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title: "Test PurpleAir QC Report" | ||
author: "Jonathan Callahan" | ||
date: "2023-09-11" | ||
output: html_document | ||
--- | ||
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```{r setup, include = FALSE} | ||
knitr::opts_chunk$set(fig.width = 7, fig.height = 5) | ||
``` | ||
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# Test PurpleAir QC REport | ||
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## Champaign Urbana on 2023-09-11 | ||
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```{r champaign_pas, warning = FALSE, message = FALSE, echo = FALSE} | ||
# AirSensor2 package | ||
library(AirSensor2) | ||
# Set user's PurpleAir_API_READ_KEY | ||
source('/Users/jonathancallahan/Projects/MazamaScience/AirSensor2/global_vars.R') | ||
# Initialize spatial datasets | ||
initializeMazamaSpatialUtils() | ||
# Create a new 'pas' object for Okanogan county | ||
champaign_pas <- | ||
pas_createNew( | ||
api_key = PurpleAir_API_READ_KEY, | ||
countryCodes = "US", | ||
stateCodes = "IL", | ||
counties = c("Champaign"), | ||
lookbackDays = 365, # all sensors from the past year | ||
location_type = 0 # outdoor sensors only | ||
) | ||
pas <- | ||
champaign_pas %>% | ||
pas_filter(sensor_index == "152934") | ||
``` | ||
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# PurpleAir Sensor \#152934 -- Poplar & Holts | ||
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```{r leaflet_map} | ||
pas %>% pas_leaflet() | ||
``` | ||
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```{r create_pat, echo = FALSE} | ||
# Poplar & Holts sensor occasionally has some very high values | ||
# Create raw pat object | ||
pat <- | ||
pat_createNew( | ||
api_key = PurpleAir_API_READ_KEY, | ||
pas = champaign_pas, | ||
sensor_index = "152934", | ||
startdate = "2023-09-01", | ||
enddate = "2023-09-12", | ||
timezone = "UTC", | ||
verbose = TRUE | ||
) | ||
tbl <- pat$data | ||
``` | ||
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---- | ||
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## Sensor Electronics | ||
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```{r sensor_electroncs, fig.height = 10, echo = FALSE} | ||
#plot(tbl[,c(1,2:5)], pch = 15, cex = 0.5, main = "Sensor Electronics") | ||
layout(matrix(seq(4))) | ||
plot(tbl[,c(1,3)], pch = 15, cex = 0.5, main = "uptime") | ||
plot(tbl[,c(1,5)], pch = 15, cex = 0.5, main = "memory") | ||
plot(tbl[,c(1,2)], pch = 15, cex = 0.5, main = "wifi strength") | ||
plot(tbl[,c(1,4)], pch = 15, cex = 0.5, main = "latency") | ||
layout(1) | ||
``` | ||
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## Atmospheric Variables | ||
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```{r atmospheric variables, fig.height = 10, echo = FALSE} | ||
#plot(tbl[,c(1,6:8)], pch = 15, cex = 0.5, main = "Atmospheric Variables") | ||
layout(matrix(seq(3))) | ||
plot(tbl[,c(1,6)], pch = 15, cex = 0.5, main = "humidity") | ||
plot(tbl[,c(1,7)], pch = 15, cex = 0.5, main = "temperature") | ||
plot(tbl[,c(1,8)], pch = 15, cex = 0.5, main = "pressure") | ||
layout(1) | ||
``` | ||
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## PM2.5 "atm" | ||
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```{r pm25_atm, echo = FALSE} | ||
#plot(tbl[,c(1,12:14)], pch = 15, cex = 0.5, main = "PM2.5 'atm'") | ||
plot(tbl[,c(1,12)], pch = 15, cex = 0.5, col = "transparent", main = "pm2.5_atm") | ||
points(tbl[,c(1,13)], pch = 15, cex = 0.5, col = adjustcolor("blue", 0.3)) | ||
points(tbl[,c(1,14)], pch = 15, cex = 0.5, col = adjustcolor("red", 0.3)) | ||
``` | ||
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## PM2.5 AB Correlation | ||
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```{r pm25_correlation, echo = FALSE} | ||
correlation <- cor(tbl$pm2.5_atm_a, tbl$pm2.5_atm_b) %>% round(3) | ||
title <- sprintf("A/B Channel Correlation = %0.3f", correlation) | ||
plot(tbl[,c(13:14)], pch = 15, cex = 0.5, main = title) | ||
``` | ||
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<!-- # PM2.5 comparison --> | ||
<!-- plot(tbl[,c(1,9,12,15)], pch = 15, cex = 0.5, main = "PM2.5 'alt' vs 'atm' vs 'cf1'") --> | ||
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