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Before Width: | Height: | Size: 61 KiB After Width: | Height: | Size: 61 KiB |
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@ -97,8 +97,3 @@ geom_bar(position = "fill")
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## 综合实践:三维荧光数据处理
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## 欢迎讨论!{.center}
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`r rmdify::slideend(wechat = FALSE, type = "public", tel = FALSE, thislink = "https://drwater.rcees.ac.cn/course/public/RWEP/@PUB/SD/")`
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@ -7,112 +7,18 @@ format: html
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# 下载airquality.xlsx,并读取数据
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```{r}
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#| eval: false
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#| execute: false
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# 下载至临时文件
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tmpxlsxpath <- file.path(tempdir(), "airquality.xlsx")
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download.file("https://drwater.rcees.ac.cn/git/course/RWEP/raw/branch/PUB/data/airquality.xlsx",
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destfile = tmpxlsxpath)
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airqualitydf <- readxl::read_xlsx(tmpxlsxpath, sheet = 2)
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metadf <- readxl::read_xlsx(tmpxlsxpath, sheet = 1)
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airqualitydf <- readxl::read_xlsx(tmpxlsxpath, sheet = 1)
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metadf <- readxl::read_xlsx(tmpxlsxpath, sheet = 2)
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```
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# 根据`airqualitydf.xlsx`,按采样点统计白天(8:00-20:00)与夜晚(20:00-8:00)中空气质量指数(AQI)中位数,按城市统计低于所有采样点AQI30%分位值的采样点占比,列出上述占比最高的10个城市(不考虑采样点数低于5个的城市)。
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```{r}
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#| eval: false
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#| execute: false
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require(tidyverse)
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airqualitydf |>
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select(datetime, site, AQI) |>
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filter(!is.na(AQI)) |>
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group_by(site) |>
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summarize(AQI.median = median(AQI, na.rm = TRUE)) |>
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left_join(metadf |> select(site, city = Area)) |>
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group_by(city) |>
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filter(n() > 5) |>
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summarize(p = sum(AQI.median < quantile(airqualitydf$AQI, probs = 0.5, na.rm = TRUE)) / n()) |>
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top_n(10, p)
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airqualitydf |>
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select(datetime, site, AQI) |>
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filter(!is.na(AQI)) |>
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group_by(site) |>
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summarize(AQI.median = median(AQI, na.rm = TRUE))
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airqualitydf |>
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select(datetime, site, AQI) |>
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filter(!is.na(AQI)) |>
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left_join(metadf |> select(site, city = Area)) |>
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group_by(city) |>
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filter(length(unique(site)) >= 5) |>
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summarize(p = sum(AQI < quantile(airqualitydf$AQI, probs = 0.2,
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na.rm = TRUE)) / n()) |>
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slice_max(p, n = 10)
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```
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# 按照不同城市分组,统计白天与夜晚AQI中位数是否具有显著差异。
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```{r}
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#| eval: false
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if (FALSE) {
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require(infer)
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testdf <- airqualitydf |>
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select(datetime, site, AQI) |>
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filter(!is.na(AQI)) |>
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left_join(metadf |> select(site, city = Area)) |>
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group_by(city) |>
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filter(length(unique(site)) >= 5) |>
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mutate(dayornight = factor(ifelse(between(hour(datetime), 8, 20), "day", "night"),
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levels = c("day", "night"))
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) |>
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group_by(city) |>
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nest(citydf = -city) |>
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mutate(median_diff = purrr::map_dbl(citydf, ~
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.x |>
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specify(AQI ~ dayornight) |>
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calculate(stat = "diff in medians", order = c("day", "night")) |>
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pull(stat)
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)) |>
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ungroup() |>
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# slice_sample(n = 12) |>
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mutate(null_dist = purrr::map(citydf, ~
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.x |>
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specify(AQI ~ dayornight) |>
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hypothesize(null = "independence") |>
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generate(reps = 1000, type = "permute") |>
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calculate(stat = "diff in medians", order = c("day", "night"))
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)) |>
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mutate(fig = purrr::pmap(list(null_dist, median_diff, city),
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~ visualize(..1) +
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shade_p_value(obs_stat = ..2, direction = "both") +
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ggtitle(..3)
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)) |>
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mutate(p_value = purrr::map2_dbl(null_dist, median_diff,
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~ get_p_value(.x, obs_stat = .y, direction = "both") |>
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pull(p_value)
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)) |>
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arrange(p_value) |>
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mutate(sigdiff = ifelse(p_value < 0.01, "显著差异", "无显著差异"))
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testdf |>
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select(city, sigdiff) |>
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knitr::kable()
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lang <- "cn"
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(testdf |>
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slice_sample(n = 9) |>
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pull(fig)) |>
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patchwork::wrap_plots(ncol = 3) +
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dwfun::theme_sci(5, 5)
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dwfun::ggsavep("./testdf.pdf")
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}
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```
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@ -1 +0,0 @@
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../../_extensions
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@ -1,49 +0,0 @@
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---
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title: "课后作业9"
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subtitle: 《区域水环境污染数据分析实践》<br>Data analysis practice of regional water environment pollution
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author: 苏命、王为东<br>中国科学院大学资源与环境学院<br>中国科学院生态环境研究中心
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date: today
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lang: zh
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format:
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revealjs:
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theme: dark
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slide-number: true
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chalkboard:
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buttons: true
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preview-links: auto
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lang: zh
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toc: true
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toc-depth: 1
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toc-title: 大纲
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logo: ./_extensions/inst/img/ucaslogo.png
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css: ./_extensions/inst/css/revealjs.css
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pointer:
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key: "p"
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color: "#32cd32"
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pointerSize: 18
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revealjs-plugins:
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- pointer
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filters:
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- d2
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---
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```{r}
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#| include: false
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#| cache: false
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lang <- "cn"
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require(tidyverse)
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require(learnr)
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```
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## 第9次课后作业
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自选数据集,使用R语言开展不同因子(如年份、季节、处理方式等)间某指标的差异分析,采用图表方式形成简要报告。
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作业模板:[第9次课后作业_模板.qmd](https://drwater.rcees.ac.cn/git/course/RWEP/raw/branch/main/SD/20240402_9_课后作业/第9次课后作业_模板.qmd)
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## 欢迎讨论!{.center}
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`r rmdify::slideend(wechat = FALSE, type = "public", tel = FALSE, thislink = "https://drwater.rcees.ac.cn/course/public/RWEP/@PUB/SD/")`
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@ -1,8 +0,0 @@
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---
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title: 课后作业9
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author: 姓名
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format: html
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---
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要求:自选数据集,使用R语言开展不同因子间(如年份、季节、处理方式等)某指标的差异分析,采用图表+文字说明等方式形成简要报告。
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@ -19,4 +19,4 @@ subtitle: "课程简介"
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- 网页公开:[https://drwater.rcees.ac.cn/course/public/RWEP/\@PUB/index.html](https://drwater.rcees.ac.cn/course/public/RWEP/@PUB/index.html)
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- 课件代码:[https://drwater.rcees.ac.cn/git/course/RWEP.git](https://drwater.rcees.ac.cn/git/course/RWEP.git)
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- 代码web界面:[https://on.tty-share.com/s/2YElKFjzniilfg3vH-d1PUqqmz_MQzNki5dyxWWL7QONCX_77GzsdP9EEAgBQu3ONwM/](https://on.tty-share.com/s/2YElKFjzniilfg3vH-d1PUqqmz_MQzNki5dyxWWL7QONCX_77GzsdP9EEAgBQu3ONwM/)
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- 代码web界面:[https://on.tty-share.com/s/KHxahtDKk7EIIMFFA60dQfh4-YgnWkkXRjzkaFV_7pSj96kDw_VxTC6Qa76UpG4Yee8/](https://on.tty-share.com/s/KHxahtDKk7EIIMFFA60dQfh4-YgnWkkXRjzkaFV_7pSj96kDw_VxTC6Qa76UpG4Yee8/)
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