diff --git a/.gitignore b/.gitignore index f386df1..66ed724 100644 --- a/.gitignore +++ b/.gitignore @@ -8,3 +8,4 @@ _freeze/ *_cache/ *_files/ SD/_*/ +homework/ diff --git a/.source_state b/.source_state index 23f200a..67ae85e 100644 --- a/.source_state +++ b/.source_state @@ -1 +1 @@ -454c267b732cda3ca58332ab3883bec6 +34a734e5b3d0f378041ea746f8654ddc diff --git a/SD/2.2_dataimport/_demo.qmd b/SD/2.2_dataimport/_demo.qmd new file mode 100644 index 0000000..f19334b --- /dev/null +++ b/SD/2.2_dataimport/_demo.qmd @@ -0,0 +1,154 @@ +--- +title: "Lesson 7" +format: html +--- + + +```{r} +require(tidyverse) + + +files <- c( + "../../data/01-sales.csv", + "../../data/02-sales.csv", + "../../data/03-sales.csv" +) + +files <- dir("../../data", pattern = "sales.csv", full.names = TRUE) + + +readr::read_csv(files, id = "file") |> + mutate(file = basename(file)) +``` + + +```{r} +require(tidyverse) +library(tidyverse) + +files <- dir( + "../../data/gapminder", + pattern = "^[12][09][0-9][0-9].xlsx$", + full.names = TRUE +) + + +alldf <- tibble::tibble() +for (file in files) { + alldf <- alldf |> + bind_rows( + readxl::read_xlsx(file) |> + mutate(year = parse_number(basename(file))) + ) +} + +alldf |> + ggplot(aes(x = lifeExp, y = gdpPercap)) + + geom_point(aes(color = factor(year))) + + geom_smooth(method = "lm", se = FALSE) + + scale_y_log10( + breaks = scales::trans_breaks("log10", function(x) 10^x), + labels = scales::trans_format("log10", scales::math_format(10^.x)) + ) + + facet_wrap(~year, ncol = 4, scale = "fixed") +``` + +# slope + +```{r} +file <- files[1] + +lm(y ~ x, data) + +m <- lm(log10(gdpPercap) ~ lifeExp, readxl::read_xlsx(file)) + +summary(m) + +coef(m)[2] + +slopes <- c() +years <- c() +for (file in files) { + m <- lm(log10(gdpPercap) ~ lifeExp, readxl::read_xlsx(file)) + years <- c(years, parse_number(basename(file))) + slopes <- c(slopes, coef(m)[2]) +} +years +slopes + + +plot(years, as.numeric(slopes), type = "b") +``` + +# purrr + + + +```{r} +require(tidyverse) +df <- tibble( + filename = dir( + "../../data/gapminder", + pattern = "^[12][09][0-9][0-9].xlsx$", + full.names = TRUE + ) +) |> + dplyr::mutate( + data = purrr::map( + filename, + \(x) readxl::read_xlsx(x) + ) + ) |> + mutate(year = parse_number(basename(filename))) |> + mutate( + m = purrr::map(data, \(xxxx) lm(log10(gdpPercap) ~ lifeExp, data = xxxx)) + ) |> + mutate(slope = purrr::map_dbl(m, \(yyyy) coef(yyyy)[2])) |> + unnest(data) + +pvalue <- summary(df$m[[1]])$coefficients[2, 4] +rsq <- summary(df$m[[1]])$r.squared + +require(tidymodels) +generics::tidy(df$m[[1]]) + +df |> + ggplot(aes(x = lifeExp, y = gdpPercap)) + + geom_point(aes(color = factor(year))) + + geom_smooth(method = "lm", se = FALSE) + + scale_y_log10( + breaks = scales::trans_breaks("log10", function(x) 10^x), + labels = scales::trans_format("log10", scales::math_format(10^.x)) + ) + + facet_wrap(~year, ncol = 4, scale = "fixed") + + +df |> + ggplot(aes(x = year, y = slope)) + + geom_line() + + geom_point() + + +df +df$slope[[1]] + +coef(df$m[[1]])[2] + +lm(y ~ x, data) + + +df |> + unnest(data) |> + ggplot(aes(x = lifeExp, y = gdpPercap)) + + geom_point(aes(color = factor(year))) + + geom_smooth(method = "lm", se = FALSE) + + scale_y_log10( + breaks = scales::trans_breaks("log10", function(x) 10^x), + labels = scales::trans_format("log10", scales::math_format(10^.x)) + ) + + facet_wrap(~year, ncol = 4, scale = "fixed") +``` + + + + diff --git a/SD/2.2_dataimport/index.qmd b/SD/2.2_dataimport/index.qmd index 0882b47..9677079 100644 --- a/SD/2.2_dataimport/index.qmd +++ b/SD/2.2_dataimport/index.qmd @@ -74,7 +74,7 @@ read_csv("../../data/students.csv") |> ## 列名不要有空格 ```{r} -students |> +students |> rename( student_id = `Student ID`, full_name = `Full Name` @@ -158,7 +158,7 @@ x,y,z 1,2,3" read_csv( - another_csv, + another_csv, col_types = cols(.default = col_character()) ) read_csv( @@ -197,9 +197,11 @@ annoying <- tibble( ```{r} #| message: false -sales_files <- c("../../data/01-sales.csv", +sales_files <- c( + "../../data/01-sales.csv", "../../data/02-sales.csv", - "../../data/03-sales.csv") + "../../data/03-sales.csv" +) read_csv(sales_files, id = "file") ``` @@ -223,8 +225,11 @@ read_csv(sales_files, id = "file") ## 批量读取 ```{r} -sales_files <- list.files("../../data", - pattern = "sales\\.csv$", full.names = TRUE) +sales_files <- list.files( + "../../data", + pattern = "sales\\.csv$", + full.names = TRUE +) sales_files ``` @@ -260,7 +265,7 @@ if (FALSE) { ```{r} if (FALSE) { conn <- cctdb::get_dbconn("nationalairquality") - metadf <- tbl(conn, "metadf") |> + metadf <- tbl(conn, "metadf") |> head(100) |> collect() DBI::dbDisconnect(conn) @@ -270,8 +275,8 @@ metadf <- readRDS(file = "../../data/metadfdemo.RDS") lang <- "cn" metadf |> ggplot(aes(lon, lat)) + -geom_point(aes(fill = Area)) + -dwfun::theme_sci() + geom_point(aes(fill = Area)) + + dwfun::theme_sci() ``` @@ -283,8 +288,13 @@ metadf <- readxl::read_xlsx("../../data/airquality.xlsx") dir.create("../../data/metacity2/") metadf |> nest(sitedf = -site) |> - mutate(flag = purrr::map2(site, sitedf, - ~ writexl::write_xlsx(.y, paste0("../../data/metacity2/", .x, ".xlsx")))) + mutate( + flag = purrr::map2( + site, + sitedf, + ~ writexl::write_xlsx(.y, paste0("../../data/metacity2/", .x, ".xlsx")) + ) + ) ``` @@ -296,7 +306,7 @@ metadf |> if (FALSE) { require(tidyverse) conn <- cctdb::get_dbconn("nationalairquality") - metadf <- tbl(conn, "metadf") |> + metadf <- tbl(conn, "metadf") |> collect() DBI::dbDisconnect(conn) metanestdf <- metadf |> @@ -305,10 +315,16 @@ if (FALSE) { writexl::write_xlsx(metanestdf$citydf, path = "../../data/meta_city.xlsx") dir.create("../../data/metacity/") metanestdf |> - mutate(flag = purrr::map2(Area, citydf, - ~ writexl::write_xlsx(.y, - path = paste0("../../data/metacity/", .x, ".xlsx") - ))) + mutate( + flag = purrr::map2( + Area, + citydf, + ~ writexl::write_xlsx( + .y, + path = paste0("../../data/metacity/", .x, ".xlsx") + ) + ) + ) } ``` diff --git a/SD/2.3_datatransform/_demo.qmd b/SD/2.3_datatransform/_demo.qmd new file mode 100644 index 0000000..b05ceaf --- /dev/null +++ b/SD/2.3_datatransform/_demo.qmd @@ -0,0 +1,115 @@ +--- +title: "Lesson 8" +format: html +--- + + +```{r} +require(tidyverse) +library(nycflights13) + +flights |> + select(3:6) |> + head(3) |> + rename_all(~ gsub("_", "", .)) + + +flights |> + select(3:6) |> + head(3) |> + rename_with(toupper, .cols = 2:4) + +# 每月10号-15号，dep_delay > 100 的航班 + +# 每月哪个出发地origin的 dep_delay总时长最长 + +flights |> + group_by(month, origin) |> + summarize(n = n(), total_dep_delay = mean(dep_delay, na.rm = TRUE)) |> + slice_max(total_dep_delay) + +# arrange(month, origin, desc(total_dep_delay)) + +# 每月随机抽取一天，随机抽取三个航班 + +slice_sample(n = 1) + +flights |> + tidyr::nest(ymddf = -c(year, month, day)) |> + group_by(year, month) |> + slice_sample(n = 5) |> + unnest(ymddf) |> + group_by(year, month, day) |> + slice_sample(n = 3) + + +flights |> + tidyr::nest(ymddf = -c(year, month, day)) |> + group_by(year, month) |> + slice_sample(n = 1) |> + mutate( + ymddf = purrr::map(ymddf, \(x) { + x |> + slice_sample(n = 3) + }) + ) + +# 每月 每个出发地 周末的平均dep_delay 与 工作日的平均dep_delay 差值最大的3个航班 + +flights |> + mutate(date = ymd(paste(year, month, day))) |> + mutate(weekday = wday(date)) |> + mutate(isworkday = if_else(between(weekday, 2, 6), "Yes", "No")) |> + group_by(year, month, origin, flight, isworkday) |> + summarize(mean_delay = mean(dep_delay, na.rm = TRUE)) |> + tidyr::nest(diffdelaydf = c(isworkday, mean_delay)) |> + filter( + purrr::map(diffdelaydf, \(x) { + nrow(x) + }) > + 1 + ) |> + mutate( + diffdelay = purrr::map_dbl(diffdelaydf, \(x) { + x |> + arrange(isworkday) |> + pull(mean_delay) |> + diff() + }) + ) |> + group_by(year, month, origin) |> + slice_max(diffdelay, n = 3) + + +wday(today()) + +weekday() + + +slice_sample(n = 1) + + +flights |> + group_by(month) |> + slice_sample(n = 1) +``` + + + +```{r} +p1 <- flights |> + group_by(year, month) |> + summarize(n = n()) |> + ggplot(aes(month, n)) + + geom_point(shape = 21, size = 6, color = "black", fill = "red") + + geom_line() + +ggsave("./a.pdf") +ggsave("./a.png") + +require(patchwork) + +p1 / p1 +``` + + diff --git a/SD/2.3_datatransform/a.pdf b/SD/2.3_datatransform/a.pdf new file mode 100644 index 0000000..fe58ce5 Binary files /dev/null and b/SD/2.3_datatransform/a.pdf differ diff --git a/SD/2.3_datatransform/a.png b/SD/2.3_datatransform/a.png new file mode 100644 index 0000000..1802f6d Binary files /dev/null and b/SD/2.3_datatransform/a.png differ diff --git a/SD/3.9_课后作业8/第8次课后作业_模板.qmd b/SD/3.9_课后作业8/第8次课后作业_模板.qmd index a6b54d6..77aeba1 100644 --- a/SD/3.9_课后作业8/第8次课后作业_模板.qmd +++ b/SD/3.9_课后作业8/第8次课后作业_模板.qmd @@ -14,8 +14,10 @@ format: html # 下载至临时文件 if (FALSE) { tmpxlsxpath <- file.path(tempdir(), "airquality.xlsx") - download.file("https://git.drwater.net/course/RWEP/raw/branch/PUB/data/airquality.xlsx", - destfile = tmpxlsxpath) + download.file( + "https://git.drwater.net/course/RWEP/raw/branch/PUB/data/airquality.xlsx", + destfile = tmpxlsxpath + ) airqualitydf <- readxl::read_xlsx(tmpxlsxpath, sheet = 2) metadf <- readxl::read_xlsx(tmpxlsxpath, sheet = 1) saveRDS(airqualitydf, "./airqualitydf.RDS") @@ -41,7 +43,12 @@ airqualitydf |> left_join(metadf |> select(site, city = Area)) |> group_by(city) |> filter(n() > 5) |> - summarize(p = sum(AQI.median < quantile(airqualitydf$AQI, probs = 0.5, na.rm = TRUE)) / n()) |> + summarize( + p = sum( + AQI.median < quantile(airqualitydf$AQI, probs = 0.5, na.rm = TRUE) + ) / + n() + ) |> top_n(10, p) @@ -57,12 +64,11 @@ airqualitydf |> left_join(metadf |> select(site, city = Area)) |> group_by(city) |> filter(length(unique(site)) >= 5) |> - summarize(p = sum(AQI < quantile(airqualitydf$AQI, probs = 0.2, - na.rm = TRUE)) / n()) |> + summarize( + p = sum(AQI < quantile(airqualitydf$AQI, probs = 0.2, na.rm = TRUE)) / n() + ) |> slice_max(p, n = 10) |> -knitr::kable() - - + knitr::kable() ``` @@ -83,70 +89,86 @@ if (FALSE) { left_join(metadf |> select(site, city = Area)) |> group_by(city) |> filter(length(unique(site)) >= 5) |> - mutate(dayornight = factor(ifelse(between(hour(datetime), 8, 20), "day", "night"), - levels = c("day", "night")) + mutate( + dayornight = factor( + ifelse(between(hour(datetime), 8, 20), "day", "night"), + levels = c("day", "night") + ) ) |> group_by(city) |> nest(citydf = -city) |> - mutate(median_diff = purrr::map_dbl(citydf, ~ - .x |> - specify(AQI ~ dayornight) |> - calculate(stat = "diff in medians", order = c("day", "night")) |> - pull(stat) - )) |> + mutate( + median_diff = purrr::map_dbl( + citydf, + ~ .x |> + specify(AQI ~ dayornight) |> + calculate(stat = "diff in medians", order = c("day", "night")) |> + pull(stat) + ) + ) |> ungroup() |> # slice_sample(n = 12) |> - mutate(null_dist = purrr::map(citydf, ~ - .x |> - specify(AQI ~ dayornight) |> - hypothesize(null = "independence") |> - generate(reps = 1000, type = "permute") |> - calculate(stat = "diff in medians", order = c("day", "night")) - )) |> - mutate(p_value = purrr::map2_dbl(null_dist, median_diff, - ~ get_p_value(.x, obs_stat = .y, direction = "both") |> - pull(p_value) - )) |> + mutate( + null_dist = purrr::map( + citydf, + ~ .x |> + specify(AQI ~ dayornight) |> + hypothesize(null = "independence") |> + generate(reps = 1000, type = "permute") |> + calculate(stat = "diff in medians", order = c("day", "night")) + ) + ) |> + mutate( + p_value = purrr::map2_dbl( + null_dist, + median_diff, + ~ get_p_value(.x, obs_stat = .y, direction = "both") |> + pull(p_value) + ) + ) |> mutate(sigdiff = ifelse(p_value < 0.01, "显著差异", "无显著差异")) |> - mutate(fig = purrr::pmap(list(null_dist, median_diff, city, sigdiff), - ~ visualize(..1) + - shade_p_value(obs_stat = ..2, direction = "both") + - ggtitle(paste0(..3, "：", ..4)) + - theme_sci(2, 2) - )) |> + mutate( + fig = purrr::pmap( + list(null_dist, median_diff, city, sigdiff), + ~ visualize(..1) + + shade_p_value(obs_stat = ..2, direction = "both") + + ggtitle(paste0(..3, "：", ..4)) + + theme_sci(2, 2) + ) + ) |> arrange(p_value) saveRDS(testdf, "./testdf.RDS") } if (FALSE) { + lang <- "cn" + require(dwfun) + require(rmdify) + require(drwateR) + dwfun::init() + rmdify::rmd_init() -lang <- "cn" -require(dwfun) -require(rmdify) -require(drwateR) -dwfun::init() -rmdify::rmd_init() - -testdf <- readRDS("./testdf.RDS") -require(tidyverse) -testdf |> - select(city, median_diff, p_value, sigdiff) |> - knitr::kable() -testdf |> - mutate(grp = (row_number() - 1)%/% 12) |> - group_by(grp) |> - nest(grpdf = -grp) |> - ungroup() |> -# slice(1) |> - mutate(gp = purrr::map(grpdf, - ~(.x |> - pull(fig)) |> - patchwork::wrap_plots(ncol = 3) + - dwfun::theme_sci(5, 7))) |> - pull(gp) - - + testdf <- readRDS("./testdf.RDS") + require(tidyverse) + testdf |> + select(city, median_diff, p_value, sigdiff) |> + knitr::kable() + testdf |> + mutate(grp = (row_number() - 1) %/% 12) |> + group_by(grp) |> + nest(grpdf = -grp) |> + ungroup() |> + # slice(1) |> + mutate( + gp = purrr::map( + grpdf, + ~ (.x |> + pull(fig)) |> + patchwork::wrap_plots(ncol = 3) + + dwfun::theme_sci(5, 7) + ) + ) |> + pull(gp) } - ``` diff --git a/SD/5.1_model/_demo.qmd b/SD/5.1_model/_demo.qmd new file mode 100644 index 0000000..65eded5 --- /dev/null +++ b/SD/5.1_model/_demo.qmd @@ -0,0 +1,254 @@ +--- +title: "Lesson 9" +format: html +--- + + +```{r} +# install.packages("tidymodels") + +require(tidymodels) +taxi + +taxisplit <- initial_split(taxi, prop = 0.8) +taxi_train <- training(taxisplit) +taxi_test <- testing(taxisplit) + +tree_spec <- + decision_tree(cost_complexity = 0.002) %>% + set_mode("classification") + +taxi_fit <- workflow() %>% + add_formula(tip ~ .) %>% + add_model(tree_spec) %>% + fit(data = taxi_train) +``` + + +```{r} +augment(taxi_fit, new_data = taxi_train) %>% + relocate(tip, .pred_class, .pred_yes, .pred_no) + +augment(taxi_fit, new_data = taxi_train) %>% + conf_mat(truth = tip, estimate = .pred_class) + +augment(taxi_fit, new_data = taxi_train) %>% + accuracy(truth = tip, estimate = .pred_class) + +augment(taxi_fit, new_data = taxi_train) %>% + sensitivity(truth = tip, estimate = .pred_class) + +augment(taxi_fit, new_data = taxi_train) %>% + specificity(truth = tip, estimate = .pred_class) + +taxi_metrics <- metric_set(accuracy, specificity, sensitivity) + +augment(taxi_fit, new_data = taxi_train) %>% + taxi_metrics(truth = tip, estimate = .pred_class) + +taxi_metrics <- metric_set(accuracy, specificity, sensitivity) + +augment(taxi_fit, new_data = taxi_train) %>% + group_by(local) %>% + taxi_metrics(truth = tip, estimate = .pred_class) + +augment(taxi_fit, new_data = taxi_train) %>% + roc_curve(truth = tip, .pred_yes) %>% + autoplot() + + +augment(taxi_fit, new_data = taxi_train) + + +augment(taxi_fit, new_data = taxi_train) %>% + roc_curve(truth = tip, .pred_yes) |> + ggplot(aes(1 - sensitivity, specificity)) + + geom_point() + + geom_line() + + geom_abline(slope = 1) +``` + + +# Cross Validation + +```{r} +vfold_cv(taxi_train, v = 10) |> + pull(splits) |> + nth(1) +taxi_folds <- vfold_cv(taxi_train) +taxi_folds$splits[1:3] + +vfold_cv(taxi_train, strata = tip) + +set.seed(123) +taxi_folds <- vfold_cv(taxi_train, v = 10, strata = tip) +taxi_folds + +taxi_wflow <- workflow() %>% + add_formula(tip ~ .) %>% + add_model(tree_spec) + + +taxi_res <- fit_resamples(taxi_wflow, taxi_folds) +taxi_res + + +taxi_res$.metrics[[1]] + + +taxi_res$splits[[1]] + +analysis(taxi_res$splits[[1]]) + +analysis(taxi_res$splits[[1]]) +assessment(taxi_res$splits[[1]]) + + +taxi_res %>% + collect_metrics() + +taxi_res %>% + collect_metrics() %>% + select(.metric, mean, n) + +# Save the assessment set results +ctrl_taxi <- control_resamples(save_pred = TRUE) +taxi_res <- fit_resamples(taxi_wflow, taxi_folds, control = ctrl_taxi) + +taxi_res +``` + + + + + + + +# NLA2007 cyanophyta model + + +```{r} +require(tidyverse) +sitedf <- readr::read_csv( + "https://www.epa.gov/sites/default/files/2014-01/nla2007_sampledlakeinformation_20091113.csv" +) |> + select( + SITE_ID, + lon = LON_DD, + lat = LAT_DD, + name = LAKENAME, + area = LAKEAREA, + zmax = DEPTHMAX + ) |> + group_by(SITE_ID) |> + summarize( + lon = mean(lon, na.rm = TRUE), + lat = mean(lat, na.rm = TRUE), + name = unique(name), + area = mean(area, na.rm = TRUE), + zmax = mean(zmax, na.rm = TRUE) + ) + + +visitdf <- readr::read_csv( + "https://www.epa.gov/sites/default/files/2013-09/nla2007_profile_20091008.csv" +) |> + select(SITE_ID, date = DATE_PROFILE, year = YEAR, visit = VISIT_NO) |> + distinct() + + +waterchemdf <- readr::read_csv( + "https://www.epa.gov/sites/default/files/2013-09/nla2007_profile_20091008.csv" +) |> + select( + SITE_ID, + date = DATE_PROFILE, + depth = DEPTH, + temp = TEMP_FIELD, + do = DO_FIELD, + ph = PH_FIELD, + cond = COND_FIELD, + ) + +sddf <- readr::read_csv( + "https://www.epa.gov/sites/default/files/2014-10/nla2007_secchi_20091008.csv" +) |> + select( + SITE_ID, + date = DATE_SECCHI, + sd = SECMEAN, + clear_to_bottom = CLEAR_TO_BOTTOM + ) + +trophicdf <- readr::read_csv( + "https://www.epa.gov/sites/default/files/2014-10/nla2007_trophic_conditionestimate_20091123.csv" +) |> + select(SITE_ID, visit = VISIT_NO, tp = PTL, tn = NTL, chla = CHLA) |> + left_join(visitdf, by = c("SITE_ID", "visit")) |> + select(-year, -visit) |> + group_by(SITE_ID, date) |> + summarize( + tp = mean(tp, na.rm = TRUE), + tn = mean(tn, na.rm = TRUE), + chla = mean(chla, na.rm = TRUE) + ) + + +phytodf <- readr::read_csv( + "https://www.epa.gov/sites/default/files/2014-10/nla2007_phytoplankton_softalgaecount_20091023.csv" +) |> + select( + SITE_ID, + date = DATEPHYT, + depth = SAMPLE_DEPTH, + phyta = DIVISION, + genus = GENUS, + species = SPECIES, + tax = TAXANAME, + abund = ABUND + ) |> + mutate(phyta = gsub(" .*$", "", phyta)) |> + filter(!is.na(genus)) |> + group_by(SITE_ID, date, depth, phyta, genus) |> + summarize(abund = sum(abund, na.rm = TRUE)) |> + nest(phytodf = -c(SITE_ID, date)) + +phytodf$phytodf[[1]] + + +envdf <- waterchemdf |> + filter(depth < 2) |> + select(-depth) |> + group_by(SITE_ID, date) |> + summarise_all(~ mean(., na.rm = TRUE)) |> + ungroup() |> + left_join(sddf, by = c("SITE_ID", "date")) |> + left_join(trophicdf, by = c("SITE_ID", "date")) + +nla <- envdf |> + left_join(phytodf, by = c("SITE_ID", "date")) |> + left_join(sitedf, by = "SITE_ID") |> + filter(!purrr::map_lgl(phytodf, is.null)) |> + mutate( + cyanophyta = purrr::map( + phytodf, + \(x) { + x |> + dplyr::filter(phyta == "Cyanophyta") |> + summarize(cyanophyta = sum(abund, na.rm = TRUE)) + } + ) + ) |> + unnest(cyanophyta) |> + select(-phyta) |> + mutate(clear_to_bottom = ifelse(is.na(clear_to_bottom), TRUE, FALSE)) + +# library(rmdify) +# library(dwfun) +# dwfun::init() +``` + + + + + diff --git a/SD/5.2_大数据分析工具/index.qmd b/SD/5.2_大数据分析工具/index.qmd deleted file mode 100644 index db77fce..0000000 --- a/SD/5.2_大数据分析工具/index.qmd +++ /dev/null @@ -1,166 +0,0 @@ ---- -title: "大数据分析工具" -subtitle: 《区域水环境污染数据分析实践》
Data analysis practice of regional water environment pollution -author: 苏命、王为东
中国科学院大学资源与环境学院
中国科学院生态环境研究中心 -date: today -lang: zh -format: - revealjs: - theme: dark - slide-number: true - chalkboard: - buttons: true - preview-links: auto - lang: zh - toc: true - toc-depth: 1 - toc-title: 大纲 - logo: ./_extensions/inst/img/ucaslogo.png - css: ./_extensions/inst/css/revealjs.css - pointer: - key: "p" - color: "#32cd32" - pointerSize: 18 -revealjs-plugins: - - pointer -filters: - - d2 ---- - -```{r} -#| echo: false -knitr::opts_chunk$set(echo = TRUE) -source("../../coding/_common.R") -library(nycflights13) -library(tidyverse) - -``` - -## 匹配数字 - -### 匹配数字： - -- \d：匹配任意数字字符。 -- \d+：匹配一个或多个数字字符。 -- [0-9]: 匹配数字 - -### 匹配字母： - -- \w：匹配任意字母、数字或下划线字符。 -- \w+：匹配一个或多个字母、数字或下划线字符。 - -## 匹配数字 - -### 匹配空白字符： - -- \s：匹配任意空白字符，包括空格、制表符、换行符等。 -- \s+：匹配一个或多个空白字符。 - -### 匹配特定字符： - -- [abc]：匹配字符 a、b 或 c 中的任意一个。 -- [a-z]：匹配任意小写字母。 -- [A-Z]：匹配任意大写字母。 -- [0-9]：匹配任意数字。 - -## 匹配数字 - -### 匹配重复次数： - -- {n}：匹配前一个字符恰好 n 次。 -- {n,}：匹配前一个字符至少 n 次。 -- {n,m}：匹配前一个字符至少 n 次，但不超过 m 次。 - -### 匹配边界： - -- ^：匹配字符串的开头。 -- $：匹配字符串的结尾。 - -## 匹配数字 - -### 匹配特殊字符： - -- \：转义特殊字符，使其按字面意义匹配。 -- .：匹配任意单个字符。 -- |：表示“或”关系，匹配两个或多个表达式之一。 - -#### 匹配次数： - -- *：匹配前一个字符零次或多次。 -- +：匹配前一个字符一次或多次。 -- ?：匹配前一个字符零次或一次。 - -## 匹配数字 - -### 分组和捕获： - -- ()：将一系列模式组合成一个单元，可与特殊字符一起使用。 - -### 预定义字符集： - -- \d：任意数字，相当于 [0-9]。 -- \w：任意字母、数字或下划线字符，相当于 [a-zA-Z0-9_]。 -- \s：任意空白字符，相当于 [ \t\n\r\f\v]。 - - - -## 实例 - -```{r} -library(babynames) -(x <- c("apple", "apppple", "abc123def")) -x[str_detect(x, "[0-9]")] -x[str_detect(x, "abc[0-9]+")] -x[str_detect(x, "pp")] -x[str_detect(x, "p{4}")] -x[str_detect(x, "p{4}")] -x[str_detect("apple", "ap*")] -x[str_detect("apple", "app*")] -x[str_detect("apple", "a..le")] -``` - -## 练习 - - -找出`babyname`中名字含有ar的行 - -```{r} -#| echo: false -babynames |> - filter(str_detect(name, "ar")) -``` - -## 练习 - - -找出`babyname`中名字含有ar或者以ry结尾的行。 - -```{r} -#| echo: false -babynames |> - filter(str_detect(name, "ar")) -``` - -![](../../image/data-science/transform.png) - - -## GNU/Linux服务器 - -- `ssh`, `scp` -- `bash` - - grep - - sed - - awk - - find - - xargs -- `Editor` - - `Virtual Studio Code` - - `Vim` - - `Emacs` - - - -## 欢迎讨论！{.center} - - -`r rmdify::slideend(wechat = FALSE, type = "public", tel = FALSE, thislink = "https://drc.drwater.net/course/public/RWEP/PUB/SD/")` diff --git a/SD/5.2_大数据分析工具/_extensions b/SD/5.2_空间分析/_extensions similarity index 100% rename from SD/5.2_大数据分析工具/_extensions rename to SD/5.2_空间分析/_extensions diff --git a/SD/5.2_空间分析/index.qmd b/SD/5.2_空间分析/index.qmd new file mode 100644 index 0000000..04aa016 --- /dev/null +++ b/SD/5.2_空间分析/index.qmd @@ -0,0 +1,517 @@ +--- +title: "空间分析" +subtitle: 《区域水环境污染数据分析实践》
Data analysis practice of regional water environment pollution +author: 苏命、王为东
中国科学院大学资源与环境学院
中国科学院生态环境研究中心 +date: today +lang: zh +format: + revealjs: + theme: dark + slide-number: true + chalkboard: + buttons: true + preview-links: auto + lang: zh + toc: true + toc-depth: 1 + toc-title: 大纲 + logo: ./_extensions/inst/img/ucaslogo.png + css: ./_extensions/inst/css/revealjs.css + pointer: + key: "p" + color: "#32cd32" + pointerSize: 18 +revealjs-plugins: + - pointer +filters: + - d2 +knitr: + opts_chunk: + dev: "svg" + retina: 3 +execute: + freeze: auto + cache: true + echo: true + fig-width: 5 + fig-height: 6 +--- + + +## 目录 +1. 空间数据基础概念 +2. Simple Features (SF) 核心规范 +3. SFEXT扩展功能实战 +4. 空间关系与几何操作 +5. 空间统计分析方法 +6. 综合实战案例 + + + +## 1. 空间数据基础概念 + +### 空间数据类型体系 +```r +library(sf) +# 创建示例几何类型 +st_point(c(0, 0)) # 点 +st_linestring(rbind(c(0, 0), c(1, 1))) # 线 +st_polygon(list(rbind(c(0, 0), c(1, 0), c(1, 1), c(0, 0)))) # 面 +``` + +### 坐标参考系(CRS) +```r +# 常用坐标系定义 +wgs84 <- st_crs(4326) # 经纬度坐标 +utm50n <- st_crs(32650) # UTM 50N投影 +cat(st_crs(wgs84)$proj4string) +``` + + + +## 2. Simple Features (SF) 核心规范 + +### 创建SF对象 +```r +# 从数据框转换 +df <- data.frame( + city = c("Beijing", "Shanghai"), + pop = c(2171, 2424), + geometry = st_sfc( + st_point(c(116.4, 39.9)), + st_point(c(121.5, 31.2)) + ) +) +sf_df <- st_as_sf(df, crs = 4326) +``` + +### 数据IO操作 +```r +# 写入/读取空间文件 +st_write(sf_df, "cities.shp") +new_sf <- st_read("cities.shp") + +# 从内置数据集加载 +nc <- st_read(system.file("shape/nc.shp", package = "sf")) +``` + + + +## 3. SFEXT扩展功能实战 + +### 高级几何生成 +```r +remotes::install_github("r-spatial/sfext") +library(sfext) + +# 生成渔网网格 +grid <- st_regular_grid( + xmin = 0, + ymin = 0, + xmax = 100, + ymax = 100, + cell_size = 10 +) +plot(grid) +``` + +### 空间索引加速 +```r +# 创建空间索引 +system.time( + without_idx <- st_intersects(nc, nc) +) + +system.time( + with_idx <- st_intersects(st_make_valid(nc), sparse = TRUE) +) +``` + + + +## 4. 空间关系与操作 + +### 拓扑关系判断 +```r +p1 <- st_point(c(0, 0)) +p2 <- st_point(c(1, 1)) +st_distance(p1, p2) # 距离计算 + +poly <- st_polygon(list(rbind(c(0, 0), c(1, 0), c(1, 1), c(0, 0)))) +st_contains(poly, p1) # 包含关系 +``` + +### 几何变换操作 +```r +# 缓冲区分析 +buf <- st_buffer(nc[1, ], dist = 0.1) +plot(buf) +plot(nc[1, ]$geometry, add = TRUE, col = 'red') + +# 凸包计算 +convex <- st_convex_hull(nc) +plot(convex) +``` + + + +## 5. 空间统计分析方法 + +### 点模式分析 +```r +library(spatstat) +# 创建点模式对象 +ppp <- ppp(x = runif(100), y = runif(100), window = owin(c(0, 1), c(0, 1))) + +# K函数分析 +K <- Kest(ppp) +plot(K, main = "Ripley's K函数") +``` + +### 空间自相关检验 +```r +library(spdep) +# Moran's I检验 +nb <- poly2nb(nc) +lw <- nb2listw(nb) +moran.test(nc$BIR74, lw) +``` + + + +## 6. 综合实战案例 + +### 城市公园服务区分析 +```r +library(osmdata) +library(sfnetworks) + +# 获取OSM数据 +parks <- opq("New York") %>% + add_osm_feature("leisure", "park") %>% + osmdata_sf() + +roads <- opq("New York") %>% + add_osm_feature("highway") %>% + osmdata_sf() + +# 构建网络分析 +net <- as_sfnetwork(roads$osm_lines) %>% + st_transform(32618) + +# 计算服务范围（示例） +service_area <- st_network_blend(net, parks$osm_polygons) %>% + st_buffer(500) # 500米服务区 +``` + + + +## 可视化增强技巧 + +### 分层绘图 + +```r +library(ggplot2) +ggplot() + + geom_sf(data = nc, aes(fill = BIR74)) + + geom_sf(data = service_area, alpha = 0.3) + + scale_fill_viridis_c() + + theme_minimal() +``` + +### 交互可视化 + +```r +library(mapview) +mapview(nc, zcol = "BIR74", burst = TRUE) + + mapview(service_area, alpha.regions = 0.2) +``` + +# 实践案例 + + +## 中国地图 + +::: panel-tabset +### Code + + +```{r} +#| echo: true +#| eval: false +#| out-width: 50% +library(tidyverse) +library(sf) + +# 更稳定的预处理数据源（含港澳台） +# china <- st_read("https://geo.datav.aliyun.com/areas_v3/bound/100000.json") + +china <- st_read("./中华人民共和国.json", quiet = TRUE) + +library(ggplot2) + +ggplot(china) + + geom_sf(fill = "#F6F6F6", color = "#666666", size = 0.3) + + theme_void() + + labs(title = "China") + +# 添加模拟经济数据（实际应用可连接统计年鉴） +set.seed(123) +china$gdp <- runif(nrow(china), 100, 1000) # 模拟GDP数据（亿元） + +china |> + ggplot() + + geom_sf(aes(fill = gdp), color = "gray90", size = 0.2) + + scale_fill_gradientn( + colours = c("#2c7bb6", "#abd9e9", "#ffffbf", "#fdae61", "#d7191c"), + name = NULL + ) + + theme_void() + + theme(legend.position = c(0.85, 0.3)) +``` + +### Output + +```{r} +#| echo: false +#| out-width: 80% +#| fig-width: 6 +#| fig-height: 3 +library(tidyverse) +library(sf) + +# 更稳定的预处理数据源（含港澳台） +# china <- st_read("https://geo.datav.aliyun.com/areas_v3/bound/100000.json") + +china <- st_read("./中华人民共和国.json", quiet = TRUE) + +library(ggplot2) + +ggplot(china) + + geom_sf(fill = "#F6F6F6", color = "#666666", size = 0.3) + + theme_void() + + labs(title = "China") + +# 添加模拟经济数据（实际应用可连接统计年鉴） +set.seed(123) +china$gdp <- runif(nrow(china), 100, 1000) # 模拟GDP数据（亿元） + +china |> + ggplot() + + geom_sf(aes(fill = gdp), color = "gray90", size = 0.2) + + scale_fill_gradientn( + colours = c("#2c7bb6", "#abd9e9", "#ffffbf", "#fdae61", "#d7191c"), + name = NULL + ) + + theme_void() + + theme(legend.position = c(0.85, 0.3)) +``` + +::: + + +## Kriging + +::: panel-tabset +### Code + +```{r} +#| echo: true +#| eval: false +#| out-width: 50% +require(sf) +require(sp) +require(gstat) +require(raster) +require(ggplot2) +# 读取太湖边界 +lake_boundary <- st_read("../../data/taihu.shp") |> + sf::st_make_valid() +main_water <- st_difference( + lake_boundary[lake_boundary$Name == "boundary", ], + st_union(lake_boundary[lake_boundary$Name != "boundary", ]) +) + +get_kriging <- function(indf, Yvarname, grid = NULL, boundsf = main_water) { + insf <- indf |> + sfext::df_to_sf(crs = 4326, coords = c("long", "lat")) |> + dplyr::select(-c("long", "lat")) |> + dplyr::rename(Y = tidyselect::all_of(Yvarname)) + if (is.null(grid)) { + # 1. 将sf边界转为terra格式 + v <- terra::vect(boundsf) + # 2. 创建基础网格 + base_grid <- terra::rast(v, resolution = 0.002) # 基础低分辨率 + # 3. 创建高分辨率区域（例如边界附近） + buffer_zone <- buffer(v, width = 0.005) # 边界附近创建缓冲区 + hi_res_grid <- terra::rast(buffer_zone, resolution = 0.001) + # 4. 合并网格 + final_grid <- merge(base_grid, hi_res_grid) + # 5. 转为点并裁剪 + grid <- terra::as.points(final_grid) |> + sf::st_as_sf() |> + sf::st_filter(main_water) + } + insp <- sf::as_Spatial(insf) + fit <- automap::autofitVariogram(Y ~ 1, insp) + # 克里金插值 + m <- gstat::gstat( + formula = Y ~ 1, + data = insp, + model = fit$var_model + ) + predsf <- predict(m, grid) |> + sf::st_as_sf() + outsf <- predsf |> + st_coordinates() |> + as.data.frame() |> + cbind(pred = predsf$var1.pred) + return(outsf) +} + + +wqdf <- readxl::read_xlsx("../../data/wqdata.xlsx") + +if (FALSE) { + wqsf <- wqdf |> + nest(datedf = -date) |> + dplyr::mutate( + krigingsf = purrr::map(datedf, \(x) { + get_kriging(x, "conc", boundsf = main_water) + }) + ) + saveRDS(wqsf, "./wqsf.rds") +} +wqsf <- readRDS("./wqsf.rds") + +wqsf |> + unnest(krigingsf) |> + ggplot(aes(X, Y)) + + geom_contour_filled(aes(z = pred), bins = 20) + + geom_sf( + data = main_water, + aes(x = NULL, y = NULL), + fill = NA, + colour = "black", + linewidth = 1 + ) + + # scale_fill_gradientn(colors = hcl.colors(100, "RdYlBu")) + # 设置颜色渐变 + # ggsci::scale_fill_aaas() + + coord_sf() + + theme_void() +``` + +### Output + +```{r} +#| echo: false +#| out-width: 80% +#| message: false +#| fig-width: 6 +#| fig-height: 3 +require(sf) +require(sp) +require(gstat) +require(raster) +require(ggplot2) +# 读取太湖边界 +lake_boundary <- st_read("../../data/taihu.shp", quiet = TRUE) |> + sf::st_make_valid() +main_water <- st_difference( + lake_boundary[lake_boundary$Name == "boundary", ], + st_union(lake_boundary[lake_boundary$Name != "boundary", ]) +) + +get_kriging <- function(indf, Yvarname, grid = NULL, boundsf = main_water) { + insf <- indf |> + sfext::df_to_sf(crs = 4326, coords = c("long", "lat")) |> + dplyr::select(-c("long", "lat")) |> + dplyr::rename(Y = tidyselect::all_of(Yvarname)) + if (is.null(grid)) { + # 1. 将sf边界转为terra格式 + v <- terra::vect(boundsf) + # 2. 创建基础网格 + base_grid <- terra::rast(v, resolution = 0.002) # 基础低分辨率 + # 3. 创建高分辨率区域（例如边界附近） + buffer_zone <- buffer(v, width = 0.005) # 边界附近创建缓冲区 + hi_res_grid <- terra::rast(buffer_zone, resolution = 0.001) + # 4. 合并网格 + final_grid <- merge(base_grid, hi_res_grid) + # 5. 转为点并裁剪 + grid <- terra::as.points(final_grid) |> + sf::st_as_sf() |> + sf::st_filter(main_water) + } + insp <- sf::as_Spatial(insf) + fit <- automap::autofitVariogram(Y ~ 1, insp) + # 克里金插值 + m <- gstat::gstat( + formula = Y ~ 1, + data = insp, + model = fit$var_model + ) + predsf <- predict(m, grid) |> + sf::st_as_sf() + outsf <- predsf |> + st_coordinates() |> + as.data.frame() |> + cbind(pred = predsf$var1.pred) + return(outsf) +} + + +wqdf <- readxl::read_xlsx("../../data/wqdata.xlsx") + +if (FALSE) { + wqsf <- wqdf |> + nest(datedf = -date) |> + dplyr::mutate( + krigingsf = purrr::map(datedf, \(x) { + get_kriging(x, "conc", boundsf = main_water) + }) + ) + saveRDS(wqsf, "./wqsf.rds") +} +wqsf <- readRDS("./wqsf.rds") + +wqsf |> + unnest(krigingsf) |> + ggplot(aes(X, Y)) + + geom_contour_filled(aes(z = pred), bins = 20) + + geom_sf( + data = main_water, + aes(x = NULL, y = NULL), + fill = NA, + colour = "black", + linewidth = 1 + ) + + # scale_fill_gradientn(colors = hcl.colors(100, "RdYlBu")) + # 设置颜色渐变 + # ggsci::scale_fill_aaas() + + coord_sf() + + theme_void() +``` + +::: + +## 学习资源 + +1. SF官方文档：https://r-spatial.github.io/sf/ +2. 《Geocomputation with R》在线书 +3. R-spatial教程：https://github.com/r-spatial/workshops +``` + +### 使用说明： +1. 需要R 4.0+环境 +2. 推荐安装依赖： + ```r + install.packages(c("sf", "spatstat", "spdep", "osmdata", "sfnetworks", "ggplot2", "mapview")) + remotes::install_github("r-spatial/sfext") + ``` +3. 实际案例数据可替换为本地shapefile +4. 交互可视化部分需要浏览器支持 + + +## 欢迎讨论！{.center} + + +`r rmdify::slideend(wechat = FALSE, type = "public", tel = FALSE, thislink = "https://drc.drwater.net/course/public/RWEP/PUB/SD/")` diff --git a/SD/5.2_空间分析/wqsf.rds b/SD/5.2_空间分析/wqsf.rds new file mode 100644 index 0000000..f269440 Binary files /dev/null and b/SD/5.2_空间分析/wqsf.rds differ diff --git a/SD/5.2_空间分析/中华人民共和国.json b/SD/5.2_空间分析/中华人民共和国.json new file mode 100644 index 0000000..4f1250c --- /dev/null +++ b/SD/5.2_空间分析/中华人民共和国.json @@ -0,0 +1 @@ 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\ No newline at end of file diff --git a/SD/5.3_大数据分析工具/_extensions b/SD/5.3_大数据分析工具/_extensions new file mode 120000 index 0000000..74119e3 --- /dev/null +++ b/SD/5.3_大数据分析工具/_extensions @@ -0,0 +1 @@ +../../_extensions \ No newline at end of file diff --git a/SD/5.3_大数据分析工具/index.qmd b/SD/5.3_大数据分析工具/index.qmd new file mode 100644 index 0000000..9b8385f --- /dev/null +++ b/SD/5.3_大数据分析工具/index.qmd @@ -0,0 +1,523 @@ +--- +title: "大数据分析工具" +subtitle: 《区域水环境污染数据分析实践》
Data analysis practice of regional water environment pollution +author: 苏命、王为东
中国科学院大学资源与环境学院
中国科学院生态环境研究中心 +date: today +lang: zh +format: + revealjs: + theme: dark + slide-number: true + chalkboard: + buttons: true + preview-links: auto + lang: zh + toc: true + toc-depth: 1 + toc-title: 大纲 + logo: ./_extensions/inst/img/ucaslogo.png + css: ./_extensions/inst/css/revealjs.css + pointer: + key: "p" + color: "#32cd32" + pointerSize: 18 +revealjs-plugins: + - pointer +filters: + - d2 +--- + +```{r} +#| echo: false +knitr::opts_chunk$set(echo = TRUE) +source("../../coding/_common.R") +library(nycflights13) +library(tidyverse) +``` + +# 正则表达式 + +## 匹配数字 + +### 匹配数字： + +- \d：匹配任意数字字符。 +- \d+：匹配一个或多个数字字符。 +- [0-9]: 匹配数字 + +### 匹配字母： + +- \w：匹配任意字母、数字或下划线字符。 +- \w+：匹配一个或多个字母、数字或下划线字符。 + +## 匹配数字 + +### 匹配空白字符： + +- \s：匹配任意空白字符，包括空格、制表符、换行符等。 +- \s+：匹配一个或多个空白字符。 + +### 匹配特定字符： + +- [abc]：匹配字符 a、b 或 c 中的任意一个。 +- [a-z]：匹配任意小写字母。 +- [A-Z]：匹配任意大写字母。 +- [0-9]：匹配任意数字。 + +## 匹配数字 + +### 匹配重复次数： + +- {n}：匹配前一个字符恰好 n 次。 +- {n,}：匹配前一个字符至少 n 次。 +- {n,m}：匹配前一个字符至少 n 次，但不超过 m 次。 + +### 匹配边界： + +- ^：匹配字符串的开头。 +- $：匹配字符串的结尾。 + +## 匹配数字 + +### 匹配特殊字符： + +- \：转义特殊字符，使其按字面意义匹配。 +- .：匹配任意单个字符。 +- |：表示“或”关系，匹配两个或多个表达式之一。 + +#### 匹配次数： + +- *：匹配前一个字符零次或多次。 +- +：匹配前一个字符一次或多次。 +- ?：匹配前一个字符零次或一次。 + +## 匹配数字 + +### 分组和捕获： + +- ()：将一系列模式组合成一个单元，可与特殊字符一起使用。 + +### 预定义字符集： + +- \d：任意数字，相当于 [0-9]。 +- \w：任意字母、数字或下划线字符，相当于 [a-zA-Z0-9_]。 +- \s：任意空白字符，相当于 [ \t\n\r\f\v]。 + + + +## 实例 + +```{r} +library(babynames) +(x <- c("apple", "apppple", "abc123def")) +x[str_detect(x, "[0-9]")] +x[str_detect(x, "abc[0-9]+")] +x[str_detect(x, "pp")] +x[str_detect(x, "p{4}")] +x[str_detect(x, "p{4}")] +x[str_detect("apple", "ap*")] +x[str_detect("apple", "app*")] +x[str_detect("apple", "a..le")] +``` + +## 练习 + + +找出`babyname`中名字含有ar的行 + +```{r} +#| echo: false +babynames |> + filter(str_detect(name, "ar")) +``` + +## 练习 + + +找出`babyname`中名字含有ar或者以ry结尾的行。 + +```{r} +#| echo: false +babynames |> + filter(str_detect(name, "ar")) +``` + + + +# Linux基础知识与开发工具 + + +## SSH - 安全远程连接 + +```bash +# 连接到远程服务器 +ssh username@remote.server.com + +# 使用特定端口连接 +ssh -p 2222 username@remote.server.com + +# 执行远程命令 +ssh username@server "ls -l /tmp" +``` + +**案例**： +- 远程管理云服务器 +- 自动化脚本执行 + + +## Windows下的SSH工具 - PuTTY + +![PuTTY界面](https://www.putty.org/Putty.png) + +```bash +# 主要功能： +1. 保存会话配置（IP/端口/认证信息） +2. 支持SSH/Telnet/Serial连接 +3. 公钥认证（配合Pageant使用） +4. 端口转发（SSH隧道） +``` + +**案例**： +- 连接Linux服务器进行管理 +- 建立SSH隧道访问内网资源 + + + +## SCP - 安全文件传输 + +```bash +# 复制本地文件到远程 +scp file.txt username@remote:/path/to/dest + +# 从远程复制到本地 +scp username@remote:/path/file.txt . + +# 递归复制目录 +scp -r dir/ username@remote:/path/ +``` + +**案例**： +- 部署网站文件到生产环境 +- 备份远程日志文件 + + +## Windows下的SCP工具 - WinSCP + +![WinSCP界面 w:400](https://winscp-static-746341.c.cdn77.org/data/media/screenshots/commander.png?v=101) + +```bash +# 主要特性： +- 图形化SFTP/SCP客户端 +- 与PuTTY集成 +- 支持拖拽操作 +- 可保存常用连接 +- 批处理脚本功能 +``` + +**案例**： +- 可视化管理服务器文件 +- 本地与服务器间同步代码 + + +## Windows替代bash的工具 + +**1. Git Bash** +```bash +# 包含常用Linux命令 +ls, grep, ssh, scp, awk等 +``` + +**2. WSL (Windows Subsystem for Linux)** +```bash +# 完整Linux环境 +sudo apt install python3 +``` + +**3. Cygwin** +```bash +# POSIX兼容环境 +cygwin.com/setup-x86_64.exe +``` + + +## Windows终端工具推荐 + +| 工具 | 特点 | 适用场景 | +|------|------|----------| +| **Windows Terminal** | 多标签/色彩支持 | 日常开发 | +| **MobaXterm** | 内置X11/插件 | 远程开发 | +| **Tabby** | 跨平台/主题丰富 | 多平台用户 | +| **ConEmu** | 高度可定制 | 高级用户 | + + + +## 开发工具跨平台方案 + +**最佳实践**： +1. 代码编辑器统一使用VS Code（全平台支持） + - 配合Remote-SSH插件 +2. 数据库工具使用DBeaver/DataGrip +3. 版本控制使用Git GUI（GitKraken/Fork） + +```bash +# 保持环境一致的建议： +- 使用WSL2开发环境 +- 配置相同的.ssh/config文件 +- 共享相同的IDE配置 +``` + + +## grep - 文本搜索 + +```bash +# 基本搜索 +grep "error" logfile.txt + +# 递归搜索目录 +grep -r "function" src/ + +# 显示行号 +grep -n "TODO" *.py + +# 反向匹配 +grep -v "success" results.log +``` + +**案例**： +- 在日志中查找错误信息 +- 分析代码库中的特定模式 + + +## sed - 流编辑器 + +```bash +# 替换文本 +sed 's/old/new/g' file.txt + +# 删除空行 +sed '/^$/d' file.txt + +# 原地编辑文件 +sed -i 's/python/python3/g' script.sh +``` + +**案例**： +- 批量重命名文件中的字符串 +- 清理数据文件中的不规范格式 + + +## awk - 文本处理 + +```bash +# 打印特定列 +awk '{print $1,$3}' data.csv + +# 条件过滤 +awk '$3 > 100 {print $0}' sales.txt + +# 使用分隔符 +awk -F',' '{print $2}' users.csv +``` + +**案例**： +- 分析服务器日志统计状态码 +- 处理CSV格式数据 + + +## find & xargs - 文件查找处理 + +```bash +# 查找并删除 +find . -name "*.tmp" -delete + +# 查找并处理 +find /var/log -name "*.log" | xargs ls -lh + +# 复杂组合 +find src/ -type f -name "*.js" | xargs grep -l "deprecated" +``` + +**案例**： +- 清理旧临时文件 +- 批量处理项目文件 + + +## 代码编辑器 + +- **VS Code**：现代轻量级编辑器 + - 丰富的插件生态 + - 内置Git支持 +- **Vim**：终端高效编辑器 + ```bash + vim file.txt + ``` +- **RStudio**：R语言集成环境 +- **JupyterLab**：交互式笔记本环境 + + + +## Git版本控制 + +```bash +# 基本工作流 +git clone https://repo.url +git add . +git commit -m "message" +git push + +# 分支管理 +git checkout -b new-feature +git merge main +``` + +**案例**： +- 团队协作开发 +- 版本回滚与问题追踪 + + +## MySQL数据库 + +```sql +-- 基本查询 +SELECT * FROM users WHERE age > 18; + +-- 创建表 +CREATE TABLE products ( + id INT PRIMARY KEY, + name VARCHAR(100) +); + +-- 数据操作 +INSERT INTO products VALUES (1, 'Laptop'); +UPDATE products SET price=999 WHERE id=1; +``` + +**案例**： +- Web应用数据存储 +- 数据分析与报表生成 + + + +# 公开数据获取 + +## 案例：全国气象数据 + +```{bash} +#| eval: false +#!/bin/bash +logfn="${HOME}/service/log/nationalairquality/nationalairquality.log" +workdirfn="${HOME}/service/nationalairquality/" +mkdir -p "$(dirname "${logfn}")" +touch "${logfn}" + +echo "$(date '+%Y-%m-%d %H:%M:%S'): 下载大气质量数据" >>"${logfn}" + +declare -a citynames + +citynames=(北京市 石家庄市 秦皇岛市) + +jsonfn="${workdirfn}/nationalairquality_$(date '+%Y%d%m%H').json" +jsonfn="nationalairquality_$(date '+%Y%d%m%H').json" +# [[ -f "${jsonfn}" ]] && rm "${jsonfn}" +echo "[" >"${jsonfn}" + +for cityname in "${citynames[@]}"; do + echo "下载${cityname}空气质量数据..." >>"${logfn}" + curl "https://air.cnemc.cn:18007/CityData/GetAQIDataPublishLive?cityName=${cityname}" \ + -H 'Accept: */*' \ + -H 'Accept-Language: en-US,en;q=0.9' \ + -H 'Connection: keep-alive' \ + -H 'Referer: https://air.cnemc.cn:18007/' \ + -H 'Sec-Fetch-Dest: empty' \ + -H 'Sec-Fetch-Mode: cors' \ + -H 'Sec-Fetch-Site: same-origin' \ + -H 'User-Agent: Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/119.0.0.0 Safari/537.36' \ + -H 'X-Requested-With: XMLHttpRequest' \ + -H 'sec-ch-ua: "Google Chrome";v="119", "Chromium";v="119", "Not?A_Brand";v="24"' \ + -H 'sec-ch-ua-mobile: ?0' \ + -H 'sec-ch-ua-platform: "macOS"' \ + --compressed --silent | jq | sed -e '1d' -e '$d' -e 's/^\( *}\)$/\1,/' >>"${jsonfn}" +done +sed -i '' '$s/},/}/' "${jsonfn}" +echo "]" >>"${jsonfn}" + +echo "大气质量数据下载完成！" >>"${logfn}" +echo "开始上传数据库..." >>"${logfn}" +/home/ming/bin/getnationalairquality.R "${jsonfn}" +echo "上传数据库完毕！" >>"${logfn}" +``` + +## R代码 + +```{r} +#| eval: false +#| echo: true + +#!/usr/bin/Rscript + +jsonfn <- commandArgs(TRUE)[1] +# jsonfn <- "~/nationalairquality_2023191219.json" +jsondf <- jsonlite::fromJSON(jsonfn, flatten = TRUE) +# metadf <- tibble::as_tibble(jsondf) |> +# dplyr::select(site = StationCode, name = PositionName, Area, lon = Longitude, lat = Latitude) |> +# dplyr::mutate(lon = as.numeric(lon), lat = as.numeric(lat)) +# DBI::dbWriteTable(conn, "metadf", metadf, overwrite = TRUE, row.names = FALSE) +airqualitydf <- tibble::as_tibble(jsondf) |> + dplyr::select( + datetime = TimePoint, + site = StationCode, + `CO_mg/m3` = CO, + `CO_24h_mg/m3` = CO_24h, + `NO2_μg/m3` = NO2, + `NO2_24h_μg/m3` = NO2_24h, + `O3_μg/m3` = O3, + `O3_24h_μg/m3` = O3_24h, + `O3_8h_μg/m3` = O3_8h, + `O3_8h_24h_μg/m3` = O3_8h_24h, + `PM10_μg/m3` = PM10, + `PM10_24h_μg/m3` = PM10_24h, + `PM2.5_μg/m3` = PM2_5, + `PM2.5_24h_μg/m3` = PM2_5_24h, + `SO2_μg/m3` = SO2, + `SO2_24h_μg/m3` = SO2_24h, + `NO_μg/m3` = NO, + `NO_24h_μg/m3` = NO_24h, + `NOx_μg/m3` = NOx, + `NOx_24h_μg/m3` = NOx_24h, + AQI, + COLevel, + NO2Level, + O3Level, + O3_8hLevel, + PM10Level, + PM2_5Level, + SO2Level, + PrimaryPollutant, + Quality, + Unheathful + ) |> + dplyr::mutate(dplyr::across( + `CO_mg/m3`:AQI, + ~ round(readr::parse_number(.x), 4) + )) |> + dplyr::mutate(datetime = lubridate::as_datetime(datetime)) +conn <- cctdb::get_dbconn("nationalairquality", writepermission = TRUE) +DBI::dbWriteTable( + conn, + "airqualitydf", + airqualitydf, + append = TRUE, + row.names = FALSE +) +DBI::dbDisconnect(conn) +``` + + + +## 欢迎讨论！{.center} + + +`r rmdify::slideend(wechat = FALSE, type = "public", tel = FALSE, thislink = "https://drc.drwater.net/course/public/RWEP/PUB/SD/")` + + + diff --git a/SD/5.3_大数据分析工具/nationalairquality_2025090420.json b/SD/5.3_大数据分析工具/nationalairquality_2025090420.json new file mode 100644 index 0000000..5985e75 --- /dev/null +++ b/SD/5.3_大数据分析工具/nationalairquality_2025090420.json @@ -0,0 +1,1765 @@ +[ + { + "ProvinceId": 0, + "CityCode": 0, + "TimePoint": "2025-04-09T20:00:00", + "TimePointStr": null, + "Area": "北京市", + "PositionName": "万寿西宫", + "StationCode": "1001A", + "CO": "0.6", + "CO_24h": "0.5", + "Latitude": "39.8784", + "Longitude": "116.3621", + "Measure": "极少数异常敏感人群应减少户外活动", + "NO2": "38", + "NO2_24h": "24", + "O3": "93", + "O3_24h": "-", + "O3_8h": "108", + "O3_8h_24h": "108", + "PM10": "68", + "PM10_24h": "55", + "PM2_5": "29", + "PM2_5_24h": "24", + "SO2": "7", + "SO2_24h": "7", + "AQI": "59", + "COLevel": 0, + "NO2Level": 0, + "O3Level": 0, + "O3_8hLevel": 0, + "PM10Level": 0, + "PM2_5Level": 0, + "SO2Level": 0, + "PrimaryPollutant": "颗粒物(PM10)", + "Quality": "良", + "Unheathful": "空气质量可接受，但某些污染物可能对极少数异常敏感人群健康有较弱影响", + "OrderId": 1, + "IsPublish": false, + "NO": "—", + "NO_24h": "—", + "NOx": "—", + "NOx_24h": "—" + }, + { + "ProvinceId": 0, + "CityCode": 0, + "TimePoint": "2025-04-09T20:00:00", + "TimePointStr": null, + "Area": "北京市", + "PositionName": "东四", + "StationCode": "1003A", + "CO": "0.6", + "CO_24h": "0.5", + "Latitude": "39.9289", + "Longitude": "116.4174", + "Measure": "极少数异常敏感人群应减少户外活动", + "NO2": "28", + "NO2_24h": "20", + "O3": "95", + "O3_24h": "-", + "O3_8h": "105", + "O3_8h_24h": "105", + "PM10": "67", + "PM10_24h": "66", + "PM2_5": "30", + "PM2_5_24h": "28", + "SO2": "7", + "SO2_24h": "7", + "AQI": "59", + "COLevel": 0, + "NO2Level": 0, + "O3Level": 0, + "O3_8hLevel": 0, + "PM10Level": 0, + "PM2_5Level": 0, + "SO2Level": 0, + "PrimaryPollutant": "颗粒物(PM10)", + "Quality": "良", + "Unheathful": "空气质量可接受，但某些污染物可能对极少数异常敏感人群健康有较弱影响", + "OrderId": 1, + "IsPublish": false, + "NO": "—", + "NO_24h": "—", + "NOx": "—", + "NOx_24h": "—" + }, + { + "ProvinceId": 0, + "CityCode": 0, + "TimePoint": "2025-04-09T20:00:00", + "TimePointStr": null, + "Area": "北京市", + "PositionName": "天坛", + "StationCode": "1004A", + "CO": "0.6", + "CO_24h": "0.7", + "Latitude": "39.8863", + "Longitude": "116.4072", + "Measure": "极少数异常敏感人群应减少户外活动", + "NO2": "27", + "NO2_24h": "23", + "O3": "69", + "O3_24h": "-", + "O3_8h": "93", + "O3_8h_24h": "92", + "PM10": "55", + "PM10_24h": "54", + "PM2_5": "35", + "PM2_5_24h": "37", + "SO2": "2", + "SO2_24h": "2", + "AQI": "53", + "COLevel": 0, + "NO2Level": 0, + "O3Level": 0, + "O3_8hLevel": 0, + "PM10Level": 0, + "PM2_5Level": 0, + "SO2Level": 0, + "PrimaryPollutant": "颗粒物(PM10)", + "Quality": "良", + "Unheathful": "空气质量可接受，但某些污染物可能对极少数异常敏感人群健康有较弱影响", + "OrderId": 1, + "IsPublish": false, + "NO": "—", + "NO_24h": "—", + "NOx": "—", + "NOx_24h": "—" + }, + { + "ProvinceId": 0, + "CityCode": 0, + "TimePoint": "2025-04-09T20:00:00", + "TimePointStr": null, + "Area": "北京市", + "PositionName": "农展馆", + "StationCode": "1005A", + "CO": "1.0", + "CO_24h": "0.8", + "Latitude": "39.9365", + "Longitude": "116.462", + "Measure": "极少数异常敏感人群应减少户外活动", + "NO2": "39", + "NO2_24h": "23", + "O3": "82", + "O3_24h": "-", + "O3_8h": "102", + "O3_8h_24h": "100", + "PM10": "71", + "PM10_24h": "54", + "PM2_5": "30", + "PM2_5_24h": "28", + "SO2": "8", + "SO2_24h": "7", + "AQI": "61", + "COLevel": 0, + "NO2Level": 0, + "O3Level": 0, + "O3_8hLevel": 0, + "PM10Level": 0, + "PM2_5Level": 0, + "SO2Level": 0, + "PrimaryPollutant": "颗粒物(PM10)", + "Quality": "良", + "Unheathful": "空气质量可接受，但某些污染物可能对极少数异常敏感人群健康有较弱影响", + "OrderId": 1, + "IsPublish": false, + "NO": "—", + "NO_24h": "—", + "NOx": "—", + "NOx_24h": "—" + }, + { + "ProvinceId": 0, + "CityCode": 0, + "TimePoint": "2025-04-09T20:00:00", + "TimePointStr": null, + "Area": "北京市", + "PositionName": "官园", + "StationCode": "1006A", + "CO": "0.5", + "CO_24h": "0.4", + "Latitude": "39.9295", + "Longitude": "116.3392", + "Measure": "极少数异常敏感人群应减少户外活动", + "NO2": "36", + "NO2_24h": "19", + "O3": "82", + "O3_24h": "-", + "O3_8h": "96", + "O3_8h_24h": "96", + "PM10": "73", + "PM10_24h": "53", + "PM2_5": "32", + "PM2_5_24h": "24", + "SO2": "7", + "SO2_24h": "8", + "AQI": "62", + "COLevel": 0, + "NO2Level": 0, + "O3Level": 0, + "O3_8hLevel": 0, + "PM10Level": 0, + "PM2_5Level": 0, + "SO2Level": 0, + "PrimaryPollutant": "颗粒物(PM10)", + "Quality": "良", + "Unheathful": "空气质量可接受，但某些污染物可能对极少数异常敏感人群健康有较弱影响", + "OrderId": 1, + "IsPublish": false, + "NO": "—", + "NO_24h": "—", + "NOx": "—", + "NOx_24h": "—" + }, + { + "ProvinceId": 0, + "CityCode": 0, + "TimePoint": "2025-04-09T20:00:00", + "TimePointStr": null, + "Area": "北京市", + "PositionName": "海淀万柳", + "StationCode": "1007A", + "CO": "0.6", + "CO_24h": "0.5", + "Latitude": "39.9611", + "Longitude": "116.2878", + "Measure": "极少数异常敏感人群应减少户外活动", + "NO2": "44", + "NO2_24h": "26", + "O3": "71", + "O3_24h": "-", + "O3_8h": "88", + "O3_8h_24h": "87", + "PM10": "73", + "PM10_24h": "53", + "PM2_5": "26", + "PM2_5_24h": "22", + "SO2": "5", + "SO2_24h": "5", + "AQI": "62", + "COLevel": 0, + "NO2Level": 0, + "O3Level": 0, + "O3_8hLevel": 0, + "PM10Level": 0, + "PM2_5Level": 0, + "SO2Level": 0, + "PrimaryPollutant": "颗粒物(PM10)", + "Quality": "良", + "Unheathful": "空气质量可接受，但某些污染物可能对极少数异常敏感人群健康有较弱影响", + "OrderId": 1, + "IsPublish": false, + "NO": "—", + "NO_24h": "—", + "NOx": "—", + "NOx_24h": "—" + }, + { + "ProvinceId": 0, + "CityCode": 0, + "TimePoint": "2025-04-09T20:00:00", + "TimePointStr": null, + "Area": "北京市", + "PositionName": "顺义新城", + "StationCode": "1008A", + "CO": "0.5", + "CO_24h": "0.5", + "Latitude": "40.135", + "Longitude": "116.6636", + 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