Upload models/all_labels_hierarchy/single_tfidf/vectorizers/best_bigrams.csv
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models/all_labels_hierarchy/single_tfidf/vectorizers/best_bigrams.csv
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| 1 |
+
,bigram
|
| 2 |
+
0,thick_walled
|
| 3 |
+
1,hernia_sac
|
| 4 |
+
2,seborrheic_keratosis
|
| 5 |
+
3,paget_disease
|
| 6 |
+
4,neo_adjuvant
|
| 7 |
+
5,lymphoproliferative_disorder
|
| 8 |
+
6,skeletal_muscle
|
| 9 |
+
7,myeloid_sarcoma
|
| 10 |
+
8,lactating_adenoma
|
| 11 |
+
9,organizing_hematoma
|
| 12 |
+
10,pagetoid_spread
|
| 13 |
+
11,signet_ring
|
| 14 |
+
12,calcium_oxalate
|
| 15 |
+
13,mucin_production
|
| 16 |
+
14,epidermal_inclusion
|
| 17 |
+
15,lymphatic_vascular
|
| 18 |
+
16,compound_melanocytic
|
| 19 |
+
17,hormone_receptor
|
| 20 |
+
18,brstred_reduction
|
| 21 |
+
19,extranodal_extension
|
| 22 |
+
20,seborrheic_keratoses
|
| 23 |
+
21,itap_noqfpromote
|
| 24 |
+
22,snext_sqformat
|
| 25 |
+
23,spriority_styrsid
|
| 26 |
+
24,sunhideused_spriority
|
| 27 |
+
25,sqformat_spriority
|
| 28 |
+
26,intradermal_nevus
|
| 29 |
+
27,foamy_histiocyte
|
| 30 |
+
28,anaplastic_large
|
| 31 |
+
29,inflammatory_infiltrate
|
| 32 |
+
30,squamous_differentiation
|
| 33 |
+
31,architectural_distortion
|
| 34 |
+
32,highly_suspicious
|
| 35 |
+
33,sclerosing_adenosis
|
| 36 |
+
34,columnar_cell
|
| 37 |
+
35,chronic_inflammation
|
| 38 |
+
36,atypia_malignancy
|
| 39 |
+
37,complete_response
|
| 40 |
+
38,intraductal_papilloma
|
| 41 |
+
39,paucicellular_sample
|
| 42 |
+
40,estrogen_receptor
|
| 43 |
+
41,progesterone_receptor
|
| 44 |
+
42,perilobular_hemangioma
|
| 45 |
+
43,laden_macrophage
|
| 46 |
+
44,brfna_fine
|
| 47 |
+
45,borderline_phyllode
|
| 48 |
+
46,cancer_burden
|
| 49 |
+
47,apocrine_metaplasia
|
| 50 |
+
48,estrogen_progesterone
|
| 51 |
+
49,atypical_proliferative
|
| 52 |
+
50,anucleated_squamous
|
| 53 |
+
51,lymphovascular_invasion
|
| 54 |
+
52,poorly_differentiated
|
| 55 |
+
53,lymphocytic_leukemia
|
| 56 |
+
54,non_caseating
|
| 57 |
+
55,non_necrotizing
|
| 58 |
+
56,ultrasound_guided
|
| 59 |
+
57,almost_entirely
|
| 60 |
+
58,peri_implant
|
| 61 |
+
59,intracystic_debris
|
| 62 |
+
60,fibroadiopose_glandular
|
| 63 |
+
61,blood_vessel
|
| 64 |
+
62,radial_scar
|
| 65 |
+
63,hemosiderin_deposition
|
| 66 |
+
64,pleomorphism_mitoses
|
| 67 |
+
65,angio_lymphatic
|
| 68 |
+
66,modified_radical
|
| 69 |
+
67,around_areola
|
| 70 |
+
68,neoadjuvant_chemotherapy
|
| 71 |
+
69,cytokeratin_cam
|
| 72 |
+
70,fish_analysis
|
| 73 |
+
71,abnormal_enhancement
|
| 74 |
+
72,equivocal_fish
|
| 75 |
+
73,micropapillomas_collagenous
|
| 76 |
+
74,histologically_similar
|
| 77 |
+
75,mature_adipose
|
| 78 |
+
76,fat_necrosis
|
| 79 |
+
77,fibroepithelial_differential
|
| 80 |
+
78,tubule_cytology
|
| 81 |
+
79,absc_abscess
|
| 82 |
+
80,adenoid_cystic
|
| 83 |
+
81,scattered_subepithelial
|
| 84 |
+
82,lymphatic_channel
|
| 85 |
+
83,non_neoplastic
|
| 86 |
+
84,lymph_node
|
| 87 |
+
85,stromal_fibrosis
|
| 88 |
+
86,flat_epithelial
|
| 89 |
+
87,dense_fibrous
|
| 90 |
+
88,needle_aspiration
|
| 91 |
+
89,angiolymphatic_invasion
|
| 92 |
+
90,inside_cavity
|
| 93 |
+
91,not_involved
|
| 94 |
+
92,pseudoangiomatous_stromal
|
| 95 |
+
93,brlump_lumpectomy
|
| 96 |
+
94,mucinous_feature
|
| 97 |
+
95,sln_axillary
|
| 98 |
+
96,fine_needle
|
| 99 |
+
97,giant_cell
|
| 100 |
+
98,sln_sentinel
|
| 101 |
+
99,fna_fine
|
| 102 |
+
100,localized_partial
|
| 103 |
+
101,invasion_demonstrated
|
| 104 |
+
102,two_moderately
|
| 105 |
+
103,classic_type
|
| 106 |
+
104,dermal_scar
|
| 107 |
+
105,nuclear_grade
|
| 108 |
+
106,tubular_feature
|
| 109 |
+
107,intermediate_nuclear
|
| 110 |
+
108,lnbx_axilla
|
| 111 |
+
109,epithelial_proliferation
|
| 112 |
+
110,low_nuclear
|
| 113 |
+
111,grade_two
|
| 114 |
+
112,histologic_grade
|
| 115 |
+
113,cyst_formation
|
| 116 |
+
114,tumor_cellularity
|
| 117 |
+
115,dense_stromal
|
| 118 |
+
116,spindle_cell
|
| 119 |
+
117,surgical_resection
|
| 120 |
+
118,high_nuclear
|
| 121 |
+
119,cribriform_pattern
|
| 122 |
+
120,central_necrosis
|
| 123 |
+
121,hyalinized_fibroadenoma
|
| 124 |
+
122,hyperplasia_alh
|
| 125 |
+
123,situ_intermediate
|
| 126 |
+
124,brstmarun_fibroadipose
|
| 127 |
+
125,ductal_carcinoma
|
| 128 |
+
126,situ_dci
|
| 129 |
+
127,sclerotic_fibroadenoma
|
| 130 |
+
128,tumor_bed
|
| 131 |
+
129,malignant_cell
|
| 132 |
+
130,sentinel_lymph
|
| 133 |
+
131,micropapillary_pattern
|
| 134 |
+
132,clustered_apocrine
|
| 135 |
+
133,situ_high
|
| 136 |
+
134,focally_positive
|
| 137 |
+
135,benign_ductule
|
| 138 |
+
136,associated_microcalcifications
|
| 139 |
+
137,solid_cribriform
|
| 140 |
+
138,micropapillary_feature
|
| 141 |
+
139,small_focus
|
| 142 |
+
140,calcification_stereotactic
|
| 143 |
+
141,situ_lcis
|
| 144 |
+
142,unremarkable_ductule
|
| 145 |
+
143,cell_reaction
|
| 146 |
+
144,grade_three
|
| 147 |
+
145,comedo_necrosis
|
| 148 |
+
146,atypical_lobular
|
| 149 |
+
147,benign_duct
|
| 150 |
+
148,situ_low
|
| 151 |
+
149,nipple_ultrasound
|
| 152 |
+
150,cribriform_micropapillary
|
| 153 |
+
151,apocrine_cyst
|
| 154 |
+
152,metastatic_adenocarcinoma
|
| 155 |
+
153,solid_pattern
|
| 156 |
+
154,complex_fibroadenoma
|
| 157 |
+
155,without_necrosis
|
| 158 |
+
156,low_intermediate
|
| 159 |
+
157,aspiration_malignant
|
| 160 |
+
158,grade_one
|
| 161 |
+
159,without_atypia
|
| 162 |
+
160,multiple_intraductal
|
| 163 |
+
161,cyst_wall
|
| 164 |
+
162,dense_fibrosis
|
| 165 |
+
163,metastatic_carcinoma
|
| 166 |
+
164,phyllode_tumor
|
| 167 |
+
165,lobular_feature
|
| 168 |
+
166,epithelial_atypia
|
| 169 |
+
167,one_lymph
|
| 170 |
+
168,usual_ductal
|
| 171 |
+
169,calcification_stereocore
|
| 172 |
+
170,positive_metastatic
|
| 173 |
+
171,pattern_comedonecrosis
|
| 174 |
+
172,microcalcifications_present
|
| 175 |
+
173,node_negative
|
| 176 |
+
174,solid_papillary
|
| 177 |
+
175,infiltrating_ductal
|
| 178 |
+
176,axilla_sentinel
|
| 179 |
+
177,dimension_lymphovascular
|
| 180 |
+
178,cell_lymphoma
|
| 181 |
+
179,florid_usual
|
| 182 |
+
180,negative_metastatic
|
| 183 |
+
181,skin_subcutaneous
|
| 184 |
+
182,total_residual
|
| 185 |
+
183,tubule_nuclear
|
| 186 |
+
184,benign_epithelium
|
| 187 |
+
185,intermediate_high
|
| 188 |
+
186,papillary_pattern
|
| 189 |
+
187,epithelial_hyperplasia
|
| 190 |
+
188,benign_parenchyma
|
| 191 |
+
189,small_duct
|
| 192 |
+
190,segmental_residual
|
| 193 |
+
191,solid_type
|
| 194 |
+
192,nottingham_grade
|
| 195 |
+
193,associated_calcification
|
| 196 |
+
194,invasive_carcinoma
|
| 197 |
+
195,cribriform_type
|
| 198 |
+
196,microcalcifications_associated
|
| 199 |
+
197,ductal_hyperplasia
|
| 200 |
+
198,invasive_ductal
|
| 201 |
+
199,cribriform_solid
|
| 202 |
+
200,mammoplasty_benign
|
| 203 |
+
201,benign_phyllode
|
| 204 |
+
202,benign_fibroadipose
|
| 205 |
+
203,tumor_present
|
| 206 |
+
204,papillary_apocrine
|
| 207 |
+
205,small_intraductal
|
| 208 |
+
206,atypical_proliferation
|
| 209 |
+
207,focal_usual
|
| 210 |
+
208,unremarkable_parenchyma
|
| 211 |
+
209,solid_comedo
|
| 212 |
+
210,dci_focally
|
| 213 |
+
211,atypical_epithelial
|
| 214 |
+
212,comedo_type
|
| 215 |
+
213,deep_axilla
|
| 216 |
+
214,cyst_apocrine
|
| 217 |
+
215,type_comedonecrosis
|
| 218 |
+
216,apocrine_feature
|
| 219 |
+
217,surgical_negative
|
| 220 |
+
218,resection_negative
|
| 221 |
+
219,small_fibroadenoma
|
| 222 |
+
220,small_cyst
|
| 223 |
+
221,mild_usual
|
| 224 |
+
222,segmental_infiltrating
|
| 225 |
+
223,hyperplasia_flat
|
| 226 |
+
224,grade_comedo
|
| 227 |
+
225,negative_carcinoma
|
| 228 |
+
226,stereotactic_fibroadenoma
|
| 229 |
+
227,invasive_tubular
|
| 230 |
+
228,mild_fibrocystic
|
| 231 |
+
229,lobular_carcinoma
|
| 232 |
+
230,benign_lobule
|
| 233 |
+
231,brstred_skin
|
| 234 |
+
232,solid_micropapillary
|
| 235 |
+
233,atypical_ductal
|
| 236 |
+
234,node_sentinel
|
| 237 |
+
235,tumor_cavity
|
| 238 |
+
236,high_grade
|
| 239 |
+
237,fibrosis_consistent
|
| 240 |
+
238,focal_residual
|
| 241 |
+
239,calcification_associated
|
| 242 |
+
240,focal_atypical
|
| 243 |
+
241,cavity_tumor
|
| 244 |
+
242,benign_mammary
|
| 245 |
+
243,focal_fat
|
| 246 |
+
244,residual_invasive
|
| 247 |
+
245,invasive_mammary
|
| 248 |
+
246,lumpectomy_intraductal
|
| 249 |
+
247,partial_invasive
|
| 250 |
+
248,fibrocystic_columnar
|
| 251 |
+
249,segmental_intraductal
|
| 252 |
+
250,focal_micropapillary
|
| 253 |
+
251,node_positive
|
| 254 |
+
252,infiltrating_lobular
|
| 255 |
+
253,mass_mass
|
| 256 |
+
254,situ_invasive
|
| 257 |
+
255,intermediate_grade
|
| 258 |
+
256,small_papilloma
|
| 259 |
+
257,micropapillary_type
|
| 260 |
+
258,axilla_fine
|
| 261 |
+
259,focal_necrosis
|
| 262 |
+
260,cavity_benign
|
| 263 |
+
261,hyperplasia_apocrine
|
| 264 |
+
262,malignancy_present
|
| 265 |
+
263,hyperplasia_columnar
|
| 266 |
+
264,negative_malignancy
|
| 267 |
+
265,low_grade
|
| 268 |
+
266,node_axilla
|
| 269 |
+
267,axilla_ultrasound
|
| 270 |
+
268,extensive_ductal
|
| 271 |
+
269,metaplasia_sclerosing
|
| 272 |
+
270,stromal_calcification
|
| 273 |
+
271,parenchyma_fibrocystic
|
| 274 |
+
272,invasive_situ
|
| 275 |
+
273,metaplasia_columnar
|
| 276 |
+
274,fibrocystic_apocrine
|
| 277 |
+
275,sclerosing_intraductal
|
| 278 |
+
276,proliferative_fibrocystic
|
| 279 |
+
277,adenosis_apocrine
|
| 280 |
+
278,node_axillary
|
| 281 |
+
279,invasive_lobular
|
| 282 |
+
280,benign_unremarkable
|
| 283 |
+
281,mitoses_ductal
|
| 284 |
+
282,aspiration_negative
|
| 285 |
+
283,apocrine_adenosis
|
| 286 |
+
284,grade_micropapillary
|
| 287 |
+
285,axillary_lymph
|
| 288 |
+
286,metaplasia_usual
|
| 289 |
+
287,focus_invasive
|
| 290 |
+
288,necrosis_microcalcifications
|
| 291 |
+
289,differentiated_ductal
|
| 292 |
+
290,fibrocystic_sclerosing
|
| 293 |
+
291,hyperplasia_without
|
| 294 |
+
292,hyperplasia_sclerosing
|
| 295 |
+
293,carcinoma_neoadjuvant
|
| 296 |
+
294,axilla_metastatic
|
| 297 |
+
295,residual_ductal
|
| 298 |
+
296,mammary_carcinoma
|
| 299 |
+
297,adenosis_usual
|
| 300 |
+
298,invasion_present
|
| 301 |
+
299,pattern_focal
|
| 302 |
+
300,carcinoma_extends
|
| 303 |
+
301,dci_present
|
| 304 |
+
302,lobular_hyperplasia
|
| 305 |
+
303,hyperplasia_usual
|
| 306 |
+
304,fibroadenoma_fibrocystic
|
| 307 |
+
305,stereotactic_benign
|
| 308 |
+
306,dci_intermediate
|
| 309 |
+
307,stereotactic_fibrocystic
|
| 310 |
+
308,fibroadenoma_atypical
|
| 311 |
+
309,stromal_hyperplasia
|
| 312 |
+
310,papilloma_usual
|
| 313 |
+
311,fibrosis_atypical
|
| 314 |
+
312,papilloma_fibrocystic
|
| 315 |
+
313,carcinoma_situ
|
| 316 |
+
314,sentinel_node
|
| 317 |
+
315,cell_hyperplasia
|
| 318 |
+
316,associated_benign
|
| 319 |
+
317,benign_negative
|