‘To Make’ or ‘To Take’ a photo
The distinction between making and taking a photograph lies in the approach and intent behind the camera. Taking a photo is often a reactive process, where the photographer captures moments as they naturally unfold, seizing the spontaneity of life without alteration. It’s a passive form of photography where the emphasis is on the right timing and the natural interplay of elements within the frame. On the other hand, making a photo is a proactive and deliberate act. It is akin to craftsmanship, where a professional photographer starts with a concept and utilizes a variety of tools and techniques to stage and construct the desired scene. They actively manipulate lighting, composition, and subjects to create a photograph that aligns with their pre-visualized artistic vision. While both methods use a camera to produce a photograph, making a photo involves a creation process, whereas taking a photo is about finding the scene.
David Yarrow is a famous photographer who ‘makes’ his photographs.
What does it mean to ‘make’ a data cube?
The artistry of Ansel Adams’ photography serves as a compelling analogy for the meticulous craft of building a data cube from cloud data sources using tools like STAC and GDAL VSI. Just as Adams would survey the vastness of a landscape, discerning the interplay of light and shadow upon the mountains before him, a data architect surveys the expanse of available data. In this analogy, the raw data are the majestic mountains and sweeping landscapes waiting to be captured. The STAC collection acts as the photographer’s deliberate choice of scene, pointing the camera lens—our data tools—towards the most telling and coherent dataset.
As Adams would adjust his viewfinder, setting the boundaries of his photographic frame, the data builder sets the view window, filtering and transferring relevant data to their own medium, akin to Adams’ film. This is where the raw data is transformed, organized into the structured form of a data frame or data cube, a process not unlike the careful development of a photograph in a darkroom. Here, the data cube creator, much like Adams with his careful dodging and burning, harmonizes disparate elements into a cohesive whole, each decision reflecting an intention and vision for the final product.
#library(Rcpp) library (sf)library (gdalcubes)library (rstac)library (gdalUtils)library (terra)library (rgdal)library (reshape2)library (osmdata)library (terra)library (dplyr)library (stars)library (ggplot2)library (colorspace)library (geos)library (osmdata)library (ggthemes)library (tidyr)gdalcubes_options (parallel = 8 ):: sf_extSoftVersion ()
GEOS GDAL proj.4 GDAL_with_GEOS USE_PROJ_H
"3.11.0" "3.5.3" "9.1.0" "true" "true"
PROJ
"9.1.0"
gdalcubes_gdal_has_geos ()library (osmdata)library (dplyr)library (sf)library (terra)library (tidyterra)library (glue)library (ggplot2)library (ggthemes)library (stars)library (magrittr)
1) The Rat through the Snake Problem: Scalability with Cloud Computing
Just like a snake that swallows a rat, traditional computing systems often struggle to process the large volumes of environmental data — they’re constrained by their static hardware limitations. Cloud computing introduces a python-esque capability: massive scalability. By migrating to the cloud, we essentially make the snake bigger, allowing it to handle larger “prey.” Scalable computers in the cloud can grow with the demand, providing the necessary computational power to process extensive datasets, which is vital in a field where data volumes are increasing exponentially.
2) The Antelope through the Python Problem: Streamlining with GDAL VSI
As we scale up, we encounter a new challenge: trying to pass an antelope through a python — a metaphor for the next level of complexity in data processing. The sheer size and complexity of the data can become overwhelming. This is where GDAL’s Virtual File System (VSI) becomes our ecological adaptation. VSI allows us to access remote data transparently and more efficiently. Instead of ingesting the entire “antelope,” VSI enables the “python” to dynamically access and process only the parts of the data it needs, when it needs them, much like constriction before digestion. This selective access minimizes the need for local storage and expedites the data handling process.
Mounting data
A void-filled Digital Elevation Model (DEM) is a comprehensive topographical representation where any missing data points, known as voids, have been filled in. These voids can occur due to various reasons, such as clouds or technical errors during data collection. In a void-filled DEM, these gaps are interpolated or estimated using the surrounding data to create a continuous, seamless surface model. This process enhances the utility and accuracy of the DEM for hydrological modeling, terrain analysis, and other geographical applications. The HydroSHEDS website (https://www.hydrosheds.org/hydrosheds-core-downloads) provides access to high-quality, void-filled DEM datasets like the DEM_continuous_CONUS_15s, which users can download and easily integrate into spatial analysis workflows using tools such as ‘terra’ in R, allowing for sophisticated environmental and geographical research and planning.
# Record start time <- Sys.time () # Create a string with the file path using glue, then download and read the DEM file as a raster object <- glue ("/vsizip/vsicurl/" , #magic remote connection "https://data.hydrosheds.org/file/hydrosheds-v1-dem/hyd_na_dem_15s.zip" , #copied link to download location "/hyd_na_dem_15s.tif" ) %>% #path inside zip file :: rast () # The 'glue' function constructs the file path string, which is then passed to 'terra::rast()' to read the DEM file into R as a raster layer. '/vsizip/vsicurl/' is a special GDAL virtual file system syntax that allows reading directly from a zipped file on a remote server. # Record end time and calculate the time difference <- Sys.time () difftime (b, a)
Time difference of 0.5236959 secs
# The resulting raster object is stored in 'DEM_continuous_CONUS_15s', which now contains the void-filled DEM data ready for use # Prints out the details of the 'DEM_continuous_CONUS_15s' raster object
class : SpatRaster
dimensions : 13920, 20640, 1 (nrow, ncol, nlyr)
resolution : 0.004166667, 0.004166667 (x, y)
extent : -138, -52, 5, 63 (xmin, xmax, ymin, ymax)
coord. ref. : lon/lat WGS 84 (EPSG:4326)
source : hyd_na_dem_15s.tif
name : Band_1
# output is a SpatRaster, which is the object type associated with the 'terra' package.
# Record start time <- Sys.time ()ggplot () + geom_spatraster (data= DEM_continuous_CONUS_15s) + theme_tufte ()<- Sys.time ()difftime (b, a)
Time difference of 57.51757 secs
<- getbb ("boulder, co" , format_out= "sf_polygon" )$ multipolygon |> st_transform (crs = 4326 ) |> st_bbox () -> bbox_4326_boulder$ multipolygon |> st_transform (crs = 32720 ) |> st_bbox () -> bbox_32720_boulder
# Transform the filtered geometry to EPSG:4326 and store its bounding box # Record start time <- Sys.time ()|> :: st_as_stars () |> st_transform ("EPSG:4326" ) |> st_bbox () -> bbox_4326|> :: st_as_stars () |> st_transform ("EPSG:32618" ) |> st_bbox () -> bbox_32618<- Sys.time ()difftime (b, a)
Time difference of 4.373923 mins
<- getbb ("United States" , format_out= "sf_polygon" )<- aoi$ multipolygon |> st_crop (bbox_4326)ggplot (data= conus) + geom_sf ()
stac ("https://earth-search.aws.element84.com/v1" ) |> get_request ()
###STACCatalog
- id: earth-search-aws
- description: A STAC API of public datasets on AWS
- field(s): stac_version, type, id, title, description, links, conformsTo
CHIRPS_v2_0_daily_p05_tif | Image collection format for CHIRPS v 2.0 daily
| global precipitation dataset (0.05 degrees
| resolution) from GeoTIFFs, expects list of .tif
| or .tif.gz files as input. [TAGS: CHIRPS,
| precipitation]
CHIRPS_v2_0_monthly_p05_tif | Image collection format for CHIRPS v 2.0 monthly
| global precipitation dataset (0.05 degrees
| resolution) from GeoTIFFs, expects list of .tif
| or .tif.gz files as input. [TAGS: CHIRPS,
| precipitation]
ESA_CCI_SM_ACTIVE | Collection format for ESA CCI soil moisture
| active product (version 4.7) [TAGS: Soil
| Moisture, ESA, CCI]
ESA_CCI_SM_PASSIVE | Collection format for ESA CCI soil moisture
| passive product (version 4.7) [TAGS: Soil
| Moisture, ESA, CCI]
GPM_IMERG_3B_DAY_GIS_V06A | Collection format for daily
| IMERG_3B_DAY_GIS_V06A data [TAGS: Precipitation,
| GPM, IMERG]
L8_L1TP | Collection format for Landsat 8 Level 1 TP
| product [TAGS: Landsat, USGS, Level 1, NASA]
L8_SR | Collection format for Landsat 8 surface
| reflectance product [TAGS: Landsat, USGS, Level
| 2, NASA, surface reflectance]
MAXAR | Preliminary collection format for MAXAR open
| data, visual only (under development) [TAGS: ]
MxD09GA | Collection format for selected bands from the
| MODIS MxD09GA (Aqua and Terra) product [TAGS:
| MODIS, surface reflectance]
MxD10A2 | Collection format for selected bands from the
| MODIS MxD10A2 (Aqua and Terra) v006 Snow Cover
| product [TAGS: MODIS, Snow Cover]
MxD11A1 | Collection format for selected bands from the
| MODIS MxD11A2 (Aqua and Terra) v006 Land Surface
| Temperature product [TAGS: MODIS, LST]
MxD11A2 | Collection format for selected bands from the
| MODIS MxD11A2 (Aqua and Terra) v006 Land Surface
| Temperature product [TAGS: MODIS, LST]
MxD13A2 | Collection format for selected bands from the
| MODIS MxD13A2 (Aqua and Terra) product [TAGS:
| MODIS, VI, NDVI, EVI]
MxD13A3 | Collection format for selected bands from the
| MODIS MxD13A3 (Aqua and Terra) product [TAGS:
| MODIS, VI, NDVI, EVI]
MxD13Q1 | Collection format for selected bands from the
| MODIS MxD13Q1 (Aqua and Terra) product [TAGS:
| MODIS, VI, NDVI, EVI]
MxD14A2 | Collection format for the MODIS MxD14A2 (Aqua
| and Terra) product [TAGS: MODIS, Fire]
PlanetScope_3B_AnalyticMS_SR | Image collection format for PlanetScope 4-band
| scenes [TAGS: PlanetScope, BOA, Surface
| Reflectance]
Sentinel2_L1C | Image collection format for Sentinel 2 Level 1C
| data as downloaded from the Copernicus Open
| Access Hub, expects a list of file paths as
| input. The format works on original ZIP
| compressed as well as uncompressed imagery.
| [TAGS: Sentinel, Copernicus, ESA, TOA]
Sentinel2_L1C_AWS | Image collection format for Sentinel 2 Level 1C
| data in AWS [TAGS: Sentinel, Copernicus, ESA,
| TOA]
Sentinel2_L2A | Image collection format for Sentinel 2 Level 2A
| data as downloaded from the Copernicus Open
| Access Hub, expects a list of file paths as
| input. The format should work on original ZIP
| compressed as well as uncompressed imagery.
| [TAGS: Sentinel, Copernicus, ESA, BOA, Surface
| Reflectance]
Sentinel2_L2A_THEIA | Image collection format for Sentinel 2 Level 2A
| data as downloaded from Theia. [TAGS: Sentinel,
| ESA, Flat Reflectance, Theia]
# Record start time <- Sys.time ()# Initialize STAC connection = stac ("https://earth-search.aws.element84.com/v0" )# Search for Sentinel-2 images within specified bounding box and date range #22 Million items = s %>% stac_search (collections = "sentinel-s2-l2a-cogs" ,bbox = c (bbox_4326_boulder["xmin" ], "ymin" ],"xmax" ], "ymax" ]), datetime = "2021-05-15/2021-05-16" ) %>% post_request () %>% items_fetch (progress = FALSE )# Print number of found items length (items$ features)# Prepare the assets for analysis library (gdalcubes)= c ("B01" , "B02" , "B03" , "B04" , "B05" , "B06" , "B07" , "B08" , "B8A" , "B09" , "B11" , "B12" , "SCL" )= stac_image_collection (items$ features, asset_names = assets,property_filter = function (x) {x[["eo:cloud_cover" ]] < 20 }) #all images with less than 20% clouds <- Sys.time ()difftime (b, a)
Time difference of 0.27003 secs
# Display the image collection
Image collection object, referencing 1 images with 13 bands
Images:
name left top bottom right
1 S2B_13TDE_20210516_0_L2A -106.1832 40.65079 39.65576 -104.8846
datetime srs
1 2021-05-16T18:02:54 EPSG:32613
Bands:
name offset scale unit nodata image_count
1 B01 0 1 1
2 B02 0 1 1
3 B03 0 1 1
4 B04 0 1 1
5 B05 0 1 1
6 B06 0 1 1
7 B07 0 1 1
8 B08 0 1 1
9 B09 0 1 1
10 B11 0 1 1
11 B12 0 1 1
12 B8A 0 1 1
13 SCL 0 1 1
# Record start time <- Sys.time ()# Define a specific view on the satellite image collection = cube_view (srs = "EPSG:32720" , #this is harder than expected. dx = 100 , dy = 100 , dt = "P1M" , aggregation = "median" , resampling = "near" ,extent = list (t0 = "2021-05-15" , t1 = "2021-05-16" ,left = bbox_32720_boulder[1 ], right = bbox_32720_boulder[2 ],top = bbox_32720_boulder[4 ], bottom = bbox_32720_boulder[3 ]<- Sys.time ()difftime (b, a)
Time difference of 0.004735947 secs
# Display the defined view
A data cube view object
Dimensions:
low high count pixel_size
t 2021-05-01 2021-05-31 1 P1M
y -3103099.52398788 15434400.4760121 185375 100
x -3178878.98542359 15369521.0145764 185484 100
SRS: "EPSG:32720"
Temporal aggregation method: "median"
Spatial resampling method: "near"
# Record start time <- Sys.time ()<- s2_collection %>% raster_cube (v) %>% select_bands (c ("B01" , "B02" , "B03" , "B04" , "B05" , "B06" , "B07" , "B08" , "B8A" , "B09" , "B11" , "B12" )) %>% extract_geom (boulder_county$ multipolygon) %>% rename ("time" = "time" ,"443" = "B01" ,"490" = "B02" ,"560" = "B03" ,"665" = "B04" ,"705" = "B05" ,"740" = "B06" ,"783" = "B07" ,"842" = "B08" ,"865" = "B8A" ,"940" = "B09" ,"1610" = "B11" ,"2190" = "B12" <- Sys.time ()difftime (b, a)
Time difference of 1.630566 mins
FID time 443 490 560 665 705 740 783 842 865 940
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1930 1 2021-05-01 10264 9968 9316 9008 9104 8927 8926 9054 8758 9102
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1933 1 2021-05-01 10639 10290 9618 9301 9391 9176 9156 9268 8952 9477
1934 1 2021-05-01 10646 10251 9607 9303 9413 9200 9181 9239 8984 9442
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1943 1 2021-05-01 10655 10435 9787 9493 9596 9400 9385 9430 9193 9441
1944 1 2021-05-01 10868 10462 9806 9519 9631 9428 9411 9467 9219 9708
1945 1 2021-05-01 10914 10523 9876 9568 9666 9454 9450 9552 9277 9762
1946 1 2021-05-01 10830 10444 9829 9547 9659 9446 9437 9504 9265 9702
1947 1 2021-05-01 10791 10282 9675 9425 9561 9393 9394 9358 9235 9639
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1949 1 2021-05-01 10514 10131 9520 9250 9360 9196 9208 9222 9060 9394
1950 1 2021-05-01 10086 9993 9387 9112 9217 9041 9057 9156 8897 9013
1951 1 2021-05-01 10162 9905 9299 9013 9119 8941 8952 9057 8782 9062
1952 1 2021-05-01 10164 9943 9338 9063 9174 9005 9014 9104 8843 9103
1953 1 2021-05-01 10191 9814 9216 8954 9069 8913 8926 8972 8761 9114
1954 1 2021-05-01 10149 9676 9101 8854 8979 8825 8850 8884 8705 9073
1955 1 2021-05-01 9950 9595 9003 8742 8862 8707 8730 8791 8578 8879
1956 1 2021-05-01 10132 9829 9217 8948 9064 8909 8916 8947 8763 9014
1957 1 2021-05-01 10413 10126 9487 9210 9326 9155 9158 9176 8994 9239
1958 1 2021-05-01 10517 10038 9437 9171 9285 9122 9126 9144 8960 9273
1959 1 2021-05-01 10348 9938 9350 9104 9224 9071 9081 9091 8920 9178
1960 1 2021-05-01 10232 9757 9182 8925 9045 8904 8925 8924 8784 9022
1961 1 2021-05-01 10111 9541 8987 8746 8857 8739 8770 8787 8629 8944
1962 1 2021-05-01 9871 9449 8888 8639 8746 8631 8670 8735 8527 8733
1963 1 2021-05-01 10008 9689 9113 8858 8968 8821 8841 8860 8689 8792
1964 1 2021-05-01 10061 9731 9151 8895 9009 8866 8886 8921 8739 8843
1965 1 2021-05-01 10267 9833 9243 8989 9104 8960 8983 9014 8829 9011
1966 1 2021-05-01 10494 10126 9527 9257 9368 9222 9241 9270 9088 9119
1967 1 2021-05-01 10485 10303 9687 9420 9532 9380 9391 9437 9233 9091
1968 1 2021-05-01 10592 10205 9601 9339 9448 9301 9321 9348 9172 9152
1969 1 2021-05-01 10640 10309 9689 9414 9526 9364 9382 9435 9212 9198
1970 1 2021-05-01 10742 10290 9683 9430 9546 9390 9417 9430 9264 9264
1971 1 2021-05-01 11113 10549 9881 9590 9610 9403 9470 9297 9308 8235
1972 1 2021-05-01 10863 10143 9509 9225 9240 9052 9125 8888 8969 7960
1973 1 2021-05-01 10473 10064 9442 9161 9166 8976 9052 8839 8908 7382
1974 1 2021-05-01 10455 10220 9539 9225 9191 8998 9072 8981 8899 7207
1975 1 2021-05-01 10773 10544 9893 9599 9592 9388 9467 9350 9286 7540
1976 1 2021-05-01 10893 10535 9890 9611 9596 9403 9486 9364 9326 7620
1977 1 2021-05-01 11051 10758 10095 9811 9811 9608 9674 9548 9488 7894
1978 1 2021-05-01 11216 10911 10227 9929 9924 9706 9770 9674 9571 8098
1979 1 2021-05-01 11405 11029 10341 10048 10047 9820 9882 9784 9695 8339
1980 1 2021-05-01 12019 11339 10624 10309 10324 10070 10103 10045 9901 9167
1981 1 2021-05-01 12273 11681 10941 10612 10648 10376 10391 10308 10181 9500
1982 1 2021-05-01 12349 11849 11112 10782 10821 10544 10554 10472 10336 9604
1983 1 2021-05-01 12408 11967 11215 10861 10895 10609 10605 10555 10380 9644
1984 1 2021-05-01 12551 12050 11294 10921 10962 10667 10658 10593 10433 9821
1985 1 2021-05-01 12726 12262 11498 11118 11171 10863 10848 10805 10601 10140
1986 1 2021-05-01 12874 12390 11630 11251 11320 11010 10984 10917 10737 10317
1987 1 2021-05-01 12940 12494 11722 11339 11412 11101 11074 11028 10817 10464
1988 1 2021-05-01 13033 12421 11685 11325 11412 11103 11085 10990 10834 10554
1989 1 2021-05-01 12906 12321 11594 11239 11324 11027 11002 10899 10759 10456
1990 1 2021-05-01 12892 12455 11675 11294 11368 11075 11065 11043 10826 10436
1991 1 2021-05-01 12897 12519 11726 11340 11408 11099 11083 11105 10839 10495
1992 1 2021-05-01 12943 12570 11804 11436 11514 11202 11164 11166 10916 10613
1993 1 2021-05-01 13024 12570 11804 11436 11514 11202 11164 11166 10916 10735
1994 1 2021-05-01 13029 12543 11797 11457 11548 11250 11229 11165 10982 10759
1995 1 2021-05-01 12952 12485 11737 11387 11481 11176 11157 11114 10918 10716
1996 1 2021-05-01 12880 12377 11655 11326 11420 11126 11108 11047 10882 10630
1997 1 2021-05-01 12729 12284 11554 11221 11314 11029 11017 10951 10787 10544
1998 1 2021-05-01 12655 12181 11450 11122 11221 10932 10918 10875 10681 10443
1999 1 2021-05-01 12488 12007 11284 10956 11053 10788 10786 10693 10563 10265
2000 1 2021-05-01 12476 12161 11404 11042 11126 10832 10826 10833 10586 10228
2001 1 2021-05-01 12704 12130 11402 11066 11169 10897 10891 10811 10656 10487
2002 1 2021-05-01 12660 12211 11469 11122 11226 10949 10940 10887 10707 10509
2003 1 2021-05-01 12702 12206 11469 11135 11230 10945 10933 10881 10705 10575
2004 1 2021-05-01 12730 12271 11539 11198 11296 11006 10994 10972 10768 10629
2005 1 2021-05-01 9908 9626 9037 8783 8904 8744 8765 8741 8608 8835
2006 1 2021-05-01 10036 9506 8907 8643 8757 8605 8628 8617 8479 8960
2007 1 2021-05-01 10381 10108 9428 9104 9185 8976 8956 9120 8756 9314
2008 1 2021-05-01 10558 10176 9504 9182 9269 9060 9038 9159 8843 9452
2009 1 2021-05-01 10674 10307 9628 9309 9419 9203 9190 9253 9001 9518
2010 1 2021-05-01 10798 10376 9701 9401 9504 9285 9266 9351 9076 9682
2011 1 2021-05-01 10833 10460 9767 9456 9564 9347 9333 9418 9162 9697
2012 1 2021-05-01 10873 10484 9832 9538 9642 9424 9397 9466 9205 9720
2013 1 2021-05-01 10865 10422 9766 9466 9572 9364 9357 9423 9161 9692
2014 1 2021-05-01 10747 10508 9858 9547 9647 9441 9420 9513 9235 9538
2015 1 2021-05-01 10905 10521 9865 9554 9664 9454 9439 9490 9254 9695
2016 1 2021-05-01 10916 10346 9734 9467 9592 9405 9410 9344 9238 9678
2017 1 2021-05-01 10897 10082 9489 9221 9353 9184 9200 9135 9036 9656
2018 1 2021-05-01 10477 10199 9561 9264 9371 9188 9193 9247 9022 9315
2019 1 2021-05-01 10710 10244 9593 9283 9384 9176 9170 9257 8984 9567
2020 1 2021-05-01 10856 10454 9791 9509 9625 9432 9431 9477 9248 9725
2021 1 2021-05-01 10790 10444 9829 9547 9659 9446 9437 9504 9265 9675
2022 1 2021-05-01 10569 10274 9681 9411 9527 9332 9336 9375 9163 9454
2023 1 2021-05-01 10483 10137 9539 9286 9408 9249 9261 9244 9094 9392
2024 1 2021-05-01 10277 9854 9264 9007 9123 8968 8988 8996 8830 9211
2025 1 2021-05-01 10061 9620 9038 8766 8884 8741 8754 8796 8602 9014
2026 1 2021-05-01 9929 9573 8998 8731 8851 8694 8715 8753 8550 8869
2027 1 2021-05-01 10124 9751 9145 8882 8992 8830 8849 8913 8685 9046
2028 1 2021-05-01 9971 9539 8951 8692 8809 8660 8681 8731 8527 8924
2029 1 2021-05-01 9981 9569 8967 8709 8830 8682 8706 8729 8563 8926
2030 1 2021-05-01 9944 9745 9123 8855 8962 8802 8817 8863 8665 8878
2031 1 2021-05-01 10155 9774 9153 8880 8993 8824 8826 8923 8667 9082
2032 1 2021-05-01 10340 9953 9318 9042 9151 8983 8977 9095 8820 9254
2033 1 2021-05-01 10477 10120 9485 9207 9322 9147 9147 9210 8990 9355
2034 1 2021-05-01 10379 9938 9350 9104 9224 9071 9081 9091 8920 9259
2035 1 2021-05-01 9934 9733 9158 8918 9039 8900 8924 8918 8778 8835
2036 1 2021-05-01 9838 9519 8972 8727 8843 8722 8760 8776 8629 8709
2037 1 2021-05-01 9700 9170 8661 8446 8568 8474 8533 8521 8403 8568
2038 1 2021-05-01 10029 9882 9305 9055 9163 9025 9052 9107 8910 8771
2039 1 2021-05-01 10255 10003 9400 9128 9235 9082 9098 9157 8950 8931
2040 1 2021-05-01 10602 10202 9590 9324 9443 9286 9306 9294 9149 9185
2041 1 2021-05-01 10673 10202 9590 9324 9443 9286 9306 9294 9149 9240
2042 1 2021-05-01 10647 10198 9590 9321 9426 9276 9299 9312 9135 9195
2043 1 2021-05-01 10566 10205 9601 9339 9448 9301 9321 9348 9172 9122
2044 1 2021-05-01 10507 10161 9545 9275 9386 9227 9267 9279 9104 9094
2045 1 2021-05-01 11079 10563 9883 9588 9597 9383 9443 9325 9287 8230
2046 1 2021-05-01 11038 10375 9699 9402 9417 9211 9277 9101 9131 8198
2047 1 2021-05-01 10636 10121 9471 9185 9167 8980 9068 8895 8907 7475
2048 1 2021-05-01 10868 10491 9818 9513 9492 9292 9363 9247 9179 7546
2049 1 2021-05-01 10982 10581 9928 9640 9624 9428 9502 9376 9329 7668
2050 1 2021-05-01 11179 10737 10069 9784 9775 9571 9629 9523 9457 7994
2051 1 2021-05-01 11160 10732 10064 9782 9779 9573 9638 9494 9459 8068
2052 1 2021-05-01 11386 11181 10445 10107 10105 9854 9888 9865 9682 8402
2053 1 2021-05-01 11926 11658 10923 10586 10612 10339 10347 10325 10131 9062
2054 1 2021-05-01 12444 11901 11172 10857 10898 10629 10639 10541 10419 9688
2055 1 2021-05-01 12550 12084 11329 10998 11045 10751 10753 10686 10519 9871
2056 1 2021-05-01 12560 12141 11381 11019 11079 10770 10752 10689 10514 9941
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[ reached 'max' / getOption("max.print") -- omitted 263406 rows ]
# Record start time <- Sys.time ()|> raster_cube (v) |> select_bands (c ( "B04" , "B05" )) |> apply_pixel (c ("(B05-B04)/(B05+B04)" ), names= "NDVI" ) |> write_tif () |> :: stack () -> x
class : RasterStack
dimensions : 185375, 185484, 34384096500, 1 (nrow, ncol, ncell, nlayers)
resolution : 100, 100 (x, y)
extent : -3178879, 15369521, -3103100, 15434400 (xmin, xmax, ymin, ymax)
crs : +proj=utm +zone=20 +south +datum=WGS84 +units=m +no_defs
names : NDVI
<- Sys.time ()difftime (b, a)
Time difference of 4.026409 mins
# Record start time <- Sys.time ()|> raster_cube (v) |> select_bands (c ("B04" ,"B05" )) |> apply_pixel (c ("(B05-B04)/(B05+B04)" ), names= "NDVI" ) |> :: st_as_stars () -> y<- Sys.time ()difftime (b, a)
Time difference of 1.402765 mins
stars_proxy object with 1 attribute in 1 file(s):
$NDVI
[1] "[...]/file6eb61703260e.nc:NDVI"
dimension(s):
from to offset delta refsys point
x 1 185484 -3178879 100 WGS 84 / UTM zone 20S NA
y 1 185375 15434400 -100 WGS 84 / UTM zone 20S NA
time 1 1 NA NA POSIXct FALSE
values x/y
x NULL [x]
y NULL [y]
time [2021-05-01,2021-06-01)
library (tmap)tmap_mode ("view" )
# Record start time <- Sys.time ()<- s %>% stac_search (collections = "sentinel-s2-l2a-cogs" ,bbox = c (- 105.694362 , 39.912886 , - 105.052774 , 40.262785 ),datetime = "2020-01-01/2022-12-31" ,limit = 500 ) %>% post_request () = image_mask ("SCL" , values= c (3 ,8 ,9 ))= stac_image_collection (items$ features, asset_names = assets, property_filter = function (x) {x[["eo:cloud_cover" ]] < 30 })= cube_view (srs = "EPSG:4326" , extent = list (t0 = "2020-01-01" , t1 = "2022-12-31" ,left = - 105.694362 , right = - 105.052774 , top = 40.262785 , bottom = 39.912886 ),dx = 0.001 , dy = 0.001 , dt = "P1M" , aggregation = "median" , resampling = "bilinear" )library (colorspace)= function (n) {rev (sequential_hcl (n, "Green-Yellow" ))library (gdalcubes)raster_cube (col, v, mask = S2.mask) %>% select_bands (c ("B04" , "B08" )) %>% apply_pixel ("(B08-B04)/(B08+B04)" , "NDVI" ) %>% :: animate (col = ndvi.col, zlim= c (- 0.2 ,1 ), key.pos = 1 , save_as = "anim.gif" , fps = 4 )
[1] "/Users/ty/Documents/Github/hackathon2023_datacube/docs/code_for_building_cube/anim.gif"
<- Sys.time ()difftime (b, a)
Time difference of 8.165696 mins
stars_proxy object with 1 attribute in 1 file(s):
$NDVI
[1] "[...]/file6eb61703260e.nc:NDVI"
dimension(s):
from to offset delta refsys point
x 1 185484 -3178879 100 WGS 84 / UTM zone 20S NA
y 1 185375 15434400 -100 WGS 84 / UTM zone 20S NA
time 1 1 NA NA POSIXct FALSE
values x/y
x NULL [x]
y NULL [y]
time [2021-05-01,2021-06-01)
# Record start time <- Sys.time ()|> raster_cube (v) |> select_bands (c ("B04" ,"B05" )) |> apply_pixel (c ("(B05-B04)/(B05+B04)" ), names= "NDVI" ) |> :: st_as_stars () -> y<- Sys.time ()difftime (b, a)
Time difference of 3.621777 secs
stars object with 3 dimensions and 1 attribute
attribute(s), summary of first 1e+05 cells:
Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
NDVI NA NA NA NaN NA NA 1e+05
dimension(s):
from to offset delta refsys point
x 1 642 -105.7 0.001 WGS 84 NA
y 1 350 40.26 -0.001 WGS 84 NA
time 1 36 NA NA POSIXct FALSE
values x/y
x NULL [x]
y NULL [y]
time [2020-01-01,2020-02-01),...,[2022-12-01,2023-01-01)
<- s %>% stac_search (collections = "sentinel-s2-l2a-cogs" ,bbox = c (- 105.694362 , 39.912886 , - 105.052774 , 40.262785 ),datetime = "2020-05-01/2020-06-30" ) %>% post_request () <- s %>% stac_search (collections = "sentinel-s2-l2a-cogs" ,bbox = c (- 105.694362 , 39.912886 , - 105.052774 , 40.262785 ),datetime = "2021-05-01/2021-06-30" ) %>% post_request () = stac_image_collection (items_2020$ features, asset_names = assets)= stac_image_collection (items_2021$ features, asset_names = assets)= cube_view (srs = "EPSG:32720" , extent = list (t0 = "2020-05-01" , t1 = "2020-06-30" ,left = bbox_32720_boulder["xmin" ], right = bbox_32720_boulder["xmax" ], top = bbox_32720_boulder["ymax" ], bottom = bbox_32720_boulder["ymin" ]),dx = 100 , dy = 100 , dt = "P1D" , aggregation = "median" , resampling = "bilinear" )= cube_view (v_2020, extent = list (t0 = "2021-05-01" , t1 = "2021-06-30" ))<- function (col, v) {raster_cube (col, v) %>% select_bands (c ("B04" , "B08" )) %>% apply_pixel (c ("(B08-B04)/(B08+B04)" ), names= "NDVI" ) %>% reduce_time ("max(NDVI)" )suppressPackageStartupMessages (library (stars))max_ndvi_mosaic (col_2020, v_2020) -> maxndvi_2020max_ndvi_mosaic (col_2021, v_2021) -> maxndvi_2021= maxndvi_2021 - maxndvi_2020> - 0.15 ] = NA names (difference) <- "Difference of max NDVI (2020 - 2019)"
<- glue ("/vsizip/vsicurl/https://data.hydrosheds.org/file/hydrosheds-associated/gloric/GloRiC_v10_shapefile.zip/GloRiC_v10_shapefile/GloRiC_v10.shp" ) %>% st_read () %>% st_as_sf (coords = c ("lon" ,"lat" ))
#st_read("/Users/ty/Downloads/GloRiC_v10_geodatabase/GloRiC_v10.gdb") <- glue ("/vsizip/vsicurl/https://data.hydrosheds.org/file/hydrosheds-associated/gloric/GloRiC_v10_geodatabase.zip/GloRiC_v10_geodatabase/GloRiC_v10.gdb" ) %>% st_read () %>% st_as_sf (coords = c ("lon" ,"lat" ))
/Users/ty/Downloads/GloRiC_v10_geodatabase/GloRiC_v10.gdb
https://data.hydrosheds.org/file/hydrosheds-associated/gloric/GloRiC_v10_geodatabase.zip
Just as Adams’ photographs are more than mere records of a landscape, but rather a confluence of his vision, technique, and the scene’s natural beauty, so too is the data cube more than the sum of its parts. It is the artful synthesis of information, crafted and composed with the skill and intent of an artist, producing not just a tool for analysis but a harmonized, data-driven portrait of the world it represents. The builder of the data cube is, indeed, an artist, and the data cube their masterpiece, revealing not just data, but a story, a perspective, a landscape sewn from the raw material of cloud-sourced information.
