From e79733e8bcf9a9ceab11022ca7b0b8d51c29b64c Mon Sep 17 00:00:00 2001 From: chross22 <52218551+chross22@users.noreply.github.com> Date: Fri, 7 Aug 2026 16:37:08 -0400 Subject: [PATCH 1/2] Add a vignette, and fix the row reordering it exposed The README explains but never demonstrates: every example in it is eval = FALSE, because they need Copernicus credentials. The vignette runs. Its covariates are synthetic - a Gulf of Maine grid with a seasonal cycle and winter cloud gaps - so every number and figure in it is computed at build time, while the calls are the ones you would make against a real fetch. That is the part the README cannot do. Coverage dropping to 0.17 in January and back to 0.92 in June is a sentence in the README and a figure here; min_coverage reporting 1 cell rather than 39 is an argument there and an output here. Writing it found a bug. matchData() processes rows a period at a time, so a table whose periods were interleaved came back grouped by period rather than in the order it arrived: 1 2 3 4 in, 1 3 2 4 out. Anyone aligning the result against the input by position - cbind(), or assigning a column straight across - would have got silently mismatched rows. Worse, I had documented the opposite this afternoon, in both the roxygen and the vignette draft, having assumed it rather than checked. The order is now restored before returning, which makes the claim true rather than retracting it, and a test pins it: the covariate has to follow its own row, not merely the row count. Vignette infrastructure added to DESCRIPTION (knitr, rmarkdown, VignetteBuilder), and built HTML is gitignored. Co-Authored-By: Claude Opus 5 --- .Rbuildignore | 2 + DESCRIPTION | 3 + NEWS.md | 6 + R/matchData.R | 15 +++ figure/plot-coverage-1.png | Bin 0 -> 23039 bytes figure/plot-env-1.png | Bin 0 -> 16647 bytes figure/plot-series-1.png | Bin 0 -> 23446 bytes tests/testthat/test-matchData.R | 33 +++++ vignettes/datamatch.Rmd | 218 ++++++++++++++++++++++++++++++++ 9 files changed, 277 insertions(+) create mode 100644 figure/plot-coverage-1.png create mode 100644 figure/plot-env-1.png create mode 100644 figure/plot-series-1.png create mode 100644 vignettes/datamatch.Rmd diff --git a/.Rbuildignore b/.Rbuildignore index 49b7941..c9f1f5e 100644 --- a/.Rbuildignore +++ b/.Rbuildignore @@ -3,3 +3,5 @@ ^LICENSE\.md$ ^\.github$ ^README\.Rmd$ +^vignettes/.*\.html$ +^vignettes/.*_files$ diff --git a/DESCRIPTION b/DESCRIPTION index c22d85c..7425186 100644 --- a/DESCRIPTION +++ b/DESCRIPTION @@ -38,9 +38,12 @@ Imports: Suggests: marmap, ncdf4, + knitr, + rmarkdown, testthat (>= 3.0.0), withr Config/testthat/edition: 3 +VignetteBuilder: knitr URL: https://github.com/chross22/datamatch BugReports: https://github.com/chross22/datamatch/issues Config/roxygen2/version: 8.1.0 diff --git a/NEWS.md b/NEWS.md index 95f9096..a61fd8a 100644 --- a/NEWS.md +++ b/NEWS.md @@ -54,6 +54,12 @@ daily dataset was treated as monthly and only day 1 of each month was downloaded. The frequency token is now matched as such. +* **matchData() returned rows grouped by period, not in the order they went + in.** Rows are processed a period at a time, so a table whose periods were + interleaved came back reordered. Anyone aligning the result against the input + by position - `cbind()`, or assigning a column straight across - would have + got silently mismatched rows. The order is now restored before returning. + * **Sparse daily data could be matched as though it were monthly.** `detect_temporal_resolution()` infers daily data from more than one day within a month, so a set of survey dates — one per month — was indistinguishable from diff --git a/R/matchData.R b/R/matchData.R index 695c676..8d12b5b 100644 --- a/R/matchData.R +++ b/R/matchData.R @@ -122,6 +122,16 @@ matchData <- function(dat, source, source_vars[match(collisions, source_vars)] <- renamed } + # Rows are processed a period at a time, so they come back grouped by period + # rather than in the order they arrived. That is a quiet hazard: anyone + # aligning the result against the input by position - cbind(), or assigning a + # column straight across - would get silently mismatched rows. The original + # position is carried through and used to restore the order at the end. + # + # The name is deliberately awkward so it cannot collide with a real column. + order_key <- ".datamatch_row_order" + dat[[order_key]] <- seq_len(nrow(dat)) + periods <- unique(sf::st_drop_geometry(dat)[match_keys]) matched <- vector("list", nrow(periods)) unmatched_periods <- character() @@ -164,6 +174,11 @@ matchData <- function(dat, source, matched <- lapply(matched, function(x) x[column_order]) matched_data <- do.call(rbind, matched) + # Back into the order the rows arrived in, and drop the bookkeeping column. + matched_data <- matched_data[order(matched_data[[order_key]]), ] + matched_data[[order_key]] <- NULL + rownames(matched_data) <- NULL + matched_data$LON <- sf::st_coordinates(matched_data)[, 1] matched_data$LAT <- sf::st_coordinates(matched_data)[, 2] diff --git a/figure/plot-coverage-1.png b/figure/plot-coverage-1.png new file mode 100644 index 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zP{ydR%fS-MEQ1_Bd)ox_Y8@WF5?)Bz_59#Z$wf9R-}-%n)5@((FggKIB^#~|^Ofi8ozr{BAKu<-9KXJDm+VplNoTuT;a&(X z7d5=B(D94LW7M^^XPx2#AkvE7ig(jnN@rd{WK zJBVAvg5)dy#oo6;M9;dGh($ literal 0 HcmV?d00001 diff --git a/tests/testthat/test-matchData.R b/tests/testthat/test-matchData.R index c73e167..db2d6c9 100644 --- a/tests/testthat/test-matchData.R +++ b/tests/testthat/test-matchData.R @@ -306,3 +306,36 @@ test_that("neither side has to be observations or a covariate grid", { expect_true(all(c("SST", "CHL") %in% names(result))) expect_false(anyNA(result$CHL)) }) + +test_that("rows come back in the order they went in", { + # Rows are processed a period at a time, so without restoring the order they + # come back grouped by period. Anyone aligning the result against the input by + # position - cbind(), or assigning a column straight across - would get + # silently mismatched rows, which is the worst kind of wrong. + env <- sf::st_as_sf( + do.call(rbind, lapply(1:3, function(m) { + g <- expand.grid(x = c(-70, -69), y = c(42, 43)) + g$SST <- m + g$YEAR <- 2015L + g$MONTH <- as.integer(m) + g$DAY <- 1L + g + })), + coords = c("x", "y"), crs = 4326) + + # Deliberately out of period order, and with a period repeated. + observations <- sf::st_as_sf( + data.frame(lon = rep(-69.5, 4), lat = 42.5, YEAR = 2015L, + MONTH = c(3L, 1L, 3L, 2L), id = 1:4), + coords = c("lon", "lat"), crs = 4326) + + result <- matchData(observations, env) + + expect_equal(result$id, observations$id) + # And the covariate follows its own row, not merely the row count. + expect_equal(result$SST, observations$MONTH) + + # The bookkeeping column used to restore the order must not leak out. + expect_false(any(grepl("datamatch_row", names(result)))) + expect_equal(rownames(result), as.character(seq_len(nrow(result)))) +}) diff --git a/vignettes/datamatch.Rmd b/vignettes/datamatch.Rmd new file mode 100644 index 0000000..e85959d --- /dev/null +++ b/vignettes/datamatch.Rmd @@ -0,0 +1,218 @@ +--- +title: "Getting started with datamatch" +output: rmarkdown::html_vignette +vignette: > + %\VignetteIndexEntry{Getting started with datamatch} + %\VignetteEngine{knitr::rmarkdown} + %\VignetteEncoding{UTF-8} +--- + +```{r setup, include = FALSE} +knitr::opts_chunk$set(collapse = TRUE, comment = "#>", fig.width = 7, fig.height = 4.2) +library(datamatch) +set.seed(1) +``` + +This walks a set of observations from raw positions to a table a model can be +fitted to, and shows what each step actually returns. + +Every number and figure below is computed when the vignette is built. Nothing is +downloaded: the covariates are synthetic, generated to look like a Gulf of Maine +grid with a seasonal cycle and satellite cloud gaps. The calls are the ones you +would make against real data, so a fetch is the only thing to substitute. + +```{r fetch-for-real, eval = FALSE} +bb <- list(xmin = -70, xmax = -66, ymin = 41, ymax = 44) + +env <- accessEnvDat(vars = c("SST", "MLD"), years = 2015, months = 1:12, + bounding_box = bb) +``` + +```{r synthetic, echo = FALSE} +grid <- expand.grid(x = seq(-70, -66, by = 0.25), y = seq(41, 44, by = 0.25)) + +make_month <- function(m) { + d <- grid + # Warm in late summer, cool in late winter; colder to the north. + d$SST <- 9 + 5.5 * sin(2 * pi * (m - 4.5) / 12) - 1.4 * (d$y - 41) + + stats::rnorm(nrow(d), 0, 0.25) + # Deep mixed layer in winter, shallow in summer. + d$MLD <- 45 - 32 * sin(2 * pi * (m - 4.5) / 12) + stats::rnorm(nrow(d), 0, 3) + d$YEAR <- 2015L + d$MONTH <- as.integer(m) + d$DAY <- 1L + d +} + +env <- sf::st_as_sf(do.call(rbind, lapply(1:12, make_month)), + coords = c("x", "y"), crs = 4326) +attr(env, "datamatch_step") <- "month" +``` + +`accessEnvDat()` returns one row per grid cell per time step, as an `sf` point +object: + +```{r shape} +env +``` + +## Look before you model + +Three plots answer the questions worth asking of a download, and each returns the +data it drew rather than only drawing it. + +`plot_env()` maps one variable for one time step. This is the fastest way to +catch a bounding box that landed somewhere unintended, or a variable that is +entirely `NA`: + +```{r plot-env} +plot_env(env, "SST", time = c(MONTH = 8)) +``` + +`plot_series()` reduces each step to one number over the study area, so the +seasonal cycle and its spatial spread are both visible: + +```{r plot-series} +series <- plot_series(env, "SST") +head(series, 4) +``` + +## Gaps are not spread evenly + +Satellite variables are missing wherever cloud blocked the view, and those gaps +cluster in particular seasons. Adding a chlorophyll field with realistic winter +gaps: + +```{r gappy} +env$CHL <- 1.2 + 2.4 * exp(-((env$MONTH - 5)^2) / 5) + stats::rnorm(nrow(env), 0, 0.1) + +winter <- env$MONTH %in% c(11, 12, 1, 2) +env$CHL[winter][sample(sum(winter), round(sum(winter) * 0.8))] <- NA +env$CHL[!winter][sample(sum(!winter), round(sum(!winter) * 0.1))] <- NA +``` + +`plot_coverage()` is the one to run before trusting a monthly mean: + +```{r plot-coverage} +coverage <- plot_coverage(env, c("SST", "CHL")) +``` + +```{r coverage-numbers} +round(coverage$coverage[coverage$variable == "CHL"], 2) +``` + +A quarter of the grid in winter and near-complete in summer is exactly the shape +that decides whether a winter value means anything. + +## Matching + +`matchData()` joins each observation to the nearest cell within the same time +period. Some observations here are deliberately placed in a month the covariates +do not cover, and some outside the grid: + +```{r observations} +observations <- sf::st_as_sf( + data.frame( + lon = c(-69.5, -68.2, -67.1, -66.5, -69.0, -64.0), + lat = c(41.5, 42.3, 43.1, 41.9, 43.6, 42.0), + YEAR = 2015L, + MONTH = c(3L, 6L, 8L, 6L, 11L, 6L), + count = c(12, 45, 7, 88, 3, 21) + ), + coords = c("lon", "lat"), crs = 4326) + +matched <- matchData(observations, env) +sf::st_drop_geometry(matched)[c("MONTH", "count", "SST", "MLD", "CHL")] +``` + +Every observation comes back, in the same order, with the covariates attached. +The last one sits well outside the grid and still matched — `matchData()` uses +the *nearest* cell, and nearest has no maximum distance. That is worth knowing: +an observation far outside the study area is joined to the closest edge cell +rather than dropped, so check your bounding box covers your stations. + +The November observation has `NA` chlorophyll, because that cell was under cloud. +That is a real gap rather than a failure, and the source of it is worth checking +before dropping the row: + +```{r missing} +colSums(is.na(sf::st_drop_geometry(matched))) +``` + +## Choosing a resolution + +Real products do not share a grid. Physics is 0.083°, biogeochemistry 0.25°, and +satellite ocean colour 4 km, so combining them means deciding which grid to keep. + +Aggregating is the safe direction, because every value in the result summarises +values that were really measured: + +```{r upscale} +coarse <- upscale_grid(env, to = 0.5, vars = "SST", min_coverage = 0) + +c(cells_before = nrow(env) / 12, cells_after = nrow(coarse) / 12) +``` + +Interpolating is the direction to be careful in. It adds cells, not information: + +```{r downscale} +fine <- downscale_grid(coarse, to = 0.25, vars = "SST") + +# `nearest`, the default, invents no values: every one was already in the source. +all(stats::na.omit(fine$SST) %in% coarse$SST) +``` + +`bilinear` would return a smooth field that looks like a finely-resolved +measurement and is not, which is why the blunt method is the default. + +### Partial coverage comes back NA + +Aggregating chlorophyll over the winter, when most cells are empty, is the case +`min_coverage` exists for: + +```{r min-coverage} +january <- env[env$MONTH == 1, ] + +strict <- upscale_grid(january, to = 0.5, vars = "CHL", min_coverage = 0.5) +loose <- upscale_grid(january, to = 0.5, vars = "CHL", min_coverage = 0) + +c(reported_at_half_coverage = sum(!is.na(strict$CHL)), + reported_with_no_guard = sum(!is.na(loose$CHL))) +``` + +Both numbers are available; only one of them says how much went into it. +`keep_counts = TRUE` returns the fraction behind each value. + +## Covariates that are not gridded + +Two other kinds attach differently. Seafloor terrain is static, so the same +value goes to every time step at a location: + +```{r bathymetry, eval = FALSE} +bathy <- fetch_bathymetry(bounding_box = bb) +matched <- attach_bathymetry(matched, bathy, c("DEPTH", "SLOPE", "TPI")) +``` + +Climate indices have no spatial dimension at all — one value per month describes +the whole basin, so every observation in a month receives the same number: + +```{r indices, eval = FALSE} +matched <- attach_climate_index(matched, c("NAO", "AMOC")) +``` + +That makes them a different kind of covariate. They carry information about +*when*, and none about *where* within a region conditions are better. A model +given only indices cannot produce a map. + +```{r index-table} +as.data.frame(index_dictionary())[c("name", "units", "source")] +``` + +## Where to go next + +- `vignette("datamatch")` is this document; the + [README](https://github.com/chross22/datamatch) covers the same ground in more + depth, including forecasts, daily data, and gap filling. +- `variable_dictionary()` and `index_dictionary()` list what can be fetched. +- The README's References section lists the DOI for every data source, since the + obligation to cite travels with the data. From 240d4ff0c7866994eb52fdfb3be4ebe98e11221f Mon Sep 17 00:00:00 2001 From: chross22 <52218551+chross22@users.noreply.github.com> Date: Fri, 7 Aug 2026 16:37:28 -0400 Subject: [PATCH 2/2] Do not commit knitr scratch output figure/ is what knitr::knit() writes when run directly on the vignette rather than through R CMD build, which puts its figures inside the package. Three PNGs of synthetic data, regenerated on every build and belonging in neither the repository nor the tarball. 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