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Datasets:
Bubenpo
/
BreastDividerDataset

Tasks:
Image Segmentation
Image Classification
Modalities:
Text
3D
Languages:
English
Size:
10K<n<100K
ArXiv:
Tags:
Breast
MRI
3d
License:
Dataset card Data Studio Files
xet
Community
1
Dataset Viewer
The dataset viewer is not available for this split.
Cannot extract the features (columns) for the split 'train' of the config 'default' of the dataset.
Error code:   FeaturesError
Exception:    ArrowInvalid
Message:      Schema at index 1 was different: 
channel_names: struct<0: string>
description: string
file_ending: string
labels: struct<background: int64, left: int64, right: int64>
licence: string
numTraining: int64
reference: string
release: string
vs
Duke_Breast_MRI_001: list<item: string>
Duke_Breast_MRI_002: list<item: string>
Duke_Breast_MRI_003: list<item: string>
Duke_Breast_MRI_004: list<item: string>
Duke_Breast_MRI_005: list<item: string>
Duke_Breast_MRI_006: list<item: string>
Duke_Breast_MRI_007: list<item: string>
Duke_Breast_MRI_008: list<item: string>
Duke_Breast_MRI_009: list<item: string>
Duke_Breast_MRI_010: list<item: string>
Duke_Breast_MRI_011: list<item: string>
Duke_Breast_MRI_012: list<item: string>
Duke_Breast_MRI_013: list<item: string>
Duke_Breast_MRI_014: list<item: string>
Duke_Breast_MRI_015: list<item: string>
Duke_Breast_MRI_016: list<item: string>
Duke_Breast_MRI_017: list<item: string>
Duke_Breast_MRI_018: list<item: string>
Duke_Breast_MRI_019: list<item: string>
Duke_Breast_MRI_020: list<item: string>
Duke_Breast_MRI_021: list<item: string>
Duke_Breast_MRI_022: list<item: string>
Duke_Breast_MRI_023: list<item: string>
Duke_Breast_MRI_024: list<item: string>
Duke_Breast_MRI_025: list<item: string>
Duke_Breast_MRI_026: list<item: string>
Duke_Breast_MRI_027: list<item: string>
Duke_Breast_MRI_028: list<item: string>
Duke_Breast_MRI_029: list<item: string>
Duke_Breast_MRI_030: list<item: string>
Duke_Breast_MRI_031: list<item: string>
Duke_Breast_MRI_032: list<item: string>
Duke_Breast_MRI_033: list<item: string>
Duke_Breast_MRI_034: list<item: string>
Duke_Breast_MRI_035: list<item: string>
Duke_Breast_MRI_036: list<item: string>
Duke_Breast_MRI_037: list<item: string>
Duke_Breast_MRI_038: list<item: string>
Duke_Breast_MRI_039: list<item: string>
Duke_Breast_MRI_040: list<item: string>
Duke_Breast_MRI_041: list<item: string>
Duke_Breast_MRI_042: list<item: string>
Duke_Breast_MRI_044: list<item: string>
Duke_Breast_MRI_045: list<item: string>
Duke_Breast_MRI_046: list<item: string>
Duke_Breast_MRI_047: list<item: string>
Duke_Breast_MRI_048: list<item: string>
Duke_Breast_MRI_049: list<item: string>
Duke_Breast_MRI_050: list<item: string>
Duke_Breast_MRI_051: list<item: string>
Duke_Breast_MRI_052: list<item: string>
Duke_Breast_MRI_053: list<item: string>
Duke_Breast_MRI_054: list<item: string>
Duke_Breast_MRI_055: list<item: string>
Duke_Breast_MRI_056: list<item: string>
Duke_Breast_MRI_057: list<item: string>
Duke_Breast_MRI_058: list<item: string>
Duke_Breast_MRI_059: list<item: string>
Duke_Breast_MRI_060: list<item: string>
Duke_Breast_MRI_061: list<item: string>
Duke_Breast_MRI_062: list<item: string>
Duke_Breast_MRI_063: list<item: string>
Duke_Breast_MRI_064: list<item: string>
Duke_Breast_MRI_066: list<item: string>
Duke_Breast_MRI_067: list<item: string>
Duke_Breast_MRI_068: list<item: string>
Duke_Breast_MRI_070: list<item: string>
Duke_Breast_MRI_071: list<item: string>
Duke_Breast_MRI_072: list<item: string>
Duke_Breast_MRI_073: list<item: string>
Duke_Breast_MRI_074: list<item: string>
Duke_Breast_MRI_075: list<item: string>
Duke_Breast_MRI_076: list<item: string>
Duke_Breast_MRI_077: list<item: string>
Duke_Breast_MRI_078: list<item: string>
Duke_Breast_MRI_079: list<item: string>
Duke_Breast_MRI_080: list<item: string>
Duke_Breast_MRI_081: list<item: string>
Duke_Breast_MRI_082: list<item: string>
Duke_Breast_MRI_083: list<item: string>
Duke_Breast_MRI_084: list<item: string>
Duke_Breast_MRI_085: list<item: string>
Duke_Breast_MRI_086: list<item: string>
Duke_Breast_MRI_087: list<item: string>
Duke_Breast_MRI_088: list<item: string>
Duke_Breast_MRI_089: list<item: string>
Duke_Breast_MRI_090: list<item: string>
Duke_Breast_MRI_091: list<item: string>
Duke_Breast_MRI_092: list<item: string>
Duke_Breast_MRI_093: list<item: string>
Duke_Breast_MRI_094: list<item: string>
Duke_Breast_MRI_095: list<item: string>
Duke_Breast_MRI_096: list<item: string>
Duke_Breast_MRI_097: list<item: string>
Duke_Breast_MRI_098: list<item: string>
Duke_Breast_MRI_099: list<item: string>
Duke_Breast_MRI_100: list<item: string>
Duke_Breast_MRI_101: list<item: string>
Duke_Breast_MRI_102: list<item: string>
Duke_Breast_MRI_103: list<item: string>
Duke_Breast_MRI_104: list<item: string>
Duke_Breast_MRI_105: list<item: string>
Duke_Breast_MRI_106: list<item: string>
Duke_Breast_MRI_107: list<item: string>
Duke_Breast_MRI_108: list<item: string>
Duke_Breast_MRI_109: list<item: string>
Duke_Breast_MRI_110: list<item: string>
Duke_Breast_MRI_111: list<item: string>
Duke_Breast_MRI_112: list<item: string>
Duke_Breast_MRI_113: list<item: string>
Duke_Breast_MRI_114: list<item: string>
Duke_Breast_MRI_115: list<item: string>
Duke_Breast_MRI_116: list<item: string>
Duke_Breast_MRI_117: list<item: string>
Duke_Breast_MRI_118: list<item: string>
Duke_Breast_MRI_119: list<item: string>
Duke_Breast_MRI_121: list<item: string>
Duke_Breast_MRI_122: list<item: string>
Duke_Breast_MRI_123: list<item: string>
Duke_Breast_MRI_124: list<item: string>
Duke_Breast_MRI_125: list<item: string>
Duke_Breast_MRI_126: list<item: string>
Duke_Breast_MRI_128: list<item: string>
Duke_Breast_MRI_129: list<item: string>
Duke_Breast_MRI_131: list<item: string>
Duke_Breast_MRI_132: list<item: string>
Duke_Breast_MRI_133: list<item: string>
Duke_Breast_MRI_134: list<item: string>
Duke_Breast_MRI_135: list<item: string>
Duke_Breast_MRI_136: list<item: string>
Duke_Breast_MRI_137: list<item: string>
Duke_Breast_MRI_138: list<item: string>
Duke_Breast_MRI_139: list<item: string>
Duke_Breast_MRI_140: list<item: string>
Duke_Breast_MRI_141: list<item: string>
Duke_Breast_MRI_142: list<item: string>
Duke_Breast_MRI_143: list<item: string>
Duke_Breast_MRI_144: list<item: string>
Duke_Breast_MRI_145: list<item: string>
Duke_Breast_MRI_146: list<item: string>
Duke_Breast_MRI_147: list<item: string>
Duke_Breast_MRI_148: list<item: string>
Duke_Breast_MRI_149: list<item: string>
Duke_Breast_MRI_150: list<item: string>
Duke_Breast_MRI_151: list<item: string>
Duke_Breast_MRI_152: list<item: string>
Duke_Breast_MRI_153: list<item: string>
Duke_Breast_MRI_154: list<item: string>
Duke_Breast_MRI_155: list<item: string>
Duke_Breast_MRI_157: list<item: string>
Duke_Breast_MRI_158: list<item: string>
Duke_Breast_MRI_159: list<item: string>
Duke_Breast_MRI_160: list<item: string>
Duke_Breast_MRI_161: list<item: string>
Duke_Breast_MRI_162: list<item: string>
Duke_Breast_MRI_163: list<item: string>
Duke_Breast_MRI_164: list<item: string>
Duke_Breast_MRI_165: list<item: string>
Duke_Breast_MRI_166: list<item: string>
Duke_Breast_MRI_167: list<item: string>
Duke_Breast_MRI_168: list<item: string>
Duke_Breast_MRI_169: list<item: string>
Duke_Breast_MRI_170: list<item: string>
Duke_Breast_MRI_172: list<item: string>
Duke_Breast_MRI_173: list<item: string>
Duke_Breast_MRI_174: list<item: string>
Duke_Breast_MRI_175: list<item: string>
Duke_Breast_MRI_176: list<item: string>
Duke_Breast_MRI_177: list<item: string>
Duke_Breast_MRI_178: list<item: string>
Duke_Breast_MRI_179: list<item: string>
Duke_Breast_MRI_180: list<item: string>
Duke_Breast_MRI_181: list<item: string>
Duke_Breast_MRI_182: list<item: string>
Duke_Breast_MRI_183: list<item: string>
Duke_Breast_MRI_185: list<item: string>
Duke_Breast_MRI_186: list<item: string>
Duke_Breast_MRI_187: list<item: string>
Duke_Breast_MRI_188: list<item: string>
Duke_Breast_MRI_189: list<item: string>
Duke_Breast_MRI_190: list<item: string>
Duke_Breast_MRI_191: list<item: string>
Duke_Breast_MRI_192: list<item: string>
Duke_Breast_MRI_193: list<item: string>
Duke_Breast_MRI_194: list<item: string>
Duke_Breast_MRI_195: list<item: string>
Duke_Breast_MRI_196: list<item: string>
Duke_Breast_MRI_197: list<item: string>
Duke_Breast_MRI_198: list<item: string>
Duke_Breast_MRI_199: list<item: string>
Duke_Breast_MRI_200: list<item: string>
Duke_Breast_MRI_201: list<item: string>
Duke_Breast_MRI_202: list<item: string>
Duke_Breast_MRI_203: list<item: string>
Duke_Breast_MRI_204: list<item: string>
Duke_Breast_MRI_205: list<item: string>
Duke_Breast_MRI_206: list<item: string>
Duke_Breast_MRI_207: list<item: string>
Duke_Breast_MRI_208: list<item: string>
Duke_Breast_MRI_209: list<item: string>
Duke_Breast_MRI_210: list<item: string>
Duke_Breast_MRI_211: list<item: string>
Duke_Breast_MRI_212: list<item: string>
Duke_Breast_MRI_214: list<item: string>
Duke_Breast_MRI_215: list<item: string>
Duke_Breast_MRI_216: list<item: string>
Duke_Breast_MRI_217: list<item: string>
Duke_Breast_MRI_218: list<item: string>
Duke_Breast_MRI_219: list<item: string>
Duke_Breast_MRI_220: list<item: string>
Duke_Breast_MRI_221: list<item: string>
Duke_Breast_MRI_222: list<item: string>
Duke_Breast_MRI_223: list<item: string>
Duke_Breast_MRI_224: list<item: string>
Duke_Breast_MRI_225: list<item: string>
Duke_Breast_MRI_226: list<item: string>
Duke_Breast_MRI_227: list<item: string>
Duke_Breast_MRI_228: list<item: string>
Duke_Breast_MRI_229: list<item: string>
Duke_Breast_MRI_230: list<item: string>
Duke_Breast_MRI_231: list<item: string>
Duke_Breast_MRI_232: list<item: string>
Duke_Breast_MRI_233: list<item: string>
Duke_Breast_MRI_234: list<item: string>
Duke_Breast_MRI_235: list<item: string>
Duke_Breast_MRI_237: list<item: string>
Duke_Breast_MRI_238: list<item: string>
Duke_Breast_MRI_239: list<item: string>
Duke_Breast_MRI_240: list<item: string>
Duke_Breast_MRI_241: list<item: string>
Duke_Breast_MRI_242: list<item: string>
Duke_Breast_MRI_243: list<item: string>
Duke_Breast_MRI_244: list<item: string>
Duke_Breast_MRI_245: list<item: string>
Duke_Breast_MRI_246: list<item: string>
Duke_Breast_MRI_247: list<item: string>
Duke_Breast_MRI_248: list<item: string>
Duke_Breast_MRI_249: list<item: string>
Duke_Breast_MRI_250: list<item: string>
Duke_Breast_MRI_251: list<item: string>
Duke_Breast_MRI_252: list<item: string>
Duke_Breast_MRI_253: list<item: string>
Duke_Breast_MRI_254: list<item: string>
Duke_Breast_MRI_255: list<item: string>
Duke_Breast_MRI_256: list<item: string>
Duke_Breast_MRI_257: list<item: string>
Duke_Breast_MRI_258: list<item: string>
Duke_Breast_MRI_259: list<item: string>
Duke_Breast_MRI_260: list<item: string>
Duke_Breast_MRI_261: list<item: string>
Duke_Breast_MRI_262: list<item: string>
Duke_Breast_MRI_263: list<item: string>
Duke_Breast_MRI_264: list<item: string>
Duke_Breast_MRI_265: list<item: string>
Duke_Breast_MRI_266: list<item: string>
Duke_Breast_MRI_267: list<item: string>
Duke_Breast_MRI_268: list<item: string>
Duke_Breast_MRI_269: list<item: string>
Duke_Breast_MRI_270: list<item: string>
Duke_Breast_MRI_271: list<item: string>
Duke_Breast_MRI_272: list<item: string>
Duke_Breast_MRI_273: list<item: string>
Duke_Breast_MRI_274: list<item: string>
Duke_Breast_MRI_275: list<item: string>
Duke_Breast_MRI_276: list<item: string>
Duke_Breast_MRI_277: list<item: string>
Duke_Breast_MRI_278: list<item: string>
Duke_Breast_MRI_280: list<item: string>
Duke_Breast_MRI_281: list<item: string>
Duke_Breast_MRI_282: list<item: string>
Duke_Breast_MRI_283: list<item: string>
Duke_Breast_MRI_284: list<item: string>
Duke_Breast_MRI_285: list<item: string>
Duke_Breast_MRI_286: list<item: string>
Duke_Breast_MRI_287: list<item: string>
Duke_Breast_MRI_288: list<item: string>
Duke_Breast_MRI_289: list<item: string>
Duke_Breast_MRI_290: list<item: string>
Duke_Breast_MRI_291: list<item: string>
Duke_Breast_MRI_292: list<item: string>
Duke_Breast_MRI_293: list<item: string>
Duke_Breast_MRI_294: list<item: string>
Duke_Breast_MRI_295: list<item: string>
Duke_Breast_MRI_296: list<item: string>
Duke_Breast_MRI_297: list<item: string>
Duke_Breast_MRI_299: list<item: string>
Duke_Breast_MRI_300: list<item: string>
Duke_Breast_MRI_301: list<item: string>
Duke_Breast_MRI_302: list<item: string>
Duke_Breast_MRI_303: list<item: string>
Duke_Breast_MRI_304: list<item: string>
Duke_Breast_MRI_305: list<item: string>
Duke_Breast_MRI_306: list<item: string>
Duke_Breast_MRI_307: list<item: string>
Duke_Breast_MRI_308: list<item: string>
Duke_Breast_MRI_309: list<item: string>
Duke_Breast_MRI_310: list<item: string>
Duke_Breast_MRI_311: list<item: string>
Duke_Breast_MRI_312: list<item: string>
Duke_Breast_MRI_313: list<item: string>
Duke_Breast_MRI_314: list<item: string>
Duke_Breast_MRI_315: list<item: string>
Duke_Breast_MRI_316: list<item: string>
Duke_Breast_MRI_317: list<item: string>
Duke_Breast_MRI_318: list<item: string>
Duke_Breast_MRI_319: list<item: string>
Duke_Breast_MRI_320: list<item: string>
Duke_Breast_MRI_321: list<item: string>
Duke_Breast_MRI_322: list<item: string>
Duke_Breast_MRI_323: list<item: string>
Duke_Breast_MRI_324: list<item: string>
Duke_Breast_MRI_325: list<item: string>
Duke_Breast_MRI_327: list<item: string>
Duke_Breast_MRI_328: list<item: string>
Duke_Breast_MRI_329: list<item: string>
Duke_Breast_MRI_330: list<item: string>
Duke_Breast_MRI_331: list<item: string>
Duke_Breast_MRI_332: list<item: string>
Duke_Breast_MRI_333: list<item: string>
Duke_Breast_MRI_334: list<item: string>
Duke_Breast_MRI_335: list<item: string>
Duke_Breast_MRI_336: list<item: string>
Duke_Breast_MRI_337: list<item: string>
Duke_Breast_MRI_338: list<item: string>
Duke_Breast_MRI_339: list<item: string>
Duke_Breast_MRI_340: list<item: string>
Duke_Breast_MRI_341: list<item: string>
Duke_Breast_MRI_342: list<item: string>
Duke_Breast_MRI_343: list<item: string>
Duke_Breast_MRI_344: list<item: string>
Duke_Breast_MRI_345: list<item: string>
Duke_Breast_MRI_346: list<item: string>
Duke_Breast_MRI_347: list<item: string>
Duke_Breast_MRI_348: list<item: string>
Duke_Breast_MRI_349: list<item: string>
Duke_Breast_MRI_350: list<item: string>
Duke_Breast_MRI_351: list<item: string>
Duke_Breast_MRI_352: list<item: string>
Duke_Breast_MRI_353: list<item: string>
Duke_Breast_MRI_354: list<item: string>
Duke_Breast_MRI_355: list<item: string>
Duke_Breast_MRI_356: list<item: string>
Duke_Breast_MRI_357: list<item: string>
Duke_Breast_MRI_358: list<item: string>
Duke_Breast_MRI_359: list<item: string>
Duke_Breast_MRI_360: list<item: string>
Duke_Breast_MRI_361: list<item: string>
Duke_Breast_MRI_362: list<item: string>
Duke_Breast_MRI_363: list<item: string>
Duke_Breast_MRI_364: list<item: string>
Duke_Breast_MRI_365: list<item: string>
Duke_Breast_MRI_366: list<item: string>
Duke_Breast_MRI_367: list<item: string>
Duke_Breast_MRI_368: list<item: string>
Duke_Breast_MRI_369: list<item: string>
Duke_Breast_MRI_370: list<item: string>
Duke_Breast_MRI_371: list<item: string>
Duke_Breast_MRI_372: list<item: string>
Duke_Breast_MRI_373: list<item: string>
Duke_Breast_MRI_374: list<item: string>
Duke_Breast_MRI_375: list<item: string>
Duke_Breast_MRI_376: list<item: string>
Duke_Breast_MRI_377: list<item: string>
Duke_Breast_MRI_378: list<item: string>
Duke_Breast_MRI_379: list<item: string>
Duke_Breast_MRI_380: list<item: string>
Duke_Breast_MRI_381: list<item: string>
Duke_Breast_MRI_383: list<item: string>
Duke_Breast_MRI_384: list<item: string>
Duke_Breast_MRI_386: list<item: string>
Duke_Breast_MRI_387: list<item: string>
Duke_Breast_MRI_388: list<item: string>
Duke_Breast_MRI_389: list<item: string>
Duke_Breast_MRI_390: list<item: string>
Duke_Breast_MRI_391: list<item: string>
Duke_Breast_MRI_392: list<item: string>
Duke_Breast_MRI_393: list<item: string>
Duke_Breast_MRI_394: list<item: string>
Duke_Breast_MRI_395: list<item: string>
Duke_Breast_MRI_396: list<item: string>
Duke_Breast_MRI_397: list<item: string>
Duke_Breast_MRI_398: list<item: string>
Duke_Breast_MRI_399: list<item: string>
Duke_Breast_MRI_400: list<item: string>
Duke_Breast_MRI_401: list<item: string>
Duke_Breast_MRI_402: list<item: string>
Duke_Breast_MRI_403: list<item: string>
Duke_Breast_MRI_404: list<item: string>
Duke_Breast_MRI_405: list<item: string>
Duke_Breast_MRI_406: list<item: string>
Duke_Breast_MRI_407: list<item: string>
Duke_Breast_MRI_408: list<item: string>
Duke_Breast_MRI_409: list<item: string>
Duke_Breast_MRI_410: list<item: string>
Duke_Breast_MRI_411: list<item: string>
Duke_Breast_MRI_412: list<item: string>
Duke_Breast_MRI_413: list<item: string>
Duke_Breast_MRI_414: list<item: string>
Duke_Breast_MRI_415: list<item: string>
Duke_Breast_MRI_416: list<item: string>
Duke_Breast_MRI_417: list<item: string>
Duke_Breast_MRI_418: list<item: string>
Duke_Breast_MRI_419: list<item: string>
Duke_Breast_MRI_420: list<item: string>
Duke_Breast_MRI_421: list<item: string>
Duke_Breast_MRI_422: list<item: string>
Duke_Breast_MRI_423: list<item: string>
Duke_Breast_MRI_424: list<item: string>
Duke_Breast_MRI_425: list<item: string>
Duke_Breast_MRI_426: list<item: string>
Duke_Breast_MRI_427: list<item: string>
Duke_Breast_MRI_429: list<item: string>
Duke_Breast_MRI_430: list<item: string>
Duke_Breast_MRI_431: list<item: string>
Duke_Breast_MRI_432: list<item: string>
Duke_Breast_MRI_433: list<item: string>
Duke_Breast_MRI_434: list<item: string>
Duke_Breast_MRI_435: list<item: string>
Duke_Breast_MRI_436: list<item: string>
Duke_Breast_MRI_437: list<item: string>
Duke_Breast_MRI_438: list<item: string>
Duke_Breast_MRI_439: list<item: string>
Duke_Breast_MRI_440: list<item: string>
Duke_Breast_MRI_441: list<item: string>
Duke_Breast_MRI_442: list<item: string>
Duke_Breast_MRI_443: list<item: string>
Duke_Breast_MRI_444: list<item: string>
Duke_Breast_MRI_445: list<item: string>
Duke_Breast_MRI_446: list<item: string>
Duke_Breast_MRI_447: list<item: string>
Duke_Breast_MRI_449: list<item: string>
Duke_Breast_MRI_450: list<item: string>
Duke_Breast_MRI_451: list<item: string>
Duke_Breast_MRI_453: list<item: string>
Duke_Breast_MRI_454: list<item: string>
Duke_Breast_MRI_455: list<item: string>
Duke_Breast_MRI_456: list<item: string>
Duke_Breast_MRI_457: list<item: string>
Duke_Breast_MRI_458: list<item: string>
Duke_Breast_MRI_459: list<item: string>
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Duke_Breast_MRI_481: list<item: string>
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Duke_Breast_MRI_489: list<item: string>
Duke_Breast_MRI_490: list<item: string>
Duke_Breast_MRI_491: list<item: string>
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Duke_Breast_MRI_553: list<item: string>
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Duke_Breast_MRI_561: list<item: string>
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Duke_Breast_MRI_563: list<item: string>
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Duke_Breast_MRI_566: list<item: string>
Duke_Breast_MRI_567: list<item: string>
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Duke_Breast_MRI_569: list<item: string>
Duke_Breast_MRI_570: list<item: string>
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Duke_Breast_MRI_572: list<item: string>
Duke_Breast_MRI_573: list<item: string>
Duke_Breast_MRI_574: list<item: string>
Duke_Breast_MRI_575: list<item: string>
Duke_Breast_MRI_576: list<item: string>
Duke_Breast_MRI_577: list<item: string>
Duke_Breast_MRI_578: list<item: string>
Duke_Breast_MRI_579: list<item: string>
Duke_Breast_MRI_580: list<item: string>
Duke_Breast_MRI_581: list<item: string>
Duke_Breast_MRI_582: list<item: string>
Duke_Breast_MRI_583: list<item: string>
Duke_Breast_MRI_584: list<item: string>
Duke_Breast_MRI_585: list<item: string>
Duke_Breast_MRI_586: list<item: string>
Duke_Breast_MRI_587: list<item: string>
Duke_Breast_MRI_588: list<item: string>
Duke_Breast_MRI_589: list<item: string>
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Duke_Breast_MRI_592: list<item: string>
Duke_Breast_MRI_593: list<item: string>
Duke_Breast_MRI_594: list<item: string>
Duke_Breast_MRI_595: list<item: string>
Duke_Breast_MRI_597: list<item: string>
Duke_Breast_MRI_598: list<item: string>
Duke_Breast_MRI_599: list<item: string>
Duke_Breast_MRI_601: list<item: string>
Duke_Breast_MRI_602: list<item: string>
Duke_Breast_MRI_603: list<item: string>
Duke_Breast_MRI_604: list<item: string>
Duke_Breast_MRI_605: list<item: string>
Duke_Breast_MRI_606: list<item: string>
Duke_Breast_MRI_607: list<item: string>
Duke_Breast_MRI_608: list<item: string>
Duke_Breast_MRI_609: list<item: string>
Duke_Breast_MRI_610: list<item: string>
Duke_Breast_MRI_611: list<item: string>
Duke_Breast_MRI_612: list<item: string>
Duke_Breast_MRI_613: list<item: string>
Duke_Breast_MRI_614: list<item: string>
Duke_Breast_MRI_615: list<item: string>
Duke_Breast_MRI_616: list<item: string>
Duke_Breast_MRI_617: list<item: string>
Duke_Breast_MRI_618: list<item: string>
Duke_Breast_MRI_619: list<item: string>
Duke_Breast_MRI_620: list<item: string>
Duke_Breast_MRI_621: list<item: string>
Duke_Breast_MRI_622: list<item: string>
Duke_Breast_MRI_623: list<item: string>
Duke_Breast_MRI_624: list<item: string>
Duke_Breast_MRI_625: list<item: string>
Duke_Breast_MRI_626: list<item: string>
Duke_Breast_MRI_627: list<item: string>
Duke_Breast_MRI_628: list<item: string>
Duke_Breast_MRI_630: list<item: string>
Duke_Breast_MRI_631: list<item: string>
Duke_Breast_MRI_632: list<item: string>
Duke_Breast_MRI_633: list<item: string>
Duke_Breast_MRI_634: list<item: string>
Duke_Breast_MRI_635: list<item: string>
Duke_Breast_MRI_636: list<item: string>
Duke_Breast_MRI_637: list<item: string>
Duke_Breast_MRI_638: list<item: string>
Duke_Breast_MRI_639: list<item: string>
Duke_Breast_MRI_640: list<item: string>
Duke_Breast_MRI_641: list<item: string>
Duke_Breast_MRI_642: list<item: string>
Duke_Breast_MRI_643: list<item: string>
Duke_Breast_MRI_644: list<item: string>
Duke_Breast_MRI_645: list<item: string>
Duke_Breast_MRI_646: list<item: string>
Duke_Breast_MRI_647: list<item: string>
Duke_Breast_MRI_649: list<item: string>
Duke_Breast_MRI_650: list<item: string>
Duke_Breast_MRI_651: list<item: string>
Duke_Breast_MRI_653: list<item: string>
Duke_Breast_MRI_654: list<item: string>
Duke_Breast_MRI_655: list<item: string>
Duke_Breast_MRI_656: list<item: string>
Duke_Breast_MRI_657: list<item: string>
Duke_Breast_MRI_658: list<item: string>
Duke_Breast_MRI_659: list<item: string>
Duke_Breast_MRI_660: list<item: string>
Duke_Breast_MRI_662: list<item: string>
Duke_Breast_MRI_663: list<item: string>
Duke_Breast_MRI_664: list<item: string>
Duke_Breast_MRI_665: list<item: string>
Duke_Breast_MRI_666: list<item: string>
Duke_Breast_MRI_667: list<item: string>
Duke_Breast_MRI_668: list<item: string>
Duke_Breast_MRI_669: list<item: string>
Duke_Breast_MRI_670: list<item: string>
Duke_Breast_MRI_671: list<item: string>
Duke_Breast_MRI_672: list<item: string>
Duke_Breast_MRI_673: list<item: string>
Duke_Breast_MRI_674: list<item: string>
Duke_Breast_MRI_675: list<item: string>
Duke_Breast_MRI_676: list<item: string>
Duke_Breast_MRI_677: list<item: string>
Duke_Breast_MRI_678: list<item: string>
Duke_Breast_MRI_679: list<item: string>
Duke_Breast_MRI_680: list<item: string>
Duke_Breast_MRI_681: list<item: string>
Duke_Breast_MRI_682: list<item: string>
Duke_Breast_MRI_683: list<item: string>
Duke_Breast_MRI_685: list<item: string>
Duke_Breast_MRI_686: list<item: string>
Duke_Breast_MRI_687: list<item: string>
Duke_Breast_MRI_688: list<item: string>
Duke_Breast_MRI_689: list<item: string>
Duke_Breast_MRI_690: list<item: string>
Duke_Breast_MRI_692: list<item: string>
Duke_Breast_MRI_693: list<item: string>
Duke_Breast_MRI_694: list<item: string>
Duke_Breast_MRI_695: list<item: string>
Duke_Breast_MRI_696: list<item: string>
Duke_Breast_MRI_697: list<item: string>
Duke_Breast_MRI_698: list<item: string>
Duke_Breast_MRI_699: list<item: string>
Duke_Breast_MRI_701: list<item: string>
Duke_Breast_MRI_702: list<item: string>
Duke_Breast_MRI_703: list<item: string>
Duke_Breast_MRI_704: list<item: string>
Duke_Breast_MRI_705: list<item: string>
Duke_Breast_MRI_706: list<item: string>
Duke_Breast_MRI_707: list<item: string>
Duke_Breast_MRI_708: list<item: string>
Duke_Breast_MRI_709: list<item: string>
Duke_Breast_MRI_710: list<item: string>
Duke_Breast_MRI_711: list<item: string>
Duke_Breast_MRI_712: list<item: string>
Duke_Breast_MRI_713: list<item: string>
Duke_Breast_MRI_714: list<item: string>
Duke_Breast_MRI_715: list<item: string>
Duke_Breast_MRI_716: list<item: string>
Duke_Breast_MRI_717: list<item: string>
Duke_Breast_MRI_718: list<item: string>
Duke_Breast_MRI_719: list<item: string>
Duke_Breast_MRI_720: list<item: string>
Duke_Breast_MRI_721: list<item: string>
Duke_Breast_MRI_722: list<item: string>
Duke_Breast_MRI_723: list<item: string>
Duke_Breast_MRI_724: list<item: string>
Duke_Breast_MRI_725: list<item: string>
Duke_Breast_MRI_726: list<item: string>
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Duke_Breast_MRI_728: list<item: string>
Duke_Breast_MRI_729: list<item: string>
Duke_Breast_MRI_730: list<item: string>
Duke_Breast_MRI_731: list<item: string>
Duke_Breast_MRI_732: list<item: string>
Duke_Breast_MRI_733: list<item: string>
Duke_Breast_MRI_734: list<item: string>
Duke_Breast_MRI_735: list<item: string>
Duke_Breast_MRI_736: list<item: string>
Duke_Breast_MRI_737: list<item: string>
Duke_Breast_MRI_738: list<item: string>
Duke_Breast_MRI_739: list<item: string>
Duke_Breast_MRI_740: list<item: string>
Duke_Breast_MRI_741: list<item: string>
Duke_Breast_MRI_742: list<item: string>
Duke_Breast_MRI_743: list<item: string>
Duke_Breast_MRI_744: list<item: string>
Duke_Breast_MRI_745: list<item: string>
Duke_Breast_MRI_746: list<item: string>
Duke_Breast_MRI_747: list<item: string>
Duke_Breast_MRI_748: list<item: string>
Duke_Breast_MRI_749: list<item: string>
Duke_Breast_MRI_751: list<item: string>
Duke_Breast_MRI_752: list<item: string>
Duke_Breast_MRI_753: list<item: string>
Duke_Breast_MRI_754: list<item: string>
Duke_Breast_MRI_755: list<item: string>
Duke_Breast_MRI_756: list<item: string>
Duke_Breast_MRI_757: list<item: string>
Duke_Breast_MRI_758: list<item: string>
Duke_Breast_MRI_759: list<item: string>
Duke_Breast_MRI_760: list<item: string>
Duke_Breast_MRI_761: list<item: string>
Duke_Breast_MRI_762: list<item: string>
Duke_Breast_MRI_763: list<item: string>
Duke_Breast_MRI_764: list<item: string>
Duke_Breast_MRI_765: list<item: string>
Duke_Breast_MRI_766: list<item: string>
Duke_Breast_MRI_767: list<item: string>
Duke_Breast_MRI_768: list<item: string>
Duke_Breast_MRI_770: list<item: string>
Duke_Breast_MRI_771: list<item: string>
Duke_Breast_MRI_772: list<item: string>
Duke_Breast_MRI_773: list<item: string>
Duke_Breast_MRI_774: list<item: string>
Duke_Breast_MRI_775: list<item: string>
Duke_Breast_MRI_776: list<item: string>
Duke_Breast_MRI_777: list<item: string>
Duke_Breast_MRI_778: list<item: string>
Duke_Breast_MRI_779: list<item: string>
Duke_Breast_MRI_780: list<item: string>
Duke_Breast_MRI_781: list<item: string>
Duke_Breast_MRI_782: list<item: string>
Duke_Breast_MRI_783: list<item: string>
Duke_Breast_MRI_784: list<item: string>
Duke_Breast_MRI_785: list<item: string>
Duke_Breast_MRI_786: list<item: string>
Duke_Breast_MRI_787: list<item: string>
Duke_Breast_MRI_788: list<item: string>
Duke_Breast_MRI_789: list<item: string>
Duke_Breast_MRI_790: list<item: string>
Duke_Breast_MRI_791: list<item: string>
Duke_Breast_MRI_792: list<item: string>
Duke_Breast_MRI_793: list<item: string>
Duke_Breast_MRI_794: list<item: string>
Duke_Breast_MRI_795: list<item: string>
Duke_Breast_MRI_796: list<item: string>
Duke_Breast_MRI_797: list<item: string>
Duke_Breast_MRI_798: list<item: string>
Duke_Breast_MRI_799: list<item: string>
Duke_Breast_MRI_800: list<item: string>
Duke_Breast_MRI_801: list<item: string>
Duke_Breast_MRI_802: list<item: string>
Duke_Breast_MRI_803: list<item: string>
Duke_Breast_MRI_804: list<item: string>
Duke_Breast_MRI_805: list<item: string>
Duke_Breast_MRI_806: list<item: string>
Duke_Breast_MRI_807: list<item: string>
Duke_Breast_MRI_808: list<item: string>
Duke_Breast_MRI_809: list<item: string>
Duke_Breast_MRI_810: list<item: string>
Duke_Breast_MRI_811: list<item: string>
Duke_Breast_MRI_812: list<item: string>
Duke_Breast_MRI_813: list<item: string>
Duke_Breast_MRI_814: list<item: string>
Duke_Breast_MRI_815: list<item: string>
Duke_Breast_MRI_816: list<item: string>
Duke_Breast_MRI_817: list<item: string>
Duke_Breast_MRI_818: list<item: string>
Duke_Breast_MRI_819: list<item: string>
Duke_Breast_MRI_820: list<item: string>
Duke_Breast_MRI_821: list<item: string>
Duke_Breast_MRI_822: list<item: string>
Duke_Breast_MRI_823: list<item: string>
Duke_Breast_MRI_824: list<item: string>
Duke_Breast_MRI_825: list<item: string>
Duke_Breast_MRI_826: list<item: string>
Duke_Breast_MRI_827: list<item: string>
Duke_Breast_MRI_828: list<item: string>
Duke_Breast_MRI_829: list<item: string>
Duke_Breast_MRI_830: list<item: string>
Duke_Breast_MRI_831: list<item: string>
Duke_Breast_MRI_832: list<item: string>
Duke_Breast_MRI_833: list<item: string>
Duke_Breast_MRI_834: list<item: string>
Duke_Breast_MRI_835: list<item: string>
Duke_Breast_MRI_836: list<item: string>
Duke_Breast_MRI_838: list<item: string>
Duke_Breast_MRI_839: list<item: string>
Duke_Breast_MRI_840: list<item: string>
Duke_Breast_MRI_841: list<item: string>
Duke_Breast_MRI_842: list<item: string>
Duke_Breast_MRI_843: list<item: string>
Duke_Breast_MRI_844: list<item: string>
Duke_Breast_MRI_845: list<item: string>
Duke_Breast_MRI_846: list<item: string>
Duke_Breast_MRI_847: list<item: string>
Duke_Breast_MRI_848: list<item: string>
Duke_Breast_MRI_849: list<item: string>
Duke_Breast_MRI_850: list<item: string>
Duke_Breast_MRI_851: list<item: string>
Duke_Breast_MRI_852: list<item: string>
Duke_Breast_MRI_854: list<item: string>
Duke_Breast_MRI_855: list<item: string>
Duke_Breast_MRI_856: list<item: string>
Duke_Breast_MRI_858: list<item: string>
Duke_Breast_MRI_859: list<item: string>
Duke_Breast_MRI_860: list<item: string>
Duke_Breast_MRI_861: list<item: string>
Duke_Breast_MRI_862: list<item: string>
Duke_Breast_MRI_863: list<item: string>
Duke_Breast_MRI_864: list<item: string>
Duke_Breast_MRI_865: list<item: string>
Duke_Breast_MRI_866: list<item: string>
Duke_Breast_MRI_867: list<item: string>
Duke_Breast_MRI_868: list<item: string>
Duke_Breast_MRI_870: list<item: string>
Duke_Breast_MRI_871: list<item: string>
Duke_Breast_MRI_872: list<item: string>
Duke_Breast_MRI_873: list<item: string>
Duke_Breast_MRI_874: list<item: string>
Duke_Breast_MRI_875: list<item: string>
Duke_Breast_MRI_876: list<item: string>
Duke_Breast_MRI_877: list<item: string>
Duke_Breast_MRI_878: list<item: string>
Duke_Breast_MRI_879: list<item: string>
Duke_Breast_MRI_880: list<item: string>
Duke_Breast_MRI_881: list<item: string>
Duke_Breast_MRI_883: list<item: string>
Duke_Breast_MRI_884: list<item: string>
Duke_Breast_MRI_885: list<item: string>
Duke_Breast_MRI_886: list<item: string>
Duke_Breast_MRI_887: list<item: string>
Duke_Breast_MRI_888: list<item: string>
Duke_Breast_MRI_889: list<item: string>
Duke_Breast_MRI_890: list<item: string>
Duke_Breast_MRI_891: list<item: string>
Duke_Breast_MRI_892: list<item: string>
Duke_Breast_MRI_893: list<item: string>
Duke_Breast_MRI_894: list<item: string>
Duke_Breast_MRI_895: list<item: string>
Duke_Breast_MRI_896: list<item: string>
Duke_Breast_MRI_897: list<item: string>
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Duke_Breast_MRI_899: list<item: string>
Duke_Breast_MRI_900: list<item: string>
Duke_Breast_MRI_901: list<item: string>
Duke_Breast_MRI_902: list<item: string>
Duke_Breast_MRI_903: list<item: string>
Duke_Breast_MRI_904: list<item: string>
Duke_Breast_MRI_905: list<item: string>
Duke_Breast_MRI_906: list<item: string>
Duke_Breast_MRI_907: list<item: string>
Duke_Breast_MRI_908: list<item: string>
Duke_Breast_MRI_909: list<item: string>
Duke_Breast_MRI_910: list<item: string>
Duke_Breast_MRI_911: list<item: string>
Duke_Breast_MRI_912: list<item: string>
Duke_Breast_MRI_913: list<item: string>
Duke_Breast_MRI_914: list<item: string>
Duke_Breast_MRI_915: list<item: string>
Duke_Breast_MRI_916: list<item: string>
Duke_Breast_MRI_917: list<item: string>
Duke_Breast_MRI_918: list<item: string>
Duke_Breast_MRI_919: list<item: string>
Duke_Breast_MRI_920: list<item: string>
Duke_Breast_MRI_921: list<item: string>
Duke_Breast_MRI_922: list<item: string>
UKA_UKA_91: list<item: string>
CAM_ODELIA_BRAID1_0187_1: list<item: string>
MHA_08FEB48B: list<item: string>
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Traceback:    Traceback (most recent call last):
                File "/src/services/worker/src/worker/job_runners/split/first_rows.py", line 228, in compute_first_rows_from_streaming_response
                  iterable_dataset = iterable_dataset._resolve_features()
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/iterable_dataset.py", line 3422, in _resolve_features
                  features = _infer_features_from_batch(self.with_format(None)._head())
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/iterable_dataset.py", line 2187, in _head
                  return next(iter(self.iter(batch_size=n)))
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/iterable_dataset.py", line 2391, in iter
                  for key, example in iterator:
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/iterable_dataset.py", line 1882, in __iter__
                  for key, pa_table in self._iter_arrow():
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/iterable_dataset.py", line 1904, in _iter_arrow
                  yield from self.ex_iterable._iter_arrow()
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/iterable_dataset.py", line 559, in _iter_arrow
                  yield new_key, pa.Table.from_batches(chunks_buffer)
                File "pyarrow/table.pxi", line 4116, in pyarrow.lib.Table.from_batches
                File "pyarrow/error.pxi", line 154, in pyarrow.lib.pyarrow_internal_check_status
                File "pyarrow/error.pxi", line 91, in pyarrow.lib.check_status
              pyarrow.lib.ArrowInvalid: Schema at index 1 was different: 
              channel_names: struct<0: string>
              description: string
              file_ending: string
              labels: struct<background: int64, left: int64, right: int64>
              licence: string
              numTraining: int64
              reference: string
              release: string
              vs
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              Duke_Breast_MRI_032: list<item: string>
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              Duke_Breast_MRI_051: list<item: string>
              Duke_Breast_MRI_052: list<item: string>
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              Duke_Breast_MRI_066: list<item: string>
              Duke_Breast_MRI_067: list<item: string>
              Duke_Breast_MRI_068: list<item: string>
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              Duke_Breast_MRI_071: list<item: string>
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              Duke_Breast_MRI_073: list<item: string>
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              Duke_Breast_MRI_076: list<item: string>
              Duke_Breast_MRI_077: list<item: string>
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              Duke_Breast_MRI_080: list<item: string>
              Duke_Breast_MRI_081: list<item: string>
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              Duke_Breast_MRI_084: list<item: string>
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              Duke_Breast_MRI_087: list<item: string>
              Duke_Breast_MRI_088: list<item: string>
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              Duke_Breast_MRI_090: list<item: string>
              Duke_Breast_MRI_091: list<item: string>
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              Duke_Breast_MRI_095: list<item: string>
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              Duke_Breast_MRI_102: list<item: string>
              Duke_Breast_MRI_103: list<item: string>
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              Duke_Breast_MRI_106: list<item: string>
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              Duke_Breast_MRI_110: list<item: string>
              Duke_Breast_MRI_111: list<item: string>
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              Duke_Breast_MRI_117: list<item: string>
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              Duke_Breast_MRI_122: list<item: string>
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              Duke_Breast_MRI_125: list<item: string>
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              Duke_Breast_MRI_129: list<item: string>
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              Duke_Breast_MRI_134: list<item: string>
              Duke_Breast_MRI_135: list<item: string>
              Duke_Breast_MRI_136: list<item: string>
              Duke_Breast_MRI_137: list<item: string>
              Duke_Breast_MRI_138: list<item: string>
              Duke_Breast_MRI_139: list<item: string>
              Duke_Breast_MRI_140: list<item: string>
              Duke_Breast_MRI_141: list<item: string>
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              Duke_Breast_MRI_143: list<item: string>
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              Duke_Breast_MRI_168: list<item: string>
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              Duke_Breast_MRI_170: list<item: string>
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              Duke_Breast_MRI_175: list<item: string>
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              Duke_Breast_MRI_177: list<item: string>
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              Duke_Breast_MRI_180: list<item: string>
              Duke_Breast_MRI_181: list<item: string>
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              Duke_Breast_MRI_191: list<item: string>
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              Duke_Breast_MRI_195: list<item: string>
              Duke_Breast_MRI_196: list<item: string>
              Duke_Breast_MRI_197: list<item: string>
              Duke_Breast_MRI_198: list<item: string>
              Duke_Breast_MRI_199: list<item: string>
              Duke_Breast_MRI_200: list<item: string>
              Duke_Breast_MRI_201: list<item: string>
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              Duke_Breast_MRI_203: list<item: string>
              Duke_Breast_MRI_204: list<item: string>
              Duke_Breast_MRI_205: list<item: string>
              Duke_Breast_MRI_206: list<item: string>
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              Duke_Breast_MRI_210: list<item: string>
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              Duke_Breast_MRI_214: list<item: string>
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              Duke_Breast_MRI_218: list<item: string>
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              Duke_Breast_MRI_220: list<item: string>
              Duke_Breast_MRI_221: list<item: string>
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              Duke_Breast_MRI_226: list<item: string>
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              Duke_Breast_MRI_230: list<item: string>
              Duke_Breast_MRI_231: list<item: string>
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              Duke_Breast_MRI_233: list<item: string>
              Duke_Breast_MRI_234: list<item: string>
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              Duke_Breast_MRI_237: list<item: string>
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              Duke_Breast_MRI_241: list<item: string>
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              Duke_Breast_MRI_243: list<item: string>
              Duke_Breast_MRI_244: list<item: string>
              Duke_Breast_MRI_245: list<item: string>
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              Duke_Breast_MRI_247: list<item: string>
              Duke_Breast_MRI_248: list<item: string>
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              Duke_Breast_MRI_251: list<item: string>
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              Duke_Breast_MRI_255: list<item: string>
              Duke_Breast_MRI_256: list<item: string>
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              Duke_Breast_MRI_258: list<item: string>
              Duke_Breast_MRI_259: list<item: string>
              Duke_Breast_MRI_260: list<item: string>
              Duke_Breast_MRI_261: list<item: string>
              Duke_Breast_MRI_262: list<item: string>
              Duke_Breast_MRI_263: list<item: string>
              Duke_Breast_MRI_264: list<item: string>
              Duke_Breast_MRI_265: list<item: string>
              Duke_Breast_MRI_266: list<item: string>
              Duke_Breast_MRI_267: list<item: string>
              Duke_Breast_MRI_268: list<item: string>
              Duke_Breast_MRI_269: list<item: string>
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              Duke_Breast_MRI_271: list<item: string>
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              Duke_Breast_MRI_275: list<item: string>
              Duke_Breast_MRI_276: list<item: string>
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              Duke_Breast_MRI_280: list<item: string>
              Duke_Breast_MRI_281: list<item: string>
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              Duke_Breast_MRI_300: list<item: string>
              Duke_Breast_MRI_301: list<item: string>
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              Duke_Breast_MRI_303: list<item: string>
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              Duke_Breast_MRI_306: list<item: string>
              Duke_Breast_MRI_307: list<item: string>
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              Duke_Breast_MRI_309: list<item: string>
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              Duke_Breast_MRI_311: list<item: string>
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              Duke_Breast_MRI_318: list<item: string>
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              Duke_Breast_MRI_320: list<item: string>
              Duke_Breast_MRI_321: list<item: string>
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              Duke_Breast_MRI_323: list<item: string>
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              Duke_Breast_MRI_325: list<item: string>
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              Duke_Breast_MRI_328: list<item: string>
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              Duke_Breast_MRI_331: list<item: string>
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              Duke_Breast_MRI_477: list<item: string>
              Duke_Breast_MRI_478: list<item: string>
              Duke_Breast_MRI_479: list<item: string>
              Duke_Breast_MRI_480: list<item: string>
              Duke_Breast_MRI_481: list<item: string>
              Duke_Breast_MRI_482: list<item: string>
              Duke_Breast_MRI_483: list<item: string>
              Duke_Breast_MRI_484: list<item: string>
              Duke_Breast_MRI_485: list<item: string>
              Duke_Breast_MRI_486: list<item: string>
              Duke_Breast_MRI_487: list<item: string>
              Duke_Breast_MRI_488: list<item: string>
              Duke_Breast_MRI_489: list<item: string>
              Duke_Breast_MRI_490: list<item: string>
              Duke_Breast_MRI_491: list<item: string>
              Duke_Breast_MRI_492: list<item: string>
              Duke_Breast_MRI_493: list<item: string>
              Duke_Breast_MRI_494: list<item: string>
              Duke_Breast_MRI_495: list<item: string>
              Duke_Breast_MRI_496: list<item: string>
              Duke_Breast_MRI_497: list<item: string>
              Duke_Breast_MRI_498: list<item: string>
              Duke_Breast_MRI_499: list<item: string>
              Duke_Breast_MRI_500: list<item: string>
              Duke_Breast_MRI_501: list<item: string>
              Duke_Breast_MRI_502: list<item: string>
              Duke_Breast_MRI_503: list<item: string>
              Duke_Breast_MRI_504: list<item: string>
              Duke_Breast_MRI_505: list<item: string>
              Duke_Breast_MRI_506: list<item: string>
              Duke_Breast_MRI_507: list<item: string>
              Duke_Breast_MRI_508: list<item: string>
              Duke_Breast_MRI_509: list<item: string>
              Duke_Breast_MRI_510: list<item: string>
              Duke_Breast_MRI_511: list<item: string>
              Duke_Breast_MRI_512: list<item: string>
              Duke_Breast_MRI_514: list<item: string>
              Duke_Breast_MRI_515: list<item: string>
              Duke_Breast_MRI_516: list<item: string>
              Duke_Breast_MRI_517: list<item: string>
              Duke_Breast_MRI_518: list<item: string>
              Duke_Breast_MRI_519: list<item: string>
              Duke_Breast_MRI_520: list<item: string>
              Duke_Breast_MRI_521: list<item: string>
              Duke_Breast_MRI_522: list<item: string>
              Duke_Breast_MRI_523: list<item: string>
              Duke_Breast_MRI_524: list<item: string>
              Duke_Breast_MRI_525: list<item: string>
              Duke_Breast_MRI_526: list<item: string>
              Duke_Breast_MRI_527: list<item: string>
              Duke_Breast_MRI_528: list<item: string>
              Duke_Breast_MRI_529: list<item: string>
              Duke_Breast_MRI_530: list<item: string>
              Duke_Breast_MRI_531: list<item: string>
              Duke_Breast_MRI_532: list<item: string>
              Duke_Breast_MRI_533: list<item: string>
              Duke_Breast_MRI_534: list<item: string>
              Duke_Breast_MRI_535: list<item: string>
              Duke_Breast_MRI_536: list<item: string>
              Duke_Breast_MRI_537: list<item: string>
              Duke_Breast_MRI_538: list<item: string>
              Duke_Breast_MRI_539: list<item: string>
              Duke_Breast_MRI_541: list<item: string>
              Duke_Breast_MRI_542: list<item: string>
              Duke_Breast_MRI_544: list<item: string>
              Duke_Breast_MRI_545: list<item: string>
              Duke_Breast_MRI_546: list<item: string>
              Duke_Breast_MRI_547: list<item: string>
              Duke_Breast_MRI_548: list<item: string>
              Duke_Breast_MRI_549: list<item: string>
              Duke_Breast_MRI_550: list<item: string>
              Duke_Breast_MRI_551: list<item: string>
              Duke_Breast_MRI_552: list<item: string>
              Duke_Breast_MRI_553: list<item: string>
              Duke_Breast_MRI_554: list<item: string>
              Duke_Breast_MRI_555: list<item: string>
              Duke_Breast_MRI_556: list<item: string>
              Duke_Breast_MRI_557: list<item: string>
              Duke_Breast_MRI_558: list<item: string>
              Duke_Breast_MRI_559: list<item: string>
              Duke_Breast_MRI_560: list<item: string>
              Duke_Breast_MRI_561: list<item: string>
              Duke_Breast_MRI_562: list<item: string>
              Duke_Breast_MRI_563: list<item: string>
              Duke_Breast_MRI_564: list<item: string>
              Duke_Breast_MRI_565: list<item: string>
              Duke_Breast_MRI_566: list<item: string>
              Duke_Breast_MRI_567: list<item: string>
              Duke_Breast_MRI_568: list<item: string>
              Duke_Breast_MRI_569: list<item: string>
              Duke_Breast_MRI_570: list<item: string>
              Duke_Breast_MRI_571: list<item: string>
              Duke_Breast_MRI_572: list<item: string>
              Duke_Breast_MRI_573: list<item: string>
              Duke_Breast_MRI_574: list<item: string>
              Duke_Breast_MRI_575: list<item: string>
              Duke_Breast_MRI_576: list<item: string>
              Duke_Breast_MRI_577: list<item: string>
              Duke_Breast_MRI_578: list<item: string>
              Duke_Breast_MRI_579: list<item: string>
              Duke_Breast_MRI_580: list<item: string>
              Duke_Breast_MRI_581: list<item: string>
              Duke_Breast_MRI_582: list<item: string>
              Duke_Breast_MRI_583: list<item: string>
              Duke_Breast_MRI_584: list<item: string>
              Duke_Breast_MRI_585: list<item: string>
              Duke_Breast_MRI_586: list<item: string>
              Duke_Breast_MRI_587: list<item: string>
              Duke_Breast_MRI_588: list<item: string>
              Duke_Breast_MRI_589: list<item: string>
              Duke_Breast_MRI_591: list<item: string>
              Duke_Breast_MRI_592: list<item: string>
              Duke_Breast_MRI_593: list<item: string>
              Duke_Breast_MRI_594: list<item: string>
              Duke_Breast_MRI_595: list<item: string>
              Duke_Breast_MRI_597: list<item: string>
              Duke_Breast_MRI_598: list<item: string>
              Duke_Breast_MRI_599: list<item: string>
              Duke_Breast_MRI_601: list<item: string>
              Duke_Breast_MRI_602: list<item: string>
              Duke_Breast_MRI_603: list<item: string>
              Duke_Breast_MRI_604: list<item: string>
              Duke_Breast_MRI_605: list<item: string>
              Duke_Breast_MRI_606: list<item: string>
              Duke_Breast_MRI_607: list<item: string>
              Duke_Breast_MRI_608: list<item: string>
              Duke_Breast_MRI_609: list<item: string>
              Duke_Breast_MRI_610: list<item: string>
              Duke_Breast_MRI_611: list<item: string>
              Duke_Breast_MRI_612: list<item: string>
              Duke_Breast_MRI_613: list<item: string>
              Duke_Breast_MRI_614: list<item: string>
              Duke_Breast_MRI_615: list<item: string>
              Duke_Breast_MRI_616: list<item: string>
              Duke_Breast_MRI_617: list<item: string>
              Duke_Breast_MRI_618: list<item: string>
              Duke_Breast_MRI_619: list<item: string>
              Duke_Breast_MRI_620: list<item: string>
              Duke_Breast_MRI_621: list<item: string>
              Duke_Breast_MRI_622: list<item: string>
              Duke_Breast_MRI_623: list<item: string>
              Duke_Breast_MRI_624: list<item: string>
              Duke_Breast_MRI_625: list<item: string>
              Duke_Breast_MRI_626: list<item: string>
              Duke_Breast_MRI_627: list<item: string>
              Duke_Breast_MRI_628: list<item: string>
              Duke_Breast_MRI_630: list<item: string>
              Duke_Breast_MRI_631: list<item: string>
              Duke_Breast_MRI_632: list<item: string>
              Duke_Breast_MRI_633: list<item: string>
              Duke_Breast_MRI_634: list<item: string>
              Duke_Breast_MRI_635: list<item: string>
              Duke_Breast_MRI_636: list<item: string>
              Duke_Breast_MRI_637: list<item: string>
              Duke_Breast_MRI_638: list<item: string>
              Duke_Breast_MRI_639: list<item: string>
              Duke_Breast_MRI_640: list<item: string>
              Duke_Breast_MRI_641: list<item: string>
              Duke_Breast_MRI_642: list<item: string>
              Duke_Breast_MRI_643: list<item: string>
              Duke_Breast_MRI_644: list<item: string>
              Duke_Breast_MRI_645: list<item: string>
              Duke_Breast_MRI_646: list<item: string>
              Duke_Breast_MRI_647: list<item: string>
              Duke_Breast_MRI_649: list<item: string>
              Duke_Breast_MRI_650: list<item: string>
              Duke_Breast_MRI_651: list<item: string>
              Duke_Breast_MRI_653: list<item: string>
              Duke_Breast_MRI_654: list<item: string>
              Duke_Breast_MRI_655: list<item: string>
              Duke_Breast_MRI_656: list<item: string>
              Duke_Breast_MRI_657: list<item: string>
              Duke_Breast_MRI_658: list<item: string>
              Duke_Breast_MRI_659: list<item: string>
              Duke_Breast_MRI_660: list<item: string>
              Duke_Breast_MRI_662: list<item: string>
              Duke_Breast_MRI_663: list<item: string>
              Duke_Breast_MRI_664: list<item: string>
              Duke_Breast_MRI_665: list<item: string>
              Duke_Breast_MRI_666: list<item: string>
              Duke_Breast_MRI_667: list<item: string>
              Duke_Breast_MRI_668: list<item: string>
              Duke_Breast_MRI_669: list<item: string>
              Duke_Breast_MRI_670: list<item: string>
              Duke_Breast_MRI_671: list<item: string>
              Duke_Breast_MRI_672: list<item: string>
              Duke_Breast_MRI_673: list<item: string>
              Duke_Breast_MRI_674: list<item: string>
              Duke_Breast_MRI_675: list<item: string>
              Duke_Breast_MRI_676: list<item: string>
              Duke_Breast_MRI_677: list<item: string>
              Duke_Breast_MRI_678: list<item: string>
              Duke_Breast_MRI_679: list<item: string>
              Duke_Breast_MRI_680: list<item: string>
              Duke_Breast_MRI_681: list<item: string>
              Duke_Breast_MRI_682: list<item: string>
              Duke_Breast_MRI_683: list<item: string>
              Duke_Breast_MRI_685: list<item: string>
              Duke_Breast_MRI_686: list<item: string>
              Duke_Breast_MRI_687: list<item: string>
              Duke_Breast_MRI_688: list<item: string>
              Duke_Breast_MRI_689: list<item: string>
              Duke_Breast_MRI_690: list<item: string>
              Duke_Breast_MRI_692: list<item: string>
              Duke_Breast_MRI_693: list<item: string>
              Duke_Breast_MRI_694: list<item: string>
              Duke_Breast_MRI_695: list<item: string>
              Duke_Breast_MRI_696: list<item: string>
              Duke_Breast_MRI_697: list<item: string>
              Duke_Breast_MRI_698: list<item: string>
              Duke_Breast_MRI_699: list<item: string>
              Duke_Breast_MRI_701: list<item: string>
              Duke_Breast_MRI_702: list<item: string>
              Duke_Breast_MRI_703: list<item: string>
              Duke_Breast_MRI_704: list<item: string>
              Duke_Breast_MRI_705: list<item: string>
              Duke_Breast_MRI_706: list<item: string>
              Duke_Breast_MRI_707: list<item: string>
              Duke_Breast_MRI_708: list<item: string>
              Duke_Breast_MRI_709: list<item: string>
              Duke_Breast_MRI_710: list<item: string>
              Duke_Breast_MRI_711: list<item: string>
              Duke_Breast_MRI_712: list<item: string>
              Duke_Breast_MRI_713: list<item: string>
              Duke_Breast_MRI_714: list<item: string>
              Duke_Breast_MRI_715: list<item: string>
              Duke_Breast_MRI_716: list<item: string>
              Duke_Breast_MRI_717: list<item: string>
              Duke_Breast_MRI_718: list<item: string>
              Duke_Breast_MRI_719: list<item: string>
              Duke_Breast_MRI_720: list<item: string>
              Duke_Breast_MRI_721: list<item: string>
              Duke_Breast_MRI_722: list<item: string>
              Duke_Breast_MRI_723: list<item: string>
              Duke_Breast_MRI_724: list<item: string>
              Duke_Breast_MRI_725: list<item: string>
              Duke_Breast_MRI_726: list<item: string>
              Duke_Breast_MRI_727: list<item: string>
              Duke_Breast_MRI_728: list<item: string>
              Duke_Breast_MRI_729: list<item: string>
              Duke_Breast_MRI_730: list<item: string>
              Duke_Breast_MRI_731: list<item: string>
              Duke_Breast_MRI_732: list<item: string>
              Duke_Breast_MRI_733: list<item: string>
              Duke_Breast_MRI_734: list<item: string>
              Duke_Breast_MRI_735: list<item: string>
              Duke_Breast_MRI_736: list<item: string>
              Duke_Breast_MRI_737: list<item: string>
              Duke_Breast_MRI_738: list<item: string>
              Duke_Breast_MRI_739: list<item: string>
              Duke_Breast_MRI_740: list<item: string>
              Duke_Breast_MRI_741: list<item: string>
              Duke_Breast_MRI_742: list<item: string>
              Duke_Breast_MRI_743: list<item: string>
              Duke_Breast_MRI_744: list<item: string>
              Duke_Breast_MRI_745: list<item: string>
              Duke_Breast_MRI_746: list<item: string>
              Duke_Breast_MRI_747: list<item: string>
              Duke_Breast_MRI_748: list<item: string>
              Duke_Breast_MRI_749: list<item: string>
              Duke_Breast_MRI_751: list<item: string>
              Duke_Breast_MRI_752: list<item: string>
              Duke_Breast_MRI_753: list<item: string>
              Duke_Breast_MRI_754: list<item: string>
              Duke_Breast_MRI_755: list<item: string>
              Duke_Breast_MRI_756: list<item: string>
              Duke_Breast_MRI_757: list<item: string>
              Duke_Breast_MRI_758: list<item: string>
              Duke_Breast_MRI_759: list<item: string>
              Duke_Breast_MRI_760: list<item: string>
              Duke_Breast_MRI_761: list<item: string>
              Duke_Breast_MRI_762: list<item: string>
              Duke_Breast_MRI_763: list<item: string>
              Duke_Breast_MRI_764: list<item: string>
              Duke_Breast_MRI_765: list<item: string>
              Duke_Breast_MRI_766: list<item: string>
              Duke_Breast_MRI_767: list<item: string>
              Duke_Breast_MRI_768: list<item: string>
              Duke_Breast_MRI_770: list<item: string>
              Duke_Breast_MRI_771: list<item: string>
              Duke_Breast_MRI_772: list<item: string>
              Duke_Breast_MRI_773: list<item: string>
              Duke_Breast_MRI_774: list<item: string>
              Duke_Breast_MRI_775: list<item: string>
              Duke_Breast_MRI_776: list<item: string>
              Duke_Breast_MRI_777: list<item: string>
              Duke_Breast_MRI_778: list<item: string>
              Duke_Breast_MRI_779: list<item: string>
              Duke_Breast_MRI_780: list<item: string>
              Duke_Breast_MRI_781: list<item: string>
              Duke_Breast_MRI_782: list<item: string>
              Duke_Breast_MRI_783: list<item: string>
              Duke_Breast_MRI_784: list<item: string>
              Duke_Breast_MRI_785: list<item: string>
              Duke_Breast_MRI_786: list<item: string>
              Duke_Breast_MRI_787: list<item: string>
              Duke_Breast_MRI_788: list<item: string>
              Duke_Breast_MRI_789: list<item: string>
              Duke_Breast_MRI_790: list<item: string>
              Duke_Breast_MRI_791: list<item: string>
              Duke_Breast_MRI_792: list<item: string>
              Duke_Breast_MRI_793: list<item: string>
              Duke_Breast_MRI_794: list<item: string>
              Duke_Breast_MRI_795: list<item: string>
              Duke_Breast_MRI_796: list<item: string>
              Duke_Breast_MRI_797: list<item: string>
              Duke_Breast_MRI_798: list<item: string>
              Duke_Breast_MRI_799: list<item: string>
              Duke_Breast_MRI_800: list<item: string>
              Duke_Breast_MRI_801: list<item: string>
              Duke_Breast_MRI_802: list<item: string>
              Duke_Breast_MRI_803: list<item: string>
              Duke_Breast_MRI_804: list<item: string>
              Duke_Breast_MRI_805: list<item: string>
              Duke_Breast_MRI_806: list<item: string>
              Duke_Breast_MRI_807: list<item: string>
              Duke_Breast_MRI_808: list<item: string>
              Duke_Breast_MRI_809: list<item: string>
              Duke_Breast_MRI_810: list<item: string>
              Duke_Breast_MRI_811: list<item: string>
              Duke_Breast_MRI_812: list<item: string>
              Duke_Breast_MRI_813: list<item: string>
              Duke_Breast_MRI_814: list<item: string>
              Duke_Breast_MRI_815: list<item: string>
              Duke_Breast_MRI_816: list<item: string>
              Duke_Breast_MRI_817: list<item: string>
              Duke_Breast_MRI_818: list<item: string>
              Duke_Breast_MRI_819: list<item: string>
              Duke_Breast_MRI_820: list<item: string>
              Duke_Breast_MRI_821: list<item: string>
              Duke_Breast_MRI_822: list<item: string>
              Duke_Breast_MRI_823: list<item: string>
              Duke_Breast_MRI_824: list<item: string>
              Duke_Breast_MRI_825: list<item: string>
              Duke_Breast_MRI_826: list<item: string>
              Duke_Breast_MRI_827: list<item: string>
              Duke_Breast_MRI_828: list<item: string>
              Duke_Breast_MRI_829: list<item: string>
              Duke_Breast_MRI_830: list<item: string>
              Duke_Breast_MRI_831: list<item: string>
              Duke_Breast_MRI_832: list<item: string>
              Duke_Breast_MRI_833: list<item: string>
              Duke_Breast_MRI_834: list<item: string>
              Duke_Breast_MRI_835: list<item: string>
              Duke_Breast_MRI_836: list<item: string>
              Duke_Breast_MRI_838: list<item: string>
              Duke_Breast_MRI_839: list<item: string>
              Duke_Breast_MRI_840: list<item: string>
              Duke_Breast_MRI_841: list<item: string>
              Duke_Breast_MRI_842: list<item: string>
              Duke_Breast_MRI_843: list<item: string>
              Duke_Breast_MRI_844: list<item: string>
              Duke_Breast_MRI_845: list<item: string>
              Duke_Breast_MRI_846: list<item: string>
              Duke_Breast_MRI_847: list<item: string>
              Duke_Breast_MRI_848: list<item: string>
              Duke_Breast_MRI_849: list<item: string>
              Duke_Breast_MRI_850: list<item: string>
              Duke_Breast_MRI_851: list<item: string>
              Duke_Breast_MRI_852: list<item: string>
              Duke_Breast_MRI_854: list<item: string>
              Duke_Breast_MRI_855: list<item: string>
              Duke_Breast_MRI_856: list<item: string>
              Duke_Breast_MRI_858: list<item: string>
              Duke_Breast_MRI_859: list<item: string>
              Duke_Breast_MRI_860: list<item: string>
              Duke_Breast_MRI_861: list<item: string>
              Duke_Breast_MRI_862: list<item: string>
              Duke_Breast_MRI_863: list<item: string>
              Duke_Breast_MRI_864: list<item: string>
              Duke_Breast_MRI_865: list<item: string>
              Duke_Breast_MRI_866: list<item: string>
              Duke_Breast_MRI_867: list<item: string>
              Duke_Breast_MRI_868: list<item: string>
              Duke_Breast_MRI_870: list<item: string>
              Duke_Breast_MRI_871: list<item: string>
              Duke_Breast_MRI_872: list<item: string>
              Duke_Breast_MRI_873: list<item: string>
              Duke_Breast_MRI_874: list<item: string>
              Duke_Breast_MRI_875: list<item: string>
              Duke_Breast_MRI_876: list<item: string>
              Duke_Breast_MRI_877: list<item: string>
              Duke_Breast_MRI_878: list<item: string>
              Duke_Breast_MRI_879: list<item: string>
              Duke_Breast_MRI_880: list<item: string>
              Duke_Breast_MRI_881: list<item: string>
              Duke_Breast_MRI_883: list<item: string>
              Duke_Breast_MRI_884: list<item: string>
              Duke_Breast_MRI_885: list<item: string>
              Duke_Breast_MRI_886: list<item: string>
              Duke_Breast_MRI_887: list<item: string>
              Duke_Breast_MRI_888: list<item: string>
              Duke_Breast_MRI_889: list<item: string>
              Duke_Breast_MRI_890: list<item: string>
              Duke_Breast_MRI_891: list<item: string>
              Duke_Breast_MRI_892: list<item: string>
              Duke_Breast_MRI_893: list<item: string>
              Duke_Breast_MRI_894: list<item: string>
              Duke_Breast_MRI_895: list<item: string>
              Duke_Breast_MRI_896: list<item: string>
              Duke_Breast_MRI_897: list<item: string>
              Duke_Breast_MRI_898: list<item: string>
              Duke_Breast_MRI_899: list<item: string>
              Duke_Breast_MRI_900: list<item: string>
              Duke_Breast_MRI_901: list<item: string>
              Duke_Breast_MRI_902: list<item: string>
              Duke_Breast_MRI_903: list<item: string>
              Duke_Breast_MRI_904: list<item: string>
              Duke_Breast_MRI_905: list<item: string>
              Duke_Breast_MRI_906: list<item: string>
              Duke_Breast_MRI_907: list<item: string>
              Duke_Breast_MRI_908: list<item: string>
              Duke_Breast_MRI_909: list<item: string>
              Duke_Breast_MRI_910: list<item: string>
              Duke_Breast_MRI_911: list<item: string>
              Duke_Breast_MRI_912: list<item: string>
              Duke_Breast_MRI_913: list<item: string>
              Duke_Breast_MRI_914: list<item: string>
              Duke_Breast_MRI_915: list<item: string>
              Duke_Breast_MRI_916: list<item: string>
              Duke_Breast_MRI_917: list<item: string>
              Duke_Breast_MRI_918: list<item: string>
              Duke_Breast_MRI_919: list<item: string>
              Duke_Breast_MRI_920: list<item: string>
              Duke_Breast_MRI_921: list<item: string>
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BreastDividerV2: A Large-Scale Dataset and Model for Left–Right Breast MRI Segmentation and Lesion Analysis

This is v2.0.0 of our dataset! Look for v1.0.0 under tags for the original publication.

[MICCAI 2025 WOMEN] BreastDivider: A Large-Scale Dataset and Model for Left–Right Breast MRI Segmentation

Read the paper: arXiv

Authors: Maximilian Rokuss*, Benjamin Hamm*, Yannick Kirchhoff*, Klaus Maier-Hein
*equal contribution

BreastDivider Overview

🧠 Introduction

Breast MRI plays a pivotal role in breast cancer detection, diagnosis, and treatment planning. However, most existing segmentation models fail to distinguish between the left and right breasts, limiting their usefulness in tasks such as unilateral classification, response evaluation, or post-mastectomy follow-up.

In this work, we introduce the first publicly available large-scale dataset with explicit left and right breast segmentation labels, comprising over 17,000 3D MRI scans. Accompanying this dataset is a robust nnU-Net–based segmentation model, trained specifically to identify and separate left and right breast regions in clinical MRI data. This resource provides a foundation for developing anatomically aware AI models and enables large-scale pretraining for downstream breast MRI tasks. Additionally, in V2 we provide over 3,000 classification targets for healthy, benign, and malignant breasts, as well as 467 segmentation masks.

📂 Dataset

This repository includes a complete 17k+ MRI scan dataset with left/right segmentation masks, over 3000 lesion classification targets and 467 lesion segmentation masks. We curated a diverse and comprehensive breast MRI dataset by aggregating scans from multiple publicly available sources:

  • Duke-Breast-Cancer-MRI dataset
  • MAMA-MIA
  • Advanced-MRI-Breast-Lesions
  • EA1141
  • ODELIA
  • ISPY1
  • ISPY2

In total, the dataset comprises 17,956 3D scans. It includes a variety of common MRI modalities such as:

  • T1-weighted (T1)
  • T1 with contrast (T1+C)
  • T2-weighted (T2)
  • FLAIR
  • Diffusion-weighted imaging (DWI)

The Advanced-MRI-Breast-Lesions dataset contains T1 DCE with multiple fat-saturated phases, delayed T1, T2, and T1 non-fat saturated sequences.
The Duke dataset includes pre-operative DCE MRI at 1.5T or 3T, with fat-saturated and non-fat saturated sequences.
The EA1141 dataset, collected across 48 clinical sites, features non-contrast and post-contrast T1-weighted, T2-weighted, and DWI sequences.
The ODELIA dataset includes images across 5 clinical sites containing T2-weighted acquisition alongside a DCE acquisition with one pre-contrast phase and between 2 and 7 post-contrast phases per study.

To ensure consistency and quality, we only included MRI volumes with:

  • At least 32 slices per axis
  • A resolution of ≤ 3×3×3 mm

📂 Dataset Folder Structure 

dataset/
├── imagesTr_batch1/
│   ├── BreastDivider_00001_0000.nii.gz
│   ├── ...
│   └── BreastDivider_10000_0000.nii.gz
├── imagesTr_batch2/
│   ├── BreastDivider_10001_0000.nii.gz
│   ├── ...
│   └── BreastDivider_17956_0000.nii.gz
├── labelsTr_batch1/
│   ├── BreastDivider_00001.nii.gz
│   ├── ...
│   └── BreastDivider_10000.nii.gz
├── labelsTr_batch2/
│   ├── BreastDivider_10001.nii.gz
│   ├── ...
│   └── BreastDivider_17956.nii.gz
├── lesion_annotations/
│   ├── classification/
│   │   └── classification.csv
│   ├── segmentation/
│   │   ├── DUKE_001.nii.gz
│   │   ├── ...
│   │   └── ISPY2_982505.nii.gz
│   ├── dwi_channel_mapping.json
│   └── dwi_channel_mapping_explanation.txt
├── dataset.json
└── breastdivider_id_mapping.csv
  • imagesTr_batch1 & imagesTr_batch2: Training images in .nii.gz format (split into two batches).
  • labelsTr_batch1 & labelsTr_batch2: Corresponding breast label masks in .nii.gz format (split into two batches).
  • lesion_annotations/classification: Contains classification.csv with 3021 lesion classification targets.
  • lesion_annotations/segmentation: Contains 467 lesion segmentation masks for bilateral images from the Mama Mia dataset.
  • lesion_annotations/dwi_channel_mapping.json contains the mapping for breast lesion classification and breast lesion segmentation, indicating which DWI MRI phase image corresponds to which image in the dataset.
  • dataset.json: nnU-Net style dataset metadata
  • breastdivider_id_mapping.csv: Mapping between original dataset IDs and internal BreastDivider IDs

📄 Citation

If you use this dataset or model in your work, please cite:

@article{rokuss2025breastdivider,
  title     = {Divide and Conquer: A Large-Scale Dataset and Model for Left–Right Breast MRI Segmentation},
  author    = {Rokuss, Maximilian and Hamm, Benjamin and Kirchhoff, Yannick and Maier-Hein, Klaus},
  journal   = {arXiv preprint arXiv:2507.13830},
  year      = {2025}
}

The Breast Divider dataset includes public DCE-MRI images from several different collections under the following licenses:

EA1141 (License CC BY-NC 4.0)

Comstock, C. E., Gatsonis, C., Newstead, G. M., Snyder, B. S., Gareen, I. F., Bergin, J. T., Rahbar, H., Sung, J. S., Jacobs, C., Harvey, J. A., Nicholson, M. H., Ward, R. C., Holt, J., Prather, A., Miller, K. D., Schnall, M. D., & Kuhl, C. K. (2023). Abbreviated Breast MRI and Digital Tomosynthesis Mammography in Screening Women With Dense Breasts (EA1141) (Version 1) [Data set]. The Cancer Imaging Archive. https://doi.org/10.7937/2BAS-HR33

AMBL (License CC BY-NC 4.0)

Daniels, D., Last, D., Cohen, K., Mardor, Y., & Sklair-Levy, M. (2024). Standard and Delayed Contrast‑Enhanced MRI of Malignant and Benign Breast Lesions with Histological and Clinical Supporting Data (AMBL) (Version 2) [Data set]. The Cancer Imaging Archive. https://doi.org/10.7937/C7X1-YN57

ISPY1 Trial (License CC BY 3.0)

David Newitt, Nola Hylton, on behalf of the I-SPY 1 Network and ACRIN 6657 Trial Team. (2016). Multi-center breast DCE-MRI data and segmentations from patients in the I-SPY 1/ACRIN 6657 trials. The Cancer Imaging Archive. https://doi.org/10.7937/K9/TCIA.2016.HdHpgJLK

ISPY2 Trial (License CC BY 4.0)

Li, W., Newitt, D. C., Gibbs, J., Wilmes, L. J., Jones, E. F., Arasu, V. A., Strand, F., Onishi, N., Nguyen, A. A.-T., Kornak, J., Joe, B. N., Price, E. R., Ojeda-Fournier, H., Eghtedari, M., Zamora, K. W., Woodard, S. A., Umphrey, H., Bernreuter, W., Nelson, M., … Hylton, N. M. (2022). I-SPY 2 Breast Dynamic Contrast Enhanced MRI Trial (ISPY2) (Version 1) [Data set]. The Cancer Imaging Archive. https://doi.org/10.7937/TCIA.D8Z0-9T85

Duke-Breast-Cancer-MRI (License CC BY-NC 4.0)

Saha, A., Harowicz, M. R., Grimm, L. J., Weng, J., Cain, E. H., Kim, C. E., Ghate, S. V., Walsh, R., & Mazurowski, M. A. (2021). Dynamic contrast-enhanced magnetic resonance images of breast cancer patients with tumor locations [Data set]. The Cancer Imaging Archive. https://doi.org/10.7937/TCIA.e3sv-re93

MAMA-MIA (License CC BY-NC 4.0)

Garrucho, L., Kushibar, K., Reidel, C.-A., Joshi, S., Osuala, R., Tsirikoglou, A., Bobowicz, M., del Riego, J., Catanese, A., Gwoździewicz, K., Cosaka, M.-L., Abo-Elhoda, P. M., Tantawy, S. W., Sakrana, S. S., Shawky-Abdelfatah, N. O., Salem, A. M. A., Kozana, A., Divjak, E., Ivanac, G., Nikiforaki, K., Klontzas, M. E., García-Dosdá, R., Gulsun-Akpinar, M., Lafcı, O., Mann, R., Martín-Isla, C., Prior, F., Marias, K., Starmans, M. P. A., Strand, F., Díaz, O., Igual, L., & Lekadir, K. (2025). A large-scale multicenter breast cancer DCE-MRI benchmark dataset with expert segmentations. https://doi.org/10.1038/s41597-025-04707-4

ODELIA (License CC BY-NC 4.0)

Müller-Franzes, G., Escudero Sánchez, L., Payne, N., Athanasiou, A., Kalogeropoulos, M., Lopez, A., Soro Busto, A. M., Camps Herrero, J., Rasoolzadeh, N., Zhang, T., Mann, R., Jutz, D., Bode, M., Kuhl, C., Veldhuis, W., Saldanha, O. L., Zhu, J., Kather, J. N., Truhn, D., & Gilbert, F. J., on behalf of the ODELIA Consortium. (2025). A European Multi-Center Breast Cancer MRI Dataset. https://doi.org/10.48550/arXiv.2506.00474

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