplash" style="max-width:100%; padding: 50px 0px 0px 70px;"/>
]
---
class: clear, no-number
## @stephhazlitt
<hr>
.wide-left[
```r
## Steph's Path
"Bird Biologist" %>%
"Research Scientist" %>%
"Conservation Specialist" %>%
"Environmental Reporting" %>% # R
"Senior Data Scientist"
```
]
<img src="images/slh_avatar.jpg" alt="Image of a Black Oystercatcher with coloured leg bands" style="max-width:25%; padding: 30px 50px 0px 0px;"/>
---
class: clear, no-number
## Growth in the Use of R in the BC Public Service
<hr>
<img src="graphics/prod/figsunnamed-chunk-3-1.png" alt="Plot of significant milestones, shown with text labelling, in the use of R in the BC Public Service 2012 to 2021" style="display: block; margin: auto;" />
---
class: clear, no-number
## Regime Shifts in Natural Ecosystems
<hr>
.Large.pull-left[
- Large changes in the structure & function of a system
- Shifts: a smooth internal change in a process _or_ an external disturbance triggering a change
.footnote[https://en.wikipedia.org/wiki/Regime_shift]
]
.pull-right[
<img src="images/mana5280-axqTLZ12Jss-unsplash.jpg" alt="Image of a Sea Otter sourced from Unsplash" style="max-width:50%; padding: 0px 20px 130px 0px;"/><img src="https://upload.wikimedia.org/wikipedia/commons/c/cd/CascadiaMap.png" alt="Map of Cascadia bioregion and Pacific Northwest provinces and states sourced from Wikipedia https://en.wikipedia.org/wiki/Cascadia_(bioregion)" style="max-width:45%;"/>.teeny[Map: Lauren Tierney CC BY-SA 4.0]
]
---
class: clear, no-number, center
## Internal Change: Building a Learning Community
<hr>
<img src="images/Rcourse2014.jpg" alt="Picture of BC Public Service first in-house R training workshop" style="max-width:50%;"/>
---
class: clear, no-number
## Learning from Other Communities
<hr>
.right-column[.center[
<img src="graphics/prod/figsunnamed-chunk-4-1.png" alt="Tweet by @stephhazlitt Excited about attending Software Carpentry bootcamp from March 2014" />
]]
.left-column[
<img src="https://www.software.ac.uk/sites/default/files/The%20Carpentries.jpg" alt="The Carpentries hexagon-shaped logo" style="max-width:85%; padding: 20px 0px 0px 10px;"/><img src="https://scotttalks.info/user-http/img/green_short_hexsticker.png" alt="rOpenSci hexagon-shaped logo" style="max-width:90%; padding: 0px 0px 0px 90px;"/>
]
---
class: clear, no-number
## Disturbance: bcgov GitHub 🎉
<hr>
.center[
<img src="images/bcgov-github-2015.png" alt="bcgov GitHub web page screen shot from 2015" style="max-width:80%;"/>
]
.footnote[https<nolink>://github.com/bcgov (2015)]
---
class: clear, no-number, center
## Open Learning Content
<hr>
<img src="images/bcgov-github-ds-resources.png" alt="bcgov GitHub bcgov-data-science-resources readme web page screen shot" style="max-width:70%;"/>
.pull-right[
.footnote[https://github.com/bcgov/bcgov-data-science-resources/wiki]]
---
class: clear, no-number
## Helping Became Easier
<hr>
.pull-left[
<img src="images/slh-helpme-gist.png" alt="GitHub Gist web page example screen shot" style="max-width:150%;"/>
]
.pull-right[
<img src="images/code-together_Feb2020.jpeg" alt="Picture of BC Public Service code together meet-up" style="max-width:80%; padding: 150px 0px 0px 120px;"/>
]
.footnote[https://gist.github.com/stephhazlitt/c6ccc36b5ea0ff190cf479659d164b8e]
---
class: clear, no-number, center
## Open Code 🚀
<hr>
✂️ & 📋 -> Collaborations -> Contributions -> Code Reviews
<img src="images/bcgov-github-landing-2021.png" alt="bcgov GitHub web page screen shot from 2021" style="max-width:58%;"/>
.pull-right[.footnote[https://github.com/bcgov]]
---
class: clear, no-number, center
## Growth in the Use of R & GitHub in the BC Public Service
<hr>
<img src="graphics/prod/figsunnamed-chunk-5-1.png" alt="Plot showing the cumulative number of repositories in bcgov GitHub by top language used 2015 to 2021" style="display: block; margin: auto;" />
---
class: clear, no-number, center
## Current State: bcgov R Open Source
<hr>
<img src="https://raw.githubusercontent.com/bcgov/bcdata/master/inst/sticker/bcdata.png" alt="bcdata R package hexagon-shaped logo" style="max-width:12%;"/>
<img src="https://github.com/bcgov/fasstr/blob/main/man/figures/fasstr.png?raw=true" alt="fasstr R package hexagon-shaped logo" style="max-width:100%;"/>
<img src="https://github.com/bcgov/ssdtools/blob/main/man/figures/logo.png?raw=true" alt="ssdtools R package hexagon-shaped logo" style="max-width:100%;"/>
<img src="https://github.com/bcgov/elucidate/blob/main/man/figures/hex-elucidate.png?raw=true" alt="elucidate R package hexagon-shaped logo" style="max-width:11%;"/>
<img src="https://raw.githubusercontent.com/bcgov/bcgovr/master/tools/readme/logo.png" alt="bcgovr R package hexagon-shaped logo" style="max-width:100%;"/>
<img src="https://raw.githubusercontent.com/bcgov/bcmaps/master/inst/sticker/bcmaps.png" alt="bcmaps R package hexagon-shaped logo" style="max-width:11%;"/>
<img src="https://raw.githubusercontent.com/ropensci/tidyhydat/main/man/figures/tidyhydat.png" alt="tidyhydat R package hexagon-shapedlogo" style="max-width:11%;"/>
<img src="images/env-shiny-example.png" alt="Screen shot of bcgov R Shiny App showing municipal solid waste disposal rates across British Columbia" style="max-width:40%; padding: 0px 50px 0px 0px;"/>
<img src="images/bcstats-shiny-example.png" alt="Screen shot of bcgov R Shiny App showing economic indicators for British Columbia" style="max-width:45%; padding: 0px 0px 20px 0px;"/>
---
class: clear, no-number, center
## Current State: bcgov Data Science Community of Practice
<hr>
<img src="images/cop-logo.png" alt="bcgov Data Science Community of Practice logo sticker" style="max-width:50%;"/>
<img src="https://git-scm.com/images/[email protected]" alt="Git software logo" style="max-width:12%; padding: 0px 15px 10px 100px;"/><img src="https://www.r-project.org/Rlogo.png" alt="R Project for Statistical Computing logo" style="max-width:8%; padding: 0px 15px 10px 0px;"/><img src="https://www.python.org/static/img/[email protected]" alt="Python logo" style="max-width:20%"/>
---
class: clear, no-number
## Current State: R Learning in the BCPS
<hr>
.pull-left[
- getting started
- geospatial
- big data
- reproducibility
- bridging workflows 🌉
]
.pull-right[
<img src="images/ds-cop-poster.png" alt="bcgov Data Science Community of Practice logo sticker" style="max-width:100%;"/>
.footnote[bcgov Data Science CoP webinar poster, May 19th 2021
]]
---
class: clear, no-number, center
## Observation: People
<hr>
.pull-left[
<img src="https://pbs.twimg.com/media/EXxdBfvXsAARMyU?format=jpg&name=medium" alt="Picture of bcgov Data Science Community members interacting on a video call" style="max-width:100%; padding: 50px 0px 0px 50px;"/>
]
.pull-right[
<img src="https://raw.githubusercontent.com/rfordatascience/tidytuesday/master/static/tt_logo.png" alt="" style="max-width:40%; padding: 0px 0px 0px 0px;"/><img src="https://www.rfordatasci.com/img/carousel/logo-big.png" alt="" style="max-width:50%; padding: 0px 0px 0px 0px;"/>
<img src="https://community-cdn.rstudio.com/uploads/default/original/3X/e/6/e61d5c8d76feee06efb84f95880e3fc4e12cf269.png" alt="" style="max-width:25%; padding: 0px 0px 0px 0px;"/><img src="https://scotttalks.info/user-http/img/green_short_hexsticker.png" alt="" style="max-width:25%; padding: 0px 0px 0px 0px;"/>
<img src="https://community.rstudio.com/uploads/default/original/3X/5/d/5dc960154a129282ba4283771da2fab6fde146fb.png" alt="" style="max-width:70%; padding: 0px 0px 0px 0px;"/>
]
---
class: clear, no-number, center
## Observation: Trust
<hr>
<img src="graphics/prod/figsunnamed-chunk-6-1.png" alt="Image of a tweet by @stephhazlitt quoting a speaker saying go at the speed of trust from October 2019" />
---
class: clear, no-number
## Future State?
<hr>
.left-med[
```r
R_growth <- "regime shifts?"
```
- non-linear
- many stable states
- expected to increase
<!-- -->
]
.right-med[
<img src="images/matthew-bargh-sXb-Yf7GGs8-unsplash.jpg" style="max-width:100%;" alt="Picture of Columbia-Shuswap Ecosystem, British Columbia, Canada"/>
]
---
class: clear, no-number, center
## Cascadia R Conf 2021: Infectious Ideas
<hr>
"Be Kind, Be Calm, Be Safe" – Dr. Bonnie Henry 🇨🇦
<img src="images/cascadiaR_hex_2021.png" alt="CascadiaRConf2021" alt="CascadiaRConf2021 hexagon-shaped logo" style="max-width:20%; padding: 0px 0px 0px 0px;"/>
@stephhazlitt on Twitter & GitHub
https://github.com/stephhazlitt/regime-shifts
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