Landsat field delineation — site reviewiSites were not hand-picked: select_sites.py queries the Trazo4 2024 master parquet for Mato Grosso, Rondonia and Para, groups fields by MapBiomas class and by the WRS-2 footprint that images them, then takes the smallest- and largest-median tile per class and re-centres a 30 km AOI on the densest window inside it. The same AOIs were then run on 1986, 2005 and 2024 with one checkpoint and one polygon floor — except that a site with no usable imagery in the earliest year is imaged in the first year the archive gives it a clear look, and says which.

Model Trazo4SAlandsatstretch, 256 px chips on the 10 m grid, 8-band two-window Landsat input (harvest first), over 6 AOIs of 30 km in 1986, 2005 and 2024. Open the zoomable polygon map →

1986 and 2005 are Landsat 5 TM; the checkpoint was trained on Landsat 8/9 OLI. Pushing the benchmark's OLI imagery through the Roy et al. 2016 surface transform into ETM+ radiometry cost 0.001 pixel IoU, and that is a lower bound on the real cost, because TM also differs in quantization, noise and point spread. Read a large change as signal and a small one as noise.

All sites

siteclassregimeWRS-2 earliest objects2005 objects2024 objectsearliest→2024earliest median ha2005 median ha2024 median ha
Query-selected sites, 1986, 2005, 2024 — Chosen by select_sites.py from field size and MapBiomas class, then run unchanged on every year. Polygon floor 0.27 ha. The earliest column is a slot rather than a date: a site with no usable imagery in it is imaged in the first year the archive gives it a clear look, and the year it carries is the year it was photographed.
mato grosso pasture smallpasturesmall226/0715411,1401,670+209%1.892.492.75
rondonia pasture fishbonepasturesmall231/0685342,9466,364+1,092%6.392.602.15
mato grosso pasture largepasturelarge228/06979 ’915201,226+1,452%4.0234.3625.47
para soy smallsoysmall227/0623,979 ’912,2211,811-54%0.972.192.31
mato grosso soy largesoylarge225/06885172208+145%14.9882.89148.09
para palmpalmuniform223/062393 ’938101,560+297%20.6214.539.33

Polygon floor 0.27 ha (3 Landsat pixels at 30 m). Click any figure to enlarge.

Query-selected sites, 1986, 2005, 2024

Chosen by select_sites.py from field size and MapBiomas class, then run unchanged on every year. Polygon floor 0.27 ha. The earliest column is a slot rather than a date: a site with no usable imagery in it is imaged in the first year the archive gives it a clear look, and the year it carries is the year it was photographed.

mato grosso pasture small

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pasture, Mato Grosso (small fields, tile median 1.7 ha, WRS-2 226/071)

MapBiomas 15 · pasturesmall fieldsWRS-2 226/071-15.4932, -56.0977floor 0.27 hatile median 1.69 ha
198620052024 1986→2024
objects found5411,1401,670+209%
median ha1.892.492.75—
p10 ha0.390.410.43—
p90 ha21.7829.9527.93—
total ha4,217.5015,170.0020,636.00+389%

1986 · Landsat 5 TM · windows widened 45 d outward planting 1985-05-17/1985-11-30 · harvest 1986-01-01/1986-07-14
LT05_L2SP_226071_19851007, LT05_L2SP_226071_19860604
2005 · Landsat 5 TM planting 2004-07-01/2004-11-30 · harvest 2005-01-01/2005-05-30
LT05_L2SP_226071_20040723, LT05_L2SP_226071_20050507
2024 planting 2023-07-01/2023-11-30 · harvest 2024-01-01/2024-05-30
LC09_L2SP_226071_20231125, LC09_L2SP_226071_20240503

<0.27 ha: 1986 0<0.27 ha: 2005 0<0.27 ha: 2024 0<0.270.27-0.5 ha: 1986 930.27-0.5 ha: 2005 1670.27-0.5 ha: 2024 2270.27-0.50.5-1 ha: 1986 970.5-1 ha: 2005 1970.5-1 ha: 2024 2460.5-11-2 ha: 1986 891-2 ha: 2005 1581-2 ha: 2024 2291-22-5 ha: 1986 1002-5 ha: 2005 2202-5 ha: 2024 3372-55-10 ha: 1986 625-10 ha: 2005 1375-10 ha: 2024 2345-1010-25 ha: 1986 5610-25 ha: 2005 11910-25 ha: 2024 21210-2525-50 ha: 1986 2725-50 ha: 2005 7825-50 ha: 2024 9925-5050-100 ha: 1986 1350-100 ha: 2005 3650-100 ha: 2024 5050-100100-250 ha: 1986 4100-250 ha: 2005 23100-250 ha: 2024 28100-250>250 ha: 1986 0>250 ha: 2005 5>250 ha: 2024 8>250337field size, ha

object count by size 198620052024

1986 — false colour (NIR/R/G), prediction, overlay
mato_grosso_pasture_small 1986
2005 — false colour (NIR/R/G), prediction, overlay
mato_grosso_pasture_small 2005
2024 — false colour (NIR/R/G), prediction, overlay
mato_grosso_pasture_small 2024

rondonia pasture fishbone

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pasture, Rondonia (fishbone smallholder settlement, tile median 2.1 ha, WRS-2 231/068)

MapBiomas 15 · pasturesmall fieldsWRS-2 231/068-11.7092, -62.2945floor 0.27 hatile median 2.08 ha
198620052024 1986→2024
objects found5342,9466,364+1,092%
median ha6.392.602.15—
p10 ha0.950.460.44—
p90 ha64.3826.2115.48—
total ha16,332.1043,358.5044,375.30+172%

1986 · Landsat 5 TM planting 1985-07-01/1985-11-30 · harvest 1986-01-01/1986-05-31
LT05_L2SP_231068_19850908, LT05_L2SP_231068_19860522
2005 · Landsat 5 TM planting 2004-07-01/2004-11-30 · harvest 2005-01-01/2005-05-31
LT05_L2SP_231068_20040710, LT05_L2SP_231068_20050307, LT05_L2SP_231068_20050323, LT05_L2SP_231068_20050408, LT05_L2SP_231068_20050424, LT05_L2SP_231068_20050510, LT05_L2SP_231068_20050526
2024 planting 2023-07-01/2023-11-30 · harvest 2024-01-01/2024-05-31
LC08_L2SP_231068_20231019, LC08_L2SP_231068_20240530

<0.27 ha: 1986 0<0.27 ha: 2005 0<0.27 ha: 2024 0<0.270.27-0.5 ha: 1986 270.27-0.5 ha: 2005 3400.27-0.5 ha: 2024 7880.27-0.50.5-1 ha: 1986 300.5-1 ha: 2005 4410.5-1 ha: 2024 1,0880.5-11-2 ha: 1986 541-2 ha: 2005 5271-2 ha: 2024 1,1861-22-5 ha: 1986 1252-5 ha: 2005 6322-5 ha: 2024 1,4132-55-10 ha: 1986 905-10 ha: 2005 3815-10 ha: 2024 8695-1010-25 ha: 1986 9010-25 ha: 2005 31810-25 ha: 2024 67210-2525-50 ha: 1986 5125-50 ha: 2005 14225-50 ha: 2024 23325-5050-100 ha: 1986 3150-100 ha: 2005 8450-100 ha: 2024 7650-100100-250 ha: 1986 23100-250 ha: 2005 54100-250 ha: 2024 34100-250>250 ha: 1986 13>250 ha: 2005 27>250 ha: 2024 5>2501,413field size, ha

object count by size 198620052024

1986 — false colour (NIR/R/G), prediction, overlay
rondonia_pasture_fishbone 1986
2005 — false colour (NIR/R/G), prediction, overlay
rondonia_pasture_fishbone 2005
2024 — false colour (NIR/R/G), prediction, overlay
rondonia_pasture_fishbone 2024

mato grosso pasture large

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pasture, Mato Grosso (large fields, tile median 16.1 ha, WRS-2 228/069)

MapBiomas 15 · pasturelarge fieldsWRS-2 228/069-12.2881, -57.7993floor 0.27 hatile median 16.09 ha
199120052024 1991→2024
objects found795201,226+1,452%
median ha4.0234.3625.47—
p10 ha0.481.542.11—
p90 ha117.58186.9389.70—
total ha3,182.2036,773.0048,154.80+1,413%

1991 · Landsat 5 TM planting 1990-07-01/1990-11-30 · harvest 1991-01-01/1991-05-30
LT05_L2SP_228068_19900731, LT05_L2SP_228068_19900816, LT05_L2SP_228068_19900917, LT05_L2SP_228068_19901003, LT05_L2SP_228068_19910312, LT05_L2SP_228069_19900731, LT05_L2SP_228069_19900816, LT05_L2SP_228069_19900917_, LT05_L2SP_228069_19901003
2005 · Landsat 5 TM planting 2004-07-01/2004-11-30 · harvest 2005-01-01/2005-05-30
LT05_L2SP_228068_20040705, LT05_L2SP_228068_20040806, LT05_L2SP_228068_20040822, LT05_L2SP_228068_20040907_, LT05_L2SP_228068_20040923, LT05_L2SP_228068_20041009, LT05_L2SP_228068_20041110, LT05_L2SP_228068_20041126, LT05_L2SP_228068_20050521
2024 planting 2023-07-01/2023-11-30 · harvest 2024-01-01/2024-05-30
LC08_L2SP_228068_20240509, LC09_L2SP_228068_20230920

<0.27 ha: 1986 0<0.27 ha: 2005 0<0.27 ha: 2024 0<0.270.27-0.5 ha: 1986 90.27-0.5 ha: 2005 100.27-0.5 ha: 2024 310.27-0.50.5-1 ha: 1986 80.5-1 ha: 2005 210.5-1 ha: 2024 370.5-11-2 ha: 1986 81-2 ha: 2005 331-2 ha: 2024 541-22-5 ha: 1986 152-5 ha: 2005 462-5 ha: 2024 632-55-10 ha: 1986 35-10 ha: 2005 415-10 ha: 2024 1185-1010-25 ha: 1986 710-25 ha: 2005 6810-25 ha: 2024 30310-2525-50 ha: 1986 1125-50 ha: 2005 9925-50 ha: 2024 29325-5050-100 ha: 1986 950-100 ha: 2005 10150-100 ha: 2024 22850-100100-250 ha: 1986 7100-250 ha: 2005 71100-250 ha: 2024 92100-250>250 ha: 1986 2>250 ha: 2005 30>250 ha: 2024 7>250303field size, ha

object count by size 199120052024

1986 — false colour (NIR/R/G), prediction, overlay
mato_grosso_pasture_large 1986
2005 — false colour (NIR/R/G), prediction, overlay
mato_grosso_pasture_large 2005
2024 — false colour (NIR/R/G), prediction, overlay
mato_grosso_pasture_large 2024

para soy small

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soy, Para (small fields, tile median 6.4 ha, WRS-2 227/062)

MapBiomas 39 · soysmall fieldsWRS-2 227/062-2.6164, -54.6577floor 0.27 hatile median 6.39 ha
199120052024 1991→2024
objects found3,9792,2211,811-54%
median ha0.972.192.31—
p10 ha0.340.400.41—
p90 ha7.0431.1236.57—
total ha15,199.8027,059.3033,457.50+120%

1991 · Landsat 5 TM · windows widened 90 d outward planting 1990-07-03/1991-01-31 · harvest 1991-02-01/1991-08-29
LT05_L2SP_227062_19900809, LT05_L2SP_227062_19910625
2005 · Landsat 5 TM · windows widened 45 d outward planting 2004-08-17/2005-01-31 · harvest 2005-02-01/2005-07-15
LT05_L2SP_227062_20040831, LT05_L2SP_227062_20050207, LT05_L2SP_227062_20050311, LT05_L2SP_227062_20050327, LT05_L2SP_227062_20050514, LT05_L2SP_227062_20050530, LT05_L2SP_227062_20050615, LT05_L2SP_227062_20050701
2024 planting 2023-10-01/2024-01-31 · harvest 2024-02-01/2024-05-31
LC08_L2SP_227062_20240315_, LC08_L2SP_227062_20240331, LC08_L2SP_227062_20240502, LC09_L2SP_227062_20231116, LC09_L2SP_227062_20240323, LC09_L2SP_227062_20240408, LC09_L2SP_227062_20240424, LC09_L2SP_227062_20240510, LC09_L2SP_227062_20240526

<0.27 ha: 1986 0<0.27 ha: 2005 0<0.27 ha: 2024 0<0.270.27-0.5 ha: 1986 1,0270.27-0.5 ha: 2005 3290.27-0.5 ha: 2024 2600.27-0.50.5-1 ha: 1986 9980.5-1 ha: 2005 4110.5-1 ha: 2024 3110.5-11-2 ha: 1986 7911-2 ha: 2005 3261-2 ha: 2024 2801-22-5 ha: 1986 6212-5 ha: 2005 3952-5 ha: 2024 3182-55-10 ha: 1986 2605-10 ha: 2005 2505-10 ha: 2024 1985-1010-25 ha: 1986 16410-25 ha: 2005 24410-25 ha: 2024 20410-2525-50 ha: 1986 7525-50 ha: 2005 12925-50 ha: 2024 10725-5050-100 ha: 1986 2850-100 ha: 2005 8550-100 ha: 2024 6650-100100-250 ha: 1986 14100-250 ha: 2005 47100-250 ha: 2024 43100-250>250 ha: 1986 1>250 ha: 2005 5>250 ha: 2024 24>2501,027field size, ha

object count by size 199120052024

1986 — false colour (NIR/R/G), prediction, overlay
para_soy_small 1986
2005 — false colour (NIR/R/G), prediction, overlay
para_soy_small 2005
2024 — false colour (NIR/R/G), prediction, overlay
para_soy_small 2024

mato grosso soy large

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soy, Mato Grosso (large fields, tile median 118.8 ha, WRS-2 225/068)

MapBiomas 39 · soylarge fieldsWRS-2 225/068-12.0169, -52.8839floor 0.27 hatile median 118.78 ha
198620052024 1986→2024
objects found85172208+145%
median ha14.9882.89148.09—
p10 ha0.751.0617.44—
p90 ha201.20510.88280.07—
total ha6,023.0028,722.8031,859.40+429%

1986 · Landsat 5 TM planting 1985-07-01/1985-11-30 · harvest 1986-01-01/1986-05-30
LT05_L2SP_225068_19850728, LT05_L2SP_225068_19860528
2005 · Landsat 5 TM planting 2004-07-01/2004-11-30 · harvest 2005-01-01/2005-05-30
LT05_L2SP_225068_20040801, LT05_L2SP_225068_20050414
2024 planting 2023-07-01/2023-11-30 · harvest 2024-01-01/2024-05-30
LC08_L2SP_225068_20240520, LC09_L2SP_225068_20231118

<0.27 ha: 1986 0<0.27 ha: 2005 0<0.27 ha: 2024 0<0.270.27-0.5 ha: 1986 40.27-0.5 ha: 2005 100.27-0.5 ha: 2024 30.27-0.50.5-1 ha: 1986 100.5-1 ha: 2005 50.5-1 ha: 2024 40.5-11-2 ha: 1986 91-2 ha: 2005 71-2 ha: 2024 31-22-5 ha: 1986 72-5 ha: 2005 142-5 ha: 2024 12-55-10 ha: 1986 95-10 ha: 2005 95-10 ha: 2024 45-1010-25 ha: 1986 1010-25 ha: 2005 1010-25 ha: 2024 910-2525-50 ha: 1986 1425-50 ha: 2005 1525-50 ha: 2024 1625-5050-100 ha: 1986 650-100 ha: 2005 2250-100 ha: 2024 2550-100100-250 ha: 1986 11100-250 ha: 2005 43100-250 ha: 2024 116100-250>250 ha: 1986 5>250 ha: 2005 37>250 ha: 2024 27>250116field size, ha

object count by size 198620052024

1986 — false colour (NIR/R/G), prediction, overlay
mato_grosso_soy_large 1986
2005 — false colour (NIR/R/G), prediction, overlay
mato_grosso_soy_large 2005
2024 — false colour (NIR/R/G), prediction, overlay
mato_grosso_soy_large 2024

para palm

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palm, Para (uniform fields, tile median 8.0 ha, WRS-2 223/062)

MapBiomas 35 · palmuniform fieldsWRS-2 223/062-2.5380, -48.7106floor 0.27 hatile median 8.05 ha
199320052024 1993→2024
objects found3938101,560+297%
median ha20.6214.539.33—
p10 ha0.590.660.71—
p90 ha150.71101.7753.66—
total ha22,908.2032,971.6034,692.30+51%

1993 · Landsat 5 TM · windows widened 45 d outward planting 1992-08-17/1993-01-31 · harvest 1993-02-01/1993-07-15
LT05_L2SP_223062_19921122, LT05_L2SP_223062_19930210_, LT05_L2SP_223062_19930226, LT05_L2SP_223062_19930330, LT05_L2SP_223062_19930415, LT05_L2SP_223062_19930501, LT05_L2SP_223062_19930517, LT05_L2SP_223062_19930602, LT05_L2SP_223062_19930704
2005 · Landsat 5 TM · windows widened 45 d outward planting 2004-08-17/2005-01-31 · harvest 2005-02-01/2005-07-15
LT05_L2SP_223062_20040904, LT05_L2SP_223062_20050211_, LT05_L2SP_223062_20050227, LT05_L2SP_223062_20050315, LT05_L2SP_223062_20050331, LT05_L2SP_223062_20050416, LT05_L2SP_223062_20050518, LT05_L2SP_223062_20050603, LT05_L2SP_223062_20050619
2024 planting 2023-10-01/2024-01-31 · harvest 2024-02-01/2024-05-31
LC08_L2SP_223062_20240404_, LC08_L2SP_223062_20240420, LC08_L2SP_223062_20240506, LC08_L2SP_223062_20240522, LC09_L2SP_223062_20231019, LC09_L2SP_223062_20240412, LC09_L2SP_223062_20240428, LC09_L2SP_223062_20240514, LC09_L2SP_223062_20240530

<0.27 ha: 1986 0<0.27 ha: 2005 0<0.27 ha: 2024 0<0.270.27-0.5 ha: 1986 330.27-0.5 ha: 2005 670.27-0.5 ha: 2024 960.27-0.50.5-1 ha: 1986 220.5-1 ha: 2005 460.5-1 ha: 2024 1280.5-11-2 ha: 1986 331-2 ha: 2005 591-2 ha: 2024 1401-22-5 ha: 1986 502-5 ha: 2005 1022-5 ha: 2024 2552-55-10 ha: 1986 245-10 ha: 2005 815-10 ha: 2024 1895-1010-25 ha: 1986 4710-25 ha: 2005 13610-25 ha: 2024 28710-2525-50 ha: 1986 8225-50 ha: 2005 13725-50 ha: 2024 29025-5050-100 ha: 1986 4850-100 ha: 2005 9950-100 ha: 2024 11950-100100-250 ha: 1986 35100-250 ha: 2005 63100-250 ha: 2024 48100-250>250 ha: 1986 19>250 ha: 2005 20>250 ha: 2024 8>250290field size, ha

object count by size 199320052024

1986 — false colour (NIR/R/G), prediction, overlay
para_palm 1986
2005 — false colour (NIR/R/G), prediction, overlay
para_palm 2005
2024 — false colour (NIR/R/G), prediction, overlay
para_palm 2024