This is a research compendium for work in progress comparing trends in above-ground biomass in Arizona from different data products. This is a collaboration between CCT-Data Science and the David Moore lab at University of Arizona.
The raw data are not contained in this repo and will need to be added
after you clone it. Create a data/ folder and move the following
folders from the “snow” server to it: Chopping, ESA_CCI, Liu, LT_GNN,
and Xu. Alternatively, you may be able to run this in a way that
directly access files on snow if it is mounted—in _targets.R, change
root <- "data/" to point to the equivalent folder on the mounted
volume, e.g. root <- "/Volumes/moore/"
This project uses
renv for package
management. When opening this repo as an RStudio Project for the first
time, renv should automatically install itself and prompt you to run
renv::restore() to install all package dependencies.
This project uses the targets
package for workflow management.
Run targets::tar_make() from the console to run the workflow and
reproduce all results. The graph below shows the workflow:
graph LR
style Legend fill:#FFFFFF00,stroke:#000000;
style Graph fill:#FFFFFF00,stroke:#000000;
subgraph Legend
direction LR
xf1522833a4d242c5([""Up to date""]):::uptodate --- x2db1ec7a48f65a9b([""Outdated""]):::outdated
x2db1ec7a48f65a9b([""Outdated""]):::outdated --- xb6630624a7b3aa0f([""Dispatched""]):::dispatched
xb6630624a7b3aa0f([""Dispatched""]):::dispatched --- xd03d7c7dd2ddda2b([""Stem""]):::none
xd03d7c7dd2ddda2b([""Stem""]):::none --- x6f7e04ea3427f824[""Pattern""]:::none
end
subgraph Graph
direction LR
x362c73969e11896c(["avg_menlove"]):::outdated --> x50cf0456ded10704(["summary_avg_menlove_grazing<br>avg_menlove grazing"]):::outdated
xf59a011d97d6f12a(["grazing"]):::uptodate --> x50cf0456ded10704(["summary_avg_menlove_grazing<br>avg_menlove grazing"]):::outdated
xe0e11eeaeac92a26(["avg_esa"]):::outdated --> xd92f0eed94cf722d(["summary_avg_esa_az<br>avg_esa az"]):::outdated
xd175b91b13bd123d(["az"]):::uptodate --> xd92f0eed94cf722d(["summary_avg_esa_az<br>avg_esa az"]):::outdated
xd175b91b13bd123d(["az"]):::uptodate --> xe09b277f2cce7c36(["avg_gedi"]):::outdated
xa21cf5d839044be8(["file_gedi"]):::dispatched --> xe09b277f2cce7c36(["avg_gedi"]):::outdated
xbc0c37938a8a7f23(["forest"]):::uptodate --> x3a8636093f779dbf(["summary_slope_xu_forest<br>slope_xu forest"]):::outdated
xd0a9a1247a9acf3a(["slope_xu"]):::outdated --> x3a8636093f779dbf(["summary_slope_xu_forest<br>slope_xu forest"]):::outdated
xbc19a0d6018eaa1c(["agb_liu"]):::outdated --> xd37fc9b64825c560(["avg_liu"]):::outdated
x2845c5058e9f8aef(["avg_chopping"]):::outdated --> x65b08f2d0ef68803(["map_avg_chopping<br>avg_chopping"]):::outdated
xd175b91b13bd123d(["az"]):::uptodate --> x65b08f2d0ef68803(["map_avg_chopping<br>avg_chopping"]):::outdated
xe0e11eeaeac92a26(["avg_esa"]):::outdated --> x5c18e043d82c4e72(["summary_avg_esa_forest<br>avg_esa forest"]):::outdated
xbc0c37938a8a7f23(["forest"]):::uptodate --> x5c18e043d82c4e72(["summary_avg_esa_forest<br>avg_esa forest"]):::outdated
xbc0c37938a8a7f23(["forest"]):::uptodate --> x43f3e06ae2970aaa(["summary_slope_chopping_forest<br>slope_chopping forest"]):::outdated
xe119d220d3903100(["slope_chopping<br>recombine tiles"]):::outdated --> x43f3e06ae2970aaa(["summary_slope_chopping_forest<br>slope_chopping forest"]):::outdated
xf59a011d97d6f12a(["grazing"]):::uptodate --> xf452a31c3dfb82fd(["summary_slope_ltgnn_grazing<br>slope_ltgnn grazing"]):::outdated
x92d8eb7a1c6e0d45(["slope_ltgnn<br>recombine tiles"]):::outdated --> xf452a31c3dfb82fd(["summary_slope_ltgnn_grazing<br>slope_ltgnn grazing"]):::outdated
xd175b91b13bd123d(["az"]):::uptodate --> xdb1b350d3e25ae99(["summary_slope_chopping_az<br>slope_chopping az"]):::outdated
xe119d220d3903100(["slope_chopping<br>recombine tiles"]):::outdated --> xdb1b350d3e25ae99(["summary_slope_chopping_az<br>slope_chopping az"]):::outdated
x77cbe3d593cb2d43(["agb_chopping"]):::outdated --> x9ab15d934f656154(["summary_agb_chopping_az<br>agb_chopping az"]):::outdated
xd175b91b13bd123d(["az"]):::uptodate --> x9ab15d934f656154(["summary_agb_chopping_az<br>agb_chopping az"]):::outdated
x2173e4c903ac22de(["agb_ltgnn"]):::outdated --> x813b2d9782d4739d(["summary_agb_ltgnn_az<br>agb_ltgnn az"]):::outdated
xd175b91b13bd123d(["az"]):::uptodate --> x813b2d9782d4739d(["summary_agb_ltgnn_az<br>agb_ltgnn az"]):::outdated
xf59a011d97d6f12a(["grazing"]):::uptodate --> xba5dd31799fd36d8(["summary_slope_esa_grazing<br>slope_esa grazing"]):::outdated
x7e6fa45e50ec29d0(["slope_esa<br>recombine tiles"]):::outdated --> xba5dd31799fd36d8(["summary_slope_esa_grazing<br>slope_esa grazing"]):::outdated
x362c73969e11896c(["avg_menlove"]):::outdated --> x0dc909fa551e2f7c(["summary_avg_menlove_forest<br>avg_menlove forest"]):::outdated
xbc0c37938a8a7f23(["forest"]):::uptodate --> x0dc909fa551e2f7c(["summary_avg_menlove_forest<br>avg_menlove forest"]):::outdated
xd175b91b13bd123d(["az"]):::uptodate --> x2173e4c903ac22de(["agb_ltgnn"]):::outdated
x0f295d6ee27609ef(["dir_ltgnn"]):::dispatched --> x2173e4c903ac22de(["agb_ltgnn"]):::outdated
xe09b277f2cce7c36(["avg_gedi"]):::outdated --> x0bab3afdedaf0eca(["summary_avg_gedi_pima<br>avg_gedi pima"]):::outdated
xc7806e6395dc77f0(["pima"]):::uptodate --> x0bab3afdedaf0eca(["summary_avg_gedi_pima<br>avg_gedi pima"]):::outdated
xd37fc9b64825c560(["avg_liu"]):::outdated --> xfc8ca7bd7dcc72e8(["summary_avg_liu_az<br>avg_liu az"]):::outdated
xd175b91b13bd123d(["az"]):::uptodate --> xfc8ca7bd7dcc72e8(["summary_avg_liu_az<br>avg_liu az"]):::outdated
x77cbe3d593cb2d43(["agb_chopping"]):::outdated --> xb58c02e87241a3fd(["summary_agb_chopping_pima<br>agb_chopping pima"]):::outdated
xc7806e6395dc77f0(["pima"]):::uptodate --> xb58c02e87241a3fd(["summary_agb_chopping_pima<br>agb_chopping pima"]):::outdated
xd175b91b13bd123d(["az"]):::uptodate --> x4afa489f093f813d(["summary_slope_esa_az<br>slope_esa az"]):::outdated
x7e6fa45e50ec29d0(["slope_esa<br>recombine tiles"]):::outdated --> x4afa489f093f813d(["summary_slope_esa_az<br>slope_esa az"]):::outdated
xe09b277f2cce7c36(["avg_gedi"]):::outdated --> x512de232c4c08abf(["map_avg_gedi<br>avg_gedi"]):::outdated
xd175b91b13bd123d(["az"]):::uptodate --> x512de232c4c08abf(["map_avg_gedi<br>avg_gedi"]):::outdated
x2845c5058e9f8aef(["avg_chopping"]):::outdated --> xe42054a0b9f880cc(["summary_avg_chopping_az<br>avg_chopping az"]):::outdated
xd175b91b13bd123d(["az"]):::uptodate --> xe42054a0b9f880cc(["summary_avg_chopping_az<br>avg_chopping az"]):::outdated
xa8922e00bbeb0d22(["summary_avg"]):::outdated --> x5e3fa6533b348023(["summary_avg_csv"]):::outdated
xe119d220d3903100(["slope_chopping<br>recombine tiles"]):::outdated --> x233993926a893e13(["summary_slope_chopping_wilderness<br>slope_chopping wilderness"]):::outdated
x1e70594f4ceaaf92(["wilderness"]):::uptodate --> x233993926a893e13(["summary_slope_chopping_wilderness<br>slope_chopping wilderness"]):::outdated
xce7164452e083ea7(["avg_ltgnn"]):::outdated --> x80e77ccd4a49d1e6(["summary_avg_ltgnn_az<br>avg_ltgnn az"]):::outdated
xd175b91b13bd123d(["az"]):::uptodate --> x80e77ccd4a49d1e6(["summary_avg_ltgnn_az<br>avg_ltgnn az"]):::outdated
xd175b91b13bd123d(["az"]):::uptodate --> xaf6d6b4b557c99d9(["agb_xu"]):::outdated
xd7c413f770bf7058(["file_xu"]):::outdated --> xaf6d6b4b557c99d9(["agb_xu"]):::outdated
x2173e4c903ac22de(["agb_ltgnn"]):::outdated --> xce7164452e083ea7(["avg_ltgnn"]):::outdated
xe0e11eeaeac92a26(["avg_esa"]):::outdated --> xe711da9780a303cb(["map_avg_esa<br>avg_esa"]):::outdated
xd175b91b13bd123d(["az"]):::uptodate --> xe711da9780a303cb(["map_avg_esa<br>avg_esa"]):::outdated
xff5e2469295493cf(["agb_esa"]):::outdated --> x41cc2ed88a4a4959(["summary_agb_esa_az<br>agb_esa az"]):::outdated
xd175b91b13bd123d(["az"]):::uptodate --> x41cc2ed88a4a4959(["summary_agb_esa_az<br>agb_esa az"]):::outdated
xe6a12927573470a4["tiles_slope_esa"]:::outdated --> x7e6fa45e50ec29d0(["slope_esa<br>recombine tiles"]):::outdated
xd37fc9b64825c560(["avg_liu"]):::outdated --> x521430bdf8700e8c(["summary_avg_liu_grazing<br>avg_liu grazing"]):::outdated
xf59a011d97d6f12a(["grazing"]):::uptodate --> x521430bdf8700e8c(["summary_avg_liu_grazing<br>avg_liu grazing"]):::outdated
x2173e4c903ac22de(["agb_ltgnn"]):::outdated --> xaae2459862dab5f1(["summary_agb_ltgnn_wilderness<br>agb_ltgnn wilderness"]):::outdated
x1e70594f4ceaaf92(["wilderness"]):::uptodate --> xaae2459862dab5f1(["summary_agb_ltgnn_wilderness<br>agb_ltgnn wilderness"]):::outdated
xe0e11eeaeac92a26(["avg_esa"]):::outdated --> xd260d238f730e290(["summary_avg_esa_wilderness<br>avg_esa wilderness"]):::outdated
x1e70594f4ceaaf92(["wilderness"]):::uptodate --> xd260d238f730e290(["summary_avg_esa_wilderness<br>avg_esa wilderness"]):::outdated
xd175b91b13bd123d(["az"]):::uptodate --> xbc0c37938a8a7f23(["forest"]):::uptodate
x85a88a617aba43db(["file_forest"]):::uptodate --> xbc0c37938a8a7f23(["forest"]):::uptodate
x77cbe3d593cb2d43(["agb_chopping"]):::outdated --> xd4df5df11594a110(["summary_agb_chopping_grazing<br>agb_chopping grazing"]):::outdated
xf59a011d97d6f12a(["grazing"]):::uptodate --> xd4df5df11594a110(["summary_agb_chopping_grazing<br>agb_chopping grazing"]):::outdated
xff5e2469295493cf(["agb_esa"]):::outdated --> x8e8e19dd383ef894(["summary_agb_esa_grazing<br>agb_esa grazing"]):::outdated
xf59a011d97d6f12a(["grazing"]):::uptodate --> x8e8e19dd383ef894(["summary_agb_esa_grazing<br>agb_esa grazing"]):::outdated
xdb1b350d3e25ae99(["summary_slope_chopping_az<br>slope_chopping az"]):::outdated --> x1c41c311396266df(["summary_slope"]):::outdated
x43f3e06ae2970aaa(["summary_slope_chopping_forest<br>slope_chopping forest"]):::outdated --> x1c41c311396266df(["summary_slope"]):::outdated
xf13fbf6f44cbb493(["summary_slope_chopping_grazing<br>slope_chopping grazing"]):::outdated --> x1c41c311396266df(["summary_slope"]):::outdated
x63ddbeccd0d557ce(["summary_slope_chopping_pima<br>slope_chopping pima"]):::outdated --> x1c41c311396266df(["summary_slope"]):::outdated
x233993926a893e13(["summary_slope_chopping_wilderness<br>slope_chopping wilderness"]):::outdated --> x1c41c311396266df(["summary_slope"]):::outdated
x4afa489f093f813d(["summary_slope_esa_az<br>slope_esa az"]):::outdated --> x1c41c311396266df(["summary_slope"]):::outdated
xb6a9e0cd928f2675(["summary_slope_esa_forest<br>slope_esa forest"]):::outdated --> x1c41c311396266df(["summary_slope"]):::outdated
xba5dd31799fd36d8(["summary_slope_esa_grazing<br>slope_esa grazing"]):::outdated --> x1c41c311396266df(["summary_slope"]):::outdated
x51b3777c9b968240(["summary_slope_esa_pima<br>slope_esa pima"]):::outdated --> x1c41c311396266df(["summary_slope"]):::outdated
xea771a04c84d81ce(["summary_slope_esa_wilderness<br>slope_esa wilderness"]):::outdated --> x1c41c311396266df(["summary_slope"]):::outdated
x23d2dddb8b4d468d(["summary_slope_liu_az<br>slope_liu az"]):::outdated --> x1c41c311396266df(["summary_slope"]):::outdated
x43019e7527698ff0(["summary_slope_liu_forest<br>slope_liu forest"]):::outdated --> x1c41c311396266df(["summary_slope"]):::outdated
xfd5767961ec332dc(["summary_slope_liu_grazing<br>slope_liu grazing"]):::outdated --> x1c41c311396266df(["summary_slope"]):::outdated
x40d6f95217c56731(["summary_slope_liu_pima<br>slope_liu pima"]):::outdated --> x1c41c311396266df(["summary_slope"]):::outdated
xc273acc4788a090a(["summary_slope_liu_wilderness<br>slope_liu wilderness"]):::outdated --> x1c41c311396266df(["summary_slope"]):::outdated
x8d84a39ead4d60f2(["summary_slope_ltgnn_az<br>slope_ltgnn az"]):::outdated --> x1c41c311396266df(["summary_slope"]):::outdated
x152c6d581d1495fb(["summary_slope_ltgnn_forest<br>slope_ltgnn forest"]):::outdated --> x1c41c311396266df(["summary_slope"]):::outdated
xf452a31c3dfb82fd(["summary_slope_ltgnn_grazing<br>slope_ltgnn grazing"]):::outdated --> x1c41c311396266df(["summary_slope"]):::outdated
x584108227a8877b2(["summary_slope_ltgnn_pima<br>slope_ltgnn pima"]):::outdated --> x1c41c311396266df(["summary_slope"]):::outdated
xcc67952bbe5e9006(["summary_slope_ltgnn_wilderness<br>slope_ltgnn wilderness"]):::outdated --> x1c41c311396266df(["summary_slope"]):::outdated
xb372d528e437a0b6(["summary_slope_xu_az<br>slope_xu az"]):::outdated --> x1c41c311396266df(["summary_slope"]):::outdated
x3a8636093f779dbf(["summary_slope_xu_forest<br>slope_xu forest"]):::outdated --> x1c41c311396266df(["summary_slope"]):::outdated
x4da065287d8173ab(["summary_slope_xu_grazing<br>slope_xu grazing"]):::outdated --> x1c41c311396266df(["summary_slope"]):::outdated
x28f558d535ac8cf2(["summary_slope_xu_pima<br>slope_xu pima"]):::outdated --> x1c41c311396266df(["summary_slope"]):::outdated
x8329fce609b4ae09(["summary_slope_xu_wilderness<br>slope_xu wilderness"]):::outdated --> x1c41c311396266df(["summary_slope"]):::outdated
xe4f00e0ffdff9ac9["tiles_agb_chopping"]:::outdated --> x581136bf2fbd250d["tiles_slope_chopping"]:::outdated
xaf6d6b4b557c99d9(["agb_xu"]):::outdated --> x12a08ae91d7b3a08(["summary_agb_xu_forest<br>agb_xu forest"]):::outdated
xbc0c37938a8a7f23(["forest"]):::uptodate --> x12a08ae91d7b3a08(["summary_agb_xu_forest<br>agb_xu forest"]):::outdated
xce7164452e083ea7(["avg_ltgnn"]):::outdated --> xa9dc84fe18bed8cb(["summary_avg_ltgnn_pima<br>avg_ltgnn pima"]):::outdated
xc7806e6395dc77f0(["pima"]):::uptodate --> xa9dc84fe18bed8cb(["summary_avg_ltgnn_pima<br>avg_ltgnn pima"]):::outdated
xd175b91b13bd123d(["az"]):::uptodate --> x23d2dddb8b4d468d(["summary_slope_liu_az<br>slope_liu az"]):::outdated
x2f277a2639a2f721(["slope_liu"]):::outdated --> x23d2dddb8b4d468d(["summary_slope_liu_az<br>slope_liu az"]):::outdated
xbc0c37938a8a7f23(["forest"]):::uptodate --> x152c6d581d1495fb(["summary_slope_ltgnn_forest<br>slope_ltgnn forest"]):::outdated
x92d8eb7a1c6e0d45(["slope_ltgnn<br>recombine tiles"]):::outdated --> x152c6d581d1495fb(["summary_slope_ltgnn_forest<br>slope_ltgnn forest"]):::outdated
xff5e2469295493cf(["agb_esa"]):::outdated --> xf35ce321bdfd9069(["summary_agb_esa_pima<br>agb_esa pima"]):::outdated
xc7806e6395dc77f0(["pima"]):::uptodate --> xf35ce321bdfd9069(["summary_agb_esa_pima<br>agb_esa pima"]):::outdated
xab765c69ea0afd8b(["avg_xu"]):::outdated --> x739c949301a78b29(["summary_avg_xu_forest<br>avg_xu forest"]):::outdated
xbc0c37938a8a7f23(["forest"]):::uptodate --> x739c949301a78b29(["summary_avg_xu_forest<br>avg_xu forest"]):::outdated
xf7e62795e93b1826["tiles_agb_ltgnn"]:::outdated --> x93c715afead0a10c["tiles_slope_ltgnn"]:::outdated
xf59a011d97d6f12a(["grazing"]):::uptodate --> xf13fbf6f44cbb493(["summary_slope_chopping_grazing<br>slope_chopping grazing"]):::outdated
xe119d220d3903100(["slope_chopping<br>recombine tiles"]):::outdated --> xf13fbf6f44cbb493(["summary_slope_chopping_grazing<br>slope_chopping grazing"]):::outdated
x2173e4c903ac22de(["agb_ltgnn"]):::outdated --> xa2b9a2a0e58773ca(["summary_agb_ltgnn_grazing<br>agb_ltgnn grazing"]):::outdated
xf59a011d97d6f12a(["grazing"]):::uptodate --> xa2b9a2a0e58773ca(["summary_agb_ltgnn_grazing<br>agb_ltgnn grazing"]):::outdated
x362c73969e11896c(["avg_menlove"]):::outdated --> xb54108dfd45247a8(["summary_avg_menlove_pima<br>avg_menlove pima"]):::outdated
xc7806e6395dc77f0(["pima"]):::uptodate --> xb54108dfd45247a8(["summary_avg_menlove_pima<br>avg_menlove pima"]):::outdated
xd37fc9b64825c560(["avg_liu"]):::outdated --> x5be4a13ebfcd282e(["map_avg_liu<br>avg_liu"]):::outdated
xd175b91b13bd123d(["az"]):::uptodate --> x5be4a13ebfcd282e(["map_avg_liu<br>avg_liu"]):::outdated
xbc19a0d6018eaa1c(["agb_liu"]):::outdated --> x58112906d882e0ac(["summary_agb_liu_grazing<br>agb_liu grazing"]):::outdated
xf59a011d97d6f12a(["grazing"]):::uptodate --> x58112906d882e0ac(["summary_agb_liu_grazing<br>agb_liu grazing"]):::outdated
xbc19a0d6018eaa1c(["agb_liu"]):::outdated --> x6ae84e09c72ffab7(["summary_agb_liu_az<br>agb_liu az"]):::outdated
xd175b91b13bd123d(["az"]):::uptodate --> x6ae84e09c72ffab7(["summary_agb_liu_az<br>agb_liu az"]):::outdated
x82da0520708aba1e(["dir_pima"]):::uptodate --> xc7806e6395dc77f0(["pima"]):::uptodate
xd37fc9b64825c560(["avg_liu"]):::outdated --> x947c22e2543131f6(["summary_avg_liu_wilderness<br>avg_liu wilderness"]):::outdated
x1e70594f4ceaaf92(["wilderness"]):::uptodate --> x947c22e2543131f6(["summary_avg_liu_wilderness<br>avg_liu wilderness"]):::outdated
xe09b277f2cce7c36(["avg_gedi"]):::outdated --> x6016eef1dfbb2190(["summary_avg_gedi_forest<br>avg_gedi forest"]):::outdated
xbc0c37938a8a7f23(["forest"]):::uptodate --> x6016eef1dfbb2190(["summary_avg_gedi_forest<br>avg_gedi forest"]):::outdated
x2173e4c903ac22de(["agb_ltgnn"]):::outdated --> xa453d5fba81aa0a1(["summary_agb_ltgnn_pima<br>agb_ltgnn pima"]):::outdated
xc7806e6395dc77f0(["pima"]):::uptodate --> xa453d5fba81aa0a1(["summary_agb_ltgnn_pima<br>agb_ltgnn pima"]):::outdated
x77cbe3d593cb2d43(["agb_chopping"]):::outdated --> xe4f00e0ffdff9ac9["tiles_agb_chopping"]:::outdated
xa4e4ad6dff7fba44(["tiles_agb_chopping_exts"]):::outdated --> xe4f00e0ffdff9ac9["tiles_agb_chopping"]:::outdated
xe42054a0b9f880cc(["summary_avg_chopping_az<br>avg_chopping az"]):::outdated --> xa8922e00bbeb0d22(["summary_avg"]):::outdated
x6ed505d5d5b3b6d9(["summary_avg_chopping_forest<br>avg_chopping forest"]):::outdated --> xa8922e00bbeb0d22(["summary_avg"]):::outdated
x6745d86a7cabf031(["summary_avg_chopping_grazing<br>avg_chopping grazing"]):::outdated --> xa8922e00bbeb0d22(["summary_avg"]):::outdated
x1fff5af5ac13d38c(["summary_avg_chopping_pima<br>avg_chopping pima"]):::outdated --> xa8922e00bbeb0d22(["summary_avg"]):::outdated
x176ce95398af7666(["summary_avg_chopping_wilderness<br>avg_chopping wilderness"]):::outdated --> xa8922e00bbeb0d22(["summary_avg"]):::outdated
xd92f0eed94cf722d(["summary_avg_esa_az<br>avg_esa az"]):::outdated --> xa8922e00bbeb0d22(["summary_avg"]):::outdated
x5c18e043d82c4e72(["summary_avg_esa_forest<br>avg_esa forest"]):::outdated --> xa8922e00bbeb0d22(["summary_avg"]):::outdated
xf48ae011e191afa2(["summary_avg_esa_grazing<br>avg_esa grazing"]):::outdated --> xa8922e00bbeb0d22(["summary_avg"]):::outdated
x547c5b30e0e61dd9(["summary_avg_esa_pima<br>avg_esa pima"]):::outdated --> xa8922e00bbeb0d22(["summary_avg"]):::outdated
xd260d238f730e290(["summary_avg_esa_wilderness<br>avg_esa wilderness"]):::outdated --> xa8922e00bbeb0d22(["summary_avg"]):::outdated
x26cd8f2f25ab8591(["summary_avg_gedi_az<br>avg_gedi az"]):::outdated --> xa8922e00bbeb0d22(["summary_avg"]):::outdated
x6016eef1dfbb2190(["summary_avg_gedi_forest<br>avg_gedi forest"]):::outdated --> xa8922e00bbeb0d22(["summary_avg"]):::outdated
x2f0fbf3ab8c5aa0e(["summary_avg_gedi_grazing<br>avg_gedi grazing"]):::outdated --> xa8922e00bbeb0d22(["summary_avg"]):::outdated
x0bab3afdedaf0eca(["summary_avg_gedi_pima<br>avg_gedi pima"]):::outdated --> xa8922e00bbeb0d22(["summary_avg"]):::outdated
xf146ed3a9957b8ff(["summary_avg_gedi_wilderness<br>avg_gedi wilderness"]):::outdated --> xa8922e00bbeb0d22(["summary_avg"]):::outdated
xfc8ca7bd7dcc72e8(["summary_avg_liu_az<br>avg_liu az"]):::outdated --> xa8922e00bbeb0d22(["summary_avg"]):::outdated
x87db7fb0eeceb7b6(["summary_avg_liu_forest<br>avg_liu forest"]):::outdated --> xa8922e00bbeb0d22(["summary_avg"]):::outdated
x521430bdf8700e8c(["summary_avg_liu_grazing<br>avg_liu grazing"]):::outdated --> xa8922e00bbeb0d22(["summary_avg"]):::outdated
x46b14b74e3ee43b1(["summary_avg_liu_pima<br>avg_liu pima"]):::outdated --> xa8922e00bbeb0d22(["summary_avg"]):::outdated
x947c22e2543131f6(["summary_avg_liu_wilderness<br>avg_liu wilderness"]):::outdated --> xa8922e00bbeb0d22(["summary_avg"]):::outdated
x80e77ccd4a49d1e6(["summary_avg_ltgnn_az<br>avg_ltgnn az"]):::outdated --> xa8922e00bbeb0d22(["summary_avg"]):::outdated
xa4db64cf18ef79c4(["summary_avg_ltgnn_forest<br>avg_ltgnn forest"]):::outdated --> xa8922e00bbeb0d22(["summary_avg"]):::outdated
xbb03acdda0302bbf(["summary_avg_ltgnn_grazing<br>avg_ltgnn grazing"]):::outdated --> xa8922e00bbeb0d22(["summary_avg"]):::outdated
xa9dc84fe18bed8cb(["summary_avg_ltgnn_pima<br>avg_ltgnn pima"]):::outdated --> xa8922e00bbeb0d22(["summary_avg"]):::outdated
x2c23b61edddf4c1b(["summary_avg_ltgnn_wilderness<br>avg_ltgnn wilderness"]):::outdated --> xa8922e00bbeb0d22(["summary_avg"]):::outdated
x4d93207ec1c13dd9(["summary_avg_menlove_az<br>avg_menlove az"]):::outdated --> xa8922e00bbeb0d22(["summary_avg"]):::outdated
x0dc909fa551e2f7c(["summary_avg_menlove_forest<br>avg_menlove forest"]):::outdated --> xa8922e00bbeb0d22(["summary_avg"]):::outdated
x50cf0456ded10704(["summary_avg_menlove_grazing<br>avg_menlove grazing"]):::outdated --> xa8922e00bbeb0d22(["summary_avg"]):::outdated
xb54108dfd45247a8(["summary_avg_menlove_pima<br>avg_menlove pima"]):::outdated --> xa8922e00bbeb0d22(["summary_avg"]):::outdated
x8279a1b14ecded4d(["summary_avg_menlove_wilderness<br>avg_menlove wilderness"]):::outdated --> xa8922e00bbeb0d22(["summary_avg"]):::outdated
xdaa0bd159fbd90b9(["summary_avg_xu_az<br>avg_xu az"]):::outdated --> xa8922e00bbeb0d22(["summary_avg"]):::outdated
x739c949301a78b29(["summary_avg_xu_forest<br>avg_xu forest"]):::outdated --> xa8922e00bbeb0d22(["summary_avg"]):::outdated
xf2210586c7376cbe(["summary_avg_xu_grazing<br>avg_xu grazing"]):::outdated --> xa8922e00bbeb0d22(["summary_avg"]):::outdated
x4b5420324ea606be(["summary_avg_xu_pima<br>avg_xu pima"]):::outdated --> xa8922e00bbeb0d22(["summary_avg"]):::outdated
x4526a18020fe5aec(["summary_avg_xu_wilderness<br>avg_xu wilderness"]):::outdated --> xa8922e00bbeb0d22(["summary_avg"]):::outdated
xab765c69ea0afd8b(["avg_xu"]):::outdated --> xf2210586c7376cbe(["summary_avg_xu_grazing<br>avg_xu grazing"]):::outdated
xf59a011d97d6f12a(["grazing"]):::uptodate --> xf2210586c7376cbe(["summary_avg_xu_grazing<br>avg_xu grazing"]):::outdated
x362c73969e11896c(["avg_menlove"]):::outdated --> x8279a1b14ecded4d(["summary_avg_menlove_wilderness<br>avg_menlove wilderness"]):::outdated
x1e70594f4ceaaf92(["wilderness"]):::uptodate --> x8279a1b14ecded4d(["summary_avg_menlove_wilderness<br>avg_menlove wilderness"]):::outdated
x6cc03a032cc82abc(["file_az"]):::uptodate --> xd175b91b13bd123d(["az"]):::uptodate
xce7164452e083ea7(["avg_ltgnn"]):::outdated --> xbb03acdda0302bbf(["summary_avg_ltgnn_grazing<br>avg_ltgnn grazing"]):::outdated
xf59a011d97d6f12a(["grazing"]):::uptodate --> xbb03acdda0302bbf(["summary_avg_ltgnn_grazing<br>avg_ltgnn grazing"]):::outdated
xbc0c37938a8a7f23(["forest"]):::uptodate --> xb6a9e0cd928f2675(["summary_slope_esa_forest<br>slope_esa forest"]):::outdated
x7e6fa45e50ec29d0(["slope_esa<br>recombine tiles"]):::outdated --> xb6a9e0cd928f2675(["summary_slope_esa_forest<br>slope_esa forest"]):::outdated
xce7164452e083ea7(["avg_ltgnn"]):::outdated --> x2c23b61edddf4c1b(["summary_avg_ltgnn_wilderness<br>avg_ltgnn wilderness"]):::outdated
x1e70594f4ceaaf92(["wilderness"]):::uptodate --> x2c23b61edddf4c1b(["summary_avg_ltgnn_wilderness<br>avg_ltgnn wilderness"]):::outdated
xab765c69ea0afd8b(["avg_xu"]):::outdated --> xdaa0bd159fbd90b9(["summary_avg_xu_az<br>avg_xu az"]):::outdated
xd175b91b13bd123d(["az"]):::uptodate --> xdaa0bd159fbd90b9(["summary_avg_xu_az<br>avg_xu az"]):::outdated
xab765c69ea0afd8b(["avg_xu"]):::outdated --> x48f5a86c2ddca733(["map_avg_xu<br>avg_xu"]):::outdated
xd175b91b13bd123d(["az"]):::uptodate --> x48f5a86c2ddca733(["map_avg_xu<br>avg_xu"]):::outdated
xe09b277f2cce7c36(["avg_gedi"]):::outdated --> x2f0fbf3ab8c5aa0e(["summary_avg_gedi_grazing<br>avg_gedi grazing"]):::outdated
xf59a011d97d6f12a(["grazing"]):::uptodate --> x2f0fbf3ab8c5aa0e(["summary_avg_gedi_grazing<br>avg_gedi grazing"]):::outdated
x77cbe3d593cb2d43(["agb_chopping"]):::outdated --> xf2e4ec3dfa0e7f01(["summary_agb_chopping_forest<br>agb_chopping forest"]):::outdated
xbc0c37938a8a7f23(["forest"]):::uptodate --> xf2e4ec3dfa0e7f01(["summary_agb_chopping_forest<br>agb_chopping forest"]):::outdated
xff5e2469295493cf(["agb_esa"]):::outdated --> x20d1ac09aae31387(["tiles_agb_esa_exts"]):::outdated
xab765c69ea0afd8b(["avg_xu"]):::outdated --> x4b5420324ea606be(["summary_avg_xu_pima<br>avg_xu pima"]):::outdated
xc7806e6395dc77f0(["pima"]):::uptodate --> x4b5420324ea606be(["summary_avg_xu_pima<br>avg_xu pima"]):::outdated
xd37fc9b64825c560(["avg_liu"]):::outdated --> x46b14b74e3ee43b1(["summary_avg_liu_pima<br>avg_liu pima"]):::outdated
xc7806e6395dc77f0(["pima"]):::uptodate --> x46b14b74e3ee43b1(["summary_avg_liu_pima<br>avg_liu pima"]):::outdated
x2173e4c903ac22de(["agb_ltgnn"]):::outdated --> xaa53c027d65e1306(["tiles_agb_ltgnn_exts"]):::outdated
xd175b91b13bd123d(["az"]):::uptodate --> x362c73969e11896c(["avg_menlove"]):::outdated
x5313d669c7ef4b5b(["file_menlove"]):::outdated --> x362c73969e11896c(["avg_menlove"]):::outdated
xaf6d6b4b557c99d9(["agb_xu"]):::outdated --> xab765c69ea0afd8b(["avg_xu"]):::outdated
xab765c69ea0afd8b(["avg_xu"]):::outdated --> x4526a18020fe5aec(["summary_avg_xu_wilderness<br>avg_xu wilderness"]):::outdated
x1e70594f4ceaaf92(["wilderness"]):::uptodate --> x4526a18020fe5aec(["summary_avg_xu_wilderness<br>avg_xu wilderness"]):::outdated
xd175b91b13bd123d(["az"]):::uptodate --> xf59a011d97d6f12a(["grazing"]):::uptodate
x612011bac0c2064c(["file_grazing"]):::uptodate --> xf59a011d97d6f12a(["grazing"]):::uptodate
xce7164452e083ea7(["avg_ltgnn"]):::outdated --> xa4db64cf18ef79c4(["summary_avg_ltgnn_forest<br>avg_ltgnn forest"]):::outdated
xbc0c37938a8a7f23(["forest"]):::uptodate --> xa4db64cf18ef79c4(["summary_avg_ltgnn_forest<br>avg_ltgnn forest"]):::outdated
xe0e11eeaeac92a26(["avg_esa"]):::outdated --> x547c5b30e0e61dd9(["summary_avg_esa_pima<br>avg_esa pima"]):::outdated
xc7806e6395dc77f0(["pima"]):::uptodate --> x547c5b30e0e61dd9(["summary_avg_esa_pima<br>avg_esa pima"]):::outdated
x362c73969e11896c(["avg_menlove"]):::outdated --> xe0788df647ee7d1b(["map_avg_menlove<br>avg_menlove"]):::outdated
xd175b91b13bd123d(["az"]):::uptodate --> xe0788df647ee7d1b(["map_avg_menlove<br>avg_menlove"]):::outdated
xc7806e6395dc77f0(["pima"]):::uptodate --> x51b3777c9b968240(["summary_slope_esa_pima<br>slope_esa pima"]):::outdated
x7e6fa45e50ec29d0(["slope_esa<br>recombine tiles"]):::outdated --> x51b3777c9b968240(["summary_slope_esa_pima<br>slope_esa pima"]):::outdated
x93c715afead0a10c["tiles_slope_ltgnn"]:::outdated --> x92d8eb7a1c6e0d45(["slope_ltgnn<br>recombine tiles"]):::outdated
xff5e2469295493cf(["agb_esa"]):::outdated --> x58dd2247fb268089(["summary_agb_esa_wilderness<br>agb_esa wilderness"]):::outdated
x1e70594f4ceaaf92(["wilderness"]):::uptodate --> x58dd2247fb268089(["summary_agb_esa_wilderness<br>agb_esa wilderness"]):::outdated
x77cbe3d593cb2d43(["agb_chopping"]):::outdated --> xa4e4ad6dff7fba44(["tiles_agb_chopping_exts"]):::outdated
xe09b277f2cce7c36(["avg_gedi"]):::outdated --> x26cd8f2f25ab8591(["summary_avg_gedi_az<br>avg_gedi az"]):::outdated
xd175b91b13bd123d(["az"]):::uptodate --> x26cd8f2f25ab8591(["summary_avg_gedi_az<br>avg_gedi az"]):::outdated
xd0a9a1247a9acf3a(["slope_xu"]):::outdated --> x8329fce609b4ae09(["summary_slope_xu_wilderness<br>slope_xu wilderness"]):::outdated
x1e70594f4ceaaf92(["wilderness"]):::uptodate --> x8329fce609b4ae09(["summary_slope_xu_wilderness<br>slope_xu wilderness"]):::outdated
x2173e4c903ac22de(["agb_ltgnn"]):::outdated --> xf7e62795e93b1826["tiles_agb_ltgnn"]:::outdated
xaa53c027d65e1306(["tiles_agb_ltgnn_exts"]):::outdated --> xf7e62795e93b1826["tiles_agb_ltgnn"]:::outdated
x2845c5058e9f8aef(["avg_chopping"]):::outdated --> x1fff5af5ac13d38c(["summary_avg_chopping_pima<br>avg_chopping pima"]):::outdated
xc7806e6395dc77f0(["pima"]):::uptodate --> x1fff5af5ac13d38c(["summary_avg_chopping_pima<br>avg_chopping pima"]):::outdated
xaf6d6b4b557c99d9(["agb_xu"]):::outdated --> x2267885cec56d4ae(["summary_agb_xu_grazing<br>agb_xu grazing"]):::outdated
xf59a011d97d6f12a(["grazing"]):::uptodate --> x2267885cec56d4ae(["summary_agb_xu_grazing<br>agb_xu grazing"]):::outdated
xd175b91b13bd123d(["az"]):::uptodate --> x71256fe0be643989(["plot_slope_xu<br>slope_xu"]):::outdated
xd0a9a1247a9acf3a(["slope_xu"]):::outdated --> x71256fe0be643989(["plot_slope_xu<br>slope_xu"]):::outdated
x92d8eb7a1c6e0d45(["slope_ltgnn<br>recombine tiles"]):::outdated --> xcc67952bbe5e9006(["summary_slope_ltgnn_wilderness<br>slope_ltgnn wilderness"]):::outdated
x1e70594f4ceaaf92(["wilderness"]):::uptodate --> xcc67952bbe5e9006(["summary_slope_ltgnn_wilderness<br>slope_ltgnn wilderness"]):::outdated
xaf6d6b4b557c99d9(["agb_xu"]):::outdated --> xd0a9a1247a9acf3a(["slope_xu"]):::outdated
xd175b91b13bd123d(["az"]):::uptodate --> xb372d528e437a0b6(["summary_slope_xu_az<br>slope_xu az"]):::outdated
xd0a9a1247a9acf3a(["slope_xu"]):::outdated --> xb372d528e437a0b6(["summary_slope_xu_az<br>slope_xu az"]):::outdated
x54bfa6a29dc559f0(["summary_slope_plot"]):::outdated --> x3aebfd756df36a1b(["summary_slope_plot_png"]):::outdated
xd175b91b13bd123d(["az"]):::uptodate --> xf701d65879a8f737(["plot_slope_liu<br>slope_liu"]):::outdated
x2f277a2639a2f721(["slope_liu"]):::outdated --> xf701d65879a8f737(["plot_slope_liu<br>slope_liu"]):::outdated
xc7806e6395dc77f0(["pima"]):::uptodate --> x63ddbeccd0d557ce(["summary_slope_chopping_pima<br>slope_chopping pima"]):::outdated
xe119d220d3903100(["slope_chopping<br>recombine tiles"]):::outdated --> x63ddbeccd0d557ce(["summary_slope_chopping_pima<br>slope_chopping pima"]):::outdated
x362c73969e11896c(["avg_menlove"]):::outdated --> x4d93207ec1c13dd9(["summary_avg_menlove_az<br>avg_menlove az"]):::outdated
xd175b91b13bd123d(["az"]):::uptodate --> x4d93207ec1c13dd9(["summary_avg_menlove_az<br>avg_menlove az"]):::outdated
xd175b91b13bd123d(["az"]):::uptodate --> x8d84a39ead4d60f2(["summary_slope_ltgnn_az<br>slope_ltgnn az"]):::outdated
x92d8eb7a1c6e0d45(["slope_ltgnn<br>recombine tiles"]):::outdated --> x8d84a39ead4d60f2(["summary_slope_ltgnn_az<br>slope_ltgnn az"]):::outdated
xbc19a0d6018eaa1c(["agb_liu"]):::outdated --> xa9ce1b2a787b22a8(["summary_agb_liu_forest<br>agb_liu forest"]):::outdated
xbc0c37938a8a7f23(["forest"]):::uptodate --> xa9ce1b2a787b22a8(["summary_agb_liu_forest<br>agb_liu forest"]):::outdated
xc7806e6395dc77f0(["pima"]):::uptodate --> x28f558d535ac8cf2(["summary_slope_xu_pima<br>slope_xu pima"]):::outdated
xd0a9a1247a9acf3a(["slope_xu"]):::outdated --> x28f558d535ac8cf2(["summary_slope_xu_pima<br>slope_xu pima"]):::outdated
xbc0c37938a8a7f23(["forest"]):::uptodate --> x43019e7527698ff0(["summary_slope_liu_forest<br>slope_liu forest"]):::outdated
x2f277a2639a2f721(["slope_liu"]):::outdated --> x43019e7527698ff0(["summary_slope_liu_forest<br>slope_liu forest"]):::outdated
xd175b91b13bd123d(["az"]):::uptodate --> x77cbe3d593cb2d43(["agb_chopping"]):::outdated
x57fed634f20ed860(["file_chopping"]):::outdated --> x77cbe3d593cb2d43(["agb_chopping"]):::outdated
xf59a011d97d6f12a(["grazing"]):::uptodate --> xfd5767961ec332dc(["summary_slope_liu_grazing<br>slope_liu grazing"]):::outdated
x2f277a2639a2f721(["slope_liu"]):::outdated --> xfd5767961ec332dc(["summary_slope_liu_grazing<br>slope_liu grazing"]):::outdated
xe0e11eeaeac92a26(["avg_esa"]):::outdated --> xf48ae011e191afa2(["summary_avg_esa_grazing<br>avg_esa grazing"]):::outdated
xf59a011d97d6f12a(["grazing"]):::uptodate --> xf48ae011e191afa2(["summary_avg_esa_grazing<br>avg_esa grazing"]):::outdated
x77cbe3d593cb2d43(["agb_chopping"]):::outdated --> x2845c5058e9f8aef(["avg_chopping"]):::outdated
xd175b91b13bd123d(["az"]):::uptodate --> xaa9bafe13d69d264(["plot_slope_ltgnn<br>slope_ltgnn"]):::outdated
x92d8eb7a1c6e0d45(["slope_ltgnn<br>recombine tiles"]):::outdated --> xaa9bafe13d69d264(["plot_slope_ltgnn<br>slope_ltgnn"]):::outdated
xd175b91b13bd123d(["az"]):::uptodate --> xff5e2469295493cf(["agb_esa"]):::outdated
x1b3e7f5b8dde540f(["dir_esa"]):::dispatched --> xff5e2469295493cf(["agb_esa"]):::outdated
x7e6fa45e50ec29d0(["slope_esa<br>recombine tiles"]):::outdated --> xea771a04c84d81ce(["summary_slope_esa_wilderness<br>slope_esa wilderness"]):::outdated
x1e70594f4ceaaf92(["wilderness"]):::uptodate --> xea771a04c84d81ce(["summary_slope_esa_wilderness<br>slope_esa wilderness"]):::outdated
xd175b91b13bd123d(["az"]):::uptodate --> xb057c3287f92b5b6(["plot_slope_esa<br>slope_esa"]):::outdated
x7e6fa45e50ec29d0(["slope_esa<br>recombine tiles"]):::outdated --> xb057c3287f92b5b6(["plot_slope_esa<br>slope_esa"]):::outdated
x2845c5058e9f8aef(["avg_chopping"]):::outdated --> x176ce95398af7666(["summary_avg_chopping_wilderness<br>avg_chopping wilderness"]):::outdated
x1e70594f4ceaaf92(["wilderness"]):::uptodate --> x176ce95398af7666(["summary_avg_chopping_wilderness<br>avg_chopping wilderness"]):::outdated
x77cbe3d593cb2d43(["agb_chopping"]):::outdated --> x7b57db8ba3446924(["summary_agb_chopping_wilderness<br>agb_chopping wilderness"]):::outdated
x1e70594f4ceaaf92(["wilderness"]):::uptodate --> x7b57db8ba3446924(["summary_agb_chopping_wilderness<br>agb_chopping wilderness"]):::outdated
xbc19a0d6018eaa1c(["agb_liu"]):::outdated --> x2f277a2639a2f721(["slope_liu"]):::outdated
xaf6d6b4b557c99d9(["agb_xu"]):::outdated --> x6422972db09e9220(["summary_agb_xu_az<br>agb_xu az"]):::outdated
xd175b91b13bd123d(["az"]):::uptodate --> x6422972db09e9220(["summary_agb_xu_az<br>agb_xu az"]):::outdated
x1c41c311396266df(["summary_slope"]):::outdated --> x54bfa6a29dc559f0(["summary_slope_plot"]):::outdated
xce7164452e083ea7(["avg_ltgnn"]):::outdated --> x4e04c2eb1f920d66(["map_avg_ltgnn<br>avg_ltgnn"]):::outdated
xd175b91b13bd123d(["az"]):::uptodate --> x4e04c2eb1f920d66(["map_avg_ltgnn<br>avg_ltgnn"]):::outdated
x581136bf2fbd250d["tiles_slope_chopping"]:::outdated --> xe119d220d3903100(["slope_chopping<br>recombine tiles"]):::outdated
xcefaa4368249c2e2(["summary_yearly"]):::outdated --> xccca8b6f540da46a(["summary_yearly_csv"]):::outdated
xaf6d6b4b557c99d9(["agb_xu"]):::outdated --> x19a45f62170cc130(["summary_agb_xu_wilderness<br>agb_xu wilderness"]):::outdated
x1e70594f4ceaaf92(["wilderness"]):::uptodate --> x19a45f62170cc130(["summary_agb_xu_wilderness<br>agb_xu wilderness"]):::outdated
xff5e2469295493cf(["agb_esa"]):::outdated --> xe0e11eeaeac92a26(["avg_esa"]):::outdated
xbc19a0d6018eaa1c(["agb_liu"]):::outdated --> xd6ffb188ca311cf2(["summary_agb_liu_wilderness<br>agb_liu wilderness"]):::outdated
x1e70594f4ceaaf92(["wilderness"]):::uptodate --> xd6ffb188ca311cf2(["summary_agb_liu_wilderness<br>agb_liu wilderness"]):::outdated
x9ab15d934f656154(["summary_agb_chopping_az<br>agb_chopping az"]):::outdated --> xcefaa4368249c2e2(["summary_yearly"]):::outdated
xf2e4ec3dfa0e7f01(["summary_agb_chopping_forest<br>agb_chopping forest"]):::outdated --> xcefaa4368249c2e2(["summary_yearly"]):::outdated
xd4df5df11594a110(["summary_agb_chopping_grazing<br>agb_chopping grazing"]):::outdated --> xcefaa4368249c2e2(["summary_yearly"]):::outdated
xb58c02e87241a3fd(["summary_agb_chopping_pima<br>agb_chopping pima"]):::outdated --> xcefaa4368249c2e2(["summary_yearly"]):::outdated
x7b57db8ba3446924(["summary_agb_chopping_wilderness<br>agb_chopping wilderness"]):::outdated --> xcefaa4368249c2e2(["summary_yearly"]):::outdated
x41cc2ed88a4a4959(["summary_agb_esa_az<br>agb_esa az"]):::outdated --> xcefaa4368249c2e2(["summary_yearly"]):::outdated
xf2b9e89639ff381c(["summary_agb_esa_forest<br>agb_esa forest"]):::outdated --> xcefaa4368249c2e2(["summary_yearly"]):::outdated
x8e8e19dd383ef894(["summary_agb_esa_grazing<br>agb_esa grazing"]):::outdated --> xcefaa4368249c2e2(["summary_yearly"]):::outdated
xf35ce321bdfd9069(["summary_agb_esa_pima<br>agb_esa pima"]):::outdated --> xcefaa4368249c2e2(["summary_yearly"]):::outdated
x58dd2247fb268089(["summary_agb_esa_wilderness<br>agb_esa wilderness"]):::outdated --> xcefaa4368249c2e2(["summary_yearly"]):::outdated
x6ae84e09c72ffab7(["summary_agb_liu_az<br>agb_liu az"]):::outdated --> xcefaa4368249c2e2(["summary_yearly"]):::outdated
xa9ce1b2a787b22a8(["summary_agb_liu_forest<br>agb_liu forest"]):::outdated --> xcefaa4368249c2e2(["summary_yearly"]):::outdated
x58112906d882e0ac(["summary_agb_liu_grazing<br>agb_liu grazing"]):::outdated --> xcefaa4368249c2e2(["summary_yearly"]):::outdated
x9fab6ebe20055bc7(["summary_agb_liu_pima<br>agb_liu pima"]):::outdated --> xcefaa4368249c2e2(["summary_yearly"]):::outdated
xd6ffb188ca311cf2(["summary_agb_liu_wilderness<br>agb_liu wilderness"]):::outdated --> xcefaa4368249c2e2(["summary_yearly"]):::outdated
x813b2d9782d4739d(["summary_agb_ltgnn_az<br>agb_ltgnn az"]):::outdated --> xcefaa4368249c2e2(["summary_yearly"]):::outdated
x3f566b4f9e187e71(["summary_agb_ltgnn_forest<br>agb_ltgnn forest"]):::outdated --> xcefaa4368249c2e2(["summary_yearly"]):::outdated
xa2b9a2a0e58773ca(["summary_agb_ltgnn_grazing<br>agb_ltgnn grazing"]):::outdated --> xcefaa4368249c2e2(["summary_yearly"]):::outdated
xa453d5fba81aa0a1(["summary_agb_ltgnn_pima<br>agb_ltgnn pima"]):::outdated --> xcefaa4368249c2e2(["summary_yearly"]):::outdated
xaae2459862dab5f1(["summary_agb_ltgnn_wilderness<br>agb_ltgnn wilderness"]):::outdated --> xcefaa4368249c2e2(["summary_yearly"]):::outdated
x6422972db09e9220(["summary_agb_xu_az<br>agb_xu az"]):::outdated --> xcefaa4368249c2e2(["summary_yearly"]):::outdated
x12a08ae91d7b3a08(["summary_agb_xu_forest<br>agb_xu forest"]):::outdated --> xcefaa4368249c2e2(["summary_yearly"]):::outdated
x2267885cec56d4ae(["summary_agb_xu_grazing<br>agb_xu grazing"]):::outdated --> xcefaa4368249c2e2(["summary_yearly"]):::outdated
x791138c276dc3e66(["summary_agb_xu_pima<br>agb_xu pima"]):::outdated --> xcefaa4368249c2e2(["summary_yearly"]):::outdated
x19a45f62170cc130(["summary_agb_xu_wilderness<br>agb_xu wilderness"]):::outdated --> xcefaa4368249c2e2(["summary_yearly"]):::outdated
xf59a011d97d6f12a(["grazing"]):::uptodate --> x4da065287d8173ab(["summary_slope_xu_grazing<br>slope_xu grazing"]):::outdated
xd0a9a1247a9acf3a(["slope_xu"]):::outdated --> x4da065287d8173ab(["summary_slope_xu_grazing<br>slope_xu grazing"]):::outdated
xd37fc9b64825c560(["avg_liu"]):::outdated --> x87db7fb0eeceb7b6(["summary_avg_liu_forest<br>avg_liu forest"]):::outdated
xbc0c37938a8a7f23(["forest"]):::uptodate --> x87db7fb0eeceb7b6(["summary_avg_liu_forest<br>avg_liu forest"]):::outdated
x2173e4c903ac22de(["agb_ltgnn"]):::outdated --> x3f566b4f9e187e71(["summary_agb_ltgnn_forest<br>agb_ltgnn forest"]):::outdated
xbc0c37938a8a7f23(["forest"]):::uptodate --> x3f566b4f9e187e71(["summary_agb_ltgnn_forest<br>agb_ltgnn forest"]):::outdated
x9a2ca8b45e66f5bb["tiles_agb_esa"]:::outdated --> xe6a12927573470a4["tiles_slope_esa"]:::outdated
x1c41c311396266df(["summary_slope"]):::outdated --> xb34478bb102a7efb(["summary_slope_csv"]):::outdated
xc7806e6395dc77f0(["pima"]):::uptodate --> x584108227a8877b2(["summary_slope_ltgnn_pima<br>slope_ltgnn pima"]):::outdated
x92d8eb7a1c6e0d45(["slope_ltgnn<br>recombine tiles"]):::outdated --> x584108227a8877b2(["summary_slope_ltgnn_pima<br>slope_ltgnn pima"]):::outdated
xc7806e6395dc77f0(["pima"]):::uptodate --> x40d6f95217c56731(["summary_slope_liu_pima<br>slope_liu pima"]):::outdated
x2f277a2639a2f721(["slope_liu"]):::outdated --> x40d6f95217c56731(["summary_slope_liu_pima<br>slope_liu pima"]):::outdated
xd175b91b13bd123d(["az"]):::uptodate --> x1e70594f4ceaaf92(["wilderness"]):::uptodate
xde7dcd102c91a534(["file_wilderness"]):::uptodate --> x1e70594f4ceaaf92(["wilderness"]):::uptodate
xd175b91b13bd123d(["az"]):::uptodate --> xe9e3637e70732128(["plot_slope_chopping<br>slope_chopping"]):::outdated
xe119d220d3903100(["slope_chopping<br>recombine tiles"]):::outdated --> xe9e3637e70732128(["plot_slope_chopping<br>slope_chopping"]):::outdated
xaf6d6b4b557c99d9(["agb_xu"]):::outdated --> x791138c276dc3e66(["summary_agb_xu_pima<br>agb_xu pima"]):::outdated
xc7806e6395dc77f0(["pima"]):::uptodate --> x791138c276dc3e66(["summary_agb_xu_pima<br>agb_xu pima"]):::outdated
xff5e2469295493cf(["agb_esa"]):::outdated --> xf2b9e89639ff381c(["summary_agb_esa_forest<br>agb_esa forest"]):::outdated
xbc0c37938a8a7f23(["forest"]):::uptodate --> xf2b9e89639ff381c(["summary_agb_esa_forest<br>agb_esa forest"]):::outdated
xd175b91b13bd123d(["az"]):::uptodate --> xbc19a0d6018eaa1c(["agb_liu"]):::outdated
xc44a9baead45da39(["file_liu"]):::outdated --> xbc19a0d6018eaa1c(["agb_liu"]):::outdated
xff5e2469295493cf(["agb_esa"]):::outdated --> x9a2ca8b45e66f5bb["tiles_agb_esa"]:::outdated
x20d1ac09aae31387(["tiles_agb_esa_exts"]):::outdated --> x9a2ca8b45e66f5bb["tiles_agb_esa"]:::outdated
xbc19a0d6018eaa1c(["agb_liu"]):::outdated --> x9fab6ebe20055bc7(["summary_agb_liu_pima<br>agb_liu pima"]):::outdated
xc7806e6395dc77f0(["pima"]):::uptodate --> x9fab6ebe20055bc7(["summary_agb_liu_pima<br>agb_liu pima"]):::outdated
x2845c5058e9f8aef(["avg_chopping"]):::outdated --> x6745d86a7cabf031(["summary_avg_chopping_grazing<br>avg_chopping grazing"]):::outdated
xf59a011d97d6f12a(["grazing"]):::uptodate --> x6745d86a7cabf031(["summary_avg_chopping_grazing<br>avg_chopping grazing"]):::outdated
x2845c5058e9f8aef(["avg_chopping"]):::outdated --> x6ed505d5d5b3b6d9(["summary_avg_chopping_forest<br>avg_chopping forest"]):::outdated
xbc0c37938a8a7f23(["forest"]):::uptodate --> x6ed505d5d5b3b6d9(["summary_avg_chopping_forest<br>avg_chopping forest"]):::outdated
x2f277a2639a2f721(["slope_liu"]):::outdated --> xc273acc4788a090a(["summary_slope_liu_wilderness<br>slope_liu wilderness"]):::outdated
x1e70594f4ceaaf92(["wilderness"]):::uptodate --> xc273acc4788a090a(["summary_slope_liu_wilderness<br>slope_liu wilderness"]):::outdated
xe09b277f2cce7c36(["avg_gedi"]):::outdated --> xf146ed3a9957b8ff(["summary_avg_gedi_wilderness<br>avg_gedi wilderness"]):::outdated
x1e70594f4ceaaf92(["wilderness"]):::uptodate --> xf146ed3a9957b8ff(["summary_avg_gedi_wilderness<br>avg_gedi wilderness"]):::outdated
xc11069275cfeb620(["readme"]):::dispatched --> xc11069275cfeb620(["readme"]):::dispatched
end
classDef uptodate stroke:#000000,color:#ffffff,fill:#354823;
classDef outdated stroke:#000000,color:#000000,fill:#78B7C5;
classDef dispatched stroke:#000000,color:#000000,fill:#DC863B;
classDef none stroke:#000000,color:#000000,fill:#94a4ac;
linkStyle 0 stroke-width:0px;
linkStyle 1 stroke-width:0px;
linkStyle 2 stroke-width:0px;
linkStyle 3 stroke-width:0px;
linkStyle 332 stroke-width:0px;
Two packages that extend targets are used as well: tarchetypes and
geotargets. geotargets is
under development by Eric Scott and Nick Tierney and allows targets to
work with SpatRaster objects created by terra::rast().
Some of the steps require quite a lot of RAM, in particular those
involving the LT-GNN dataset. I’ve gotten this workflow to run on a
Jetstream2/Exosphere instance
with 60GB of RAM, but I’m not exactly sure what the requirements are. If
you’d like to run this locally, I’d recommend modifying _targets.R to
remove steps involving the higher resolution data products like LT-GNN.
Files related to renv:
-
_targets_packages.Ris generated bytargets::tar_renv()to make it easier forrenvto discover dependencies used in the targets pipeline. Do not edit by hand. -
.renvignoretellsrenvwhich files not to scan when discovering dependencies -
.Rprofileallowsrenvto bootstrap itself when the project is opened. Do not edit by hand. -
renv/contains the local package library and other things that should not be edited by hand -
renv.lockis the JSON file containing information on this project’s dependencies. Should not be edited by hand.
Files related to targets:
-
_targets/is the target store and should not be edited by hand. -
_targets.Rdefines the targets pipeline including options and what steps are run. -
R/contains functions that are sourced (loaded) when the targets pipeline is run. This is where you’ll find all the “custom” functions used in_targets.R -
tiles/and the files in it are created by the “tiles” target defined in_targets.R.
Other files:
-
data/is where the input data products live. I’ve copied this from snow, but it is possible to use files on snow directly, although it is slower to run the pipeline. See comments in_targets.R -
docs/is a special folder in that any html file in it will be published to GitHub pages. -
notes/currently just contains some notes on how to modify this project to run on the HPC. -
output/used to save output from targets pipeline whenformat = "file"