Datasets:
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barn/gen_429_combo3
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hf://datasets/Nibir/CAFOSat@2c7afe2cfacb364af4dd76181b49083cc52895b6/Augmented Data/barn.tar.gz
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barn/gen_1822_combo4
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hf://datasets/Nibir/CAFOSat@2c7afe2cfacb364af4dd76181b49083cc52895b6/Augmented Data/barn.tar.gz
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barn/gen_1296_combo0
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hf://datasets/Nibir/CAFOSat@2c7afe2cfacb364af4dd76181b49083cc52895b6/Augmented Data/barn.tar.gz
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barn/gen_72_combo0
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hf://datasets/Nibir/CAFOSat@2c7afe2cfacb364af4dd76181b49083cc52895b6/Augmented Data/barn.tar.gz
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barn/gen_2277_combo0
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hf://datasets/Nibir/CAFOSat@2c7afe2cfacb364af4dd76181b49083cc52895b6/Augmented Data/barn.tar.gz
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barn/gen_2224_combo0
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hf://datasets/Nibir/CAFOSat@2c7afe2cfacb364af4dd76181b49083cc52895b6/Augmented Data/barn.tar.gz
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barn/gen_1976_combo0
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hf://datasets/Nibir/CAFOSat@2c7afe2cfacb364af4dd76181b49083cc52895b6/Augmented Data/barn.tar.gz
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barn/gen_437_combo2
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hf://datasets/Nibir/CAFOSat@2c7afe2cfacb364af4dd76181b49083cc52895b6/Augmented Data/barn.tar.gz
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barn/gen_1893_combo4
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hf://datasets/Nibir/CAFOSat@2c7afe2cfacb364af4dd76181b49083cc52895b6/Augmented Data/barn.tar.gz
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barn/gen_1222_combo0
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hf://datasets/Nibir/CAFOSat@2c7afe2cfacb364af4dd76181b49083cc52895b6/Augmented Data/barn.tar.gz
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barn/gen_436_combo3
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hf://datasets/Nibir/CAFOSat@2c7afe2cfacb364af4dd76181b49083cc52895b6/Augmented Data/barn.tar.gz
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barn/gen_1023_combo0
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barn/gen_1541_combo4
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hf://datasets/Nibir/CAFOSat@2c7afe2cfacb364af4dd76181b49083cc52895b6/Augmented Data/barn.tar.gz
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barn/gen_1413_combo1
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hf://datasets/Nibir/CAFOSat@2c7afe2cfacb364af4dd76181b49083cc52895b6/Augmented Data/barn.tar.gz
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barn/gen_1929_combo4
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hf://datasets/Nibir/CAFOSat@2c7afe2cfacb364af4dd76181b49083cc52895b6/Augmented Data/barn.tar.gz
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barn/gen_1866_combo0
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barn/gen_1524_combo0
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barn/gen_1370_combo2
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hf://datasets/Nibir/CAFOSat@2c7afe2cfacb364af4dd76181b49083cc52895b6/Augmented Data/barn.tar.gz
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barn/gen_988_combo1
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hf://datasets/Nibir/CAFOSat@2c7afe2cfacb364af4dd76181b49083cc52895b6/Augmented Data/barn.tar.gz
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barn/gen_1337_combo4
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hf://datasets/Nibir/CAFOSat@2c7afe2cfacb364af4dd76181b49083cc52895b6/Augmented Data/barn.tar.gz
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barn/gen_1611_combo0
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hf://datasets/Nibir/CAFOSat@2c7afe2cfacb364af4dd76181b49083cc52895b6/Augmented Data/barn.tar.gz
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barn/gen_2320_combo1
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hf://datasets/Nibir/CAFOSat@2c7afe2cfacb364af4dd76181b49083cc52895b6/Augmented Data/barn.tar.gz
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barn/gen_174_combo1
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hf://datasets/Nibir/CAFOSat@2c7afe2cfacb364af4dd76181b49083cc52895b6/Augmented Data/barn.tar.gz
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barn/gen_199_combo1
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hf://datasets/Nibir/CAFOSat@2c7afe2cfacb364af4dd76181b49083cc52895b6/Augmented Data/barn.tar.gz
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barn/gen_1445_combo4
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hf://datasets/Nibir/CAFOSat@2c7afe2cfacb364af4dd76181b49083cc52895b6/Augmented Data/barn.tar.gz
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barn/gen_306_combo2
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hf://datasets/Nibir/CAFOSat@2c7afe2cfacb364af4dd76181b49083cc52895b6/Augmented Data/barn.tar.gz
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barn/gen_1989_combo2
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hf://datasets/Nibir/CAFOSat@2c7afe2cfacb364af4dd76181b49083cc52895b6/Augmented Data/barn.tar.gz
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barn/gen_1489_combo0
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hf://datasets/Nibir/CAFOSat@2c7afe2cfacb364af4dd76181b49083cc52895b6/Augmented Data/barn.tar.gz
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barn/gen_1520_combo3
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hf://datasets/Nibir/CAFOSat@2c7afe2cfacb364af4dd76181b49083cc52895b6/Augmented Data/barn.tar.gz
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barn/gen_396_combo1
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hf://datasets/Nibir/CAFOSat@2c7afe2cfacb364af4dd76181b49083cc52895b6/Augmented Data/barn.tar.gz
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barn/gen_620_combo0
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hf://datasets/Nibir/CAFOSat@2c7afe2cfacb364af4dd76181b49083cc52895b6/Augmented Data/barn.tar.gz
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barn/gen_2319_combo2
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hf://datasets/Nibir/CAFOSat@2c7afe2cfacb364af4dd76181b49083cc52895b6/Augmented Data/barn.tar.gz
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barn/gen_1559_combo2
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hf://datasets/Nibir/CAFOSat@2c7afe2cfacb364af4dd76181b49083cc52895b6/Augmented Data/barn.tar.gz
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barn/gen_2768_combo1
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barn/gen_1811_combo1
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hf://datasets/Nibir/CAFOSat@2c7afe2cfacb364af4dd76181b49083cc52895b6/Augmented Data/barn.tar.gz
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barn/gen_179_combo4
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hf://datasets/Nibir/CAFOSat@2c7afe2cfacb364af4dd76181b49083cc52895b6/Augmented Data/barn.tar.gz
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barn/gen_2370_combo0
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hf://datasets/Nibir/CAFOSat@2c7afe2cfacb364af4dd76181b49083cc52895b6/Augmented Data/barn.tar.gz
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barn/gen_983_combo0
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hf://datasets/Nibir/CAFOSat@2c7afe2cfacb364af4dd76181b49083cc52895b6/Augmented Data/barn.tar.gz
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barn/gen_289_combo2
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hf://datasets/Nibir/CAFOSat@2c7afe2cfacb364af4dd76181b49083cc52895b6/Augmented Data/barn.tar.gz
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barn/gen_632_combo0
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hf://datasets/Nibir/CAFOSat@2c7afe2cfacb364af4dd76181b49083cc52895b6/Augmented Data/barn.tar.gz
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barn/gen_1316_combo3
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hf://datasets/Nibir/CAFOSat@2c7afe2cfacb364af4dd76181b49083cc52895b6/Augmented Data/barn.tar.gz
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barn/gen_2544_combo2
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hf://datasets/Nibir/CAFOSat@2c7afe2cfacb364af4dd76181b49083cc52895b6/Augmented Data/barn.tar.gz
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barn/gen_254_combo2
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hf://datasets/Nibir/CAFOSat@2c7afe2cfacb364af4dd76181b49083cc52895b6/Augmented Data/barn.tar.gz
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barn/gen_1949_combo3
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hf://datasets/Nibir/CAFOSat@2c7afe2cfacb364af4dd76181b49083cc52895b6/Augmented Data/barn.tar.gz
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barn/gen_191_combo0
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hf://datasets/Nibir/CAFOSat@2c7afe2cfacb364af4dd76181b49083cc52895b6/Augmented Data/barn.tar.gz
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barn/gen_1596_combo1
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hf://datasets/Nibir/CAFOSat@2c7afe2cfacb364af4dd76181b49083cc52895b6/Augmented Data/barn.tar.gz
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barn/gen_116_combo0
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hf://datasets/Nibir/CAFOSat@2c7afe2cfacb364af4dd76181b49083cc52895b6/Augmented Data/barn.tar.gz
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barn/gen_2831_combo4
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hf://datasets/Nibir/CAFOSat@2c7afe2cfacb364af4dd76181b49083cc52895b6/Augmented Data/barn.tar.gz
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barn/gen_781_combo0
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hf://datasets/Nibir/CAFOSat@2c7afe2cfacb364af4dd76181b49083cc52895b6/Augmented Data/barn.tar.gz
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barn/gen_499_combo2
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hf://datasets/Nibir/CAFOSat@2c7afe2cfacb364af4dd76181b49083cc52895b6/Augmented Data/barn.tar.gz
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barn/gen_1576_combo1
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hf://datasets/Nibir/CAFOSat@2c7afe2cfacb364af4dd76181b49083cc52895b6/Augmented Data/barn.tar.gz
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barn/gen_1982_combo0
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hf://datasets/Nibir/CAFOSat@2c7afe2cfacb364af4dd76181b49083cc52895b6/Augmented Data/barn.tar.gz
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barn/gen_1635_combo2
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hf://datasets/Nibir/CAFOSat@2c7afe2cfacb364af4dd76181b49083cc52895b6/Augmented Data/barn.tar.gz
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barn/gen_1577_combo4
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hf://datasets/Nibir/CAFOSat@2c7afe2cfacb364af4dd76181b49083cc52895b6/Augmented Data/barn.tar.gz
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barn/gen_1745_combo3
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hf://datasets/Nibir/CAFOSat@2c7afe2cfacb364af4dd76181b49083cc52895b6/Augmented Data/barn.tar.gz
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barn/gen_896_combo0
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hf://datasets/Nibir/CAFOSat@2c7afe2cfacb364af4dd76181b49083cc52895b6/Augmented Data/barn.tar.gz
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barn/gen_2659_combo2
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hf://datasets/Nibir/CAFOSat@2c7afe2cfacb364af4dd76181b49083cc52895b6/Augmented Data/barn.tar.gz
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barn/gen_1261_combo0
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hf://datasets/Nibir/CAFOSat@2c7afe2cfacb364af4dd76181b49083cc52895b6/Augmented Data/barn.tar.gz
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barn/gen_1084_combo2
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hf://datasets/Nibir/CAFOSat@2c7afe2cfacb364af4dd76181b49083cc52895b6/Augmented Data/barn.tar.gz
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barn/gen_2844_combo2
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hf://datasets/Nibir/CAFOSat@2c7afe2cfacb364af4dd76181b49083cc52895b6/Augmented Data/barn.tar.gz
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barn/gen_919_combo3
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hf://datasets/Nibir/CAFOSat@2c7afe2cfacb364af4dd76181b49083cc52895b6/Augmented Data/barn.tar.gz
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barn/gen_469_combo0
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hf://datasets/Nibir/CAFOSat@2c7afe2cfacb364af4dd76181b49083cc52895b6/Augmented Data/barn.tar.gz
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barn/gen_1845_combo0
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hf://datasets/Nibir/CAFOSat@2c7afe2cfacb364af4dd76181b49083cc52895b6/Augmented Data/barn.tar.gz
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barn/gen_99_combo2
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hf://datasets/Nibir/CAFOSat@2c7afe2cfacb364af4dd76181b49083cc52895b6/Augmented Data/barn.tar.gz
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barn/gen_1266_combo2
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hf://datasets/Nibir/CAFOSat@2c7afe2cfacb364af4dd76181b49083cc52895b6/Augmented Data/barn.tar.gz
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barn/gen_1783_combo4
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hf://datasets/Nibir/CAFOSat@2c7afe2cfacb364af4dd76181b49083cc52895b6/Augmented Data/barn.tar.gz
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barn/gen_1059_combo0
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hf://datasets/Nibir/CAFOSat@2c7afe2cfacb364af4dd76181b49083cc52895b6/Augmented Data/barn.tar.gz
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barn/gen_2364_combo2
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hf://datasets/Nibir/CAFOSat@2c7afe2cfacb364af4dd76181b49083cc52895b6/Augmented Data/barn.tar.gz
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barn/gen_1167_combo1
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hf://datasets/Nibir/CAFOSat@2c7afe2cfacb364af4dd76181b49083cc52895b6/Augmented Data/barn.tar.gz
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barn/gen_2510_combo2
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hf://datasets/Nibir/CAFOSat@2c7afe2cfacb364af4dd76181b49083cc52895b6/Augmented Data/barn.tar.gz
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barn/gen_2279_combo1
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hf://datasets/Nibir/CAFOSat@2c7afe2cfacb364af4dd76181b49083cc52895b6/Augmented Data/barn.tar.gz
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barn/gen_450_combo1
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hf://datasets/Nibir/CAFOSat@2c7afe2cfacb364af4dd76181b49083cc52895b6/Augmented Data/barn.tar.gz
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barn/gen_439_combo2
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hf://datasets/Nibir/CAFOSat@2c7afe2cfacb364af4dd76181b49083cc52895b6/Augmented Data/barn.tar.gz
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barn/gen_1445_combo2
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hf://datasets/Nibir/CAFOSat@2c7afe2cfacb364af4dd76181b49083cc52895b6/Augmented Data/barn.tar.gz
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barn/gen_374_combo1
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hf://datasets/Nibir/CAFOSat@2c7afe2cfacb364af4dd76181b49083cc52895b6/Augmented Data/barn.tar.gz
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barn/gen_1059_combo2
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hf://datasets/Nibir/CAFOSat@2c7afe2cfacb364af4dd76181b49083cc52895b6/Augmented Data/barn.tar.gz
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barn/gen_285_combo1
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hf://datasets/Nibir/CAFOSat@2c7afe2cfacb364af4dd76181b49083cc52895b6/Augmented Data/barn.tar.gz
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barn/gen_1871_combo2
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hf://datasets/Nibir/CAFOSat@2c7afe2cfacb364af4dd76181b49083cc52895b6/Augmented Data/barn.tar.gz
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barn/gen_252_combo0
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hf://datasets/Nibir/CAFOSat@2c7afe2cfacb364af4dd76181b49083cc52895b6/Augmented Data/barn.tar.gz
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barn/gen_263_combo0
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hf://datasets/Nibir/CAFOSat@2c7afe2cfacb364af4dd76181b49083cc52895b6/Augmented Data/barn.tar.gz
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barn/gen_2847_combo1
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hf://datasets/Nibir/CAFOSat@2c7afe2cfacb364af4dd76181b49083cc52895b6/Augmented Data/barn.tar.gz
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barn/gen_1971_combo0
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hf://datasets/Nibir/CAFOSat@2c7afe2cfacb364af4dd76181b49083cc52895b6/Augmented Data/barn.tar.gz
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barn/gen_1220_combo0
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hf://datasets/Nibir/CAFOSat@2c7afe2cfacb364af4dd76181b49083cc52895b6/Augmented Data/barn.tar.gz
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barn/gen_2054_combo0
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hf://datasets/Nibir/CAFOSat@2c7afe2cfacb364af4dd76181b49083cc52895b6/Augmented Data/barn.tar.gz
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barn/gen_2404_combo2
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hf://datasets/Nibir/CAFOSat@2c7afe2cfacb364af4dd76181b49083cc52895b6/Augmented Data/barn.tar.gz
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barn/gen_1386_combo1
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hf://datasets/Nibir/CAFOSat@2c7afe2cfacb364af4dd76181b49083cc52895b6/Augmented Data/barn.tar.gz
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barn/gen_1572_combo1
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hf://datasets/Nibir/CAFOSat@2c7afe2cfacb364af4dd76181b49083cc52895b6/Augmented Data/barn.tar.gz
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barn/gen_1445_combo1
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hf://datasets/Nibir/CAFOSat@2c7afe2cfacb364af4dd76181b49083cc52895b6/Augmented Data/barn.tar.gz
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barn/gen_2321_combo0
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hf://datasets/Nibir/CAFOSat@2c7afe2cfacb364af4dd76181b49083cc52895b6/Augmented Data/barn.tar.gz
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barn/gen_1491_combo0
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hf://datasets/Nibir/CAFOSat@2c7afe2cfacb364af4dd76181b49083cc52895b6/Augmented Data/barn.tar.gz
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barn/gen_2542_combo0
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hf://datasets/Nibir/CAFOSat@2c7afe2cfacb364af4dd76181b49083cc52895b6/Augmented Data/barn.tar.gz
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barn/gen_2255_combo2
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hf://datasets/Nibir/CAFOSat@2c7afe2cfacb364af4dd76181b49083cc52895b6/Augmented Data/barn.tar.gz
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barn/gen_2226_combo1
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hf://datasets/Nibir/CAFOSat@2c7afe2cfacb364af4dd76181b49083cc52895b6/Augmented Data/barn.tar.gz
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barn/gen_1912_combo4
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hf://datasets/Nibir/CAFOSat@2c7afe2cfacb364af4dd76181b49083cc52895b6/Augmented Data/barn.tar.gz
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barn/gen_134_combo2
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hf://datasets/Nibir/CAFOSat@2c7afe2cfacb364af4dd76181b49083cc52895b6/Augmented Data/barn.tar.gz
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barn/gen_447_combo1
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hf://datasets/Nibir/CAFOSat@2c7afe2cfacb364af4dd76181b49083cc52895b6/Augmented Data/barn.tar.gz
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barn/gen_252_combo1
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hf://datasets/Nibir/CAFOSat@2c7afe2cfacb364af4dd76181b49083cc52895b6/Augmented Data/barn.tar.gz
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barn/gen_701_combo3
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hf://datasets/Nibir/CAFOSat@2c7afe2cfacb364af4dd76181b49083cc52895b6/Augmented Data/barn.tar.gz
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barn/gen_1830_combo3
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hf://datasets/Nibir/CAFOSat@2c7afe2cfacb364af4dd76181b49083cc52895b6/Augmented Data/barn.tar.gz
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CAFOSat: CAFO Infrastructure Dataset
CAFOSat is a remote sensing dataset designed for identifying and classifying Concentrated Animal Feeding Operations (CAFOs) across various U.S. states. It includes high-resolution image patches, infrastructure annotations, bounding boxes, and experimental train-test splits for multiple configurations.
π Resources
- GitHub Repository: oishee-hoque/CAFOSat
- Explore the Dataset: CAFOSat Data Loader and Examples
Dataset Structure
The dataset is organized into extracted folders originally packaged as .tar.gz
files:
STATE_filtered/
: Original patches per U.S. state
(e.g.,IA_filtered/
,AL_filtered/
)negative_samples/
: Verified non-CAFO examplesbarn/
,manure_pond/
,others/
: Augmented synthetic patches by infrastructure typeCAFOSat.csv
: Master metadata file with labels, bounding boxes, and split flags
All image paths referenced in the CSV point to these extracted folders. π Example data loader available here.
π Image File Reference (patch_file
)
Each row in the metadata includes a patch_file
field that provides the relative path to the associated image file.
Example:
-IA_filtered.tar.gz::IA_filtered/crop_4517_patch_10147_Swine_Nursery_IA.tif
barn.tar.gz::
barn/aug_patch_00123.tif`negative_sample.tar.gz::
barn/neg_patch_00098.tif`
Features (CAFOSat.csv)
Column | Description |
---|---|
patch_file |
Path to the image file |
label |
Integer label for class (0β6) |
barn , manure_pond , grazing_area , others |
Binary flags indicating infrastructure types |
geom_bbox |
Bounding box coordinates [x1, y1, x2, y2] |
geometry |
Geospatial polygon outlining the CAFO region |
poly_crs |
Coordinate reference system used for geometry |
patch_crs |
Coordinate reference system used for the image patch |
category |
CAFO class name (e.g., Swine, Dairy) |
state |
U.S. state where the patch is located |
verified_label |
Boolean indicating if the label is human-verified |
CAFO_UNIQUE_ID |
Unique identifier for each CAFO facility |
image_type |
Image variant type: augmented else real |
orig_patch_file |
Name/path of the original patch (applicable if the image_type is augmented ) |
prompt |
Text prompt or description for generative/semantic use (if applicable) |
weak_x , weak_y |
Collected CAFO center coordinates |
refined_x , refined_y |
Refined CAFO center coordinates |
patch_res |
Spatial resolution of the patch in meters per pixel |
split columns |
Flags for different train/test/val splits |
π§ͺ Train/Test/Val Split Flags
These are boolean-like flags (True
/False
) that indicate inclusion in various dataset splits:
cafosat_verified_training_train
,cafosat_verified_training_test
,cafosat_verified_training_val
cafosat_all_training_*
cafosat_training_set1_*
,set2_*
cafosat_merged_training_*
cafosat_augmented_training_*
Each flag is a binary indicator (1
= in split, 0
= excluded).
Labels
Class ID | Class Name |
---|---|
0 | Negative |
1 | Swine |
2 | Dairy |
3 | Beef |
4 | Poultry |
5 | Horses |
6 | Sheep/Goats |
π Intended Use
- CAFO detection and classification β Identify and categorize CAFO facilities from aerial imagery.
- CAFO area detection with bounding box β Localize CAFOs using annotated bounding box coordinates.
- Agricultural infrastructure mapping β Map features like barns, manure ponds, and grazing areas.
- Weak supervision and semi-supervised learning β Leverage partially labeled data for model development.
- Remote sensing benchmark development β Support standardized evaluation for remote sensing tasks.
Citation
*TBD
License
This dataset is released under the CC BY 4.0 License.
You are free to share, use, and adapt the data with attribution.
Contact
For questions or contributions, contact [email protected]
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