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articles/SpatialData.plot.md

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library(ggplot2)
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library(patchwork)
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library(ggnewscale)
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library(SpatialData)
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library(spatialdataR)
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library(SpatialData.data)
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library(SpatialData.plot)
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library(SingleCellExperiment)
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```
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## Introduction
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The `SpatialData` package contains a set of reader and plotting
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functions for spatial omics data stored as
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The `SpatialData.plot` package contains a set of plotting functions for
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spatial omics data stored as
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[SpatialData](https://spatialdata.scverse.org/en/latest/index.html)
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`.zarr` files that follow [OME-NGFF
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specs](https://ngff.openmicroscopy.org/latest/#image-layout).
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of elements.
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Images and labels are represented as `ZarrArray`s
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(*[Rarr](https://bioconductor.org/packages/3.23/Rarr)*). Points and
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(*[Rarr](https://bioconductor.org/packages/3.24/Rarr)*). Points and
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shapes are represented as
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*[arrow](https://CRAN.R-project.org/package=arrow)* objects linked to an
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on-disk *.parquet* file. As such, all data are represented out of
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memory.
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Element annotation as well as cross-layer summarizations (e.g., count
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matrices) are represented as
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*[SingleCellExperiment](https://bioconductor.org/packages/3.23/SingleCellExperiment)*
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*[SingleCellExperiment](https://bioconductor.org/packages/3.24/SingleCellExperiment)*
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as tables.
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``` r
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x <- file.path("extdata", "blobs.zarr")
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x <- system.file(x, package="SpatialData")
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x <- system.file(x, package="spatialdataR")
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(x <- readSpatialData(x))
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```
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## - single_molecule (3714642)
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## - shapes(2):
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## - anatomical (6,polygon)
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## - cells (2389,circle)
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## - cells (2388,circle)
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## - tables(1):
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## - table (268,2389) [cells]
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## coordinate systems(1):
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## - global(4): rasterized anatomical cells single_molecule
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There are only 2389 cells, but 3,714,642 molecules, so that we
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There are only 2388 cells, but 3,714,642 molecules, so that we
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downsample a random subset of 1,000 for visualization:
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``` r
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## - points(0):
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## - shapes(0):
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## - tables(1):
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## - table (36,3309) []
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## - table (36,3309) [point8_labels,point16_labels,point23_labels]
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## coordinate systems(3):
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## - point16(2): point16_image point16_labels
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## - point23(2): point23_image point23_labels
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## Session info
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## R version 4.6.0 (2026-04-24)
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## R Under development (unstable) (2026-06-05 r90111)
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## Platform: x86_64-pc-linux-gnu
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## Running under: Ubuntu 24.04.4 LTS
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##
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## [8] base
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##
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## other attached packages:
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## [1] SingleCellExperiment_1.34.0 SummarizedExperiment_1.42.0
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## [3] Biobase_2.72.0 GenomicRanges_1.64.0
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## [5] Seqinfo_1.2.0 IRanges_2.46.0
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## [7] S4Vectors_0.50.0 BiocGenerics_0.58.0
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## [9] generics_0.1.4 MatrixGenerics_1.24.0
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## [11] matrixStats_1.5.0 SpatialData.plot_0.99.6
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## [13] SpatialData.data_0.99.6 SpatialData_0.99.35
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## [1] SingleCellExperiment_1.35.1 SummarizedExperiment_1.43.0
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## [3] Biobase_2.73.1 GenomicRanges_1.65.0
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## [5] Seqinfo_1.3.0 IRanges_2.47.2
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## [7] S4Vectors_0.51.3 BiocGenerics_0.59.7
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## [9] generics_0.1.4 MatrixGenerics_1.25.0
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## [11] matrixStats_1.5.0 SpatialData.plot_0.99.7
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## [13] SpatialData.data_0.99.6 spatialdataR_0.99.43
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## [15] ggnewscale_0.5.2 patchwork_1.3.2
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## [17] ggplot2_4.0.3 BiocStyle_2.40.0
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## [17] ggplot2_4.0.3 BiocStyle_2.41.0
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##
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## loaded via a namespace (and not attached):
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## [1] DBI_1.3.0 bitops_1.0-9 RBGL_1.88.0
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## [4] httr2_1.2.2 anndataR_1.2.0 rlang_1.2.0
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## [7] magrittr_2.0.5 Rarr_2.0.0 RSQLite_2.4.6
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## [10] e1071_1.7-17 compiler_4.6.0 dir.expiry_1.20.0
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## [13] paws.storage_0.9.0 png_0.1-9 systemfonts_1.3.2
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## [16] fftwtools_0.9-11 vctrs_0.7.3 pkgconfig_2.0.3
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## [19] wk_0.9.5 crayon_1.5.3 fastmap_1.2.0
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## [22] dbplyr_2.5.2 XVector_0.52.0 labeling_0.4.3
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## [49] knitr_1.51 R.utils_2.13.0 Matrix_1.7-5
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## [55] yaml_2.3.12 EBImage_4.54.0 curl_7.1.0
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## [61] S7_0.2.2 evaluate_1.0.5 desc_1.4.3
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## [67] proxy_0.4-29 polyclip_1.10-7 pillar_1.11.1
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## [70] BiocManager_1.30.27 filelock_1.0.3 KernSmooth_2.23-26
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## [73] RCurl_1.98-1.18 nanoarrow_0.8.0 scales_1.4.0
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## [76] class_7.3-23 glue_1.8.1 tools_4.6.0
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## [79] locfit_1.5-9.12 fs_2.1.0 grid_4.6.0
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## [7] Rarr_2.0.1 otel_0.2.0 RSQLite_3.53.1
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## [10] e1071_1.7-17 compiler_4.7.0 dir.expiry_1.21.0
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## [13] paws.storage_0.10.0 png_0.1-9 systemfonts_1.3.2
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## [16] vctrs_0.7.3 pkgconfig_2.0.3 wk_0.9.5
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## [19] crayon_1.5.3 fastmap_1.2.0 dbplyr_2.5.2
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## [22] XVector_0.53.0 labeling_0.4.3 paws.common_0.8.9
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## [25] rmarkdown_2.31 graph_1.91.0 ragg_1.5.2
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## [28] bit_4.6.0 purrr_1.2.2 xfun_0.58
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## [31] cachem_1.1.0 jsonlite_2.0.0 blob_1.3.0
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## [34] DelayedArray_0.39.3 uuid_1.2-2 tweenr_2.0.3
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## [37] parallel_4.7.0 R6_2.6.1 bslib_0.11.0
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## [43] Rcpp_1.1.1-1.1 bookdown_0.46 knitr_1.51
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## [46] R.utils_2.13.0 Matrix_1.7-5 tidyselect_1.2.1
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## [49] duckspatial_1.1.1 abind_1.4-8 yaml_2.3.12
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## [52] curl_7.1.0 lattice_0.22-9 tibble_3.3.1
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## [58] desc_1.4.3 sf_1.1-1 BiocFileCache_3.3.0
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## [61] units_1.0-1 proxy_0.4-29 polyclip_1.10-7
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## [64] pillar_1.11.1 BiocManager_1.30.27 filelock_1.0.3
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## [67] KernSmooth_2.23-26 scales_1.4.0 class_7.3-23
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## [70] glue_1.8.1 tools_4.7.0 fs_2.1.0
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## [73] grid_4.7.0 basilisk_1.25.0 duckdb_1.5.2
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## [76] ggforce_0.5.0 cli_3.6.6 rappdirs_0.3.4
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## [79] textshaping_1.0.5 S4Arrays_1.13.0 dplyr_1.2.1
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## [82] gtable_0.3.6 R.methodsS3_1.8.2 sass_0.4.10
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articles/index.html

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authors.md

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[`DESCRIPTION`](https://github.com/HelenaLC/SpatialData.plot/blob/main/DESCRIPTION)
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Crowell H, Manukyan A, Gruson H, Carey V (2026). *SpatialData.plot:
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SpatialData visualization*. R package version 0.99.6,
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SpatialData visualization*. R package version 0.99.7,
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<https://github.com/HelenaLC/SpatialData.plot>.
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@Manual{,
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title = {SpatialData.plot: SpatialData visualization},
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author = {Helena L. Crowell and Artür Manukyan and Hugo Gruson and Vince Carey},
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year = {2026},
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note = {R package version 0.99.6},
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note = {R package version 0.99.7},
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url = {https://github.com/HelenaLC/SpatialData.plot},
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}

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