From 17ac698d48f29e68edbf8dbac44c187f23b6c548 Mon Sep 17 00:00:00 2001 From: ModelHub XC Date: Sat, 29 Aug 2026 12:58:17 +0800 Subject: [PATCH] =?UTF-8?q?=E5=88=9D=E5=A7=8B=E5=8C=96=E9=A1=B9=E7=9B=AE?= =?UTF-8?q?=EF=BC=8C=E7=94=B1ModelHub=20XC=E7=A4=BE=E5=8C=BA=E6=8F=90?= =?UTF-8?q?=E4=BE=9B=E6=A8=A1=E5=9E=8B?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Model: LikelySurf/LLM_TRAINING Source: Original Platform --- .gitattributes | 35 + .gitignore | 1 + README.md | 78 + config.json | 39 + generation_config.json | 6 + merges.txt | 2744 +++++++++++++++++++ pytorch_model.bin | 3 + special_tokens_map.json | 6 + tokenizer.json | 5791 +++++++++++++++++++++++++++++++++++++++ tokenizer_config.json | 9 + training_args.bin | 3 + vocab.json | 1 + 12 files changed, 8716 insertions(+) create mode 100644 .gitattributes create mode 100644 .gitignore create mode 100644 README.md create mode 100644 config.json create mode 100644 generation_config.json create mode 100644 merges.txt create mode 100644 pytorch_model.bin create mode 100644 special_tokens_map.json create mode 100644 tokenizer.json create mode 100644 tokenizer_config.json create mode 100644 training_args.bin create mode 100644 vocab.json diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..a6344aa --- /dev/null +++ b/.gitattributes @@ -0,0 +1,35 @@ +*.7z filter=lfs diff=lfs merge=lfs -text +*.arrow filter=lfs diff=lfs merge=lfs -text +*.bin filter=lfs diff=lfs merge=lfs -text +*.bz2 filter=lfs diff=lfs merge=lfs -text +*.ckpt filter=lfs diff=lfs merge=lfs -text +*.ftz filter=lfs diff=lfs merge=lfs -text +*.gz filter=lfs diff=lfs merge=lfs -text +*.h5 filter=lfs diff=lfs merge=lfs -text +*.joblib filter=lfs diff=lfs merge=lfs -text +*.lfs.* filter=lfs diff=lfs merge=lfs -text +*.mlmodel filter=lfs diff=lfs merge=lfs -text +*.model filter=lfs diff=lfs merge=lfs -text +*.msgpack filter=lfs diff=lfs merge=lfs -text +*.npy filter=lfs diff=lfs merge=lfs -text +*.npz filter=lfs diff=lfs merge=lfs -text +*.onnx filter=lfs diff=lfs merge=lfs -text +*.ot filter=lfs diff=lfs merge=lfs -text +*.parquet filter=lfs diff=lfs merge=lfs -text +*.pb filter=lfs diff=lfs merge=lfs -text +*.pickle filter=lfs diff=lfs merge=lfs -text +*.pkl filter=lfs diff=lfs merge=lfs -text +*.pt filter=lfs diff=lfs merge=lfs -text +*.pth filter=lfs diff=lfs merge=lfs -text +*.rar filter=lfs diff=lfs merge=lfs -text +*.safetensors filter=lfs diff=lfs merge=lfs -text +saved_model/**/* filter=lfs diff=lfs merge=lfs -text +*.tar.* filter=lfs diff=lfs merge=lfs -text +*.tar filter=lfs diff=lfs merge=lfs -text +*.tflite filter=lfs diff=lfs merge=lfs -text +*.tgz filter=lfs diff=lfs merge=lfs -text +*.wasm filter=lfs diff=lfs merge=lfs -text +*.xz filter=lfs diff=lfs merge=lfs -text +*.zip filter=lfs diff=lfs merge=lfs -text +*.zst filter=lfs diff=lfs merge=lfs -text +*tfevents* filter=lfs diff=lfs merge=lfs -text diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000..0348ea9 --- /dev/null +++ b/.gitignore @@ -0,0 +1 @@ +checkpoint-*/ \ No newline at end of file diff --git a/README.md b/README.md new file mode 100644 index 0000000..6191699 --- /dev/null +++ b/README.md @@ -0,0 +1,78 @@ +--- +license: mit +base_model: gpt2 +tags: +- generated_from_trainer +model-index: +- name: LLM_TRAINING + results: [] +--- + + + +# LLM_TRAINING + +This model is a fine-tuned version of [gpt2](https://huggingface.co/gpt2) on the None dataset. +It achieves the following results on the evaluation set: +- Loss: 1.1049 + +## Model description + +More information needed + +## Intended uses & limitations + +More information needed + +## Training and evaluation data + +More information needed + +## Training procedure + +### Training hyperparameters + +The following hyperparameters were used during training: +- learning_rate: 0.0005 +- train_batch_size: 64 +- eval_batch_size: 64 +- seed: 42 +- gradient_accumulation_steps: 8 +- total_train_batch_size: 512 +- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 +- lr_scheduler_type: cosine +- lr_scheduler_warmup_steps: 10 +- num_epochs: 5 + +### Training results + +| Training Loss | Epoch | Step | Validation Loss | +|:-------------:|:-----:|:----:|:---------------:| +| 5.1795 | 0.25 | 10 | 3.6578 | +| 2.9896 | 0.5 | 20 | 2.2492 | +| 2.0979 | 0.75 | 30 | 1.7208 | +| 1.754 | 1.0 | 40 | 1.4856 | +| 1.544 | 1.25 | 50 | 1.3701 | +| 1.4369 | 1.5 | 60 | 1.2945 | +| 1.3826 | 1.76 | 70 | 1.2557 | +| 1.3657 | 2.01 | 80 | 1.2247 | +| 1.3064 | 2.26 | 90 | 1.1987 | +| 1.2619 | 2.51 | 100 | 1.1778 | +| 1.2493 | 2.76 | 110 | 1.1623 | +| 1.2498 | 3.01 | 120 | 1.1464 | +| 1.2126 | 3.26 | 130 | 1.1308 | +| 1.1972 | 3.51 | 140 | 1.1242 | +| 1.1776 | 3.76 | 150 | 1.1169 | +| 1.1826 | 4.01 | 160 | 1.1121 | +| 1.1623 | 4.26 | 170 | 1.1089 | +| 1.1468 | 4.51 | 180 | 1.1063 | +| 1.1594 | 4.76 | 190 | 1.1049 | + + +### Framework versions + +- Transformers 4.31.0 +- Pytorch 2.0.1+cu117 +- Datasets 2.14.3 +- Tokenizers 0.13.3 diff --git a/config.json b/config.json new file mode 100644 index 0000000..092f93b --- /dev/null +++ b/config.json @@ -0,0 +1,39 @@ +{ + "_name_or_path": "gpt2", + "activation_function": "gelu_new", + "architectures": [ + "GPT2LMHeadModel" + ], + "attn_pdrop": 0.1, + "bos_token_id": 0, + "embd_pdrop": 0.1, + "eos_token_id": 0, + "initializer_range": 0.02, + "layer_norm_epsilon": 1e-05, + "model_type": "gpt2", + "n_ctx": 40, + "n_embd": 768, + "n_head": 12, + "n_inner": null, + "n_layer": 12, + "n_positions": 1024, + "reorder_and_upcast_attn": false, + "resid_pdrop": 0.1, + "scale_attn_by_inverse_layer_idx": false, + "scale_attn_weights": true, + "summary_activation": null, + "summary_first_dropout": 0.1, + "summary_proj_to_labels": true, + "summary_type": "cls_index", + "summary_use_proj": true, + "task_specific_params": { + "text-generation": { + "do_sample": true, + "max_length": 50 + } + }, + "torch_dtype": "float32", + "transformers_version": "4.31.0", + "use_cache": true, + "vocab_size": 3000 +} diff --git a/generation_config.json b/generation_config.json new file mode 100644 index 0000000..d1273fd --- /dev/null +++ b/generation_config.json @@ -0,0 +1,6 @@ +{ + "_from_model_config": true, + "bos_token_id": 0, + "eos_token_id": 0, + "transformers_version": "4.31.0" +} diff --git a/merges.txt b/merges.txt new file mode 100644 index 0000000..ae8f0b2 --- /dev/null +++ b/merges.txt @@ -0,0 +1,2744 @@ +#version: 0.2 +c a +m a +r e +t i +ca l +Ġ ma +Ġ a +Ġ i +e n +s e +o cal +f i +Ġ o +o n +t e +G r +c i +Ġ M +ti on +A t +ci fi +ca tion +cifi cation +n d +Ġi n +u s +d e +re d +Ġma m +te red +a de +ĠM G +cification s +Ġ c +i c +g r +Ġ m +Ġma s +r y +Ġ b +h e +Ġ p +n c +ic r +Ġ f +icr ocal +Ġm icrocal +Ġa nd +s i +h y +N o +Ġmicrocal cifications +Ġ n +ti v +se s +Ġmas ses +Ġo r +a re +l us +Ġ d +lus tered +gr ade +Ġa re +Ġc lustered +Ġf ocal +are nc +arenc hy +Ġp arenchy +Ġi s +l a +e g +T he +tiv e +ma ry +Ġparenchy ma +eg a +ega tive +Ġ Gr 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"fter": 1506, + "yer": 1507, + "Note": 1508, + "ĠLI": 1509, + "Ġappe": 1510, + "Ġlayer": 1511, + "µëĭĪëĭ¤": 1512, + "ĬµëĭĪëĭ¤": 1513, + "egmental": 1514, + "Ġ2020": 1515, + "Ġbreas": 1516, + "magni": 1517, + "Ġinternal": 1518, + "oci": 1519, + "Ġ;": 1520, + "ncer": 1521, + "Ġnewly": 1522, + "Ġpuntate": 1523, + "odense": 1524, + "ĠRegional": 1525, + "Ġneed": 1526, + "Ġta": 1527, + "egg": 1528, + "Ġmammogram": 1529, + "Ġë³´ì": 1530, + "ëħ": 1531, + "ĠH": 1532, + "Ġíķ": 1533, + "cept": 1534, + "Ġdisper": 1535, + "probably": 1536, + "Ġasymmtery": 1537, + "Ġmicrocalcificaitons": 1538, + "ë°©": 1539, + "line": 1540, + "+)": 1541, + "GR": 1542, + "Uni": 1543, + "di": 1544, + "rp": 1545, + "tifi": 1546, + "Ġnear": 1547, + "Ġisoechoic": 1548, + "Round": 1549, + "Ġafter": 1550, + "regional": 1551, + "dentifi": 1552, + "Ġappear": 1553, + "Ġdispersed": 1554, + "li": 1555, + "Ġ[": 1556, + "ally": 1557, + "ĠLUOQ": 1558, + "hism": 1559, + "Ġmicrocalcifcation": 1560, + "Ġremaining": 1561, + "Ġcancer": 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1621, + "ìĿ´ìłĦ": 1622, + "ĠìĿ´ìłĦ": 1623, + "qui": 1624, + "Ġpheno": 1625, + "-'": 1626, + "mmetry": 1627, + "ĠUI": 1628, + "ĢíĻĶ": 1629, + "ĠMicrocalcifications": 1630, + "stra": 1631, + "Ġ(<": 1632, + "Ġgroup": 1633, + "Ġdila": 1634, + "Ġdemon": 1635, + "Ġthree": 1636, + "íķĺì§Ģ": 1637, + "Ġì´ĪìĿĮíĮĮ": 1638, + "ëħĦ": 1639, + "Ġphenotype": 1640, + "Ġdemonstra": 1641, + "Segmental": 1642, + "new": 1643, + "sual": 1644, + "ula": 1645, + "ĠPunctate": 1646, + "Ġoutside": 1647, + "Ġimaging": 1648, + "17": 1649, + "Spiculated": 1650, + "Ġbening": 1651, + "Ġpuc": 1652, + "Ġsono": 1653, + "Ġë³ĢíĻĶ": 1654, + "ĠFCD": 1655, + "ĠìĹĨìĿĮ": 1656, + "16": 1657, + "nthe": 1658, + "ĠU": 1659, + "Ġlateral": 1660, + "ĠRT": 1661, + "need": 1662, + "Ġìĸij": 1663, + "Ġsubareola": 1664, + "sualiz": 1665, + "nthesis": 1666, + "Vascular": 1667, + "vocal": 1668, + "Ġrou": 1669, + "łë°©": 1670, + "Ġmal": 1671, + "ĠMR": 1672, + "cations": 1673, + "Ġede": 1674, + "quivocal": 1675, + "-,": 1676, + "Left": 1677, + "previous": 1678, + "©°": 1679, + "ìĬµëĭĪëĭ¤": 1680, + "Ġê°Ģ": 1681, + "synthesis": 1682, + "ĠìĦ": 1683, + "견": 1684, + "Ġhide": 1685, + "ĠìϏë¶Ģ": 1686, + "Ġpuctate": 1687, + "18": 1688, + "About": 1689, + "RUO": 1690, + "con": 1691, + "dle": 1692, + "fci": 1693, + "¸¡": 1694, + "ëį": 1695, + "íĸ": 1696, + "ĠII": 1697, + "view": 1698, + "Ġexcept": 1699, + "ngle": 1700, + "Ġcorrela": 1701, + "ëĤĺ": 1702, + "Ġmamo": 1703, + "ĠCa": 1704, + "Ġprev": 1705, + "ìϏë¶Ģ": 1706, + ")-->": 1707, + "14": 1708, + "hree": 1709, + "Ġacc": 1710, + "tero": 1711, + "intramammary": 1712, + "Ġtrue": 1713, + "ĠNc": 1714, + "Ġë³´ìĿ´": 1715, + "ĠíķĦìļĶ": 1716, + "dv": 1717, + "tro": 1718, + "ijë³": 1719, + "Ġbra": 1720, + "Ġeval": 1721, + "Ġì¶Ķ": 1722, + "Ġpleomorphism": 1723, + "ĠPreviously": 1724, + "Ġmalign": 1725, + "Ġevalu": 1726, + "CC": 1727, + "as": 1728, + "ities": 1729, + "§Ģ": 1730, + "ë§": 1731, + "ĠWNL": 1732, + "more": 1733, + "inner": 1734, + "Ġradi": 1735, + "ĠBoth": 1736, + "Ġìĥ": 1737, + "Ģìľ": 1738, + "ociated": 1739, + "Ġmammograms": 1740, + "Bx": 1741, + "Ġpunctated": 1742, + "ìŬ": 1743, + "ĠìŀĪìĿĮ": 1744, + "Ġasyme": 1745, + "Ġdilatation": 1746, + "15": 1747, + "Ġass": 1748, + "Ġpain": 1749, + "rchitectural": 1750, + "Ġìĺ": 1751, + "ìĿ¸": 1752, + "iphe": 1753, + "Ġlobule": 1754, + "모": 1755, + "ĠUIQ": 1756, + "Ġdemonstrable": 1757, + "Ġevaluation": 1758, + "24": 1759, + "ag": 1760, + "suspicious": 1761, + "Ġareo": 1762, + "Ġdensely": 1763, + "ĠLO": 1764, + "ê²ĢìĤ¬": 1765, + "Ġmicrocalcifica": 1766, + "Ġshape": 1767, + "fii": 1768, + "agn": 1769, + "action": 1770, + "of": 1771, + "측": 1772, + "íļ": 1773, + "Ġsup": 1774, + "Ġsingle": 1775, + "Ġabnormalities": 1776, + "ĠAdv": 1777, + "Ġperiphe": 1778, + "Ġhigh": 1779, + "Ġnegaitve": 1780, + "mtry": 1781, + "°°": 1782, + "Ġstate": 1783, + "Ġìĭ": 1784, + "ìĿĦ": 1785, + "ĠER": 1786, + "´Ģì": 1787, + "calcifications": 1788, + "circumscribed": 1789, + "verted": 1790, + "Ġmiddle": 1791, + "Ġassociated": 1792, + "íļĮ": 1793, + "13": 1794, + "30": 1795, + ">>": 1796, + "irregular": 1797, + "spe": 1798, + "ìĿ´ì§Ģ": 1799, + "ìłķ": 1800, + "Ġdeveloped": 1801, + "lower": 1802, + "uta": 1803, + "xt": 1804, + "¡°": 1805, + "Ġ<": 1806, + "ĿíļĮ": 1807, + "Ġad": 1808, + "Ġë³ijë³": 1809, + "Subtle": 1810, + "Three": 1811, + "spiculated": 1812, + "Ġê´Ģì": 1813, + "Architectural": 1814, + "Faint": 1815, + "MO": 1816, + "ĠCAD": 1817, + "ĠRO": 1818, + "Ġwithin": 1819, + "ĠSmall": 1820, + "ĠìĿĺ": 1821, + "likely": 1822, + "Another": 1823, + "Amorphous": 1824, + "¦Ŀ": 1825, + "Ġmac": 1826, + "Ġ(#": 1827, + "imi": 1828, + "ĠIn": 1829, + "Ġë³´ìĿ´ì§Ģ": 1830, + "Ġdetection": 1831, + "ëįĺ": 1832, + "28": 1833, + "Dec": 1834, + "Skin": 1835, + "Tiny": 1836, + "pec": 1837, + "ur": 1838, + "¬ìĺģ": 1839, + "segmental": 1840, + "ëĬ¥": 1841, + "Ġtomosynthesis": 1842, + "Ġë³´ìŀĦ": 1843, + "Ġê´Ģì°°": 1844, + "An": 1845, + "CI": 1846, + "Other": 1847, + "bec": 1848, + "to": 1849, + "ded": 1850, + "decreased": 1851, + "Ġstereotactic": 1852, + "Ġ2002": 1853, + "Ġabnormality": 1854, + "íķĺìŬ": 1855, + "Ġmarker": 1856, + "Ġecho": 1857, + "ĨĮ견": 1858, + "Global": 1859, + "ļľ": 1860, + "Ġaround": 1861, + "omorphic": 1862, + "ĠDecreased": 1863, + "rior": 1864, + "proven": 1865, + "ĠìĹIJ": 1866, + "ompared": 1867, + "compared": 1868, + "ëł·": 1869, + "기": 1870, + "Ġareolar": 1871, + "imited": 1872, + "ļľëł·": 1873, + "Ġsy": 1874, + "rabec": 1875, + "now": 1876, + "uspicion": 1877, + "ê°ģ": 1878, + "ĠíĻ": 1879, + "Ġsuggestive": 1880, + "Ġimage": 1881, + "Ġperiphery": 1882, + "CIS": 1883, + "++,": 1884, + ".-": 1885, + "Well": 1886, + "ĠCal": 1887, + "Ġretro": 1888, + "Ġëļľëł·": 1889, + "pect": 1890, + "Calcifications": 1891, + "Prominent": 1892, + "ëıĦ": 1893, + "31": 1894, + "ama": 1895, + "ole": 1896, + "¸ìĽIJ": 1897, + "Ġsca": 1898, + "med": 1899, + "Ġ2021": 1900, + "Ġabnormally": 1901, + "Ġisolated": 1902, + "Ġarchitectu": 1903, + "ìĭ¬": 1904, + "ìĸ´": 1905, + "Ġsubcuta": 1906, + "ĠìĥĿ": 1907, + "Ġasymemtry": 1908, + "00": 1909, + "AS": 1910, + "Sl": 1911, + "increased": 1912, + "Ġanother": 1913, + "Ġprior": 1914, + "Ġsl": 1915, + "Ġë§": 1916, + "neous": 1917, + "Ġinvol": 1918, + "rtoma": 1919, + "Ġmetal": 1920, + "rabecular": 1921, + "amartoma": 1922, + "27": 1923, + "Di": 1924, + "MMG": 1925, + "about": 1926, + "ild": 1927, + "qual": 1928, + "athe": 1929, + "ĠNew": 1930, + "Intramammary": 1931, + "ĠLIQ": 1932, + "Ġeggshell": 1933, + "for": 1934, + "lic": 1935, + "tome": 1936, + "Ġê°": 1937, + "Ġsmal": 1938, + "Ġchanges": 1939, + "ĠMagnification": 1940, + "Ġmicrocalcifci": 1941, + "probable": 1942, + "ression": 1943, + "Ġmacrocal": 1944, + "Microcal": 1945, + "olu": 1946, + "spread": 1947, + "Ġro": 1948, + "tine": 1949, + "ler": 1950, + "Ġvisualiz": 1951, + "ĠëĬ": 1952, + "íķ´": 1953, + "Ġlobulated": 1954, + "Ġê²ĥ": 1955, + "Ġcalcificati": 1956, + "Residual": 1957, + "Ġacchitectural": 1958, + "fiications": 1959, + "29": 1960, + "hing": 1961, + "obscu": 1962, + "ë¥": 1963, + "ĠOval": 1964, + "ìłģ": 1965, + "ìĸij": 1966, + "LC": 1967, + "jac": 1968, + "other": 1969, + "ģìĥģ": 1970, + "Ġmic": 1971, + "Ġscan": 1972, + "ĠRight": 1973, + "ĠPost": 1974, + "Ġnodes": 1975, + "composition": 1976, + "Ġìĭľ": 1977, + "jacent": 1978, + "De": 1979, + "ative": 1980, + "ol": 1981, + "pla": 1982, + "Ġop": 1983, + "cially": 1984, + "grossly": 1985, + "hed": 1986, + "Ġluc": 1987, + "ĠDCIS": 1988, + "Ġë°": 1989, + "ìĹĨ": 1990, + "Ġaspect": 1991, + "ëĬ¥ìĦ±": 1992, + ".--": 1993, + "GII": 1994, + "xilla": 1995, + "ĮĢ": 1996, + "all": 1997, + "Ġtrabecular": 1998, + "Ġnege": 1999, + "agtive": 2000, + "Ġrod": 2001, + "Ca": 2002, + "Compared": 2003, + "OS": 2004, + "pr": 2005, + "vascular": 2006, + "ìļ": 2007, + "der": 2008, + "tasia": 2009, + "Ġprominant": 2010, + "Ġreview": 2011, + "ĠFaint": 2012, + "(-),": 2013, + "Ġê²ĢìĤ¬": 2014, + "ulating": 2015, + "ĠìĦĿíļĮ": 2016, + "íĸī": 2017, + "Ġadjacent": 2018, + "%)": 2019, + "33": 2020, + "42": 2021, + "Multifocal": 2022, + "RT": 2023, + "Sep": 2024, + "cent": 2025, + "cted": 2026, + "ched": 2027, + "hic": 2028, + "irc": 2029, + "ostic": 2030, + "skin": 2031, + "tric": 2032, + "ug": 2033, + "ì¶Ķ": 2034, + ")..": 2035, + "Ġ2001": 2036, + "ions": 2037, + "ĠAsymmetric": 2038, + "Ġmorelikely": 2039, + "Ġwas": 2040, + "ach": 2041, + "Ġìĺģìĥģ": 2042, + "Ġë³ijë³Ģ": 2043, + "Ġsubcutaneous": 2044, + "ĠìĥĿê°ģ": 2045, + "Ġmicrocalcifciations": 2046, + "obscure": 2047, + "LUO": 2048, + "anc": 2049, + "accessory": 2050, + "two": 2051, + "Ġoil": 2052, + "nching": 2053, + "Ġsus": 2054, + "Ġì¦Ŀ": 2055, + "Ġviews": 2056, + "Ġëª": 2057, + "ĠRUM": 2058, + "ë³´": 2059, + "Ġasymmtry": 2060, + "Ġmicroca": 2061, + "Ġmeta": 2062, + "Ġasymetry": 2063, + "Ġìľłë°©": 2064, + "microcalcification": 2065, + "agnostic": 2066, + "ĠëĬĶ": 2067, + "Ġlucent": 2068, + "Ġnegetive": 2069, + "bx": 2070, + "±°": 2071, + "ì¹ĺ": 2072, + "ĽĦ": 2073, + "ĠGrossly": 2074, + "Ġeach": 2075, + "ìŀĦ": 2076, + "Ġnearly": 2077, + "Ġedema": 2078, + "25": 2079, + "26": 2080, + "Circ": 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+ "ĠInter": 2981, + "athered": 2982, + "Ġ못": 2983, + "¸ëĿ¼ë": 2984, + "Ġenhance": 2985, + "Ġenhancing": 2986, + "Ġspicualted": 2987, + "Ġê³łìķ½": 2988, + "Extremely": 2989, + "MRI": 2990, + "ê·¸ëĿ¼ë": 2991, + "ë²Ī": 2992, + "Ġreplacing": 2993, + "Ġê°IJìĨĮ": 2994, + "¯Ģë¡ľ": 2995, + "ê·¸ëĿ¼ë¯¸": 2996, + "50": 2997, + "Popcorn": 2998, + "ase": 2999 + }, + "merges": [ + "c a", + "m a", + "r e", + "t i", + "ca l", + "Ġ ma", + "Ġ a", + "Ġ i", + "e n", + "s e", + "o cal", + "f i", + "Ġ o", + "o n", + "t e", + "G r", + "c i", + "Ġ M", + "ti on", + "A t", + "ci fi", + "ca tion", + "cifi cation", + "n d", + "Ġi n", + "u s", + "d e", + "re d", + "Ġma m", + "te red", + "a de", + "ĠM G", + "cification s", + "Ġ c", + "i c", + "g r", + "Ġ m", + "Ġma s", + "r y", + "Ġ b", + "h e", + "Ġ p", + "n c", + "ic r", + "Ġ f", + "icr ocal", + "Ġm icrocal", + "Ġa nd", + "s i", + "h y", + "N o", + "Ġmicrocal cifications", + "Ġ n", + "ti v", + "se s", + "Ġmas ses", + "Ġo r", + "a re", + "l us", + "Ġ d", + "lus tered", + "gr ade", + "Ġa re", + "Ġc lustered", + "Ġf ocal", + "are nc", + "arenc hy", + "Ġp arenchy", + "Ġi s", + "l a", + "e g", + "T he", + "tiv e", + "ma ry", + "Ġparenchy ma", + "eg a", + "ega tive", + "Ġ Gr", + "Ġmam mary", + "m o", + "Ġd en", + "Ġ 3", + "l e", + "Ġ s", + "Ġn egative", + ") .", + "Ġo f", + "Ġ cal", + "r o", + "l y", + "Ġ C", + "s t", + "Ġden se", + "t y", + "v i", + "re a", + "Ġ vi", + "b le", + "rea st", + "si ble", + "Ġvi sible", + "la r", + "Ġ L", + "o us", + "Ġb reast", + "g n", + "Ġ se", + "u lar", + "t h", + "Ġ R", + "ro g", + "Ġse en", + "m e", + "ca t", + "e r", + "cat tered", + "N C", + "Ġmam mo", + "Ġs cattered", + "ous ly", + "en e", + "Ġ 2", + "Ġ (", + "ene ously", + "en i", + "Ġ fi", + "eni gn", + "Ġ 4", + "la nd", + "land ular", + "Ġfi b", + "o mo", + "Ġfib rog", + "Ġfibrog landular", + "a t", + "h omo", + "homo g", + "homog eneously", + "Ġin homogeneously", + "o th", + "M G", + "Ġb oth", + "Gr ade", + "Ġb enign", + "Ġcal cifications", + "ĠM MG", + "Ġden si", + "s y", + "Ġdensi ty", + "Ġ l", + "sy m", + "sym me", + "ĠR t", + "symme t", + "ĠL t", + "Ġ NC", + "symmet ry", + "Ġn o", + "U O", + "u p", + "Ġ grade", + "t he", + "i n", + "Ġcal cification", + "Ġmas s", + "Ġa symmetry", + "Ġ 1", + "p er", + "Ġ the", + "- >", + "Ġl o", + "up per", + "a l", + "Ġ upper", + "Ġno d", + "Ġf at", + "Ġbreast s", + "te r", + "Ġfat ty", + "Ġlo w", + "Ġlow er", + "Ġ r", + "Ġ -", + "Ġ le", + "ma l", + "s c", + "e d", + "u le", + "Ġ e", + "h i", + "a p", + "ĠR UO", + "ĠGr ade", + "Ġnod ule", + "w i", + "Ġma y", + "en si", + "ĠL UO", + "Ġmammo gr", + "t a", + "ap hy", + "i ty", + "Ġmammogr aphy", + "Ġo u", + "tiv ity", + "Ġs ensi", + "Ġsensi tivity", + "Ġou ter", + "a n", + "s s", + "in g", + "hi s", + "Ġcal c", + "Ġe x", + "T his", + "g e", + "Ġex t", + "ta te", + "o u", + "Ġ gr", + "sc u", + "b scu", + "c m", + "Ġo bscu", + "u nc", + "unc tate", + "Ġobscu re", + "mal l", + "N egative", + "Ġ B", + "me ly", + "re mely", + "Ġext remely", + "Ġp unctate", + "Ġc h", + "Ġs mall", + "Ġr t", + "Ġ si", + "Ġs u", + "g h", + "an ge", + "Ġch ange", + "Ġl t", + "ro u", + "wi th", + "Ġ with", + "rou nd", + "en t", + "te rog", + "Ġ &", + "gn i", + "o r", + "Ġ- ->", + "n er", + "si on", + "Ġin ner", + "Ġ2 0", + "terog eneously", + "nc e", + "Ġ ti", + "n egative", + "Ġa l", + "Ġd i", + "Ġsi nce", + "U I", + "Ġle sion", + "Ġma gni", + "f t", + "B enign", + "Ġa t", + "u e", + "Ġp ro", + "Ġo n", + "Ġmicrocal cification", + "Ġle ft", + "H e", + "w h", + "Ġti ss", + "Ġtiss ue", + "Ġ S", + "e w", + "o up", + "m in", + "p h", + "oup ed", + "Ġ ->", + "He terogeneously", + "v al", + "l d", + "Ġc o", + "Ġnod ular", + "i gh", + "o me", + "igh t", + "A symmetry", + "- ->", + "re g", + "a r", + "r ph", + "Ġs ome", + "Ġlower s", + "Ġ G", + "ĠS A", + "ou ld", + "Ġc ould", + "f f", + "u se", + "Ġ round", + "ff use", + "te d", + "Ġ de", + "i l", + "wh at", + "Ġsu r", + "round ing", + "Ġsome what", + "Ġsur rounding", + "min ent", + "ou gh", + "th ough", + "Ġal though", + "Ġgr ouped", + "Ġpro minent", + "r c", + "k ing", + "the r", + "Ġ20 0", + "Ġ D", + "Ġr ight", + "p le", + "Ġa x", + "u l", + "o king", + "Ġ ì", + "il la", + "ĠL UI", + "Ġ en", + "d en", + "Ġax illa", + "ĠL N", + "Ġsu b", + "m p", + "i on", + "I I", + "ĠM a", + "wi se", + "Ġdi ffuse", + "ther wise", + "Ġ20 1", + "Ġo val", + "Ġ t", + "Ġ ,", + "Ġ he", + "ul ti", + "r i", + "Ġa mo", + "Ġ nc", + "Ġa b", + "ion al", + "Ġco mp", + "rph ous", + "Ġ 0", + "L O", + "L I", + "ulti ple", + "Ġmicrocal c", + "Ġcal cifi", + "ĠR UI", + "n or", + "nor mal", + "se d", + "Ġamo rphous", + "Ġab normal", + "mo st", + "Ġen ti", + "Ġenti re", + "Ġ Negative", + "u m", + "are o", + "r al", + "rea sed", + "Ġ reg", + "Ġparenchy me", + "Ġdi st", + "l o", + "c t", + "O therwise", + "ci rc", + "areo lar", + "Ġentire ly", + "Ġreg ional", + "e ss", + "Ġvi ew", + "r a", + "ri b", + "Ġ No", + "Ġlo oking", + "Ġnodule s", + "Ġ Ċ", + "Ġal most", + "e s", + "la ted", + "ì Ŀ", + "den se", + ") ,", + "c reased", + "v er", + "Ġ re", + "Ġ N", + "b enign", + "Ġm i", + "r ic", + "o si", + "Ġ Heterogeneously", + "Ġsub areolar", + "osi tion", + "fi n", + "Ġdist or", + "Ġare a", + "symmet ric", + "Ġ ë", + "a red", + "ver al", + "r reg", + "t ra", + "ar se", + "rreg ular", + "Ġ1 2", + "Ġ circ", + "Ġcomp osition", + "re vi", + "Ġ F", + "n g", + "Ġt o", + "rib ed", + "n o", + "Ġhe terogeneously", + "fi cation", + "Ġm ultiple", + "m mo", + "Ġis o", + "um sc", + "umsc ribed", + "a in", + "p i", + "e c", + "Ġco arse", + "B reast", + "u lated", + "ct u", + "Ġp le", + "y st", + "hi te", + "Ġmi d", + "ĠG II", + "p ic", + "hite ctu", + "s x", + "b a", + "rph ic", + "Ġple omo", + "m ent", + "Ġc en", + "ĠL LI", + "ĠMa mmo", + "ain t", + "A sx", + "Ġcirc umscribed", + "Ġcen ter", + "m mary", + "Ġp o", + "pic ulated", + "hitectu ral", + "ti es", + "Ġi rregular", + "h r", + "Ġpleomo rphic", + "Ġcalcifi ed", + "ma mmary", + "Ġde fin", + "Ġ th", + "Ġ T", + "lo oking", + "Ġa rc", + "Ġiso dense", + "Ġin ter", + "tra mammary", + "Ġsi z", + "h o", + "F ocal", + "Ġle ss", + "Ġ A", + "pi ci", + "Ġf aint", + "us pici", + "p e", + "Ġc yst", + "Ġp revi", + "Ġmagni fication", + "w o", + "í ķ", + "n y", + "ment al", + "Ġarc hitectural", + "ĠGII I", + "Ġs piculated", + "Ġ g", + "L ess", + "Ġf ew", + "Ġti ny", + "uspici ous", + "Ġ hy", + "ĠB enign", + "l l", + "k in", + "ĠMa gni", + "Ġpro ba", + "Ġfi nd", + "Ġe vi", + "o re", + "Ġfind ing", + "O n", + "Ġinter val", + "c e", + "u al", + "i s", + ". )", + ". (", + "ĠR LI", + "Ġhe terog", + "Ċ Ċ", + "Ġ Otherwise", + "Ġin tramammary", + "Ġdensi ties", + "Ġ v", + "k e", + "Ġ .", + "g mental", + "i ffuse", + "Ġ This", + "i ke", + "u n", + "u t", + "wh ic", + "ì Ĺ", + "whic h", + "m ma", + "ho ic", + "Ġse veral", + "sc ular", + "ou t", + "a scular", + "icrocal cifications", + "ĠLN s", + "Ġs kin", + "b reast", + "p a", + "Ġ- -", + "b ly", + "Ġdistor sion", + "r k", + "ĠG R", + "ĠL LO", + "Ġse gmental", + "mma tion", + "n e", + "Ġsu mmation", + "g ed", + "L t", + "den ce", + "Ġdefin i", + "ĠR LO", + "Ġevi dence", + "Ġext ent", + "Ġs uspicious", + "Ġb i", + "Ġ which", + "Ġno ted", + "Ġprevi ous", + "lar ged", + "p o", + "Ġa symmetric", + "Ġcal ci", + "Ġb ut", + "i t", + "d ual", + "Ġcomp ared", + "si dual", + "ent ral", + "an t", + "R t", + "Ġ- -->", + "Ġc entral", + "Ġl ike", + "ê °", + "Ġin creased", + "ene ous", + "Ġdistor tion", + "The re", + "Ġv ascular", + "t le", + "la ter", + "later al", + "f ocal", + "Ġf ar", + "ec hoic", + "Ġ 9", + "A symmetric", + "Ġaxilla e", + "e p", + "o ma", + "1 2", + "i p", + "1 0", + "S cattered", + "Ġheterog eneous", + "ìĹ IJ", + "eni ng", + "pa ci", + "ca n", + "Ġo paci", + "Ġre sidual", + "M icrocalcifications", + "Ġproba bly", + "o ry", + "it on", + "a ble", + "c c", + "pe ared", + "e ar", + "or tion", + "Ġ 6", + "C lustered", + "min ant", + "´ ì", + "Ġsiz e", + "Ġhy po", + "d ular", + "ca iton", + "a symmetry", + "Ġde ep", + "Ġm ore", + "Ġde creased", + "Ġdefini te", + "Ġp ortion", + "ĠL U", + "ĠT omo", + "D iffuse", + "gni fi", + "ip ple", + "can t", + "gnifi cant", + "Ġ200 4", + "Ġcyst s", + "ë ĭ", + "ti ng", + "ter i", + "Ġsi gnificant", + "l u", + "Ġt wo", + "Ġen larged", + "red o", + "Ġn ipple", + "minant ly", + "Ġhypo echoic", + "redo minantly", + "Ġparenchyma l", + "Ġsub tle", + "o p", + "2 0", + "ì Ħ", + "ĠM LO", + "o ss", + "Ġ w", + "Ġp redominantly", + "cc ess", + "Ġë ³", + "ìĿ Į", + "Ġfi ne", + "Ġpo s", + "M T", + "Ġno t", + "oss ly", + "Ġs h", + "Ġ200 8", + "Ġlike ly", + "teri or", + "ma rk", + "l ight", + "ccess ory", + "Ġarea s", + "1 1", + "o therwise", + "e ll", + "lar ge", + "c or", + ". ,", + "Ġopaci ty", + "M ultiple", + "ap peared", + "light ly", + "v o", + "ë Ĭ", + ". .", + "Ġsiz ed", + "ĠR U", + "v e", + "A T", + ". -->", + "Ģ ì", + "Ġmam m", + "mark able", + "c tion", + "Ġ1 0", + "Ġwith out", + "in ear", + "e veral", + "ê ²", + "r mal", + "Ġ200 9", + "Ġdiffuse ly", + "ĠC C", + "a tion", + "Ġg landular", + "ĠT S", + "Ġpos terior", + "cor n", + "Ġ UO", + "si ty", + "ĠF C", + "Ġmicrocal ci", + "Ġth is", + "¡ ľ", + "ic k", + "m m", + "Ġ O", + "in sity", + "Ġde insity", + "Ġdi s", + "d y", + "symmet ri", + "Ġth ick", + "d ule", + "Ġcalcifi caiton", + "lo b", + "ê° Ģ", + "Ġ P", + "ĠB x", + "Ġdist rib", + "Ġbi lateral", + "in ing", + "T wo", + "Ġb x", + "Ġdistrib u", + "a d", + "He terog", + "ĠF A", + "p corn", + "en ously", + "ëĬ Ķ", + "ê ³", + "Ġ :", + "Ġthick ening", + "Ġn ew", + "Gr ouped", + "íķ ĺ", + "Ġaxilla ry", + "¼ ë", + "Ġp re", + "d ensi", + "Ġmicrocal cifi", + "Ġa n", + "Ġpo pcorn", + "Ġbi op", + "densi ty", + "eg ional", + "cifi ed", + "Ġl inear", + "Ġì Ŀ", + "Ġhy per", + "Ġw ell", + "c lustered", + "Ġ1 1", + "ti c", + "Ġp er", + "Ġno rmal", + "ĠUO Q", + "ë IJ", + "ìĿ ´", + "Ġ201 0", + "g ge", + "i gn", + "Ġ '", + "Ġa symmetri", + "Ġgr an", + "3 2", + "N ew", + "Ġn eg", + "Ġdefin ed", + "lob al", + "S everal", + "Ġ 5", + "Ġc on", + "Ġgran ul", + "- -", + "0 4", + "i m", + "ì ľ", + "Ġ200 6", + "Ġ200 7", + "Ġ200 5", + "0 7", + "gge s", + "0 9", + "de fin", + "Ġproba ble", + "Heterog enously", + "ë ¶", + "Ġ í", + "Ġì ķ", + "Ġgranul oma", + "0 6", + "ĠM MT", + "Ġbiop sy", + "ĠFC C", + "M a", + "defin ed", + "Ġ large", + "ĥ ģ", + "Ġhyper dense", + "t ry", + "ìĦ ľ", + "Ġ I", + "0 5", + "u ct", + "nc reased", + "circ le", + "Ġma rk", + "F ew", + "te ry", + "Ġc or", + "Ġsu gges", + "Ġ201 2", + "p ro", + "Ġasymmetri es", + "0 8", + "ì §", + "e ft", + "Ġ E", + "No dular", + "le ss", + "ĠL ess", + "A l", + "f cation", + "Ġgranuloma s", + "Al most", + "Ġ Asymmetry", + "Ġ un", + "ëĭ ¤", + "t u", + "il k", + "Ġsi te", + "s cattered", + "Ġt omo", + "Ġlo b", + "Ġ200 3", + "Ġre ma", + "ta tion", + "Ġcor re", + "o w", + "Ġa p", + "Ġc m", + "ì ĭ", + "cal cified", + "Ġou t", + "p unctate", + "ta ining", + "e creased", + "Ġì ŀ", + "Ġ201 1", + "0 3", + "Ġmi ld", + "Ġprevi ously", + "Ġdis appeared", + "( -", + "Ġc lus", + "Ġpre s", + "Ġin c", + "Ġn on", + "Ħ ì", + "ĠF ocal", + "Ġpo st", + "Ġd uct", + "ĠO S", + "Ġpres ent", + "Ġi ll", + "Ġ201 5", + "Ġ201 4", + "Ġ ca", + "ìĹIJ ìĦľ", + "R egional", + "Ġma r", + "Ġcalcifi c", + "Ġ la", + "re markable", + "Ġsub A", + "ĊĊ Ċ", + "A D", + "v en", + "Ġin vo", + "Ġcalci um", + "Ġe c", + "Ġì Ĺ", + "ìľ ¼ë", + "ad ow", + "ì Ļ", + "Ġsh adow", + "i d", + "Ġ >", + "ł Ħ", + "Ġ201 6", + "Ġun remarkable", + "pi cal", + "Ma ss", + "o st", + "revi ously", + "d ing", + "ë ³", + "Ġs lightly", + "ë¶ Ģ", + "en ous", + "u b", + "Ġa sym", + "Ī ìĿĮ", + "ro m", + "A ccessory", + "Ġa symme", + "Ġcalcificaiton s", + "Ġ 8", + "in ed", + "Ġ201 3", + "ulti focal", + "Ġdistribu ted", + "Ī ëĭ¤", + "No dule", + "Ġper i", + "Ġclus ter", + "ìĿ ´ì", + "o mp", + "Ġgr ossly", + "um b", + "d n", + "ĠLU C", + "r t", + "Ġm ilk", + "Ġcon taining", + "umb er", + "Ġo s", + "Ġn umber", + "Ġf rom", + "Ġìķ Ĭ", + "Ġb o", + "ê³ ł", + "Ġ 7", + "b oth", + "Ġr im", + "Ġg lobal", + "Ġsh ap", + "ty pical", + "Ġs tu", + "a ted", + "ĠL eft", + "Ġperi areolar", + "ore ign", + "Ġb rea", + "Ġasym m", + "p rea", + "ìĿ ĺ", + "0 1", + "í Ļ", + "Ġre tra", + "Ġheterog enous", + "D ecreased", + "Ġ201 9", + "Ġsugges ting", + "I rregular", + "I ncreased", + "ë ¡ľ", + "Ġcalc s", + "Ġth an", + "Ġdefini tive", + "ëĭ Īëĭ¤", + "Ġm icr", + "ph ic", + "Ġstu dy", + "Ġn e", + "Ġre markable", + "u c", + "Ĥ ¬", + "ĠM g", + "ĠMa g", + "lu ting", + "Ġretra ction", + "Ġbo dy", + "ì§ Ģ", + "Ġinc lu", + "prea d", + "2 2", + "re e", + "ou nd", + "Ġ201 7", + "is appeared", + "Ġmicr o", + "0 2", + "a c", + "d iffuse", + "ì ĥģ", + "Ġmark ed", + "i lateral", + "ì ł", + "S mall", + "ma ss", + "Ġa ccessory", + "yst ro", + "a m", + "Ġ hi", + "no tation", + "n larged", + "Ġ ê", + "lo p", + "j ec", + "Ġë ¹", + "ystro phic", + "íķ ľ", + "a nd", + "Ġpro ven", + "Ġg un", + "un t", + "ve lop", + "jec tion", + "m ultiple", + "Ġf oreign", + "Ġë³ ´", + "P unctate", + "m ph", + "s tic", + "Ġ typical", + "íķ ¨", + "Ġan notation", + "ìĭ ľ", + "M MT", + "Ġon e", + ". ->", + "b out", + "me try", + "Ġab out", + "Ġmicrocalcifi caiton", + "Ġinvo luting", + "¸ ë¶Ģ", + "Ġ ly", + "ba bly", + "g in", + "ì ĺ", + "ì Ľ", + "Gr ossly", + "Ġcorre lated", + "Ġly mph", + "C AD", + "Ġcirc le", + "Ġa r", + "Ġf or", + "ìĿ Ģ", + "no dular", + "vo id", + "Ġlesion s", + "Ġamo unt", + "ec e", + "Ġevi dn", + "Ġrema ined", + "(- )", + "Ġë¹ Ħ", + "Ġevidn ece", + "Ġd ystrophic", + "t al", + "ì ĸ", + "Ġ ê²", + "Ġin jection", + "in ly", + "S lightly", + "a den", + "en se", + "Ġdistribu tion", + "l ike", + "2 3", + "nd is", + "ndis ti", + "I n", + "ê µ", + "ë °", + "ëIJ ĺ", + "Ġi ma", + "ĠS cattered", + "N c", + "o arse", + "Ġd ue", + "Ġfib ro", + "Ġ201 8", + "Ġopaci ties", + "Ġec hoic", + "se veral", + "Ġno de", + "l t", + "New ly", + "ĠìĹ Ĩ", + "E nlarged", + "Ġm e", + "no ther", + "ndisti nc", + "ì ŀ", + "Ġo void", + "Ġì Ļ", + "O val", + "s mall", + "Ġm ultifocal", + "Ġobscu red", + "Ġinclu ding", + "ndistinc t", + "ation s", + "ub tle", + "íĻ Ķ", + "Ġa s", + "Ġn ega", + "al pa", + "B ilateral", + "Ĥ ĺ", + "si s", + "C al", + "ĠGr ouped", + "Ġm ost", + "Ġb e", + "Ġì ĸ", + "2 1", + "l in", + "aden oma", + "Ġp un", + "alpa ble", + "c omp", + "si nce", + "mo rphous", + "large ment", + "ĠìĿ ´ì", + "êµ IJ", + "ìĦ ±", + "Ġë¹Ħ êµIJ", + "P ro", + "ĠRU C", + "c re", + "¶ Ķ", + "Ġ x", + "Ġa sy", + "Ġen largement", + "Ģì Ĥ¬", + "Ġasymme tery", + "revi ous", + "Ġo ther", + "ou ter", + "ëIJ ¨", + "c tive", + "f a", + "n al", + "ìľ¼ë ¡ľ", + "ļ Ķ", + "rea ctive", + "ĠB UO", + "Ġap peared", + "Ġnon calcified", + "p t", + "ë ı", + "Ġmar gin", + "ì ķ", + "í Į", + "ĠM ultiple", + "Ġì ľ", + "ho w", + "ê³ ¼", + "ë ł", + "Ġì ´", + "no dule", + "fication s", + "Ġshap ed", + "M ore", + "S A", + "ë ª", + "Ġp alpable", + "Ġfibro adenoma", + "q u", + "ma t", + "ti fa", + "Ġs how", + "Ġcalcifi ca", + "si de", + "ro w", + "ìĻ Ģ", + "cre ening", + "D ense", + "P reviously", + "Ĩ Į", + "Ġi ndistinct", + "R e", + "g ing", + "Ġcalci fcation", + "tifa ct", + "Ġma inly", + "ĠL T", + "íĮ Į", + "Ġla st", + "at ter", + "ìĽ IJ", + "atter n", + "+ ,", + "D isappeared", + "Ġin tra", + "Ġp ar", + "Ġs pread", + "ĠC lustered", + "st s", + "B oth", + "n i", + "Ġ reactive", + "ĪìĿĮ íĮĮ", + "ĠìķĬ ìĿĮ", + "Ġar tifact", + "S uspicious", + "i z", + "m icrocalcifications", + "y stic", + "he ll", + "Ġsub areo", + "t s", + "Ġo therwise", + "Ġp attern", + "m icrocal", + "gr ouped", + "Ġde velop", + "ĠD iffuse", + "Ġë ¶", + "rea se", + "ar row", + "Ġde te", + "f ter", + "y er", + "No te", + "ĠL I", + "Ġap pe", + "Ġla yer", + "µ ëĭĪëĭ¤", + "Ĭ µëĭĪëĭ¤", + "eg mental", + "Ġ20 20", + "Ġbrea s", + "ma gni", + "Ġinter nal", + "o ci", + "Ġ ;", + "nc er", + "Ġnew ly", + "Ġpun tate", + "o dense", + "ĠR egional", + "Ġne ed", + "Ġ ta", + "eg g", + "Ġmammogr am", + "Ġë³ ´ì", + "ë ħ", + "Ġ H", + "Ġ íķ", + "ce pt", + "Ġdis per", + "pro bably", + "Ġasymm tery", + "Ġmicrocalcificaiton s", + "ë° ©", + "lin e", + "+ )", + "G R", + "U ni", + "d i", + "r p", + "ti fi", + "Ġn ear", + "Ġiso echoic", + "R ound", + "Ġa fter", + "reg ional", + "den tifi", + "Ġappe ar", + "Ġdisper sed", + "l i", + "Ġ [", + "al ly", + "ĠLUO Q", + "his m", + "Ġmicrocalci fcation", + "Ġrema ining", + "Ġca ncer", + "1 9", + "ê ¸", + "re o", + "Ġì ł", + "Ġlob ular", + "Ġmar king", + "Uni dentifi", + "- -->", + "rp hism", + "Unidentifi able", + "m on", + "Ġìŀ Ī", + "N L", + "W NL", + "o s", + "r ocal", + "¹ ĺ", + "Ġ h", + "ty pe", + "Ħì ļĶ", + "Ġduct al", + "ìĺ ģ", + "Ġbreas sts", + "o val", + "fi ci", + "ta c", + "Ġreg ion", + "Ġ egg", + "te reo", + "ĠNo dular", + "ê° ľ", + "g ory", + "ĠF N", + "R ight", + "Ġc ystic", + "ba ble", + "Ġappear ing", + "tac tic", + "h en", + "on o", + "te gory", + "si a", + "ĠS everal", + "C oarse", + "S creening", + "ŀ Ħ", + "re s", + "Ġm m", + "in y", + "ĠRUO Q", + "lo w", + "it ve", + "Diffuse ly", + "tereo tactic", + "r ue", + "s hell", + "Ġp hen", + "Ġsub c", + "ad i", + "ìĿ´ì łĦ", + "ĠìĿ´ì łĦ", + "qu i", + "Ġphen o", + "- '", + "m metry", + "Ġ UI", + "Ģ íĻĶ", + "ĠM icrocalcifications", + "st ra", + "Ġ( <", + "Ġgr oup", + "Ġdi la", + "Ġde mon", + "Ġth ree", + "íķĺ ì§Ģ", + "Ġì´ ĪìĿĮíĮĮ", + "ëħ Ħ", + "Ġpheno type", + "Ġdemon stra", + "S egmental", + "n ew", + "s ual", + "u la", + "ĠP unctate", + "Ġout side", + "Ġima ging", + "1 7", + "S piculated", + "Ġb ening", + "Ġp uc", + "Ġs ono", + "Ġë³ ĢíĻĶ", + "ĠFC D", + "ĠìĹĨ ìĿĮ", + "1 6", + "n the", + "Ġ U", + "Ġ lateral", + "ĠR T", + "ne ed", + "Ġìĸ ij", + "Ġsubareo la", + "sual iz", + "nthe sis", + "V ascular", + "v ocal", + "Ġ rou", + "ł ë°©", + "Ġma l", + "ĠM R", + "cation s", + "Ġe de", + "qui vocal", + "- ,", + "L eft", + "p revious", + "© °", + "ì ĬµëĭĪëĭ¤", + "Ġ ê°Ģ", + "sy nthesis", + "Ġì Ħ", + "ê² ¬", + "Ġhi de", + "ĠìĻ ¸ë¶Ģ", + "Ġpuc tate", + "1 8", + "A bout", + "R UO", + "c on", + "d le", + "f ci", + "¸ ¡", + "ë į", + "í ĸ", + "Ġ II", + "vi ew", + "Ġex cept", + "ng le", + "Ġcorre la", + "ë Ĥĺ", + "Ġmam o", + "ĠC a", + "Ġpre v", + "ìĻ ¸ë¶Ģ", + ") -->", + "1 4", + "h ree", + "Ġa cc", + "te ro", + "in tramammary", + "Ġt rue", + "ĠN c", + "Ġë³´ ìĿ´", + "Ġíķ ĦìļĶ", + "d v", + "t ro", + "ij ë³", + "Ġb ra", + "Ġe val", + "Ġì ¶Ķ", + "Ġpleomo rphism", + "ĠP reviously", + "Ġmal ign", + "Ġeval u", + "C C", + "a s", + "i ties", + "§ Ģ", + "ë §", + "Ġ WNL", + "mo re", + "in ner", + "Ġr adi", + "ĠB oth", + "Ġì ĥ", + "Ģì ľ", + "oci ated", + "Ġmammogram s", + "B x", + "Ġpunctate d", + "ìĹ ¬", + "Ġìŀ ĪìĿĮ", + "Ġasy me", + "Ġdila tation", + "1 5", + "Ġa ss", + "Ġp ain", + "rc hitectural", + "Ġì ĺ", + "ìĿ ¸", + "ip he", + "Ġlob ule", + "ëª ¨", + "ĠUI Q", + "Ġdemonstra ble", + "Ġevalu ation", + "2 4", + "a g", + "s uspicious", + "Ġare o", + "Ġdense ly", + "ĠL O", + "ê² ĢìĤ¬", + "Ġmicrocalcifi ca", + "Ġshap e", + "fi i", + "a gn", + "a ction", + "o f", + "ì ¸¡", + "í ļ", + "Ġs up", + "Ġsi ngle", + "Ġabnormal ities", + "ĠA dv", + "Ġper iphe", + "Ġhi gh", + "Ġnega itve", + "m try", + "° °", + "Ġs tate", + "Ġì ĭ", + "ìĿ Ħ", + "ĠE R", + "´ Ģì", + "cal cifications", + "circ umscribed", + "ver ted", + "Ġmid dle", + "Ġass ociated", + "íļ Į", + "1 3", + "3 0", + "> >", + "i rregular", + "s pe", + "ìĿ´ì §Ģ", + "ìł ķ", + "Ġdevelop ed", + "low er", + "u ta", + "x t", + "¡ °", + "Ġ <", + "Ŀ íļĮ", + "Ġa d", + "Ġë³ ijë³", + "S ubtle", + "T hree", + "s piculated", + "Ġê ´Ģì", + "A rchitectural", + "F aint", + "M O", + "ĠC AD", + "ĠR O", + "Ġwith in", + "ĠS mall", + "ĠìĿ ĺ", + "like ly", + "A nother", + "A morphous", + "¦ Ŀ", + "Ġma c", + "Ġ( #", + "im i", + "ĠI n", + "Ġë³´ ìĿ´ì§Ģ", + "Ġdete ction", + "ëį ĺ", + "2 8", + "D ec", + "S kin", + "T iny", + "p ec", + "u r", + "¬ ìĺģ", + "se gmental", + "ëĬ ¥", + "Ġtomo synthesis", + "Ġë³´ì ŀĦ", + "Ġê´Ģì °°", + "A n", + "C I", + "O ther", + "b ec", + "t o", + "de d", + "de creased", + "Ġs tereotactic", + "Ġ200 2", + "Ġabnormal ity", + "íķĺ ìŬ", + "Ġmark er", + "Ġec ho", + "ĨĮ 견", + "G lobal", + "ļ ľ", + "Ġa round", + "omo rphic", + "ĠD ecreased", + "ri or", + "pro ven", + "ĠìĹ IJ", + "omp ared", + "comp ared", + "ëł ·", + "ê¸ °", + "Ġareo lar", + "imi ted", + "ļľ ëł·", + "Ġs y", + "ra bec", + "no w", + "uspici on", + "ê° ģ", + "Ġí Ļ", + "Ġsugges tive", + "Ġima ge", + "Ġperiphe ry", + "CI S", + "+ +,", + ". -", + "W ell", + "ĠC al", + "Ġre tro", + "Ġë ļľëł·", + "pe ct", + "Cal cifications", + "Pro minent", + "ëı Ħ", + "3 1", + "a ma", + "o le", + "¸ ìĽIJ", + "Ġs ca", + "me d", + "Ġ20 21", + "Ġabnormal ly", + "Ġiso lated", + "Ġarc hitectu", + "ìĭ ¬", + "ìĸ ´", + "Ġsubc uta", + "Ġìĥ Ŀ", + "Ġasyme mtry", + "0 0", + "A S", + "S l", + "i ncreased", + "Ġa nother", + "Ġp rior", + "Ġs l", + "Ġë §", + "ne ous", + "Ġinvo l", + "rt oma", + "Ġme tal", + "rabec ular", + "ama rtoma", + "2 7", + "D i", + "M MG", + "a bout", + "i ld", + "q ual", + "at he", + "ĠN ew", + "In tramammary", + "ĠLI Q", + "Ġegg shell", + "f or", + "l ic", + "t ome", + "Ġ ê°", + "Ġs mal", + "Ġchange s", + "ĠMagni fication", + "Ġmicrocalci fci", + "pro bable", + "res sion", + "Ġmac rocal", + "M icrocal", + "o lu", + "s pread", + "Ġ ro", + "ti ne", + "le r", + "Ġvi sualiz", + "Ġë Ĭ", + "íķ ´", + "Ġlob ulated", + "Ġê² ĥ", + "Ġcalcifica ti", + "Re sidual", + "Ġacc hitectural", + "fii cations", + "2 9", + "h ing", + "o bscu", + "ë ¥", + "ĠO val", + "ìł ģ", + "ìĸ ij", + "L C", + "j ac", + "o ther", + "ģ ìĥģ", + "Ġm ic", + "Ġs can", + "ĠR ight", + "ĠP ost", + "Ġnode s", + "comp osition", + "Ġìĭ ľ", + "jac ent", + "D e", + "a tive", + "o l", + "p la", + "Ġo p", + "ci ally", + "gr ossly", + "he d", + "Ġl uc", + "ĠD CIS", + "Ġë °", + "ìĹ Ĩ", + "Ġas pect", + "ëĬ¥ ìĦ±", + ". --", + "G II", + "x illa", + "Į Ģ", + "al l", + "Ġt rabecular", + "Ġneg e", + "ag tive", + "Ġro d", + "C a", + "C ompared", + "O S", + "p r", + "v ascular", + "ì ļ", + "de r", + "ta sia", + "Ġpro minant", + "Ġre view", + "ĠF aint", + "(- ),", + "Ġê² ĢìĤ¬", + "ula ting", + "ĠìĦ ĿíļĮ", + "íĸ ī", + "Ġad jacent", + "% )", + "3 3", + "4 2", + "M ultifocal", + "R T", + "S ep", + "c ent", + "c ted", + "c hed", + "h ic", + "i rc", + "o stic", + "s kin", + "t ric", + "u g", + "ì ¶Ķ", + "). .", + "Ġ200 1", + "ion s", + "ĠA symmetric", + "Ġmore likely", + "Ġw as", + "ac h", + "Ġìĺ ģìĥģ", + "Ġë³ijë³ Ģ", + "Ġsubcuta neous", + "ĠìĥĿ ê°ģ", + "Ġmicrocalcifci ations", + "obscu re", + "L UO", + "a nc", + "a ccessory", + "t wo", + "Ġo il", + "nc hing", + "Ġs us", + "Ġì ¦Ŀ", + "Ġview s", + "Ġë ª", + "ĠRU M", + "ë³ ´", + "Ġasymm try", + "Ġmicro ca", + "Ġme ta", + "Ġasy metry", + "Ġìľ łë°©", + "microcal cification", + "agn ostic", + "ĠëĬ Ķ", + "Ġluc ent", + "Ġnege tive", + "b x", + "± °", + "ì ¹ĺ", + "Ľ Ħ", + "ĠGr ossly", + "Ġe ach", + "ìŀ Ħ", + "Ġnear ly", + "Ġede ma", + "2 5", + "2 6", + "C irc", + "a morphous", + "s ubtle", + "¸ ë", + "at hy", + "Ġon ly", + "Ġhe tero", + "Ġë ĭ", + "Ġg ade", + "ë¶ Ħ", + "ĠI D", + "ìľ¼ë Ĥĺ", + "Cal cified", + "Ġrou tine", + "Ġsup er", + "pec ted", + "now n", + "E R", + "Ġc he", + "ou r", + "Ġne agtive", + "anc y", + "B T", + "M LO", + "S uspicion", + "o b", + "ĺ 모", + "or der", + "ĠĊ Ċ", + "is odense", + "Ġdefinite ly", + "ĠP ro", + "Ġintra mmary", + "con taining", + "i mal", + "s ti", + "© ëĭĪëĭ¤", + "ì ĨĮ", + "vi ng", + "es p", + "no t", + "po t", + "Ġw all", + "Ġan terior", + "Ġí ģ", + "Ġë¹ĦêµIJ ìĭľ", + "mat oma", + "Ġarchitectu re", + "for m", + "Microcal cification", + "A sym", + "I s", + "p per", + "Ġ )", + "Ġ k", + "ma mmo", + "ĠM A", + "ĠM M", + "st a", + "Ġcomp ression", + "ut li", + "Ġbiop si", + "ĠI ncreased", + "ìŀ IJ", + "Ġbra nching", + "+ +", + "A B", + "i nc", + "Ġ V", + "ti ll", + "se r", + "No t", + "ro us", + "Ġthe m", + "Ġe spe", + "Ġe qual", + "Ġdi lated", + "Ġì ¢", + "ĠLN E", + "Ġheterog enously", + "Ġduct s", + "Ġbrea ts", + "Ġmargin ated", + "Ġ(< -", + "ë§ Į", + "Ģìľ Ħ", + "Ġsca r", + "AS x", + "Ġìĭľ íĸī", + "order line", + "Ġespe cially", + "5 2", + "L N", + "u me", + "ë ©°", + "cal cification", + "Ġs pot", + "ĠD BT", + "Ġì ĥģ", + "ĠT wo", + "op ple", + "Ġpos sible", + "ĠìĿ ´", + "Ġshow s", + "ĠII I", + "Ġinvol ving", + "De velop", + "Ġche st", + "utli ple", + "F CC", + "e b", + "k en", + "o m", + "r ge", + "s u", + "ë ¦", + "ë ¬", + "se l", + "Ġde rmal", + "Ġì °", + "Ġ> >", + "Ġpar ti", + "Ġdete cted", + "Ġta ken", + "ĠíĻ ķ", + "Ġì¦Ŀ ê°Ģ", + "opple r", + "f at", + "s ome", + "s ub", + "t ly", + "Ġ At", + "Ī ĺ", + "ci ng", + "Ġin verted", + "Ġf o", + "Ġs till", + "ĠMa ss", + "es sel", + "symmetri es", + "¼ë ¶", + "Ġí ı", + "uct al", + "Ġinc rease", + "Ġmicrocalcifcation s", + "Ġh amartoma", + "ĠMR I", + "Ġmalign ancy", + "Ġmic or", + "ĠìĦĿíļĮ íĻĶ", + "Circ umscribed", + "form ity", + "F eb", + "J an", + "M ar", + "ì ´", + "Ġ íķĺ", + "si st", + "ĠR e", + "Ġax il", + "Ġì ¡°", + "Ġì ĨĮ견", + "Ġen h", + "ê° Ħ", + "Ġë³ ¸ìĽIJ", + "¼ë ¡ľ", + "Ġinclu ded", + "Ġgroup s", + "Ġê°Ģ ëĬ¥ìĦ±", + "Ġcorrela tion", + "GII I", + "Ġmeta sta", + "¼ë¶ Ģ", + "sist ent", + "q ue", + "ij ľ", + "fi r", + "de te", + "Ġc la", + "Ġs pic", + "ter val", + "Ġamo rph", + "teri al", + "cor re", + "pro minent", + "Ħì ¹ĺ", + "new ly", + "ĠU pper", + "Ġmicrocalcifica ti", + "Ġretro mammary", + "athe r", + "Ġreview ed", + "ì¶Ķ ê°Ģ", + "Ġk nown", + "Ġbiopsi ed", + ", .", + "a te", + "e xt", + "m me", + "r ight", + "s p", + "v ed", + "ë ĵ", + "ķ Į", + "ĺ ìŀIJ", + "ma inly", + "ti ny", + "cal ci", + "Ġma g", + "en tion", + "ĠS l", + "ar ge", + "Ġì Ĥ¬", + "ê² Į", + "ìľ¼ë ©°", + "ëª ħ", + "fici al", + "Ġmalign ant", + "Di agnostic", + "Ġscan ty", + "ĠMA M", + "fir med", + "9 9", + "E quivocal", + "a sx", + "b e", + "Ġ wh", + "cifi c", + "gr aphy", + "he ter", + "cat heter", + "in imal", + "Ġfinding s", + "Ġv essel", + "ëIJ ľ", + "ĠìĿ´ì ĥģ", + "ëł ¤", + "mat ous", + "Ġta il", + "Ġê´Ģì°° ëIJĺ", + "ĠìĹIJ ìĦľ", + "Ġëĭ ¤", + ") ->", + "I m", + "P revious", + "b ro", + "c l", + "d isappeared", + "g lobal", + "i st", + "u ge", + "© ´", + "ij ìĽIJ", + "Ġm ed", + "tive ly", + "Ġex am", + "Ġde formity", + "Ġ0 3", + "Ġcalcifi action", + "um s", + "Ma gni", + "ì§ ģ", + "ìĽ Ķ", + "Ġì´ ¬ìĺģ", + "Ġdevelop ing", + "ë¥ ¼", + "dete ction", + "ention ed", + "Ġmed i", + "N on", + "a f", + "a nce", + "a symmetric", + "d uctal", + "Ġ up", + "Ġ ê³ł", + "ci ty", + "Ġno w", + "Ġr ather", + "Ġhe matoma", + "Ġìķ ½", + "Ħì ŀ", + "ëı Ļ", + "Ġìľ Ħì¹ĺ", + "Ġìł ķ", + "Ġì¶Ķ ìłķ", + "Ġmetal lic", + "olu cent", + "Ġê²ĥ ìľ¼ë¡ľ", + "Ġsus pected", + "Ġsuper ficial", + "Is odense", + "Ġparti ally", + "af fin", + "F A", + "J ul", + "L inear", + "c le", + "e ct", + "r h", + "s tion", + "s lightly", + "w ell", + "ca ted", + "No v", + "grade C", + "Ġ( -", + "Ġl i", + "Ġnod ue", + "Ġe quivocal", + "tate d", + "ar i", + "Ġcalcifi cat", + "ìĿ ¼", + "ĠF U", + "ĠA x", + "ìĹ Ī", + "20 09", + "Ġmicrocalcifi action", + "tu re", + "Ġasymme ty", + "Ġcluster d", + "ìķ Ħ", + "Ġë¶ ĢìľĦ", + "to tal", + "Ġëļľëł· íķĺì§Ģ", + "ume rous", + "Ġaxil lar", + "ijľ ìĭľ", + "ĠMAM MO", + "A ug", + "P ost", + "a xilla", + "f aint", + "i op", + "t r", + "ma r", + "ma tion", + "Ġs mo", + "Ġs cat", + "ĠR ound", + "ap hic", + "ĠD oppler", + "ri al", + "Ġmicrocalc s", + "Ġë Ĥ", + "lob ulated", + "ĠI rregular", + "ìĿ´ì ĥģ", + "Ġtypical ly", + "ìĸ ´ì", + "Ġnega t", + "ë³´ ëĭ¤", + "corre lated", + "A pr", + "N U", + "c h", + "c y", + "m i", + "m n", + "u nd", + "u mp", + "ë ij", + "Į Ģì", + "Ġmam mmo", + "Ġpro min", + "Ġmicrocalc fication", + "Ġmicrocalc fiications", + "mark ed", + "íķĺ ìĺ", + "Ġhyper pla", + "Ġasymme ry", + "ëIJĺ ìĸ´", + "Pro bably", + "Ġë³ĢíĻĶ ìĹĨ", + "Ġede matous", + "ĠCa tegory", + "Ġsy mmetry", + "Ġë§ ĺ모", + "Ġwh ole", + "NU H", + "+ ),", + "E xt", + "L imited", + "M R", + "c la", + "c rease", + "i fcation", + "i bro", + "p re", + "u re", + "¯ ¸", + "ca te", + "ma ined", + "Ġma terial", + "Ġa den", + "Gr c", + "ĠMG ìĹIJìĦľ", + "le omorphic", + "Ġse rial", + "in e", + "ar c", + "ĠD isappeared", + "Ġ0 4", + "Ġview ìĹIJìĦľ", + "ĠNo dule", + "Ġë ı", + "On e", + "Ġv e", + "ear ly", + "lu ding", + "ĠO ther", + "Heterog eneous", + "Ġí ijľìĭľ", + "ì§ Ħ", + "ĠE nlarged", + "Ġbrea t", + "In terval", + "ĠìĻ Ģ", + "Ġradi olucent", + "ĠLO Q", + "ĠìĥĿê°ģ ëIJ¨", + "ĠID C", + "Ġmedi al", + "iop sy", + "mn ant", + "Ġhyperpla sia", + "A P", + "M ild", + "c oarse", + "d x", + "f ew", + "g ative", + "m ly", + "ë ©´", + "re mly", + "en larged", + "Ġin ser", + "Ġm entioned", + "Ġb en", + "ly ing", + "ĠL AP", + "Ġfi l", + "al r", + "ter d", + "min al", + "Ġde p", + "Ġcalcifi ation", + "Ġre lated", + "íķ ©ëĭĪëĭ¤", + "ction s", + "ë³ ijìĽIJ", + "íĻ ķ", + "ë° ĺ", + "Ġcalcifcation s", + "fici ation", + "Ġìĸij ìĦ±", + "Ġcorrela ting", + "ĠìĿĺ ìĭ¬", + "Ġvisualiz ation", + "ĠV AB", + "ëij IJ", + "b ilateral", + "b iopsy", + "g g", + "r m", + "Ġ qu", + "Ġma t", + "Ġa y", + "on d", + "Ġden s", + "le ft", + "ĠC oarse", + "Ġext en", + "Ġde line", + "ĠD ense", + "Ġv ari", + "ve l", + "Ġsugges ted", + "ac tive", + "Ġë¹ĦêµIJ íķĺìŬ", + "mat ched", + "Ġpar affin", + "ĠH G", + "Ġsmal ler", + "inc luding", + "ĠíĻķ ìĿ¸", + "fat ty", + "sub areolar", + "ì¶Ķê°Ģ ê²ĢìĤ¬", + "ump y", + "4 3", + "F at", + "a ge", + "c tasia", + "e x", + "m ilk", + "¬ íķ¨", + "Ġ catheter", + "Ġa m", + "vi sualiz", + "Ġno r", + "Ġsi de", + "Ġdi ff", + "ĠS lightly", + "ar t", + "ĠMa m", + "Ġre mnant", + "osi s", + "Ġë ¡ľ", + "Ġcirc ums", + "Ġple mo", + "Ġcen tered", + "íķ ł", + "Ġv s", + "ìľ ł", + "diffuse ly", + "ĠPro bably", + "su gges", + "Ġsmo oth", + "Ġfil m", + "Ġdep th", + "+ /", + "S ome", + "a ry", + "g en", + "i cal", + "i la", + "i or", + "i fications", + "o lo", + "u minal", + "ì ¡°", + "í Ħ", + "í ĽĦ", + "Ġma in", + "Ġo ver", + "on e", + "Ġin n", + "Ġf oci", + "Ġbreast ìĹIJ", + "ĠR LC", + "Ġr ange", + "ĠG I", + "um mation", + "Ġiso density", + "Ģì §", + "Ġí Į", + "Ġí ĺ", + "Ġê ±°", + "Pro bable", + "Ġë¶ Ħ", + "Ġê´Ģì°° ëIJ¨", + "Ġvisualiz ed", + "ìĸij ìĦ±", + "Ġíģ ¬", + "íĦ °", + "H ER", + "I ll", + "M U", + "P leomorphic", + "n t", + "p reviously", + "ê ·", + "Ġ nd", + "ŀ Ī", + "Gr C", + "ĠMG ìĻĢ", + "Ġn ec", + "arenchy mal", + "Ġdi sc", + "ĠS NUH", + "ar ly", + "ple omorphic", + "ĠN E", + "Ġë IJ", + "ĠMammo graphy", + "is o", + "Ġ-- -->", + "Ġê ¸", + "Ġìĸ ´", + "Ġneed le", + "fici ations", + "Ġìĸij 측", + "Develop ing", + "Ġì¡° ì§ģ", + "Ġìķ½ ê°Ħ", + "Ġëı Ļ", + "rm is", + "H x", + "ª ½", + "ì Ķ", + "ca tegory", + "Ġc lu", + "si ng", + "ro sis", + "vi e", + "Ġext remly", + "Ġpro mi", + "Ġde crease", + "Ġde rmis", + "ĠF ibro", + "no tated", + "íķ ´ì", + "ĠìĿ ¸", + "Ġlob ulating", + "(- ).", + "Ġme ts", + "Ġë³´ìĿ´ ëĬĶ", + "ur ther", + "ĠCal cifications", + "Ġmetal ic", + "Ġmacrocal cification", + "ìļ °", + "ë¦ ¬", + "mme tric", + "pre v", + "Ġve ry", + ". >", + "A symmetries", + "J un", + "L ob", + "o in", + "p athy", + "r ant", + "y r", + "y pical", + "Ħ ľ", + "Ī ì", + "į Ķ", + "en cy", + "gr am", + "Ġm utliple", + "Ġden ist", + "Ġs hell", + "ĠR I", + "Ġmammo pathy", + "Ġ1 99", + "ĠB reast", + "ĠD dx", + "Ġì §", + "Ġcalcifi ations", + "Ġë įĶ", + "ĠA bout", + "po s", + "po ma", + "Ġcalci fci", + "ëĭ ¹", + "op athy", + "ĠìĿ ¼ë¶Ģ", + "Ġper sistent", + "circle s", + "Ġun matched", + "Ġca cifications", + "Ġec tasia", + "ìĺ ¤", + "ìķ ½", + "di tion", + "Ġìł ľ", + "Ġh uge", + "Ġrou dn", + "Ġëª ¨", + "Ġì° ¸", + "calci um", + "Ħìŀ ¬", + "stion able", + "olo g", + "ĠíĮ IJ", + "ìĶ ©", + "Ġdenist y", + "O ct", + "T ypical", + "¼ ì¹ĺ", + "ë £", + "ë Ĥ", + "í ĺ", + "Ġm inimal", + "Ġb eni", + "Ġf urther", + "ĠL L", + "ĠL LC", + "Ġle vel", + "Ġch an", + "ĠS ubtle", + "ĠD W", + "ul ging", + "Ġ0 2", + "ĠF B", + "20 03", + "20 19", + "Ġasymmetri city", + "ìľ łë°©", + "Ġcluster s", + "Ġnumber s", + "Ġmicro lobulated", + "Ġintra ductal", + "ĠDiffuse ly", + "rocal cifications", + "spe cific", + "Ġmacrocal cifications", + "Ġmicor calcifications", + "ext ent", + "Ġ(- )", + "Ġli poma", + "Ġmaterial s", + "Ġqu ad", + "Ġdeline ated", + "Ģì§ Ħ", + "+ ).", + "l inear", + "m id", + "£ ¼", + "¶ Į", + "ê ´", + "ê ±°", + "ë ²", + "ë ŀ", + "ë ĮĢì", + "í ŀĪ", + "Ġ ul", + "Ģ ëįĺ", + "re sidual", + "Gr d", + "Ġf ade", + "la tively", + "Ġs o", + "ĠL uminal", + "Ġse ge", + "Ġl umpy", + "Ġch agn", + "Ġal rge", + "Ġco m", + "ple te", + "ĠLUI Q", + "Ġamo rh", + "ual ted", + "oma tic", + "op corn", + "ê² ł", + "Ġí ĽĦ", + "ë¶Ģ íĦ°", + "Nodule s", + "Ġê ¶Į", + "Ġas ses", + "pt omatic", + "ìķ Ķ", + "Ġë¶ Ī", + "di es", + "Ġìĸij ìĥģ", + "Ġmicrocalcifica ions", + "ĠIn tramammary", + "Dec rease", + "ĠCal cified", + "Asym ptomatic", + "Ġíı ¬íķ¨", + "Ġnegat vie", + "Ġaden osis", + "arc hitectural", + "Ġmat ched", + "Ġexten ding", + "iso lated", + "ë£ Į", + "Ġquad rant", + "Ġchagn e", + "= >", + "c ystic", + "i te", + "l um", + "t our", + "w si", + "y n", + "Ġ #", + "Ĭ ¹", + "Ľ IJ", + "Ġm ole", + "Ġb re", + "Ġf ound", + "Ġmicrocal fications", + "Ġasymmetry ëĬĶ", + "an cing", + "ĠS egmental", + "ĠG lobal", + "Ġì Īĺ", + "ĠĊ ĊĊ", + "Ġre pla", + "Ġë ĵ", + "Ġë ĮĢ", + "Ġ. .", + "Ġclus ted", + "ë³ ¸ìĽIJ", + "íĻ ĺìŀIJ", + "Ġmicro al", + "Ġmicro Ca", + "ëı ħ", + "Re mained", + "ĠH RT", + "Ġ(< --", + "con firmed", + "Ġë³´ìĿ´ ëįĺ", + "Ġradi o", + "ĠNew ly", + "Ġì¢ ĭ", + "ë¬ ¸", + "ì´ ¬ìĺģ", + "Ġë³ĢíĻĶìĹĨ ìĿĮ", + "ifcation s", + "Ġvari able", + "ex cept", + "Ġì¡°ì§ģ ê²ĢìĤ¬", + "pos terior", + "Ġsege mental", + ") :", + "F oreign", + "N O", + "N early", + "_ _", + "c yst", + "p ar", + "t at", + "v a", + "¸ ê¸", + "Ī ë¡ľ", + "Ŀ ¼ë", + "ti e", + "Ġa dn", + "ĠMG s", + "Ġb y", + "Ġb ulging", + "No rmal", + "er a", + "Ġmammo tome", + "ap il", + "an notated", + "Ġ200 0", + "Ġt ub", + "lo ma", + "Ġto tal", + "Ġhypo e", + "ccess ary", + "íķĺ ëĬĶ", + "Ġìķ Ī", + "ĠìĹ °", + "Ġpun cate", + "Ġenlargement s", + "Ġpar tly", + "íĸ ¥", + "Ġê° IJ", + "om plete", + "Ġmetasta tic", + "Ġinser tion", + "Ġdens se", + "visualiz ed", + "Ġnec rosis", + "ĠNE W", + "wsi e", + "¸ê¸ ī", + "apil loma", + "Ġtub ular", + "( +)", + ", ,", + "e 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