Open source water quality reporting tools for the PEP Monitoring Collaborative

# Open source water quality reporting tools for the PEP Monitoring Collaborative
### <a href="mailto:mbeck@tbep.org">Dr. Marcus Beck</a> <span class="math inline">•</span> <a href="https://twitter.com/fawda123">@fawda123</a> <span class="math inline">•</span> <a href="https://twitter.com/hashtag/TampaBayOpenSci?src=hashtag_click">#TampaBayOpensci</a>
### Tampa Bay Estuary Program
### 10/19/2020

---

1. Overview of open science philosophy

1. Application to TBEP and partner reporting products

1. Tech transfer to other NEPs

1. PEP reporting tools: `peptools` R package

1. Discussion, next steps

---

1. Vibe check: do we like these approaches?

1. Are there additional tools to add?

1. How could the Monitoring Collaborative use these tools?

<h3 style="text-align: center;">
We are not revisiting past decisions, but understanding how the tools use these decisions and could be used to answer future questions!
</h3>

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# Open Science: why, what, and how

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## The research-management divide

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.footnote[[Michener et al. 1997 Ecol. App. 7(1):330-342.](https://www.researchgate.net/publication/246959596_Nongeospatial_Metadata_for_the_Ecological_Sciences)]

---

## Open science can bridge this divide

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.footnote[[Fecher and Friesike 2014. Opening Science, Springer.](https://doi.org/10.1007/978-3-319-00026-8_2)]

---

### The practice of science in such a way that others can **collaborate** and **contribute**, where research data, lab notes and other research processes are **freely available**, under terms that enable **reuse**, **redistribution** and **reproduction** of the research and its underlying data and methods

.footnote[Open Knowledge International, [http://opendefinition.org/](http://opendefinition.org/), [https://creativecommons.org/](https://creativecommons.org/about/program-areas/open-science/)]

### Data are __F__indable, __A__ccessible, __I__nteroperable, and __R__esuable

---
class: top, center

## OPEN SCIENCE AT TBEP

---

## THE OLD WAY

---
class: top, center

## THE NEW WAY

---
class: left, top

* Import raw data, estimate indicators, and report outcomes
* Foundational methods for indicator reporting
* Freely available on GitHub for anyone to view source code, download for use, and make requests for additions

<img src="figure/tbeptoolshex.png" width="20%" style="display: block; margin: auto;" />
 
---

## WEBSITE

[https://tbep-tech.github.io/tbeptools/](https://tbep-tech.github.io/tbeptools)

---
class: top, center

## FUNCTION REFERENCES

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class: top, center

## DOCUMENTATION

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## VIGNETTES

---
class: top, center

## SOURCE CODE

---
class: middle, left

```r
library(tbeptools)
xlsx <- 'data/2019_Results_updated.xls'
ecpdata <- read_importwq(xlsx)
show_thrplot(epcdata, bay_segment = "OTB", thr = "chla")
```

---

---

* No need to reinvent the wheel!
--

* Leverage other methods (technical foundation) AND tools (analysis workflows) using FAIR principles
--

* Increase collaboration among NEPs, we are a community that should be open and learn from each other

---

## `peptools` R PACKAGE

---

## `peptools` R PACKAGE

---

* Consider existing LTM datasets that can be used to assess progress in attaining CCMP goals (*Goal: Clean Waters*)
--

* Spatial divisions of Peconic Estuary for applying numeric thresholds
--

* Relevant thresholds and how to quantify (median vs. mean)

--
* Stoplight graphic for public-facing documents, update annually

---

```r
library(peptools)
dat <- read_pepwq('data/currentdata.xlsx')
show_thrpep(dat, bay_segment = "Western", param = "chla")
```

---

```r
locs <- st_as_sf(pepstations, coords = c('Longitude', 'Latitude'), crs = 4326)
mapview(locs, zcol = 'bay_segment', layer.name = 'Bay segment')
```

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class='scrollableContainer'><table class= id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>1 <\/td><\/tr><tr><td>1<\/td><th>BayStation <\/th><td>60280 <\/td><\/tr><tr><td>2<\/td><th>StationName <\/th><td>Peconic River <\/td><\/tr><tr><td>3<\/td><th>bay_segment <\/th><td>Western <\/td><\/tr><tr><td>4<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class= id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>2 <\/td><\/tr><tr><td>1<\/td><th>BayStation <\/th><td>60275 <\/td><\/tr><tr><td>2<\/td><th>StationName <\/th><td>Peconic River <\/td><\/tr><tr><td>3<\/td><th>bay_segment <\/th><td>Western <\/td><\/tr><tr><td>4<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class= id='popup'><tr class='coord'><td><\/td><th><b>Feature 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class= id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>13 <\/td><\/tr><tr><td>1<\/td><th>BayStation <\/th><td>60101 <\/td><\/tr><tr><td>2<\/td><th>StationName <\/th><td>East Creek (South Jamesport) <\/td><\/tr><tr><td>3<\/td><th>bay_segment <\/th><td>Western <\/td><\/tr><tr><td>4<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class= id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>14 <\/td><\/tr><tr><td>1<\/td><th>BayStation <\/th><td>60130 <\/td><\/tr><tr><td>2<\/td><th>StationName <\/th><td>Great Peconic Bay <\/td><\/tr><tr><td>3<\/td><th>bay_segment <\/th><td>Western <\/td><\/tr><tr><td>4<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class= id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>15 <\/td><\/tr><tr><td>1<\/td><th>BayStation <\/th><td>60290 <\/td><\/tr><tr><td>2<\/td><th>StationName <\/th><td>Cold Spring Pond <\/td><\/tr><tr><td>3<\/td><th>bay_segment <\/th><td>Western <\/td><\/tr><tr><td>4<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class= id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>16 <\/td><\/tr><tr><td>1<\/td><th>BayStation <\/th><td>60148 <\/td><\/tr><tr><td>2<\/td><th>StationName <\/th><td>Bullhead Bay <\/td><\/tr><tr><td>3<\/td><th>bay_segment <\/th><td>Western <\/td><\/tr><tr><td>4<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class= id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>17 <\/td><\/tr><tr><td>1<\/td><th>BayStation <\/th><td>60102 <\/td><\/tr><tr><td>2<\/td><th>StationName <\/th><td>Cutchogue Harbor <\/td><\/tr><tr><td>3<\/td><th>bay_segment <\/th><td>Central <\/td><\/tr><tr><td>4<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class= id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>18 <\/td><\/tr><tr><td>1<\/td><th>BayStation <\/th><td>60103 <\/td><\/tr><tr><td>2<\/td><th>StationName <\/th><td>East Creek (Cutchogue) <\/td><\/tr><tr><td>3<\/td><th>bay_segment <\/th><td>Central <\/td><\/tr><tr><td>4<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class= id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>19 <\/td><\/tr><tr><td>1<\/td><th>BayStation <\/th><td>60113 <\/td><\/tr><tr><td>2<\/td><th>StationName <\/th><td>Little Peconic Bay <\/td><\/tr><tr><td>3<\/td><th>bay_segment <\/th><td>Central <\/td><\/tr><tr><td>4<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class= id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>20 <\/td><\/tr><tr><td>1<\/td><th>BayStation <\/th><td>60104 <\/td><\/tr><tr><td>2<\/td><th>StationName <\/th><td>North Sea Harbor <\/td><\/tr><tr><td>3<\/td><th>bay_segment <\/th><td>Central <\/td><\/tr><tr><td>4<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class= id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>21 <\/td><\/tr><tr><td>1<\/td><th>BayStation <\/th><td>60300 <\/td><\/tr><tr><td>2<\/td><th>StationName <\/th><td>Wooley Pond <\/td><\/tr><tr><td>3<\/td><th>bay_segment <\/th><td>Central <\/td><\/tr><tr><td>4<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class= id='popup'><tr class='coord'><td><\/td><th><b>Feature 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Creek <\/td><\/tr><tr><td>3<\/td><th>bay_segment <\/th><td>Central <\/td><\/tr><tr><td>4<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class= id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>25 <\/td><\/tr><tr><td>1<\/td><th>BayStation <\/th><td>60310 <\/td><\/tr><tr><td>2<\/td><th>StationName <\/th><td>Noyac Creek <\/td><\/tr><tr><td>3<\/td><th>bay_segment <\/th><td>Central <\/td><\/tr><tr><td>4<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class= id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>26 <\/td><\/tr><tr><td>1<\/td><th>BayStation <\/th><td>60320 <\/td><\/tr><tr><td>2<\/td><th>StationName <\/th><td>Mill Creek <\/td><\/tr><tr><td>3<\/td><th>bay_segment <\/th><td>Central <\/td><\/tr><tr><td>4<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class= id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>27 <\/td><\/tr><tr><td>1<\/td><th>BayStation <\/th><td>60114 <\/td><\/tr><tr><td>2<\/td><th>StationName <\/th><td>Paradise Point <\/td><\/tr><tr><td>3<\/td><th>bay_segment <\/th><td>Central <\/td><\/tr><tr><td>4<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class= id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>28 <\/td><\/tr><tr><td>1<\/td><th>BayStation <\/th><td>60109 <\/td><\/tr><tr><td>2<\/td><th>StationName <\/th><td>Mill Creek (Hashamomuck Pond) <\/td><\/tr><tr><td>3<\/td><th>bay_segment <\/th><td>Central <\/td><\/tr><tr><td>4<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class= id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>29 <\/td><\/tr><tr><td>1<\/td><th>BayStation <\/th><td>60340 <\/td><\/tr><tr><td>2<\/td><th>StationName <\/th><td>Hashamomuck Pond 1 <\/td><\/tr><tr><td>3<\/td><th>bay_segment <\/th><td>Central <\/td><\/tr><tr><td>4<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class= id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>30 <\/td><\/tr><tr><td>1<\/td><th>BayStation <\/th><td>60121 <\/td><\/tr><tr><td>2<\/td><th>StationName <\/th><td>Noyac Bay <\/td><\/tr><tr><td>3<\/td><th>bay_segment <\/th><td>Central <\/td><\/tr><tr><td>4<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class= id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>31 <\/td><\/tr><tr><td>1<\/td><th>BayStation <\/th><td>60124 <\/td><\/tr><tr><td>2<\/td><th>StationName <\/th><td>West Neck 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class= id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>34 <\/td><\/tr><tr><td>1<\/td><th>BayStation <\/th><td>60126 <\/td><\/tr><tr><td>2<\/td><th>StationName <\/th><td>Sag Harbor <\/td><\/tr><tr><td>3<\/td><th>bay_segment <\/th><td>Eastern <\/td><\/tr><tr><td>4<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class= id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>35 <\/td><\/tr><tr><td>1<\/td><th>BayStation <\/th><td>60111 <\/td><\/tr><tr><td>2<\/td><th>StationName <\/th><td>Greenport Harbor <\/td><\/tr><tr><td>3<\/td><th>bay_segment <\/th><td>Eastern <\/td><\/tr><tr><td>4<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class= id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>36 <\/td><\/tr><tr><td>1<\/td><th>BayStation <\/th><td>60122 <\/td><\/tr><tr><td>2<\/td><th>StationName <\/th><td>Coecles 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class='scrollableContainer'><table class= id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>39 <\/td><\/tr><tr><td>1<\/td><th>BayStation <\/th><td>60115 <\/td><\/tr><tr><td>2<\/td><th>StationName <\/th><td>Orient Harbor <\/td><\/tr><tr><td>3<\/td><th>bay_segment <\/th><td>Eastern <\/td><\/tr><tr><td>4<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class= id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>40 <\/td><\/tr><tr><td>1<\/td><th>BayStation <\/th><td>60116 <\/td><\/tr><tr><td>2<\/td><th>StationName <\/th><td>Gardiner's Bay West <\/td><\/tr><tr><td>3<\/td><th>bay_segment <\/th><td>Eastern <\/td><\/tr><tr><td>4<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class= id='popup'><tr class='coord'><td><\/td><th><b>Feature 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(e.originalEvent.ctrlKey) {\n      if (document.querySelector('.lnlt') === null) lnlt = addElement();\n      lnlt.text(\n                           ' lon: ' + (e.latlng.lng).toFixed(5) +\n                           ' | lat: ' + (e.latlng.lat).toFixed(5) +\n                           ' | zoom: ' + map.getZoom() +\n                           ' | x: ' + L.CRS.EPSG3857.project(e.latlng).x.toFixed(0) +\n                           ' | y: ' + L.CRS.EPSG3857.project(e.latlng).y.toFixed(0) +\n                           ' | epsg: 3857 ' +\n                           ' | proj4: +proj=merc +a=6378137 +b=6378137 +lat_ts=0.0 +lon_0=0.0 +x_0=0.0 +y_0=0 +k=1.0 +units=m +nadgrids=@null +no_defs ');\n      } else {\n      if (document.querySelector('.lnlt') === null) lnlt = addElement();\n      lnlt.text(\n                      ' lon: ' + (e.latlng.lng).toFixed(5) +\n                      ' | lat: ' + (e.latlng.lat).toFixed(5) +\n                      ' | zoom: ' + map.getZoom() + ' ');\n      }\n      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---

```r
show_sitemappep(dat, yrsel = 2019, param = 'sd')
```

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class='scrollableContainer'><table class= id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>16 <\/td><\/tr><tr><td>1<\/td><th>BayStation <\/th><td>60113 <\/td><\/tr><tr><td>2<\/td><th>StationName <\/th><td>Little Peconic Bay <\/td><\/tr><tr><td>3<\/td><th>bay_segment <\/th><td>Central <\/td><\/tr><tr><td>4<\/td><th>yr <\/th><td>2019 <\/td><\/tr><tr><td>5<\/td><th>val <\/th><td>10.00 <\/td><\/tr><tr><td>6<\/td><th>val2 <\/th><td>10.00 <\/td><\/tr><tr><td>7<\/td><th>cexs <\/th><td> 4.00000 <\/td><\/tr><tr><td>8<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class= id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>17 <\/td><\/tr><tr><td>1<\/td><th>BayStation <\/th><td>60104 <\/td><\/tr><tr><td>2<\/td><th>StationName <\/th><td>North Sea 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ID <\/b><\/th><td>25 <\/td><\/tr><tr><td>1<\/td><th>BayStation <\/th><td>60340 <\/td><\/tr><tr><td>2<\/td><th>StationName <\/th><td>Hashamomuck Pond 1 <\/td><\/tr><tr><td>3<\/td><th>bay_segment <\/th><td>Central <\/td><\/tr><tr><td>4<\/td><th>yr <\/th><td>2019 <\/td><\/tr><tr><td>5<\/td><th>val <\/th><td> 6.00 <\/td><\/tr><tr><td>6<\/td><th>val2 <\/th><td> 6.00 <\/td><\/tr><tr><td>7<\/td><th>cexs <\/th><td>10.50000 <\/td><\/tr><tr><td>8<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class= id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>26 <\/td><\/tr><tr><td>1<\/td><th>BayStation <\/th><td>60121 <\/td><\/tr><tr><td>2<\/td><th>StationName <\/th><td>Noyac 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---

* All segment annual values based on medians, account for censored data (secchi on bottom)

```r
medpep <- anlz_medpep(dat)
medpep$ann
```

```
## # A tibble: 792 x 5
##    bay_segment    yr   val est    var  
##    <fct>       <dbl> <dbl> <chr>  <chr>
##  1 Western      2019  3.03 lwr.ci chla 
##  2 Western      2019  4.22 medv   chla 
##  3 Western      2019  6.26 upr.ci chla 
##  4 Western      2018  3.89 lwr.ci chla 
##  5 Western      2018  4.82 medv   chla 
##  6 Western      2018  6    upr.ci chla 
##  7 Western      2017  3.58 lwr.ci chla 
##  8 Western      2017  5.29 medv   chla 
##  9 Western      2017  7.04 upr.ci chla 
## 10 Western      2016  3.14 lwr.ci chla 
## # ... with 782 more rows
```

---

* Provisional targets ([Suffolk Co 2019 SWP](https://suffolkcountyny.gov/Departments/Health-Services/Environmental-Quality#SubWWPlan)) for water clarity and secchi depth

```r
peptargets
```

```
## # A tibble: 3 x 4
##   bay_segment name    sd_thresh chla_thresh
##   <fct>       <chr>       <dbl>       <dbl>
## 1 Western     Western       6.5         5.5
## 2 Central     Central       6.5         5.5
## 3 Eastern     Eastern       6.5         5.5
```

---

* Apply targets to annual medians

```r
anlz_attainpep(medpep)
```

```
## # A tibble: 132 x 4
##    bay_segment    yr chla_sd outcome
##    <fct>       <dbl> <chr>   <chr>  
##  1 Western      2019 2_3     red    
##  2 Western      2018 2_3     red    
##  3 Western      2017 2_3     red    
##  4 Western      2016 0_3     yellow 
##  5 Western      2015 0_2     yellow 
##  6 Western      2014 0_0     green  
##  7 Western      2013 1_1     yellow 
##  8 Western      2012 1_2     yellow 
##  9 Western      2011 1_2     yellow 
## 10 Western      2010 3_3     red    
## # ... with 122 more rows
```

---

* Jointly considers chlorophyll and water clarity endpoints
* Annual categories depend on both a __duration__ and __magnitude__ of exceedance
--

.center[
.footnote[[TBEP tech report #04-00](https://drive.google.com/file/d/1juhfptqA4R-Bq_XfW6nOhqFxJSorGkfq/view?usp=drivesdk)]
]

---

* Jointly considers chlorophyll and water clarity endpoints
* Annual categories depend on both a __duration__ and __magnitude__ of exceedance

.center[
.footnote[[TBEP tech report #04-00](https://drive.google.com/file/d/1juhfptqA4R-Bq_XfW6nOhqFxJSorGkfq/view?usp=drivesdk)]
]

---

* Translate segment water quality conditions into annual reporting categories to inform/prioritize management actions towards CCMP goals
--

* In Tampa...

<span style="color:#33FF3B; text-shadow: 0 0 3px #333;">__Stay the Course__</span>: Continue planned projects. Report data via annual progress reports and Baywide Environmental Monitoring Report.

<span style="color:#F9FF33; text-shadow: 0 0 3px #333;">__Caution__</span>: Review monitoring data and nitrogen loading estimates. Begin/continue TAC and Management Board development of specific management recommendations.

<span style="color:#FF3333; text-shadow: 0 0 3px #333;">__On Alert__</span>: Finalize development and implement appropriate management actions to get back on track.

---

```r
show_matrixpep(dat, asreact = TRUE, nrows = 8)
```

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---

```r
show_plotlypep(rawdat, bay_segment = 'Western')
```

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---

* Future discussions may involve additional decisions on appropriate targets 
* AND if the targets vary by estuary segments, e.g., by salinity gradients
--

* The `peptools` package was built with this in mind...

```r
segs <- c('Western', 'Central', 'Eastern')
newtrgs <- tibble(
  bay_segment = factor(segs, levels = segs),
  name = factor(segs, levels = segs),
  sd_thresh = c(5.5, 6.5, 7.5),
  chla_thresh = c(6, 5.5, 5)
)
```

---

```r
show_matrixpep(dat, trgs = newtrgs, asreact = T, nrow = 8)
```

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---

* `peptools` package website: [link](https://tbep-tech.github.io/peptools/)
* `peptools` GitHub source: [link](https://github.com/tbep-tech/peptools)
* Alternative thresholds example: [link](https://tbep-tech.github.io/peptools/articles/Introduction.html#testing-different-thresholds)
* `tbeptools` package website: [link](https://tbep-tech.github.io/tbeptools/)
* TBEP open science subcommittee: [link](https://tbep.org/our-work/boards-committees/technical-advisory-committee/)

---

1. Vibe check: do we like these approaches?

1. Are there additional tools to add?

1. How could the Monitoring Collaborative use these tools?