Published September 23, 2026 | Version 1.0

Data and code for: Does the degradation label decide the management priority? A label-specification test for coastal forest risk models in the Mekong Delta

Description

This archive contains the point data, trained models, diagnostic reports and code that reproduce the numbers, tables and figures of the article "Does the degradation label decide the management priority? A label-specification test for coastal forest risk models in the Mekong Delta" (submitted to the Journal of Environmental Management). It covers 12,000 stratified sample points across five coastal provinces of the Vietnamese Mekong Delta (Ca Mau, Bac Lieu, Soc Trang, Tra Vinh, Ben Tre), 2015–2025, with Sentinel-2 NDVI, Sentinel-1 inundation and backscatter, Dynamic World land-cover trajectories, elevation, distance and population predictors; the final degradation labels; the spatial-block train/test split; the tuned and calibrated XGBoost models; the label-specification test (five label specifications, 200 paired spatial-block bootstrap refits, per-specification re-tuning); and the image-based audit record. Run the scripts in code/ in order (see README.md). Data and documentation are licensed CC BY 4.0; code is MIT-licensed.

Files

01_feature_engineering_labels.ipynb

Files (24.0 MB)

Name Size
md5:4f459f9244a7a15dc3fa1ac6b195adbe
82.9 kB Preview Download
md5:c9cfd307928abb51a6d0ec33df0962f9
3.4 kB Download
md5:8b807badeca53b85f9d0e2fc2ac1be44
1.8 MB Preview Download
md5:f3a4efd126811a700e09587c10dae158
7.5 kB Download
md5:9dda40ae7c9032fc46ffb8ed9092760f
8.0 kB Download
md5:d16eabd8136cfb0ffd65ab303cd9d103
5.2 kB Download
md5:6c5d040eab7336c5717e9a8103e55f44
17.8 kB Download
md5:1d3eaaf0adde0026ba4812417de51a14
2.5 MB Download
md5:22fb40b3eefc5638e24ef5090bd0bd09
1.1 kB Preview Download
md5:bb1b5b434e41a5a25edbc156c619d3ab
168 Bytes Preview Download
md5:4e53a0b6c1c235c964a9f64b4309bd20
431 Bytes Preview Download
md5:be2de8bda43583f82a156b6169d6a9f0
416 Bytes Preview Download
md5:b9868986df559824e460eb8703687109
197 Bytes Preview Download
md5:ecdbb2d997c4f0e89681e9c5dc3af99d
384 Bytes Preview Download
md5:cd0df896112deaf7a86cc49d6e84a022
88 Bytes Preview Download
md5:8b20fb92b7e3cc2ea2b17427aebdc124
562.7 kB Preview Download
md5:02ab8c6d9c7c7edd36368c69f7cd0cfa
572.6 kB Preview Download
md5:7d545292d07a6b8c32f930ae6237719f
194.4 kB Preview Download
md5:11d7add3edffc7c366e4ece5dc3271a0
472.7 kB Preview Download
md5:242729c9223b1f0f277c2fa9982f3b78
160 Bytes Preview Download
md5:d2fa933435b4883bb5fffa49461acf7c
801 Bytes Preview Download
md5:2f4b8e8dd2193a014d0ddb071296e3a6
57.8 kB Preview Download
md5:d860867e424e35025b6fe7f5afca6bae
373.9 kB Preview Download
md5:e32e70f8ab1bc4c62edb7e1236728a03
31.8 kB Preview Download
md5:9dfbead0dfa53ea667dc03f2d1887464
262.4 kB Preview Download
md5:1926148dfac9762e4a597d48ceb35761
22.2 kB Preview Download
md5:04086ca03962723f50904eabb58c5c97
114.4 kB Preview Download
md5:000c336d49193b6ff2ef80c9a10e5c3d
46.3 kB Preview Download
md5:84b81cb1e169d87cd3b0ffee41fac602
297.7 kB Preview Download
md5:069c07f35d0415faee0a9b92e7f5a68e
2.0 MB Download
md5:af17352cbc8f7678d2f1013c2369de41
150 Bytes Preview Download
md5:b4627affa5241dab07166e99a575b433
179.5 kB Preview Download
md5:85d6bdfcc99c5d478eb59f76b66ff2d9
27.4 kB Preview Download
md5:764dc8fe1541afe27906d4483afe4d50
174.3 kB Preview Download
md5:d7217e92a8c648ae0b9d844aad031907
309 Bytes Preview Download
md5:0285ae9fb841ef3e5db000a33f462639
2.5 kB Preview Download
md5:1e836ed292787317a2d6234498e7516b
322.0 kB Preview Download
md5:1e836ed292787317a2d6234498e7516b
322.0 kB Preview Download
md5:626b2b897adb76fe8cca934ec6e131e1
199 Bytes Preview Download
md5:5883f02d52fc340a836334af2b35f20e
2.7 MB Preview Download
md5:84bf35c61839993fc377d267d50c2652
1.1 kB Preview Download
md5:ed78e6ad6d9627e93c40450b3f37b436
1.6 kB Preview Download
md5:e605c5c33a8601a32cb9ecf0d92ed7c2
4.6 kB Preview Download
md5:4f4c3cae42edef4d703811bb9c7c09b5
1.3 kB Download
md5:e9c3a5b917135f37a678a79289a3404f
396.0 kB Preview Download
md5:b160bfeca6faf61deeea851a816f0089
1.2 kB Preview Download
md5:ae3b3df9970b49b6523e608759bc957d
5 Bytes Download
md5:9e2cf0b9499a97faadda6edd7e54a216
120.1 kB Download
md5:7198ed4f429ce8b3671fd2401208a4ce
144.0 kB Download
md5:293237e33df754aca1ef509fcd255603
335 Bytes Download
md5:2c56225ee6e44523cbfbdee08c49ef17
336.1 kB Download
md5:28572b4734ed2f99cd5cd144ccec2ca9
96.1 kB Download
md5:84ec9f61d2a2883933b282fa99b07b3a
725 Bytes Preview Download
md5:b456e89927ff154605d9494f169903e0
695.1 kB Preview Download
md5:2eeaa84be0a98176b4cae6e69c8eba49
181.5 kB Preview Download
md5:4ad4935a55ec7be4881aa8c9e3c8bab1
225.4 kB Preview Download
md5:86b0f855ac70c4b89032c06910269869
156.1 kB Preview Download
md5:ee182e91621d53877a18ecd31d0f0dd3
281.1 kB Preview Download
md5:f2485ef15b3c2a72463178acd1081eb3
401.1 kB Preview Download
md5:fa0311a588c6aa075a15ad2acd85b847
401.9 kB Preview Download
md5:31ca41c4f53caa9dff6a0f32d4aef840
401.3 kB Preview Download
md5:56fee0035ba156977c0286bddf0cf9ea
397.4 kB Preview Download
md5:df930822bb670e52e2f13f146d7fd155
390.0 kB Preview Download
md5:c082f18de2f9182756e38c4c7a27a84d
381.2 kB Preview Download
md5:b1bfebf57b2b8a9bab4cbdae6ae2e0f1
381.0 kB Preview Download
md5:e7f09c1ad0ee95dc2e9644b147bf4b09
64.9 kB Download
md5:1def4d27f2a42503980bff265560e5a6
23.9 kB Preview Download
md5:098cbd113757634bf5b613d35ffc8a8c
77.7 kB Download
md5:f14df143708784514c755eeb5e77ce37
1.0 MB Preview Download
md5:59d1566be7ce881502771bbbff2ac95c
2.9 kB Preview Download
md5:5630be0eeecf560c527214930bc2430f
8.4 kB Preview Download
md5:6566fc38171e210aa4ab5ec266b06440
295 Bytes Preview Download
md5:80949fc2a9e5fac34919e317e3cc0529
598.6 kB Preview Download
md5:594b72ece414c9558ad14e496ba317a0
34 Bytes Preview Download
md5:6cf92cb7ad1e7047fb84658fbe420aff
903 Bytes Download
md5:50db47a20f5ced36e1b04df731c3d24a
156 Bytes Preview Download
md5:33e54ed840701e7ecf10c976dfe3d6ac
610 Bytes Preview Download
md5:b5ba7344df6eb740ad926f39889d0c8b
421 Bytes Preview Download
md5:bdeb342d427d7463a37704e472eeaa48
659 Bytes Preview Download
md5:5b44552e38093351c349933bca8d53a6
127.2 kB Preview Download
md5:0083b49d9267617d80407f2cf0f3d442
199.5 kB Download
md5:6b0daa6c3a2902c2e6bb98fd5fecc621
1.6 kB Preview Download
md5:dc19d2e42b7c9503f2356e8b807b22e3
895.5 kB Preview Download
md5:5e5f3d54d71e5eb644d7bd22958a8aad
61.2 kB Download
md5:9925a0488b3d5b5fa9551050a6e28104
229.8 kB Preview Download
md5:147970304520723d6f1c809438daafc3
208 Bytes Preview Download
md5:9b77a103ecc80b2da5edfb9f9bd80213
226.0 kB Download
md5:9dc201a61c71108e925385d224fa8983
520 Bytes Preview Download
md5:63618ec9b28e577684529885d3e3338d
6.3 kB Preview Download
md5:5dcabf60dd6fecb6a8c079fa27c07205
66.3 kB Download
md5:be10a6104ae54cc82292ab92beb7fd86
247.6 kB Download
md5:73f2a0a8508e52daa5496bc89f0b46f7
300 Bytes Preview Download
md5:859d93190d28fdfa91c238861ebd98a0
204.2 kB Download
md5:fa8fd117f1d852da04a2f2635f578c6c
1.4 MB Download
md5:a6c77d44bac76a6576f8f85df89b304f
1.4 kB Download
md5:e773a18542d3a57771e4404ef3de5ab3
1.6 kB Download