Hugging Face's logo

spacy
/
en_core_web_trf

Token Classification
spaCy
English
Eval Results
Model card Files
xet
adrianeboyd commited on
Commit
383907d
·
1 Parent(s): a134d22

Update spaCy pipeline

Browse files
Files changed (11) hide show
  1. README.md +18 -18
  2. accuracy.json +197 -197
  3. attribute_ruler/patterns +0 -0
  4. config.cfg +2 -1
  5. en_core_web_trf-any-py3-none-any.whl +2 -2
  6. meta.json +201 -201
  7. ner/model +1 -1
  8. parser/model +1 -1
  9. tagger/cfg +1 -0
  10. tagger/model +1 -1
  11. transformer/model +2 -2
README.md CHANGED
@@ -14,41 +14,41 @@ model-index:
14
  metrics:
15
  - name: NER Precision
16
  type: precision
17
- value: 0.8977938984
18
  - name: NER Recall
19
  type: recall
20
- value: 0.9048978365
21
  - name: NER F Score
22
  type: f_score
23
- value: 0.9013318701
24
  - task:
25
  name: TAG
26
  type: token-classification
27
  metrics:
28
  - name: TAG (XPOS) Accuracy
29
  type: accuracy
30
- value: 0.9778773818
31
  - task:
32
  name: UNLABELED_DEPENDENCIES
33
  type: token-classification
34
  metrics:
35
  - name: Unlabeled Attachment Score (UAS)
36
  type: f_score
37
- value: 0.9527427739
38
  - task:
39
  name: LABELED_DEPENDENCIES
40
  type: token-classification
41
  metrics:
42
  - name: Labeled Attachment Score (LAS)
43
  type: f_score
44
- value: 0.9395456671
45
  - task:
46
  name: SENTS
47
  type: token-classification
48
  metrics:
49
  - name: Sentences F-Score
50
  type: f_score
51
- value: 0.8969481605
52
  ---
53
  ### Details: https://spacy.io/models/en#en_core_web_trf
54
 
@@ -57,8 +57,8 @@ English transformer pipeline (roberta-base). Components: transformer, tagger, pa
57
  | Feature | Description |
58
  | --- | --- |
59
  | **Name** | `en_core_web_trf` |
60
- | **Version** | `3.5.0` |
61
- | **spaCy** | `>=3.5.0,<3.6.0` |
62
  | **Default Pipeline** | `transformer`, `tagger`, `parser`, `attribute_ruler`, `lemmatizer`, `ner` |
63
  | **Components** | `transformer`, `tagger`, `parser`, `attribute_ruler`, `lemmatizer`, `ner` |
64
  | **Vectors** | 0 keys, 0 unique vectors (0 dimensions) |
@@ -88,12 +88,12 @@ English transformer pipeline (roberta-base). Components: transformer, tagger, pa
88
  | `TOKEN_P` | 99.57 |
89
  | `TOKEN_R` | 99.58 |
90
  | `TOKEN_F` | 99.57 |
91
- | `TAG_ACC` | 97.79 |
92
- | `SENTS_P` | 95.04 |
93
- | `SENTS_R` | 84.92 |
94
- | `SENTS_F` | 89.69 |
95
- | `DEP_UAS` | 95.27 |
96
- | `DEP_LAS` | 93.95 |
97
- | `ENTS_P` | 89.78 |
98
- | `ENTS_R` | 90.49 |
99
- | `ENTS_F` | 90.13 |
 
14
  metrics:
15
  - name: NER Precision
16
  type: precision
17
+ value: 0.8998444478
18
  - name: NER Recall
19
  type: recall
20
+ value: 0.8980869391
21
  - name: NER F Score
22
  type: f_score
23
+ value: 0.8989648344
24
  - task:
25
  name: TAG
26
  type: token-classification
27
  metrics:
28
  - name: TAG (XPOS) Accuracy
29
  type: accuracy
30
+ value: 0.9780283894
31
  - task:
32
  name: UNLABELED_DEPENDENCIES
33
  type: token-classification
34
  metrics:
35
  - name: Unlabeled Attachment Score (UAS)
36
  type: f_score
37
+ value: 0.9514229828
38
  - task:
39
  name: LABELED_DEPENDENCIES
40
  type: token-classification
41
  metrics:
42
  - name: Labeled Attachment Score (LAS)
43
  type: f_score
44
+ value: 0.9379149652
45
  - task:
46
  name: SENTS
47
  type: token-classification
48
  metrics:
49
  - name: Sentences F-Score
50
  type: f_score
51
+ value: 0.897621366
52
  ---
53
  ### Details: https://spacy.io/models/en#en_core_web_trf
54
 
 
57
  | Feature | Description |
58
  | --- | --- |
59
  | **Name** | `en_core_web_trf` |
60
+ | **Version** | `3.6.1` |
61
+ | **spaCy** | `>=3.6.0,<3.7.0` |
62
  | **Default Pipeline** | `transformer`, `tagger`, `parser`, `attribute_ruler`, `lemmatizer`, `ner` |
63
  | **Components** | `transformer`, `tagger`, `parser`, `attribute_ruler`, `lemmatizer`, `ner` |
64
  | **Vectors** | 0 keys, 0 unique vectors (0 dimensions) |
 
88
  | `TOKEN_P` | 99.57 |
89
  | `TOKEN_R` | 99.58 |
90
  | `TOKEN_F` | 99.57 |
91
+ | `TAG_ACC` | 97.80 |
92
+ | `SENTS_P` | 94.92 |
93
+ | `SENTS_R` | 85.14 |
94
+ | `SENTS_F` | 89.76 |
95
+ | `DEP_UAS` | 95.14 |
96
+ | `DEP_LAS` | 93.79 |
97
+ | `ENTS_P` | 89.98 |
98
+ | `ENTS_R` | 89.81 |
99
+ | `ENTS_F` | 89.90 |
accuracy.json CHANGED
@@ -3,328 +3,328 @@
3
  "token_p": 0.9956819193,
4
  "token_r": 0.9957659295,
5
  "token_f": 0.9957239226,
6
- "tag_acc": 0.9778773818,
7
- "sents_p": 0.9503875969,
8
- "sents_r": 0.8491984959,
9
- "sents_f": 0.8969481605,
10
- "dep_uas": 0.9527427739,
11
- "dep_las": 0.9395456671,
12
  "dep_las_per_type": {
13
  "prep": {
14
- "p": 0.9243897824,
15
- "r": 0.9268450009,
16
- "f": 0.9256157635
17
  },
18
  "det": {
19
- "p": 0.9903740262,
20
- "r": 0.990010601,
21
- "f": 0.9901922802
22
  },
23
  "pobj": {
24
- "p": 0.9844203752,
25
- "r": 0.9850775574,
26
- "f": 0.9847488567
27
  },
28
  "nsubj": {
29
- "p": 0.9805339997,
30
- "r": 0.9798466594,
31
- "f": 0.9801902091
32
  },
33
  "aux": {
34
- "p": 0.9880814729,
35
- "r": 0.9889610968,
36
- "f": 0.9885210892
37
  },
38
  "advmod": {
39
- "p": 0.8982352941,
40
- "r": 0.8992932862,
41
- "f": 0.8987639788
42
  },
43
  "relcl": {
44
- "p": 0.8786803831,
45
- "r": 0.898766328,
46
- "f": 0.8886098655
47
  },
48
  "root": {
49
- "p": 0.9681063123,
50
- "r": 0.8650306748,
51
- "f": 0.9136705686
52
  },
53
  "xcomp": {
54
- "p": 0.9437432384,
55
- "r": 0.9393395549,
56
- "f": 0.9415362475
57
  },
58
  "amod": {
59
- "p": 0.9438063721,
60
- "r": 0.9423388403,
61
- "f": 0.9430720353
62
  },
63
  "compound": {
64
- "p": 0.9517433752,
65
- "r": 0.950100245,
66
- "f": 0.9509211003
67
  },
68
  "poss": {
69
- "p": 0.9875426964,
70
- "r": 0.989331723,
71
- "f": 0.9884364002
72
  },
73
  "ccomp": {
74
- "p": 0.8524404086,
75
- "r": 0.9177189409,
76
- "f": 0.8838760298
77
  },
78
  "attr": {
79
- "p": 0.9554723263,
80
- "r": 0.9655172414,
81
- "f": 0.9604685212
82
  },
83
  "case": {
84
- "p": 0.9885515182,
85
- "r": 0.993993994,
86
- "f": 0.9912652857
87
  },
88
  "mark": {
89
- "p": 0.950065703,
90
- "r": 0.9578696343,
91
- "f": 0.9539517087
92
  },
93
  "intj": {
94
- "p": 0.6128461992,
95
- "r": 0.7619047619,
96
- "f": 0.6792945787
97
  },
98
  "advcl": {
99
- "p": 0.8079774994,
100
- "r": 0.7957693276,
101
- "f": 0.8018269475
102
  },
103
  "cc": {
104
- "p": 0.8930443068,
105
- "r": 0.8967826815,
106
- "f": 0.89490959
107
  },
108
  "neg": {
109
- "p": 0.9629258517,
110
- "r": 0.9643753136,
111
- "f": 0.9636500376
112
  },
113
  "conj": {
114
- "p": 0.8663254374,
115
- "r": 0.916163142,
116
- "f": 0.8905475681
117
  },
118
  "nsubjpass": {
119
- "p": 0.9555214724,
120
- "r": 0.9584615385,
121
- "f": 0.9569892473
122
  },
123
  "auxpass": {
124
- "p": 0.9675236806,
125
- "r": 0.9772209567,
126
- "f": 0.9723481414
127
  },
128
  "dobj": {
129
- "p": 0.9736800128,
130
- "r": 0.97282652,
131
- "f": 0.9732530793
132
  },
133
  "nummod": {
134
- "p": 0.9586312564,
135
- "r": 0.947979798,
136
- "f": 0.9532757745
137
  },
138
  "npadvmod": {
139
- "p": 0.8557833089,
140
- "r": 0.8305506217,
141
- "f": 0.8429781864
142
  },
143
  "prt": {
144
- "p": 0.8916299559,
145
- "r": 0.9068100358,
146
- "f": 0.8991559307
147
  },
148
  "pcomp": {
149
- "p": 0.9331926864,
150
- "r": 0.9292717087,
151
- "f": 0.9312280702
152
  },
153
  "expl": {
154
- "p": 0.9935760171,
155
- "r": 0.9935760171,
156
- "f": 0.9935760171
157
  },
158
  "acl": {
159
- "p": 0.8561230093,
160
- "r": 0.8505182761,
161
- "f": 0.8533114395
162
  },
163
  "agent": {
164
- "p": 0.9543859649,
165
- "r": 0.9749103943,
166
- "f": 0.9645390071
167
  },
168
  "dative": {
169
- "p": 0.8498845266,
170
- "r": 0.8440366972,
171
- "f": 0.8469505178
172
  },
173
  "acomp": {
174
- "p": 0.939462904,
175
- "r": 0.9360544218,
176
- "f": 0.9377555657
177
  },
178
  "dep": {
179
- "p": 0.4197730956,
180
- "r": 0.4204545455,
181
- "f": 0.4201135442
182
  },
183
  "csubj": {
184
- "p": 0.901734104,
185
- "r": 0.9230769231,
186
- "f": 0.9122807018
187
  },
188
  "quantmod": {
189
- "p": 0.8879598662,
190
- "r": 0.8627132413,
191
- "f": 0.8751545117
192
  },
193
  "nmod": {
194
- "p": 0.8340277778,
195
- "r": 0.7318708105,
196
- "f": 0.7796170075
197
  },
198
  "appos": {
199
- "p": 0.8211346903,
200
- "r": 0.8225596529,
201
- "f": 0.821846554
202
  },
203
  "predet": {
204
- "p": 0.8473895582,
205
- "r": 0.9055793991,
206
- "f": 0.8755186722
207
  },
208
  "preconj": {
209
- "p": 0.6526315789,
210
- "r": 0.7209302326,
211
- "f": 0.6850828729
212
  },
213
  "oprd": {
214
- "p": 0.8861538462,
215
- "r": 0.8597014925,
216
- "f": 0.8727272727
217
  },
218
  "parataxis": {
219
- "p": 0.6038461538,
220
- "r": 0.6811279826,
221
- "f": 0.6401630989
222
  },
223
  "meta": {
224
- "p": 0.1724137931,
225
- "r": 0.6730769231,
226
- "f": 0.2745098039
227
  },
228
  "csubjpass": {
229
- "p": 1.0,
230
  "r": 0.8333333333,
231
- "f": 0.9090909091
232
  }
233
  },
234
- "ents_p": 0.8977938984,
235
- "ents_r": 0.9048978365,
236
- "ents_f": 0.9013318701,
237
  "ents_per_type": {
238
  "DATE": {
239
- "p": 0.8915360502,
240
- "r": 0.9028571429,
241
- "f": 0.8971608833
242
  },
243
  "GPE": {
244
- "p": 0.9549524342,
245
- "r": 0.9520223152,
246
- "f": 0.9534851236
247
  },
248
  "ORDINAL": {
249
- "p": 0.7771260997,
250
- "r": 0.8229813665,
251
- "f": 0.7993966817
252
  },
253
  "ORG": {
254
- "p": 0.8985736926,
255
- "r": 0.9019088017,
256
- "f": 0.9002381582
257
  },
258
  "FAC": {
259
- "p": 0.5635359116,
260
  "r": 0.7846153846,
261
- "f": 0.6559485531
262
  },
263
  "QUANTITY": {
264
- "p": 0.7823529412,
265
  "r": 0.7307692308,
266
- "f": 0.7556818182
267
  },
268
  "LOC": {
269
- "p": 0.8443708609,
270
- "r": 0.8121019108,
271
- "f": 0.8279220779
272
  },
273
  "CARDINAL": {
274
- "p": 0.8491208168,
275
- "r": 0.8900118906,
276
- "f": 0.8690856313
277
  },
278
  "PERSON": {
279
- "p": 0.9398162813,
280
- "r": 0.9683420366,
281
- "f": 0.953865938
282
  },
283
  "NORP": {
284
- "p": 0.9253968254,
285
- "r": 0.9328,
286
- "f": 0.9290836653
287
  },
288
- "PRODUCT": {
289
- "p": 0.6804733728,
290
- "r": 0.5450236967,
291
- "f": 0.6052631579
 
 
 
 
 
292
  },
293
  "TIME": {
294
- "p": 0.7663043478,
295
- "r": 0.8245614035,
296
- "f": 0.7943661972
297
  },
298
  "EVENT": {
299
- "p": 0.7898550725,
300
- "r": 0.6264367816,
301
- "f": 0.6987179487
302
  },
303
  "WORK_OF_ART": {
304
- "p": 0.6514285714,
305
- "r": 0.587628866,
306
- "f": 0.6178861789
307
- },
308
- "LAW": {
309
- "p": 0.6363636364,
310
- "r": 0.65625,
311
- "f": 0.6461538462
312
- },
313
- "MONEY": {
314
- "p": 0.9109506619,
315
- "r": 0.893742621,
316
- "f": 0.9022646007
317
  },
318
  "PERCENT": {
319
- "p": 0.9224683544,
320
- "r": 0.8928024502,
321
- "f": 0.9073929961
 
 
 
 
 
322
  },
323
  "LANGUAGE": {
324
- "p": 1.0,
325
  "r": 0.71875,
326
- "f": 0.8363636364
327
  }
328
  },
329
- "speed": 6031.0542416801
330
  }
 
3
  "token_p": 0.9956819193,
4
  "token_r": 0.9957659295,
5
  "token_f": 0.9957239226,
6
+ "tag_acc": 0.9780283894,
7
+ "sents_p": 0.9491799662,
8
+ "sents_r": 0.8513754205,
9
+ "sents_f": 0.897621366,
10
+ "dep_uas": 0.9514229828,
11
+ "dep_las": 0.9379149652,
12
  "dep_las_per_type": {
13
  "prep": {
14
+ "p": 0.9221881274,
15
+ "r": 0.92365775,
16
+ "f": 0.9229223537
17
  },
18
  "det": {
19
+ "p": 0.9891605542,
20
+ "r": 0.9897251896,
21
+ "f": 0.9894427913
22
  },
23
  "pobj": {
24
+ "p": 0.982956549,
25
+ "r": 0.9851953662,
26
+ "f": 0.9840746842
27
  },
28
  "nsubj": {
29
+ "p": 0.9779701023,
30
+ "r": 0.9802409639,
31
+ "f": 0.9791042164
32
  },
33
  "aux": {
34
+ "p": 0.9882541377,
35
+ "r": 0.9886940265,
36
+ "f": 0.9884740332
37
  },
38
  "advmod": {
39
+ "p": 0.8966186019,
40
+ "r": 0.894581861,
41
+ "f": 0.8955990735
42
  },
43
  "relcl": {
44
+ "p": 0.8778409091,
45
+ "r": 0.8969521045,
46
+ "f": 0.8872936109
47
  },
48
  "root": {
49
+ "p": 0.9657277341,
50
+ "r": 0.8662180883,
51
+ "f": 0.913270274
52
  },
53
  "xcomp": {
54
+ "p": 0.9401586157,
55
+ "r": 0.936109117,
56
+ "f": 0.9381294964
57
  },
58
  "amod": {
59
+ "p": 0.9486826583,
60
+ "r": 0.9378036929,
61
+ "f": 0.9432118073
62
  },
63
  "compound": {
64
+ "p": 0.9488718462,
65
+ "r": 0.9508799287,
66
+ "f": 0.9498748261
67
  },
68
  "poss": {
69
+ "p": 0.9859550562,
70
+ "r": 0.9891304348,
71
+ "f": 0.9875401929
72
  },
73
  "ccomp": {
74
+ "p": 0.8469407085,
75
+ "r": 0.9105906314,
76
+ "f": 0.8776131122
77
  },
78
  "attr": {
79
+ "p": 0.9512396694,
80
+ "r": 0.9680403701,
81
+ "f": 0.959566486
82
  },
83
  "case": {
84
+ "p": 0.988065639,
85
+ "r": 0.9944944945,
86
+ "f": 0.9912696433
87
  },
88
  "mark": {
89
+ "p": 0.9465128474,
90
+ "r": 0.9565447801,
91
+ "f": 0.9515023722
92
  },
93
  "intj": {
94
+ "p": 0.6107055961,
95
+ "r": 0.7355311355,
96
+ "f": 0.6673313393
97
  },
98
  "advcl": {
99
+ "p": 0.8050394502,
100
+ "r": 0.7965248048,
101
+ "f": 0.8007594937
102
  },
103
  "cc": {
104
+ "p": 0.8882429707,
105
+ "r": 0.8954670494,
106
+ "f": 0.8918403812
107
  },
108
  "neg": {
109
+ "p": 0.962406015,
110
+ "r": 0.9633718013,
111
+ "f": 0.962888666
112
  },
113
  "conj": {
114
+ "p": 0.8574309097,
115
+ "r": 0.9099949648,
116
+ "f": 0.8829312977
117
  },
118
  "nsubjpass": {
119
+ "p": 0.9603547209,
120
+ "r": 0.9441025641,
121
+ "f": 0.9521592966
122
  },
123
  "auxpass": {
124
+ "p": 0.9705611776,
125
+ "r": 0.9612756264,
126
+ "f": 0.9658960861
127
  },
128
  "dobj": {
129
+ "p": 0.9741234726,
130
+ "r": 0.9719499562,
131
+ "f": 0.9730355006
132
  },
133
  "nummod": {
134
+ "p": 0.9544419134,
135
+ "r": 0.9522727273,
136
+ "f": 0.9533560865
137
  },
138
  "npadvmod": {
139
+ "p": 0.8556701031,
140
+ "r": 0.8255772647,
141
+ "f": 0.8403543663
142
  },
143
  "prt": {
144
+ "p": 0.8996415771,
145
+ "r": 0.8996415771,
146
+ "f": 0.8996415771
147
  },
148
  "pcomp": {
149
+ "p": 0.9461979914,
150
+ "r": 0.9236694678,
151
+ "f": 0.9347980156
152
  },
153
  "expl": {
154
+ "p": 0.9893617021,
155
+ "r": 0.9957173448,
156
+ "f": 0.992529349
157
  },
158
  "acl": {
159
+ "p": 0.8503893215,
160
+ "r": 0.8341516639,
161
+ "f": 0.8421922335
162
  },
163
  "agent": {
164
+ "p": 0.9573712256,
165
+ "r": 0.9659498208,
166
+ "f": 0.9616413916
167
  },
168
  "dative": {
169
+ "p": 0.753875969,
170
+ "r": 0.8922018349,
171
+ "f": 0.8172268908
172
  },
173
  "acomp": {
174
+ "p": 0.9285395266,
175
+ "r": 0.9428571429,
176
+ "f": 0.9356435644
177
  },
178
  "dep": {
179
+ "p": 0.4055829228,
180
+ "r": 0.400974026,
181
+ "f": 0.4032653061
182
  },
183
  "csubj": {
184
+ "p": 0.8742857143,
185
+ "r": 0.9053254438,
186
+ "f": 0.8895348837
187
  },
188
  "quantmod": {
189
+ "p": 0.8656838657,
190
+ "r": 0.8586515028,
191
+ "f": 0.8621533442
192
  },
193
  "nmod": {
194
+ "p": 0.8400566171,
195
+ "r": 0.7233394272,
196
+ "f": 0.7773411919
197
  },
198
  "appos": {
199
+ "p": 0.8196095076,
200
+ "r": 0.8377440347,
201
+ "f": 0.8285775585
202
  },
203
  "predet": {
204
+ "p": 0.8675213675,
205
+ "r": 0.8712446352,
206
+ "f": 0.869379015
207
  },
208
  "preconj": {
209
+ "p": 0.66,
210
+ "r": 0.7674418605,
211
+ "f": 0.7096774194
212
  },
213
  "oprd": {
214
+ "p": 0.8832807571,
215
+ "r": 0.8358208955,
216
+ "f": 0.8588957055
217
  },
218
  "parataxis": {
219
+ "p": 0.605313093,
220
+ "r": 0.6919739696,
221
+ "f": 0.6457489879
222
  },
223
  "meta": {
224
+ "p": 0.2361111111,
225
+ "r": 0.6538461538,
226
+ "f": 0.3469387755
227
  },
228
  "csubjpass": {
229
+ "p": 0.8333333333,
230
  "r": 0.8333333333,
231
+ "f": 0.8333333333
232
  }
233
  },
234
+ "ents_p": 0.8998444478,
235
+ "ents_r": 0.8980869391,
236
+ "ents_f": 0.8989648344,
237
  "ents_per_type": {
238
  "DATE": {
239
+ "p": 0.8931977114,
240
+ "r": 0.8920634921,
241
+ "f": 0.8926302414
242
  },
243
  "GPE": {
244
+ "p": 0.9540487532,
245
+ "r": 0.949790795,
246
+ "f": 0.9519150126
247
  },
248
  "ORDINAL": {
249
+ "p": 0.8063492063,
250
+ "r": 0.7888198758,
251
+ "f": 0.7974882261
252
  },
253
  "ORG": {
254
+ "p": 0.901656868,
255
+ "r": 0.894485684,
256
+ "f": 0.8980569603
257
  },
258
  "FAC": {
259
+ "p": 0.5964912281,
260
  "r": 0.7846153846,
261
+ "f": 0.6777408638
262
  },
263
  "QUANTITY": {
264
+ "p": 0.773255814,
265
  "r": 0.7307692308,
266
+ "f": 0.7514124294
267
  },
268
  "LOC": {
269
+ "p": 0.8446601942,
270
+ "r": 0.8312101911,
271
+ "f": 0.8378812199
272
  },
273
  "CARDINAL": {
274
+ "p": 0.857225769,
275
+ "r": 0.8781212842,
276
+ "f": 0.8675477239
277
  },
278
  "PERSON": {
279
+ "p": 0.9384712972,
280
+ "r": 0.9657310705,
281
+ "f": 0.951906064
282
  },
283
  "NORP": {
284
+ "p": 0.9270998415,
285
+ "r": 0.936,
286
+ "f": 0.9315286624
287
  },
288
+ "LAW": {
289
+ "p": 0.609375,
290
+ "r": 0.609375,
291
+ "f": 0.609375
292
+ },
293
+ "MONEY": {
294
+ "p": 0.9325153374,
295
+ "r": 0.8972845336,
296
+ "f": 0.9145607702
297
  },
298
  "TIME": {
299
+ "p": 0.756302521,
300
+ "r": 0.7894736842,
301
+ "f": 0.7725321888
302
  },
303
  "EVENT": {
304
+ "p": 0.7537313433,
305
+ "r": 0.5804597701,
306
+ "f": 0.6558441558
307
  },
308
  "WORK_OF_ART": {
309
+ "p": 0.5767195767,
310
+ "r": 0.5618556701,
311
+ "f": 0.5691906005
 
 
 
 
 
 
 
 
 
 
312
  },
313
  "PERCENT": {
314
+ "p": 0.9174603175,
315
+ "r": 0.8851454824,
316
+ "f": 0.9010132502
317
+ },
318
+ "PRODUCT": {
319
+ "p": 0.7012987013,
320
+ "r": 0.5118483412,
321
+ "f": 0.5917808219
322
  },
323
  "LANGUAGE": {
324
+ "p": 0.9583333333,
325
  "r": 0.71875,
326
+ "f": 0.8214285714
327
  }
328
  },
329
+ "speed": 4706.6408562715
330
  }
attribute_ruler/patterns CHANGED
Binary files a/attribute_ruler/patterns and b/attribute_ruler/patterns differ
 
config.cfg CHANGED
@@ -79,6 +79,7 @@ pooling = {"@layers":"reduce_mean.v1"}
79
 
80
  [components.tagger]
81
  factory = "tagger"
 
82
  neg_prefix = "!"
83
  overwrite = false
84
  scorer = {"@scorers":"spacy.tagger_scorer.v1"}
@@ -100,8 +101,8 @@ max_batch_items = 4096
100
  set_extra_annotations = {"@annotation_setters":"spacy-transformers.null_annotation_setter.v1"}
101
 
102
  [components.transformer.model]
103
- @architectures = "spacy-transformers.TransformerModel.v3"
104
  name = "roberta-base"
 
105
  mixed_precision = false
106
 
107
  [components.transformer.model.get_spans]
 
79
 
80
  [components.tagger]
81
  factory = "tagger"
82
+ label_smoothing = 0.0
83
  neg_prefix = "!"
84
  overwrite = false
85
  scorer = {"@scorers":"spacy.tagger_scorer.v1"}
 
101
  set_extra_annotations = {"@annotation_setters":"spacy-transformers.null_annotation_setter.v1"}
102
 
103
  [components.transformer.model]
 
104
  name = "roberta-base"
105
+ @architectures = "spacy-transformers.TransformerModel.v3"
106
  mixed_precision = false
107
 
108
  [components.transformer.model.get_spans]
en_core_web_trf-any-py3-none-any.whl CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:8902305d2ced83d98a8e88efd93ea8970a70dda9bb24b0024a8b798d1cc913d5
3
- size 460267966
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:f9a1f0ae83954c49ebf92c0f7043ea02de51db59bf6cd3ed849d46928612c806
3
+ size 460293616
meta.json CHANGED
@@ -1,14 +1,14 @@
1
  {
2
  "lang":"en",
3
  "name":"core_web_trf",
4
- "version":"3.5.0",
5
  "description":"English transformer pipeline (roberta-base). Components: transformer, tagger, parser, ner, attribute_ruler, lemmatizer.",
6
  "author":"Explosion",
7
  "email":"[email protected]",
8
  "url":"https://explosion.ai",
9
  "license":"MIT",
10
- "spacy_version":">=3.5.0,<3.6.0",
11
- "spacy_git_version":"9e0322de1",
12
  "vectors":{
13
  "width":0,
14
  "vectors":0,
@@ -168,330 +168,330 @@
168
  "token_p":0.9956819193,
169
  "token_r":0.9957659295,
170
  "token_f":0.9957239226,
171
- "tag_acc":0.9778773818,
172
- "sents_p":0.9503875969,
173
- "sents_r":0.8491984959,
174
- "sents_f":0.8969481605,
175
- "dep_uas":0.9527427739,
176
- "dep_las":0.9395456671,
177
  "dep_las_per_type":{
178
  "prep":{
179
- "p":0.9243897824,
180
- "r":0.9268450009,
181
- "f":0.9256157635
182
  },
183
  "det":{
184
- "p":0.9903740262,
185
- "r":0.990010601,
186
- "f":0.9901922802
187
  },
188
  "pobj":{
189
- "p":0.9844203752,
190
- "r":0.9850775574,
191
- "f":0.9847488567
192
  },
193
  "nsubj":{
194
- "p":0.9805339997,
195
- "r":0.9798466594,
196
- "f":0.9801902091
197
  },
198
  "aux":{
199
- "p":0.9880814729,
200
- "r":0.9889610968,
201
- "f":0.9885210892
202
  },
203
  "advmod":{
204
- "p":0.8982352941,
205
- "r":0.8992932862,
206
- "f":0.8987639788
207
  },
208
  "relcl":{
209
- "p":0.8786803831,
210
- "r":0.898766328,
211
- "f":0.8886098655
212
  },
213
  "root":{
214
- "p":0.9681063123,
215
- "r":0.8650306748,
216
- "f":0.9136705686
217
  },
218
  "xcomp":{
219
- "p":0.9437432384,
220
- "r":0.9393395549,
221
- "f":0.9415362475
222
  },
223
  "amod":{
224
- "p":0.9438063721,
225
- "r":0.9423388403,
226
- "f":0.9430720353
227
  },
228
  "compound":{
229
- "p":0.9517433752,
230
- "r":0.950100245,
231
- "f":0.9509211003
232
  },
233
  "poss":{
234
- "p":0.9875426964,
235
- "r":0.989331723,
236
- "f":0.9884364002
237
  },
238
  "ccomp":{
239
- "p":0.8524404086,
240
- "r":0.9177189409,
241
- "f":0.8838760298
242
  },
243
  "attr":{
244
- "p":0.9554723263,
245
- "r":0.9655172414,
246
- "f":0.9604685212
247
  },
248
  "case":{
249
- "p":0.9885515182,
250
- "r":0.993993994,
251
- "f":0.9912652857
252
  },
253
  "mark":{
254
- "p":0.950065703,
255
- "r":0.9578696343,
256
- "f":0.9539517087
257
  },
258
  "intj":{
259
- "p":0.6128461992,
260
- "r":0.7619047619,
261
- "f":0.6792945787
262
  },
263
  "advcl":{
264
- "p":0.8079774994,
265
- "r":0.7957693276,
266
- "f":0.8018269475
267
  },
268
  "cc":{
269
- "p":0.8930443068,
270
- "r":0.8967826815,
271
- "f":0.89490959
272
  },
273
  "neg":{
274
- "p":0.9629258517,
275
- "r":0.9643753136,
276
- "f":0.9636500376
277
  },
278
  "conj":{
279
- "p":0.8663254374,
280
- "r":0.916163142,
281
- "f":0.8905475681
282
  },
283
  "nsubjpass":{
284
- "p":0.9555214724,
285
- "r":0.9584615385,
286
- "f":0.9569892473
287
  },
288
  "auxpass":{
289
- "p":0.9675236806,
290
- "r":0.9772209567,
291
- "f":0.9723481414
292
  },
293
  "dobj":{
294
- "p":0.9736800128,
295
- "r":0.97282652,
296
- "f":0.9732530793
297
  },
298
  "nummod":{
299
- "p":0.9586312564,
300
- "r":0.947979798,
301
- "f":0.9532757745
302
  },
303
  "npadvmod":{
304
- "p":0.8557833089,
305
- "r":0.8305506217,
306
- "f":0.8429781864
307
  },
308
  "prt":{
309
- "p":0.8916299559,
310
- "r":0.9068100358,
311
- "f":0.8991559307
312
  },
313
  "pcomp":{
314
- "p":0.9331926864,
315
- "r":0.9292717087,
316
- "f":0.9312280702
317
  },
318
  "expl":{
319
- "p":0.9935760171,
320
- "r":0.9935760171,
321
- "f":0.9935760171
322
  },
323
  "acl":{
324
- "p":0.8561230093,
325
- "r":0.8505182761,
326
- "f":0.8533114395
327
  },
328
  "agent":{
329
- "p":0.9543859649,
330
- "r":0.9749103943,
331
- "f":0.9645390071
332
  },
333
  "dative":{
334
- "p":0.8498845266,
335
- "r":0.8440366972,
336
- "f":0.8469505178
337
  },
338
  "acomp":{
339
- "p":0.939462904,
340
- "r":0.9360544218,
341
- "f":0.9377555657
342
  },
343
  "dep":{
344
- "p":0.4197730956,
345
- "r":0.4204545455,
346
- "f":0.4201135442
347
  },
348
  "csubj":{
349
- "p":0.901734104,
350
- "r":0.9230769231,
351
- "f":0.9122807018
352
  },
353
  "quantmod":{
354
- "p":0.8879598662,
355
- "r":0.8627132413,
356
- "f":0.8751545117
357
  },
358
  "nmod":{
359
- "p":0.8340277778,
360
- "r":0.7318708105,
361
- "f":0.7796170075
362
  },
363
  "appos":{
364
- "p":0.8211346903,
365
- "r":0.8225596529,
366
- "f":0.821846554
367
  },
368
  "predet":{
369
- "p":0.8473895582,
370
- "r":0.9055793991,
371
- "f":0.8755186722
372
  },
373
  "preconj":{
374
- "p":0.6526315789,
375
- "r":0.7209302326,
376
- "f":0.6850828729
377
  },
378
  "oprd":{
379
- "p":0.8861538462,
380
- "r":0.8597014925,
381
- "f":0.8727272727
382
  },
383
  "parataxis":{
384
- "p":0.6038461538,
385
- "r":0.6811279826,
386
- "f":0.6401630989
387
  },
388
  "meta":{
389
- "p":0.1724137931,
390
- "r":0.6730769231,
391
- "f":0.2745098039
392
  },
393
  "csubjpass":{
394
- "p":1.0,
395
  "r":0.8333333333,
396
- "f":0.9090909091
397
  }
398
  },
399
- "ents_p":0.8977938984,
400
- "ents_r":0.9048978365,
401
- "ents_f":0.9013318701,
402
  "ents_per_type":{
403
  "DATE":{
404
- "p":0.8915360502,
405
- "r":0.9028571429,
406
- "f":0.8971608833
407
  },
408
  "GPE":{
409
- "p":0.9549524342,
410
- "r":0.9520223152,
411
- "f":0.9534851236
412
  },
413
  "ORDINAL":{
414
- "p":0.7771260997,
415
- "r":0.8229813665,
416
- "f":0.7993966817
417
  },
418
  "ORG":{
419
- "p":0.8985736926,
420
- "r":0.9019088017,
421
- "f":0.9002381582
422
  },
423
  "FAC":{
424
- "p":0.5635359116,
425
  "r":0.7846153846,
426
- "f":0.6559485531
427
  },
428
  "QUANTITY":{
429
- "p":0.7823529412,
430
  "r":0.7307692308,
431
- "f":0.7556818182
432
  },
433
  "LOC":{
434
- "p":0.8443708609,
435
- "r":0.8121019108,
436
- "f":0.8279220779
437
  },
438
  "CARDINAL":{
439
- "p":0.8491208168,
440
- "r":0.8900118906,
441
- "f":0.8690856313
442
  },
443
  "PERSON":{
444
- "p":0.9398162813,
445
- "r":0.9683420366,
446
- "f":0.953865938
447
  },
448
  "NORP":{
449
- "p":0.9253968254,
450
- "r":0.9328,
451
- "f":0.9290836653
452
  },
453
- "PRODUCT":{
454
- "p":0.6804733728,
455
- "r":0.5450236967,
456
- "f":0.6052631579
 
 
 
 
 
457
  },
458
  "TIME":{
459
- "p":0.7663043478,
460
- "r":0.8245614035,
461
- "f":0.7943661972
462
  },
463
  "EVENT":{
464
- "p":0.7898550725,
465
- "r":0.6264367816,
466
- "f":0.6987179487
467
  },
468
  "WORK_OF_ART":{
469
- "p":0.6514285714,
470
- "r":0.587628866,
471
- "f":0.6178861789
472
- },
473
- "LAW":{
474
- "p":0.6363636364,
475
- "r":0.65625,
476
- "f":0.6461538462
477
- },
478
- "MONEY":{
479
- "p":0.9109506619,
480
- "r":0.893742621,
481
- "f":0.9022646007
482
  },
483
  "PERCENT":{
484
- "p":0.9224683544,
485
- "r":0.8928024502,
486
- "f":0.9073929961
 
 
 
 
 
487
  },
488
  "LANGUAGE":{
489
- "p":1.0,
490
  "r":0.71875,
491
- "f":0.8363636364
492
  }
493
  },
494
- "speed":6031.0542416801
495
  },
496
  "sources":[
497
  {
@@ -520,6 +520,6 @@
520
  }
521
  ],
522
  "requirements":[
523
- "spacy-transformers>=1.2.0.dev0,<1.3.0"
524
  ]
525
  }
 
1
  {
2
  "lang":"en",
3
  "name":"core_web_trf",
4
+ "version":"3.6.1",
5
  "description":"English transformer pipeline (roberta-base). Components: transformer, tagger, parser, ner, attribute_ruler, lemmatizer.",
6
  "author":"Explosion",
7
  "email":"[email protected]",
8
  "url":"https://explosion.ai",
9
  "license":"MIT",
10
+ "spacy_version":">=3.6.0,<3.7.0",
11
+ "spacy_git_version":"c067b5264",
12
  "vectors":{
13
  "width":0,
14
  "vectors":0,
 
168
  "token_p":0.9956819193,
169
  "token_r":0.9957659295,
170
  "token_f":0.9957239226,
171
+ "tag_acc":0.9780283894,
172
+ "sents_p":0.9491799662,
173
+ "sents_r":0.8513754205,
174
+ "sents_f":0.897621366,
175
+ "dep_uas":0.9514229828,
176
+ "dep_las":0.9379149652,
177
  "dep_las_per_type":{
178
  "prep":{
179
+ "p":0.9221881274,
180
+ "r":0.92365775,
181
+ "f":0.9229223537
182
  },
183
  "det":{
184
+ "p":0.9891605542,
185
+ "r":0.9897251896,
186
+ "f":0.9894427913
187
  },
188
  "pobj":{
189
+ "p":0.982956549,
190
+ "r":0.9851953662,
191
+ "f":0.9840746842
192
  },
193
  "nsubj":{
194
+ "p":0.9779701023,
195
+ "r":0.9802409639,
196
+ "f":0.9791042164
197
  },
198
  "aux":{
199
+ "p":0.9882541377,
200
+ "r":0.9886940265,
201
+ "f":0.9884740332
202
  },
203
  "advmod":{
204
+ "p":0.8966186019,
205
+ "r":0.894581861,
206
+ "f":0.8955990735
207
  },
208
  "relcl":{
209
+ "p":0.8778409091,
210
+ "r":0.8969521045,
211
+ "f":0.8872936109
212
  },
213
  "root":{
214
+ "p":0.9657277341,
215
+ "r":0.8662180883,
216
+ "f":0.913270274
217
  },
218
  "xcomp":{
219
+ "p":0.9401586157,
220
+ "r":0.936109117,
221
+ "f":0.9381294964
222
  },
223
  "amod":{
224
+ "p":0.9486826583,
225
+ "r":0.9378036929,
226
+ "f":0.9432118073
227
  },
228
  "compound":{
229
+ "p":0.9488718462,
230
+ "r":0.9508799287,
231
+ "f":0.9498748261
232
  },
233
  "poss":{
234
+ "p":0.9859550562,
235
+ "r":0.9891304348,
236
+ "f":0.9875401929
237
  },
238
  "ccomp":{
239
+ "p":0.8469407085,
240
+ "r":0.9105906314,
241
+ "f":0.8776131122
242
  },
243
  "attr":{
244
+ "p":0.9512396694,
245
+ "r":0.9680403701,
246
+ "f":0.959566486
247
  },
248
  "case":{
249
+ "p":0.988065639,
250
+ "r":0.9944944945,
251
+ "f":0.9912696433
252
  },
253
  "mark":{
254
+ "p":0.9465128474,
255
+ "r":0.9565447801,
256
+ "f":0.9515023722
257
  },
258
  "intj":{
259
+ "p":0.6107055961,
260
+ "r":0.7355311355,
261
+ "f":0.6673313393
262
  },
263
  "advcl":{
264
+ "p":0.8050394502,
265
+ "r":0.7965248048,
266
+ "f":0.8007594937
267
  },
268
  "cc":{
269
+ "p":0.8882429707,
270
+ "r":0.8954670494,
271
+ "f":0.8918403812
272
  },
273
  "neg":{
274
+ "p":0.962406015,
275
+ "r":0.9633718013,
276
+ "f":0.962888666
277
  },
278
  "conj":{
279
+ "p":0.8574309097,
280
+ "r":0.9099949648,
281
+ "f":0.8829312977
282
  },
283
  "nsubjpass":{
284
+ "p":0.9603547209,
285
+ "r":0.9441025641,
286
+ "f":0.9521592966
287
  },
288
  "auxpass":{
289
+ "p":0.9705611776,
290
+ "r":0.9612756264,
291
+ "f":0.9658960861
292
  },
293
  "dobj":{
294
+ "p":0.9741234726,
295
+ "r":0.9719499562,
296
+ "f":0.9730355006
297
  },
298
  "nummod":{
299
+ "p":0.9544419134,
300
+ "r":0.9522727273,
301
+ "f":0.9533560865
302
  },
303
  "npadvmod":{
304
+ "p":0.8556701031,
305
+ "r":0.8255772647,
306
+ "f":0.8403543663
307
  },
308
  "prt":{
309
+ "p":0.8996415771,
310
+ "r":0.8996415771,
311
+ "f":0.8996415771
312
  },
313
  "pcomp":{
314
+ "p":0.9461979914,
315
+ "r":0.9236694678,
316
+ "f":0.9347980156
317
  },
318
  "expl":{
319
+ "p":0.9893617021,
320
+ "r":0.9957173448,
321
+ "f":0.992529349
322
  },
323
  "acl":{
324
+ "p":0.8503893215,
325
+ "r":0.8341516639,
326
+ "f":0.8421922335
327
  },
328
  "agent":{
329
+ "p":0.9573712256,
330
+ "r":0.9659498208,
331
+ "f":0.9616413916
332
  },
333
  "dative":{
334
+ "p":0.753875969,
335
+ "r":0.8922018349,
336
+ "f":0.8172268908
337
  },
338
  "acomp":{
339
+ "p":0.9285395266,
340
+ "r":0.9428571429,
341
+ "f":0.9356435644
342
  },
343
  "dep":{
344
+ "p":0.4055829228,
345
+ "r":0.400974026,
346
+ "f":0.4032653061
347
  },
348
  "csubj":{
349
+ "p":0.8742857143,
350
+ "r":0.9053254438,
351
+ "f":0.8895348837
352
  },
353
  "quantmod":{
354
+ "p":0.8656838657,
355
+ "r":0.8586515028,
356
+ "f":0.8621533442
357
  },
358
  "nmod":{
359
+ "p":0.8400566171,
360
+ "r":0.7233394272,
361
+ "f":0.7773411919
362
  },
363
  "appos":{
364
+ "p":0.8196095076,
365
+ "r":0.8377440347,
366
+ "f":0.8285775585
367
  },
368
  "predet":{
369
+ "p":0.8675213675,
370
+ "r":0.8712446352,
371
+ "f":0.869379015
372
  },
373
  "preconj":{
374
+ "p":0.66,
375
+ "r":0.7674418605,
376
+ "f":0.7096774194
377
  },
378
  "oprd":{
379
+ "p":0.8832807571,
380
+ "r":0.8358208955,
381
+ "f":0.8588957055
382
  },
383
  "parataxis":{
384
+ "p":0.605313093,
385
+ "r":0.6919739696,
386
+ "f":0.6457489879
387
  },
388
  "meta":{
389
+ "p":0.2361111111,
390
+ "r":0.6538461538,
391
+ "f":0.3469387755
392
  },
393
  "csubjpass":{
394
+ "p":0.8333333333,
395
  "r":0.8333333333,
396
+ "f":0.8333333333
397
  }
398
  },
399
+ "ents_p":0.8998444478,
400
+ "ents_r":0.8980869391,
401
+ "ents_f":0.8989648344,
402
  "ents_per_type":{
403
  "DATE":{
404
+ "p":0.8931977114,
405
+ "r":0.8920634921,
406
+ "f":0.8926302414
407
  },
408
  "GPE":{
409
+ "p":0.9540487532,
410
+ "r":0.949790795,
411
+ "f":0.9519150126
412
  },
413
  "ORDINAL":{
414
+ "p":0.8063492063,
415
+ "r":0.7888198758,
416
+ "f":0.7974882261
417
  },
418
  "ORG":{
419
+ "p":0.901656868,
420
+ "r":0.894485684,
421
+ "f":0.8980569603
422
  },
423
  "FAC":{
424
+ "p":0.5964912281,
425
  "r":0.7846153846,
426
+ "f":0.6777408638
427
  },
428
  "QUANTITY":{
429
+ "p":0.773255814,
430
  "r":0.7307692308,
431
+ "f":0.7514124294
432
  },
433
  "LOC":{
434
+ "p":0.8446601942,
435
+ "r":0.8312101911,
436
+ "f":0.8378812199
437
  },
438
  "CARDINAL":{
439
+ "p":0.857225769,
440
+ "r":0.8781212842,
441
+ "f":0.8675477239
442
  },
443
  "PERSON":{
444
+ "p":0.9384712972,
445
+ "r":0.9657310705,
446
+ "f":0.951906064
447
  },
448
  "NORP":{
449
+ "p":0.9270998415,
450
+ "r":0.936,
451
+ "f":0.9315286624
452
  },
453
+ "LAW":{
454
+ "p":0.609375,
455
+ "r":0.609375,
456
+ "f":0.609375
457
+ },
458
+ "MONEY":{
459
+ "p":0.9325153374,
460
+ "r":0.8972845336,
461
+ "f":0.9145607702
462
  },
463
  "TIME":{
464
+ "p":0.756302521,
465
+ "r":0.7894736842,
466
+ "f":0.7725321888
467
  },
468
  "EVENT":{
469
+ "p":0.7537313433,
470
+ "r":0.5804597701,
471
+ "f":0.6558441558
472
  },
473
  "WORK_OF_ART":{
474
+ "p":0.5767195767,
475
+ "r":0.5618556701,
476
+ "f":0.5691906005
 
 
 
 
 
 
 
 
 
 
477
  },
478
  "PERCENT":{
479
+ "p":0.9174603175,
480
+ "r":0.8851454824,
481
+ "f":0.9010132502
482
+ },
483
+ "PRODUCT":{
484
+ "p":0.7012987013,
485
+ "r":0.5118483412,
486
+ "f":0.5917808219
487
  },
488
  "LANGUAGE":{
489
+ "p":0.9583333333,
490
  "r":0.71875,
491
+ "f":0.8214285714
492
  }
493
  },
494
+ "speed":4706.6408562715
495
  },
496
  "sources":[
497
  {
 
520
  }
521
  ],
522
  "requirements":[
523
+ "spacy-transformers>=1.2.2,<1.3.0"
524
  ]
525
  }
ner/model CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:b00f4059860e5bafba1d9d8e42b37a0978d5fe55bf2026a572b3875c2081a707
3
  size 313773
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:baac59918ff3d48b195b884ead6098bacd2aaca43f7f376bb2a8fdb0238191e8
3
  size 313773
parser/model CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:94ffa112cbac1c706c1e420bb466279caf88349f61815467daebfc908c0ac1d6
3
  size 639549
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:427a951b3f6adfcbe5b8564780d6d339ce3267c20727baca6e1a6a4e1478655d
3
  size 639549
tagger/cfg CHANGED
@@ -1,4 +1,5 @@
1
  {
 
2
  "labels":[
3
  "$",
4
  "''",
 
1
  {
2
+ "label_smoothing":0.0,
3
  "labels":[
4
  "$",
5
  "''",
tagger/model CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:bc8849fe785a554a552694eeadb6db0be49c1bf1653a0a9c3c2d7600806bf8a1
3
  size 151366
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:e3efc19c3f9d40ea82b00ff51d536c8db1818ae7aaef72fe3a43f90d2625b1fe
3
  size 151366
transformer/model CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:c3d77b4e98ec4e0b2bca0542fffc7aa788a665bc03df6eb2d054f7c6fbd818fa
3
- size 502027993
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:1299436478208719ccde62165434d673da6810ae2d962d902e5f6aef8898c597
3
+ size 502027901