Dan Berrebbi
commited on
Commit
•
3655ef7
1
Parent(s):
344571f
Update model
Browse files- README.md +4002 -0
- data/nlsyms.txt +1 -0
- exp/asr_fine_tune5_100ep/RESULTS.md +29 -0
- exp/asr_fine_tune5_100ep/config.yaml +2003 -0
- exp/asr_fine_tune5_100ep/images/acc.png +0 -0
- exp/asr_fine_tune5_100ep/images/backward_time.png +0 -0
- exp/asr_fine_tune5_100ep/images/cer.png +0 -0
- exp/asr_fine_tune5_100ep/images/cer_ctc.png +0 -0
- exp/asr_fine_tune5_100ep/images/forward_time.png +0 -0
- exp/asr_fine_tune5_100ep/images/gpu_max_cached_mem_GB.png +0 -0
- exp/asr_fine_tune5_100ep/images/iter_time.png +0 -0
- exp/asr_fine_tune5_100ep/images/loss.png +0 -0
- exp/asr_fine_tune5_100ep/images/loss_att.png +0 -0
- exp/asr_fine_tune5_100ep/images/loss_ctc.png +0 -0
- exp/asr_fine_tune5_100ep/images/optim0_lr0.png +0 -0
- exp/asr_fine_tune5_100ep/images/optim_step_time.png +0 -0
- exp/asr_fine_tune5_100ep/images/train_time.png +0 -0
- exp/asr_fine_tune5_100ep/images/wer.png +0 -0
- exp/asr_fine_tune5_100ep/valid.acc.ave_10best.pth +3 -0
- exp/asr_stats_raw_zh_char/train/feats_stats.npz +0 -0
- exp/lm_nuit/config.yaml +1939 -0
- exp/lm_nuit/images/backward_time.png +0 -0
- exp/lm_nuit/images/forward_time.png +0 -0
- exp/lm_nuit/images/gpu_max_cached_mem_GB.png +0 -0
- exp/lm_nuit/images/iter_time.png +0 -0
- exp/lm_nuit/images/loss.png +0 -0
- exp/lm_nuit/images/optim0_lr0.png +0 -0
- exp/lm_nuit/images/optim_step_time.png +0 -0
- exp/lm_nuit/images/train_time.png +0 -0
- exp/lm_nuit/perplexity_test/ppl +1 -0
- exp/lm_nuit/valid.loss.ave_10best.pth +3 -0
- meta.yaml +10 -0
README.md
ADDED
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|
1 |
+
---
|
2 |
+
tags:
|
3 |
+
- espnet
|
4 |
+
- audio
|
5 |
+
- automatic-speech-recognition
|
6 |
+
language: zh
|
7 |
+
datasets:
|
8 |
+
- aishell4
|
9 |
+
license: cc-by-4.0
|
10 |
+
---
|
11 |
+
## ESPnet2 ASR model
|
12 |
+
### `Dan_Berrebbi_aishell4_asr`
|
13 |
+
This model was trained by dan_berrebbi using aishell4 recipe in [espnet](https://github.com/espnet/espnet/).
|
14 |
+
### Demo: How to use in ESPnet2
|
15 |
+
```bash
|
16 |
+
cd espnet
|
17 |
+
git checkout da1a26652f7d5a019cc24ad1e0e6e844f2b57e1b
|
18 |
+
pip install -e .
|
19 |
+
cd egs2/aishell4/asr1
|
20 |
+
./run.sh --skip_data_prep false --skip_train true --download_model Dan_Berrebbi_aishell4_asr
|
21 |
+
```
|
22 |
+
<!-- Generated by scripts/utils/show_asr_result.sh -->
|
23 |
+
# RESULTS
|
24 |
+
## Environments
|
25 |
+
- date: `Tue Sep 21 09:36:01 EDT 2021`
|
26 |
+
- python version: `3.7.11 (default, Jul 27 2021, 14:32:16) [GCC 7.5.0]`
|
27 |
+
- espnet version: `espnet 0.10.3a1`
|
28 |
+
- pytorch version: `pytorch 1.9.0`
|
29 |
+
- Git hash: `7887faeabbc2299922267928e190ed89cb032a36`
|
30 |
+
- Commit date: `Mon Sep 20 16:25:02 2021 -0400`
|
31 |
+
|
32 |
+
## asr_fine_tune5_100ep
|
33 |
+
### WER
|
34 |
+
|
35 |
+
|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
|
36 |
+
|---|---|---|---|---|---|---|---|---|
|
37 |
+
|decode_asr_rnn_lm_lm_nuit_valid.loss.ave_asr_model_valid.acc.ave/dev|599|601|6.8|92.7|0.5|0.0|93.2|93.2|
|
38 |
+
|decode_transformer_lm_lm_nuit_valid.loss.ave_asr_model_valid.acc.ave/dev|599|601|6.8|92.8|0.3|0.0|93.2|93.2|
|
39 |
+
|
40 |
+
### CER
|
41 |
+
|
42 |
+
|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
|
43 |
+
|---|---|---|---|---|---|---|---|---|
|
44 |
+
|decode_asr_rnn_lm_lm_nuit_valid.loss.ave_asr_model_valid.acc.ave/dev|599|15936|66.9|25.6|7.5|9.8|42.9|93.2|
|
45 |
+
|decode_transformer_lm_lm_nuit_valid.loss.ave_asr_model_valid.acc.ave/dev|599|15936|64.7|27.6|7.7|11.0|46.3|93.2|
|
46 |
+
|
47 |
+
### TER
|
48 |
+
|
49 |
+
|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
|
50 |
+
|---|---|---|---|---|---|---|---|---|
|
51 |
+
## ASR config
|
52 |
+
<details><summary>expand</summary>
|
53 |
+
```
|
54 |
+
config: conf/tuning/train_asr_conformer5.yaml
|
55 |
+
print_config: false
|
56 |
+
log_level: INFO
|
57 |
+
dry_run: false
|
58 |
+
iterator_type: sequence
|
59 |
+
output_dir: exp/asr_fine_tune5_100ep
|
60 |
+
ngpu: 1
|
61 |
+
seed: 0
|
62 |
+
num_workers: 1
|
63 |
+
num_att_plot: 3
|
64 |
+
dist_backend: nccl
|
65 |
+
dist_init_method: env://
|
66 |
+
dist_world_size: null
|
67 |
+
dist_rank: null
|
68 |
+
local_rank: 0
|
69 |
+
dist_master_addr: null
|
70 |
+
dist_master_port: null
|
71 |
+
dist_launcher: null
|
72 |
+
multiprocessing_distributed: false
|
73 |
+
unused_parameters: false
|
74 |
+
sharded_ddp: false
|
75 |
+
cudnn_enabled: true
|
76 |
+
cudnn_benchmark: false
|
77 |
+
cudnn_deterministic: true
|
78 |
+
collect_stats: false
|
79 |
+
write_collected_feats: false
|
80 |
+
max_epoch: 100
|
81 |
+
patience: null
|
82 |
+
val_scheduler_criterion:
|
83 |
+
- valid
|
84 |
+
- loss
|
85 |
+
early_stopping_criterion:
|
86 |
+
- valid
|
87 |
+
- loss
|
88 |
+
- min
|
89 |
+
best_model_criterion:
|
90 |
+
- - valid
|
91 |
+
- acc
|
92 |
+
- max
|
93 |
+
keep_nbest_models: 10
|
94 |
+
grad_clip: 3
|
95 |
+
grad_clip_type: 2.0
|
96 |
+
grad_noise: false
|
97 |
+
accum_grad: 1
|
98 |
+
no_forward_run: false
|
99 |
+
resume: true
|
100 |
+
train_dtype: float32
|
101 |
+
use_amp: false
|
102 |
+
log_interval: null
|
103 |
+
use_tensorboard: true
|
104 |
+
use_wandb: false
|
105 |
+
wandb_project: null
|
106 |
+
wandb_id: null
|
107 |
+
wandb_entity: null
|
108 |
+
wandb_name: null
|
109 |
+
wandb_model_log_interval: -1
|
110 |
+
detect_anomaly: false
|
111 |
+
pretrain_path: null
|
112 |
+
init_param: []
|
113 |
+
ignore_init_mismatch: false
|
114 |
+
freeze_param: []
|
115 |
+
num_iters_per_epoch: null
|
116 |
+
batch_size: 20
|
117 |
+
valid_batch_size: null
|
118 |
+
batch_bins: 10000000
|
119 |
+
valid_batch_bins: null
|
120 |
+
train_shape_file:
|
121 |
+
- exp/asr_stats_raw_zh_char/train/speech_shape
|
122 |
+
- exp/asr_stats_raw_zh_char/train/text_shape.char
|
123 |
+
valid_shape_file:
|
124 |
+
- exp/asr_stats_raw_zh_char/valid/speech_shape
|
125 |
+
- exp/asr_stats_raw_zh_char/valid/text_shape.char
|
126 |
+
batch_type: numel
|
127 |
+
valid_batch_type: null
|
128 |
+
fold_length:
|
129 |
+
- 51200
|
130 |
+
- 150
|
131 |
+
sort_in_batch: descending
|
132 |
+
sort_batch: descending
|
133 |
+
multiple_iterator: false
|
134 |
+
chunk_length: 500
|
135 |
+
chunk_shift_ratio: 0.5
|
136 |
+
num_cache_chunks: 1024
|
137 |
+
train_data_path_and_name_and_type:
|
138 |
+
- - dump/raw/train_nodev/wav.scp
|
139 |
+
- speech
|
140 |
+
- sound
|
141 |
+
- - dump/raw/train_nodev/text
|
142 |
+
- text
|
143 |
+
- text
|
144 |
+
valid_data_path_and_name_and_type:
|
145 |
+
- - dump/raw/dev/wav.scp
|
146 |
+
- speech
|
147 |
+
- sound
|
148 |
+
- - dump/raw/dev/text
|
149 |
+
- text
|
150 |
+
- text
|
151 |
+
allow_variable_data_keys: false
|
152 |
+
max_cache_size: 0.0
|
153 |
+
max_cache_fd: 32
|
154 |
+
valid_max_cache_size: null
|
155 |
+
optim: adam
|
156 |
+
optim_conf:
|
157 |
+
lr: 4.0
|
158 |
+
scheduler: noamlr
|
159 |
+
scheduler_conf:
|
160 |
+
model_size: 256
|
161 |
+
warmup_steps: 25000
|
162 |
+
token_list:
|
163 |
+
- <blank>
|
164 |
+
- <unk>
|
165 |
+
- ,
|
166 |
+
- 的
|
167 |
+
- 是
|
168 |
+
- 个
|
169 |
+
- 这
|
170 |
+
- 一
|
171 |
+
- 。
|
172 |
+
- 就
|
173 |
+
- 儿
|
174 |
+
- 嗯
|
175 |
+
- 们
|
176 |
+
- 呃
|
177 |
+
- 我
|
178 |
+
- 有
|
179 |
+
- <sil>
|
180 |
+
- 那
|
181 |
+
- 说
|
182 |
+
- 不
|
183 |
+
- 些
|
184 |
+
- 也
|
185 |
+
- 他
|
186 |
+
- 你
|
187 |
+
- 要
|
188 |
+
- 后
|
189 |
+
- 以
|
190 |
+
- 咱
|
191 |
+
- 在
|
192 |
+
- 啊
|
193 |
+
- 了
|
194 |
+
- 然
|
195 |
+
- 家
|
196 |
+
- 都
|
197 |
+
- 来
|
198 |
+
- 还
|
199 |
+
- 可
|
200 |
+
- 子
|
201 |
+
- 下
|
202 |
+
- 上
|
203 |
+
- 时
|
204 |
+
- 比
|
205 |
+
- 话
|
206 |
+
- 孩
|
207 |
+
- 呢
|
208 |
+
- 去
|
209 |
+
- 人
|
210 |
+
- 好
|
211 |
+
- 对
|
212 |
+
- 能
|
213 |
+
- 么
|
214 |
+
- 吧
|
215 |
+
- 学
|
216 |
+
- 多
|
217 |
+
- 到
|
218 |
+
- 看
|
219 |
+
- 为
|
220 |
+
- 进
|
221 |
+
- 把
|
222 |
+
- 大
|
223 |
+
- 做
|
224 |
+
- 生
|
225 |
+
- 种
|
226 |
+
- 品
|
227 |
+
- 给
|
228 |
+
- 没
|
229 |
+
- 行
|
230 |
+
- 现
|
231 |
+
- 小
|
232 |
+
- 会
|
233 |
+
- 作
|
234 |
+
- 较
|
235 |
+
- 方
|
236 |
+
- 块
|
237 |
+
- 业
|
238 |
+
- 让
|
239 |
+
- 点
|
240 |
+
- 定
|
241 |
+
- 因
|
242 |
+
- 什
|
243 |
+
- 长
|
244 |
+
- 面
|
245 |
+
- 如
|
246 |
+
- 安
|
247 |
+
- 客
|
248 |
+
- 问
|
249 |
+
- 过
|
250 |
+
- 车
|
251 |
+
- 出
|
252 |
+
- 啦
|
253 |
+
- 边
|
254 |
+
- 候
|
255 |
+
- 主
|
256 |
+
- 所
|
257 |
+
- 题
|
258 |
+
- 买
|
259 |
+
- 销
|
260 |
+
- 天
|
261 |
+
- 意
|
262 |
+
- 自
|
263 |
+
- 全
|
264 |
+
- 动
|
265 |
+
- 工
|
266 |
+
- '&'
|
267 |
+
- 老
|
268 |
+
- 或
|
269 |
+
- 者
|
270 |
+
- 年
|
271 |
+
- 着
|
272 |
+
- 实
|
273 |
+
- 活
|
274 |
+
- 理
|
275 |
+
- 包
|
276 |
+
- 样
|
277 |
+
- 再
|
278 |
+
- 区
|
279 |
+
- 用
|
280 |
+
- 呀
|
281 |
+
- 零
|
282 |
+
- 员
|
283 |
+
- 发
|
284 |
+
- 先
|
285 |
+
- 部
|
286 |
+
- 放
|
287 |
+
- 门
|
288 |
+
- 情
|
289 |
+
- 像
|
290 |
+
- 分
|
291 |
+
- 售
|
292 |
+
- 很
|
293 |
+
- 开
|
294 |
+
- 己
|
295 |
+
- 十
|
296 |
+
- 括
|
297 |
+
- 跟
|
298 |
+
- 事
|
299 |
+
- 需
|
300 |
+
- 更
|
301 |
+
- 其
|
302 |
+
- 装
|
303 |
+
- 市
|
304 |
+
- 成
|
305 |
+
- 里
|
306 |
+
- 物
|
307 |
+
- 别
|
308 |
+
- 间
|
309 |
+
- 第
|
310 |
+
- 次
|
311 |
+
- 中
|
312 |
+
- ���
|
313 |
+
- 超
|
314 |
+
- 顾
|
315 |
+
- 保
|
316 |
+
- 感
|
317 |
+
- 加
|
318 |
+
- 量
|
319 |
+
- 二
|
320 |
+
- 和
|
321 |
+
- 各
|
322 |
+
- 嘛
|
323 |
+
- 新
|
324 |
+
- 每
|
325 |
+
- 完
|
326 |
+
- 力
|
327 |
+
- 消
|
328 |
+
- 得
|
329 |
+
- 店
|
330 |
+
- 本
|
331 |
+
- 通
|
332 |
+
- 习
|
333 |
+
- 觉
|
334 |
+
- 道
|
335 |
+
- 心
|
336 |
+
- 校
|
337 |
+
- 菜
|
338 |
+
- 交
|
339 |
+
- 哪
|
340 |
+
- 产
|
341 |
+
- 于
|
342 |
+
- 位
|
343 |
+
- 电
|
344 |
+
- 想
|
345 |
+
- 三
|
346 |
+
- 况
|
347 |
+
- 度
|
348 |
+
- 期
|
349 |
+
- 应
|
350 |
+
- 但
|
351 |
+
- 教
|
352 |
+
- 体
|
353 |
+
- 常
|
354 |
+
- 师
|
355 |
+
- 它
|
356 |
+
- 高
|
357 |
+
- 前
|
358 |
+
- 之
|
359 |
+
- 西
|
360 |
+
- 特
|
361 |
+
- 商
|
362 |
+
- 果
|
363 |
+
- 场
|
364 |
+
- 重
|
365 |
+
- 防
|
366 |
+
- 管
|
367 |
+
- 起
|
368 |
+
- 地
|
369 |
+
- 该
|
370 |
+
- 东
|
371 |
+
- 少
|
372 |
+
- 打
|
373 |
+
- 费
|
374 |
+
- 当
|
375 |
+
- 带
|
376 |
+
- 服
|
377 |
+
- 口
|
378 |
+
- 购
|
379 |
+
- 知
|
380 |
+
- 回
|
381 |
+
- 同
|
382 |
+
- 钱
|
383 |
+
- 外
|
384 |
+
- 户
|
385 |
+
- 注
|
386 |
+
- 促
|
387 |
+
- 价
|
388 |
+
- 解
|
389 |
+
- <#>
|
390 |
+
- 水
|
391 |
+
- 百
|
392 |
+
- 今
|
393 |
+
- 太
|
394 |
+
- 最
|
395 |
+
- 报
|
396 |
+
- 怎
|
397 |
+
- 才
|
398 |
+
- 等
|
399 |
+
- 及
|
400 |
+
- 关
|
401 |
+
- <->
|
402 |
+
- 肯
|
403 |
+
- 火
|
404 |
+
- 机
|
405 |
+
- 流
|
406 |
+
- 制
|
407 |
+
- 送
|
408 |
+
- 手
|
409 |
+
- 确
|
410 |
+
- 法
|
411 |
+
- 写
|
412 |
+
- 玩
|
413 |
+
- 传
|
414 |
+
- 路
|
415 |
+
- 班
|
416 |
+
- 查
|
417 |
+
- 招
|
418 |
+
- 卖
|
419 |
+
- 几
|
420 |
+
- 正
|
421 |
+
- 合
|
422 |
+
- 够
|
423 |
+
- 五
|
424 |
+
- 引
|
425 |
+
- 容
|
426 |
+
- 只
|
427 |
+
- 男
|
428 |
+
- 日
|
429 |
+
- 四
|
430 |
+
- 宣
|
431 |
+
- 反
|
432 |
+
- 两
|
433 |
+
- 清
|
434 |
+
- 处
|
435 |
+
- 周
|
436 |
+
- 单
|
437 |
+
- 首
|
438 |
+
- 课
|
439 |
+
- 衣
|
440 |
+
- 便
|
441 |
+
- 身
|
442 |
+
- 气
|
443 |
+
- 针
|
444 |
+
- 奶
|
445 |
+
- 六
|
446 |
+
- 经
|
447 |
+
- 接
|
448 |
+
- 女
|
449 |
+
- 育
|
450 |
+
- 鲜
|
451 |
+
- 赠
|
452 |
+
- 试
|
453 |
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961 |
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|
962 |
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|
963 |
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|
964 |
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|
965 |
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|
966 |
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|
967 |
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|
968 |
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|
969 |
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|
970 |
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|
971 |
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|
972 |
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|
973 |
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|
974 |
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|
975 |
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|
976 |
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|
977 |
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|
978 |
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|
979 |
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|
980 |
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|
981 |
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|
982 |
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|
983 |
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|
984 |
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|
985 |
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|
986 |
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|
987 |
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|
988 |
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|
989 |
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|
990 |
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|
991 |
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|
992 |
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|
993 |
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|
994 |
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|
995 |
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|
996 |
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|
997 |
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|
998 |
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|
999 |
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|
1000 |
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|
1001 |
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|
1002 |
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|
1003 |
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|
1004 |
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|
1005 |
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|
1006 |
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|
1007 |
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|
1008 |
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|
1009 |
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|
1010 |
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|
1011 |
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|
1012 |
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|
1013 |
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|
1014 |
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|
1015 |
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|
1016 |
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|
1017 |
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|
1018 |
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|
1019 |
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|
1020 |
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|
1021 |
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|
1022 |
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|
1023 |
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|
1024 |
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|
1025 |
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|
1026 |
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|
1027 |
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|
1028 |
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- C
|
1029 |
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|
1030 |
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|
1031 |
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|
1032 |
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1033 |
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|
1034 |
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|
1035 |
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|
1036 |
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|
1037 |
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|
1038 |
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|
1039 |
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|
1040 |
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|
1041 |
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|
1042 |
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|
1043 |
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|
1044 |
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|
1045 |
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|
1046 |
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|
1047 |
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|
1048 |
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|
1049 |
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1050 |
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|
1051 |
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|
1052 |
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|
1053 |
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|
1054 |
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|
1055 |
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|
1056 |
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|
1057 |
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|
1058 |
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|
1059 |
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|
1060 |
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|
1061 |
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|
1062 |
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|
1063 |
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|
1064 |
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|
1065 |
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|
1066 |
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|
1067 |
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|
1068 |
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|
1069 |
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|
1070 |
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|
1071 |
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|
1072 |
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|
1073 |
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|
1074 |
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|
1075 |
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|
1076 |
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|
1077 |
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|
1078 |
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|
1079 |
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|
1080 |
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|
1081 |
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|
1082 |
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|
1083 |
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|
1084 |
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|
1085 |
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|
1086 |
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|
1087 |
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|
1088 |
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|
1089 |
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|
1090 |
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|
1091 |
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|
1092 |
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|
1093 |
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|
1094 |
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|
1095 |
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|
1096 |
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|
1097 |
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|
1098 |
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|
1099 |
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|
1100 |
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|
1101 |
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|
1102 |
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|
1103 |
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|
1104 |
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|
1105 |
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|
1106 |
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|
1107 |
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|
1108 |
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|
1109 |
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|
1110 |
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|
1111 |
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|
1112 |
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|
1113 |
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|
1114 |
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|
1115 |
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|
1116 |
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|
1117 |
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|
1118 |
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|
1119 |
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|
1120 |
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|
1121 |
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|
1122 |
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|
1123 |
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- B
|
1124 |
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|
1125 |
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|
1126 |
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|
1127 |
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|
1128 |
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|
1129 |
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|
1130 |
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|
1131 |
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|
1132 |
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|
1133 |
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|
1134 |
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|
1135 |
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|
1136 |
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|
1137 |
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|
1138 |
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|
1139 |
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|
1140 |
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|
1141 |
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|
1142 |
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|
1143 |
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1144 |
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|
1145 |
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|
1146 |
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|
1147 |
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|
1148 |
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|
1149 |
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|
1150 |
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|
1151 |
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|
1152 |
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|
1153 |
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|
1154 |
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|
1155 |
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1156 |
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|
1157 |
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|
1158 |
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|
1159 |
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|
1160 |
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|
1161 |
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|
1162 |
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|
1163 |
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|
1164 |
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|
1165 |
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|
1166 |
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|
1167 |
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|
1168 |
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|
1169 |
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|
1170 |
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|
1171 |
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|
1172 |
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|
1173 |
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|
1174 |
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|
1175 |
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|
1176 |
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|
1177 |
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|
1178 |
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|
1179 |
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|
1180 |
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|
1181 |
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|
1182 |
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|
1183 |
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|
1184 |
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|
1185 |
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|
1186 |
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|
1187 |
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|
1188 |
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|
1189 |
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|
1190 |
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|
1191 |
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|
1192 |
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|
1193 |
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|
1194 |
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|
1195 |
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|
1196 |
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|
1197 |
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|
1198 |
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|
1199 |
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|
1200 |
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|
1201 |
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|
1202 |
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|
1203 |
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|
1204 |
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|
1205 |
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|
1206 |
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|
1207 |
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|
1208 |
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|
1209 |
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|
1210 |
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|
1211 |
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|
1212 |
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|
1213 |
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|
1214 |
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|
1215 |
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|
1216 |
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|
1217 |
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|
1218 |
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|
1219 |
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|
1220 |
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|
1221 |
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1222 |
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|
1223 |
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1224 |
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|
1225 |
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|
1226 |
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1227 |
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|
1228 |
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|
1229 |
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|
1230 |
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|
1231 |
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|
1232 |
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|
1233 |
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|
1234 |
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|
1235 |
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|
1236 |
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|
1237 |
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|
1238 |
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|
1239 |
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|
1240 |
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|
1241 |
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|
1242 |
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|
1243 |
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|
1244 |
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|
1245 |
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|
1246 |
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|
1247 |
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|
1248 |
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|
1249 |
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|
1250 |
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|
1251 |
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|
1252 |
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|
1253 |
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|
1254 |
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|
1255 |
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|
1256 |
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|
1257 |
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|
1258 |
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|
1259 |
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|
1260 |
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|
1261 |
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|
1262 |
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|
1263 |
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|
1264 |
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|
1265 |
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|
1266 |
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|
1267 |
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|
1268 |
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|
1269 |
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|
1270 |
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|
1271 |
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|
1272 |
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|
1273 |
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|
1274 |
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|
1275 |
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|
1276 |
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|
1277 |
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|
1278 |
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|
1279 |
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|
1280 |
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|
1281 |
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|
1282 |
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|
1283 |
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|
1284 |
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|
1285 |
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|
1286 |
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|
1287 |
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|
1288 |
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|
1289 |
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|
1290 |
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|
1291 |
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|
1292 |
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|
1293 |
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|
1294 |
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|
1295 |
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|
1296 |
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|
1297 |
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|
1298 |
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|
1299 |
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|
1300 |
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1301 |
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|
1302 |
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|
1303 |
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|
1304 |
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|
1305 |
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|
1306 |
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|
1307 |
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|
1308 |
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|
1309 |
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|
1310 |
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|
1311 |
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|
1312 |
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|
1313 |
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|
1314 |
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|
1315 |
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|
1316 |
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|
1317 |
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|
1318 |
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|
1319 |
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|
1320 |
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|
1321 |
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|
1322 |
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|
1323 |
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|
1324 |
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|
1325 |
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|
1326 |
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|
1327 |
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|
1328 |
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|
1329 |
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|
1330 |
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|
1331 |
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|
1332 |
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|
1333 |
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|
1334 |
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|
1335 |
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|
1336 |
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|
1337 |
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|
1338 |
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|
1339 |
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|
1340 |
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|
1341 |
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|
1342 |
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|
1343 |
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|
1344 |
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|
1345 |
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|
1346 |
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|
1347 |
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|
1348 |
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|
1349 |
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|
1350 |
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|
1351 |
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|
1352 |
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|
1353 |
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|
1354 |
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|
1355 |
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|
1356 |
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|
1357 |
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|
1358 |
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|
1359 |
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|
1360 |
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|
1361 |
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|
1362 |
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|
1363 |
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|
1364 |
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|
1365 |
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|
1366 |
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|
1367 |
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|
1368 |
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|
1369 |
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|
1370 |
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|
1371 |
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|
1372 |
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|
1373 |
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|
1374 |
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|
1375 |
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|
1376 |
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|
1377 |
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|
1378 |
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|
1379 |
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|
1380 |
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|
1381 |
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|
1382 |
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|
1383 |
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|
1384 |
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|
1385 |
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|
1386 |
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|
1387 |
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|
1388 |
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|
1389 |
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|
1390 |
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|
1391 |
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|
1392 |
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|
1393 |
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|
1394 |
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|
1395 |
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|
1396 |
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|
1397 |
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|
1398 |
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|
1399 |
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|
1400 |
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|
1401 |
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|
1402 |
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|
1403 |
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|
1404 |
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|
1405 |
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|
1406 |
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|
1407 |
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|
1408 |
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|
1409 |
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|
1410 |
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|
1411 |
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|
1412 |
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|
1413 |
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|
1414 |
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|
1415 |
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|
1416 |
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|
1417 |
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|
1418 |
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|
1419 |
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|
1420 |
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|
1421 |
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|
1422 |
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|
1423 |
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|
1424 |
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|
1425 |
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|
1426 |
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|
1427 |
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|
1428 |
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|
1429 |
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|
1430 |
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|
1431 |
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|
1432 |
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|
1433 |
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|
1434 |
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|
1435 |
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|
1436 |
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|
1437 |
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|
1438 |
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|
1439 |
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|
1440 |
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|
1441 |
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|
1442 |
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- 僻
|
1443 |
+
- 却
|
1444 |
+
- 署
|
1445 |
+
- 寻
|
1446 |
+
- 串
|
1447 |
+
- 援
|
1448 |
+
- 亏
|
1449 |
+
- 烈
|
1450 |
+
- 印
|
1451 |
+
- 捎
|
1452 |
+
- 幅
|
1453 |
+
- 绘
|
1454 |
+
- 锈
|
1455 |
+
- 闸
|
1456 |
+
- 罪
|
1457 |
+
- 嫌
|
1458 |
+
- 俗
|
1459 |
+
- 歹
|
1460 |
+
- 劳
|
1461 |
+
- 兜
|
1462 |
+
- 喽
|
1463 |
+
- 谓
|
1464 |
+
- 鹤
|
1465 |
+
- 舍
|
1466 |
+
- 克
|
1467 |
+
- 徇
|
1468 |
+
- 倍
|
1469 |
+
- 敏
|
1470 |
+
- 丝
|
1471 |
+
- 纺
|
1472 |
+
- 拭
|
1473 |
+
- 融
|
1474 |
+
- 蔫
|
1475 |
+
- 掂
|
1476 |
+
- 测
|
1477 |
+
- T
|
1478 |
+
- 众
|
1479 |
+
- 卸
|
1480 |
+
- 暗
|
1481 |
+
- 赔
|
1482 |
+
- 偿
|
1483 |
+
- 举
|
1484 |
+
- 劲
|
1485 |
+
- 篮
|
1486 |
+
- 储
|
1487 |
+
- 乙
|
1488 |
+
- 炔
|
1489 |
+
- 软
|
1490 |
+
- 侵
|
1491 |
+
- 诱
|
1492 |
+
- 浊
|
1493 |
+
- 蚀
|
1494 |
+
- 秽
|
1495 |
+
- 炸
|
1496 |
+
- 泽
|
1497 |
+
- 闻
|
1498 |
+
- 鼻
|
1499 |
+
- 甜
|
1500 |
+
- 澈
|
1501 |
+
- 脏
|
1502 |
+
- 官
|
1503 |
+
- 凝
|
1504 |
+
- 芳
|
1505 |
+
- 灰
|
1506 |
+
- 卵
|
1507 |
+
- 农
|
1508 |
+
- 烧
|
1509 |
+
- 肉
|
1510 |
+
- 桌
|
1511 |
+
- 椅
|
1512 |
+
- 垫
|
1513 |
+
- 硬
|
1514 |
+
- 叠
|
1515 |
+
- 瓷
|
1516 |
+
- 碎
|
1517 |
+
- 柄
|
1518 |
+
- 屉
|
1519 |
+
- 拳
|
1520 |
+
- 撞
|
1521 |
+
- 铝
|
1522 |
+
- 歇
|
1523 |
+
- 遗
|
1524 |
+
- 炮
|
1525 |
+
- 掌
|
1526 |
+
- 妨
|
1527 |
+
- 静
|
1528 |
+
- 浸
|
1529 |
+
- 涂
|
1530 |
+
- 凉
|
1531 |
+
- 炫
|
1532 |
+
- 耀
|
1533 |
+
- 姓
|
1534 |
+
- 究
|
1535 |
+
- 奏
|
1536 |
+
- 缆
|
1537 |
+
- 脚
|
1538 |
+
- 酿
|
1539 |
+
- 抄
|
1540 |
+
- 慌
|
1541 |
+
- 戚
|
1542 |
+
- 燥
|
1543 |
+
- 毯
|
1544 |
+
- 挽
|
1545 |
+
- 诺
|
1546 |
+
- 济
|
1547 |
+
- 旺
|
1548 |
+
- 抖
|
1549 |
+
- 郊
|
1550 |
+
- 疗
|
1551 |
+
- 巴
|
1552 |
+
- 痧
|
1553 |
+
- 脊
|
1554 |
+
- 膜
|
1555 |
+
- 晒
|
1556 |
+
- 润
|
1557 |
+
- 掏
|
1558 |
+
- 笔
|
1559 |
+
- 鞭
|
1560 |
+
- 博
|
1561 |
+
- 捧
|
1562 |
+
- 函
|
1563 |
+
- 胡
|
1564 |
+
- 锅
|
1565 |
+
- 雾
|
1566 |
+
- 疯
|
1567 |
+
- 狂
|
1568 |
+
- 趋
|
1569 |
+
- 膏
|
1570 |
+
- 妆
|
1571 |
+
- 尘
|
1572 |
+
- 袋
|
1573 |
+
- 贝
|
1574 |
+
- 俺
|
1575 |
+
- 耽
|
1576 |
+
- 怀
|
1577 |
+
- 恐
|
1578 |
+
- 赋
|
1579 |
+
- 脑
|
1580 |
+
- 焉
|
1581 |
+
- 愣
|
1582 |
+
- 呵
|
1583 |
+
- 噼
|
1584 |
+
- 啪
|
1585 |
+
- 虚
|
1586 |
+
- 河
|
1587 |
+
- 归
|
1588 |
+
- 绊
|
1589 |
+
- 械
|
1590 |
+
- 扬
|
1591 |
+
- 筒
|
1592 |
+
- 靴
|
1593 |
+
- 束
|
1594 |
+
- 彩
|
1595 |
+
- 荐
|
1596 |
+
- 沙
|
1597 |
+
- 迎
|
1598 |
+
- 荡
|
1599 |
+
- 凌
|
1600 |
+
- 昂
|
1601 |
+
- 碑
|
1602 |
+
- 蹦
|
1603 |
+
- 扉
|
1604 |
+
- 泼
|
1605 |
+
- 丰
|
1606 |
+
- 滴
|
1607 |
+
- 沾
|
1608 |
+
- 亭
|
1609 |
+
- 粘
|
1610 |
+
- 奇
|
1611 |
+
- 饼
|
1612 |
+
- 牙
|
1613 |
+
- 娃
|
1614 |
+
- 杯
|
1615 |
+
- 踢
|
1616 |
+
- 嘿
|
1617 |
+
- 抛
|
1618 |
+
- 枯
|
1619 |
+
- 剔
|
1620 |
+
- 苗
|
1621 |
+
- 纹
|
1622 |
+
- 永
|
1623 |
+
- 津
|
1624 |
+
- 唉
|
1625 |
+
- 趁
|
1626 |
+
- 屡
|
1627 |
+
- 逮
|
1628 |
+
- 戒
|
1629 |
+
- 肃
|
1630 |
+
- 仁
|
1631 |
+
- 肇
|
1632 |
+
- 醉
|
1633 |
+
- 糟
|
1634 |
+
- 馈
|
1635 |
+
- 横
|
1636 |
+
- 扭
|
1637 |
+
- 盔
|
1638 |
+
- 侧
|
1639 |
+
- 鲁
|
1640 |
+
- 莽
|
1641 |
+
- 飙
|
1642 |
+
- 稿
|
1643 |
+
- 逐
|
1644 |
+
- 谋
|
1645 |
+
- 京
|
1646 |
+
- 苏
|
1647 |
+
- 宁
|
1648 |
+
- 驻
|
1649 |
+
- 咨
|
1650 |
+
- 旷
|
1651 |
+
- 拓
|
1652 |
+
- 杆
|
1653 |
+
- 秤
|
1654 |
+
- 叮
|
1655 |
+
- 嘱
|
1656 |
+
- 咋
|
1657 |
+
- 炊
|
1658 |
+
- 怪
|
1659 |
+
- 婆
|
1660 |
+
- 阎
|
1661 |
+
- 王
|
1662 |
+
- 饿
|
1663 |
+
- 鬼
|
1664 |
+
- 惨
|
1665 |
+
- 渡
|
1666 |
+
- 坎
|
1667 |
+
- 囤
|
1668 |
+
- 甲
|
1669 |
+
- 蛙
|
1670 |
+
- 鲤
|
1671 |
+
- 桂
|
1672 |
+
- 石
|
1673 |
+
- 玉
|
1674 |
+
- 溪
|
1675 |
+
- 华
|
1676 |
+
- 窝
|
1677 |
+
- 截
|
1678 |
+
- 秩
|
1679 |
+
- 嗨
|
1680 |
+
- 芹
|
1681 |
+
- 梨
|
1682 |
+
- 蕉
|
1683 |
+
- S
|
1684 |
+
- 煲
|
1685 |
+
- 汤
|
1686 |
+
- 鲫
|
1687 |
+
- 揽
|
1688 |
+
- 挡
|
1689 |
+
- 柚
|
1690 |
+
- 瑞
|
1691 |
+
- 匹
|
1692 |
+
- '2'
|
1693 |
+
- 踹
|
1694 |
+
- 吵
|
1695 |
+
- 凶
|
1696 |
+
- 矩
|
1697 |
+
- 迟
|
1698 |
+
- 脾
|
1699 |
+
- 纳
|
1700 |
+
- 朵
|
1701 |
+
- 墨
|
1702 |
+
- 袖
|
1703 |
+
- 链
|
1704 |
+
- 钩
|
1705 |
+
- 笼
|
1706 |
+
- 熄
|
1707 |
+
- 盆
|
1708 |
+
- 殴
|
1709 |
+
- 欺
|
1710 |
+
- 诈
|
1711 |
+
- 厕
|
1712 |
+
- 娱
|
1713 |
+
- 爬
|
1714 |
+
- 威
|
1715 |
+
- 胁
|
1716 |
+
- 阅
|
1717 |
+
- 赌
|
1718 |
+
- 拢
|
1719 |
+
- 症
|
1720 |
+
- 伪
|
1721 |
+
- 脂
|
1722 |
+
- 堪
|
1723 |
+
- 盛
|
1724 |
+
- 蚊
|
1725 |
+
- 蝇
|
1726 |
+
- 煎
|
1727 |
+
- 晰
|
1728 |
+
- 柔
|
1729 |
+
- 涩
|
1730 |
+
- 汁
|
1731 |
+
- 腹
|
1732 |
+
- 胃
|
1733 |
+
- 痉
|
1734 |
+
- 挛
|
1735 |
+
- 颗
|
1736 |
+
- 粒
|
1737 |
+
- 匀
|
1738 |
+
- 败
|
1739 |
+
- 历
|
1740 |
+
- 佳
|
1741 |
+
- 乏
|
1742 |
+
- 寄
|
1743 |
+
- 残
|
1744 |
+
- 杀
|
1745 |
+
- 剂
|
1746 |
+
- 疾
|
1747 |
+
- 衍
|
1748 |
+
- 溅
|
1749 |
+
- 倘
|
1750 |
+
- 褶
|
1751 |
+
- 席
|
1752 |
+
- 启
|
1753 |
+
- 遮
|
1754 |
+
- 槽
|
1755 |
+
- 递
|
1756 |
+
- 橱
|
1757 |
+
- 迹
|
1758 |
+
- 镁
|
1759 |
+
- 泄
|
1760 |
+
- 阀
|
1761 |
+
- 柴
|
1762 |
+
- 阻
|
1763 |
+
- 恋
|
1764 |
+
- 盲
|
1765 |
+
- 浓
|
1766 |
+
- 捂
|
1767 |
+
- 腰
|
1768 |
+
- 姿
|
1769 |
+
- 缝
|
1770 |
+
- 肿
|
1771 |
+
- 焦
|
1772 |
+
- 骗
|
1773 |
+
- 伺
|
1774 |
+
- 嘘
|
1775 |
+
- 掩
|
1776 |
+
- 褥
|
1777 |
+
- 帘
|
1778 |
+
- ���
|
1779 |
+
- 锥
|
1780 |
+
- 锋
|
1781 |
+
- 尖
|
1782 |
+
- 锐
|
1783 |
+
- 祸
|
1784 |
+
- 秒
|
1785 |
+
- 李
|
1786 |
+
- 伸
|
1787 |
+
- 浏
|
1788 |
+
- 览
|
1789 |
+
- 航
|
1790 |
+
- 讯
|
1791 |
+
- 谨
|
1792 |
+
- 慎
|
1793 |
+
- 匪
|
1794 |
+
- 劫
|
1795 |
+
- 医
|
1796 |
+
- 族
|
1797 |
+
- 忧
|
1798 |
+
- 孤
|
1799 |
+
- 拜
|
1800 |
+
- 窄
|
1801 |
+
- 唯
|
1802 |
+
- 搁
|
1803 |
+
- 朝
|
1804 |
+
- 尺
|
1805 |
+
- 盟
|
1806 |
+
- 波
|
1807 |
+
- 隆
|
1808 |
+
- 词
|
1809 |
+
- 村
|
1810 |
+
- 娶
|
1811 |
+
- 媳
|
1812 |
+
- 县
|
1813 |
+
- 聘
|
1814 |
+
- 醇
|
1815 |
+
- 泡
|
1816 |
+
- 坨
|
1817 |
+
- 淋
|
1818 |
+
- 延
|
1819 |
+
- 柱
|
1820 |
+
- 肾
|
1821 |
+
- 蒸
|
1822 |
+
- 槛
|
1823 |
+
- 赚
|
1824 |
+
- 凡
|
1825 |
+
- 恩
|
1826 |
+
- 厚
|
1827 |
+
- 赞
|
1828 |
+
- 茎
|
1829 |
+
- 蒜
|
1830 |
+
- 苔
|
1831 |
+
- 甘
|
1832 |
+
- 菠
|
1833 |
+
- 涮
|
1834 |
+
- 霾
|
1835 |
+
- 仍
|
1836 |
+
- 云
|
1837 |
+
- 追
|
1838 |
+
- 丽
|
1839 |
+
- 盖
|
1840 |
+
- 欧
|
1841 |
+
- 莱
|
1842 |
+
- 雅
|
1843 |
+
- 婴
|
1844 |
+
- 孕
|
1845 |
+
- 敲
|
1846 |
+
- 约
|
1847 |
+
- 惰
|
1848 |
+
- 谱
|
1849 |
+
- 射
|
1850 |
+
- 惑
|
1851 |
+
- 睹
|
1852 |
+
- 奉
|
1853 |
+
- 诚
|
1854 |
+
- 惶
|
1855 |
+
- 卓
|
1856 |
+
- 勉
|
1857 |
+
- 聪
|
1858 |
+
- 疼
|
1859 |
+
- 弃
|
1860 |
+
- 奴
|
1861 |
+
- 隶
|
1862 |
+
- 嚷
|
1863 |
+
- 眠
|
1864 |
+
- 躺
|
1865 |
+
- 乒
|
1866 |
+
- 乓
|
1867 |
+
- 琴
|
1868 |
+
- 挖
|
1869 |
+
- 掘
|
1870 |
+
- 阵
|
1871 |
+
- 浆
|
1872 |
+
- 索
|
1873 |
+
- 呼
|
1874 |
+
- 古
|
1875 |
+
- 弥
|
1876 |
+
- 熔
|
1877 |
+
- 抱
|
1878 |
+
- 怨
|
1879 |
+
- 猫
|
1880 |
+
- 笑
|
1881 |
+
- 挣
|
1882 |
+
- 黑
|
1883 |
+
- 猛
|
1884 |
+
- 令
|
1885 |
+
- 核
|
1886 |
+
- 磊
|
1887 |
+
- 橙
|
1888 |
+
- 吨
|
1889 |
+
- 吊
|
1890 |
+
- 蘸
|
1891 |
+
- 氮
|
1892 |
+
- 罐
|
1893 |
+
- 战
|
1894 |
+
- 懈
|
1895 |
+
- 渐
|
1896 |
+
- 胜
|
1897 |
+
- 命
|
1898 |
+
- 抬
|
1899 |
+
- 缘
|
1900 |
+
- 睦
|
1901 |
+
- 扮
|
1902 |
+
- 珠
|
1903 |
+
- 颁
|
1904 |
+
- 蔼
|
1905 |
+
- 凳
|
1906 |
+
- 饰
|
1907 |
+
- 缤
|
1908 |
+
- 晶
|
1909 |
+
- 抵
|
1910 |
+
- 遥
|
1911 |
+
- 腿
|
1912 |
+
- 拍
|
1913 |
+
- 妻
|
1914 |
+
- 羽
|
1915 |
+
- 绒
|
1916 |
+
- 梳
|
1917 |
+
- 袄
|
1918 |
+
- 述
|
1919 |
+
- 跆
|
1920 |
+
- 屈
|
1921 |
+
- 脱
|
1922 |
+
- 朗
|
1923 |
+
- 劝
|
1924 |
+
- 胆
|
1925 |
+
- 腔
|
1926 |
+
- 圆
|
1927 |
+
- 亚
|
1928 |
+
- 宴
|
1929 |
+
- 编
|
1930 |
+
- 肢
|
1931 |
+
- 壶
|
1932 |
+
- 暑
|
1933 |
+
- 怒
|
1934 |
+
- 描
|
1935 |
+
- 绕
|
1936 |
+
- 悦
|
1937 |
+
- 忆
|
1938 |
+
- 嗓
|
1939 |
+
- 胖
|
1940 |
+
- 疙
|
1941 |
+
- 瘩
|
1942 |
+
- 哒
|
1943 |
+
- 碴
|
1944 |
+
- 棱
|
1945 |
+
- 炒
|
1946 |
+
- 井
|
1947 |
+
- 漫
|
1948 |
+
- 烘
|
1949 |
+
- 焙
|
1950 |
+
- 涤
|
1951 |
+
- 船
|
1952 |
+
- 纱
|
1953 |
+
- 君
|
1954 |
+
- 茉
|
1955 |
+
- 莉
|
1956 |
+
- 钙
|
1957 |
+
- 瞩
|
1958 |
+
- <_>
|
1959 |
+
- 塌
|
1960 |
+
- 嗷
|
1961 |
+
- 屁
|
1962 |
+
- 股
|
1963 |
+
- 绪
|
1964 |
+
- 勇
|
1965 |
+
- 奋
|
1966 |
+
- 荣
|
1967 |
+
- 诲
|
1968 |
+
- 卑
|
1969 |
+
- 挫
|
1970 |
+
- 昧
|
1971 |
+
- 疲
|
1972 |
+
- 惫
|
1973 |
+
- 册
|
1974 |
+
- 呈
|
1975 |
+
- 僵
|
1976 |
+
- 熬
|
1977 |
+
- 敬
|
1978 |
+
- 呦
|
1979 |
+
- <sos/eos>
|
1980 |
+
init: null
|
1981 |
+
input_size: null
|
1982 |
+
ctc_conf:
|
1983 |
+
dropout_rate: 0.0
|
1984 |
+
ctc_type: builtin
|
1985 |
+
reduce: true
|
1986 |
+
ignore_nan_grad: true
|
1987 |
+
model_conf:
|
1988 |
+
ctc_weight: 0.3
|
1989 |
+
lsm_weight: 0.1
|
1990 |
+
length_normalized_loss: false
|
1991 |
+
use_preprocessor: true
|
1992 |
+
token_type: char
|
1993 |
+
bpemodel: null
|
1994 |
+
non_linguistic_symbols: /ocean/projects/cis210027p/berrebbi/espnet/egs2/aishell4/asr1/data/nlsyms.txt
|
1995 |
+
cleaner: null
|
1996 |
+
g2p: null
|
1997 |
+
speech_volume_normalize: null
|
1998 |
+
rir_scp: null
|
1999 |
+
rir_apply_prob: 1.0
|
2000 |
+
noise_scp: null
|
2001 |
+
noise_apply_prob: 1.0
|
2002 |
+
noise_db_range: '13_15'
|
2003 |
+
frontend: default
|
2004 |
+
frontend_conf:
|
2005 |
+
n_fft: 512
|
2006 |
+
win_length: 400
|
2007 |
+
hop_length: 160
|
2008 |
+
fs: 16k
|
2009 |
+
specaug: specaug
|
2010 |
+
specaug_conf:
|
2011 |
+
apply_time_warp: true
|
2012 |
+
time_warp_window: 5
|
2013 |
+
time_warp_mode: bicubic
|
2014 |
+
apply_freq_mask: true
|
2015 |
+
freq_mask_width_range:
|
2016 |
+
- 0
|
2017 |
+
- 30
|
2018 |
+
num_freq_mask: 2
|
2019 |
+
apply_time_mask: true
|
2020 |
+
time_mask_width_range:
|
2021 |
+
- 0
|
2022 |
+
- 40
|
2023 |
+
num_time_mask: 2
|
2024 |
+
normalize: global_mvn
|
2025 |
+
normalize_conf:
|
2026 |
+
stats_file: exp/asr_stats_raw_zh_char/train/feats_stats.npz
|
2027 |
+
preencoder: null
|
2028 |
+
preencoder_conf: {}
|
2029 |
+
encoder: conformer
|
2030 |
+
encoder_conf:
|
2031 |
+
input_layer: conv2d
|
2032 |
+
num_blocks: 12
|
2033 |
+
linear_units: 2048
|
2034 |
+
dropout_rate: 0.1
|
2035 |
+
output_size: 256
|
2036 |
+
attention_heads: 4
|
2037 |
+
attention_dropout_rate: 0.0
|
2038 |
+
pos_enc_layer_type: rel_pos
|
2039 |
+
selfattention_layer_type: rel_selfattn
|
2040 |
+
activation_type: swish
|
2041 |
+
macaron_style: true
|
2042 |
+
use_cnn_module: true
|
2043 |
+
cnn_module_kernel: 15
|
2044 |
+
postencoder: null
|
2045 |
+
postencoder_conf: {}
|
2046 |
+
decoder: transformer
|
2047 |
+
decoder_conf:
|
2048 |
+
input_layer: embed
|
2049 |
+
num_blocks: 6
|
2050 |
+
linear_units: 2048
|
2051 |
+
dropout_rate: 0.1
|
2052 |
+
required:
|
2053 |
+
- output_dir
|
2054 |
+
- token_list
|
2055 |
+
version: 0.10.3a1
|
2056 |
+
distributed: false
|
2057 |
+
```
|
2058 |
+
</details>
|
2059 |
+
## LM config
|
2060 |
+
<details><summary>expand</summary>
|
2061 |
+
```
|
2062 |
+
config: conf/train_lm_transformer.yaml
|
2063 |
+
print_config: false
|
2064 |
+
log_level: INFO
|
2065 |
+
dry_run: false
|
2066 |
+
iterator_type: sequence
|
2067 |
+
output_dir: exp/lm_nuit
|
2068 |
+
ngpu: 1
|
2069 |
+
seed: 0
|
2070 |
+
num_workers: 1
|
2071 |
+
num_att_plot: 3
|
2072 |
+
dist_backend: nccl
|
2073 |
+
dist_init_method: env://
|
2074 |
+
dist_world_size: null
|
2075 |
+
dist_rank: null
|
2076 |
+
local_rank: 0
|
2077 |
+
dist_master_addr: null
|
2078 |
+
dist_master_port: null
|
2079 |
+
dist_launcher: null
|
2080 |
+
multiprocessing_distributed: false
|
2081 |
+
unused_parameters: false
|
2082 |
+
sharded_ddp: false
|
2083 |
+
cudnn_enabled: true
|
2084 |
+
cudnn_benchmark: false
|
2085 |
+
cudnn_deterministic: true
|
2086 |
+
collect_stats: false
|
2087 |
+
write_collected_feats: false
|
2088 |
+
max_epoch: 15
|
2089 |
+
patience: null
|
2090 |
+
val_scheduler_criterion:
|
2091 |
+
- valid
|
2092 |
+
- loss
|
2093 |
+
early_stopping_criterion:
|
2094 |
+
- valid
|
2095 |
+
- loss
|
2096 |
+
- min
|
2097 |
+
best_model_criterion:
|
2098 |
+
- - valid
|
2099 |
+
- loss
|
2100 |
+
- min
|
2101 |
+
keep_nbest_models: 10
|
2102 |
+
grad_clip: 5.0
|
2103 |
+
grad_clip_type: 2.0
|
2104 |
+
grad_noise: false
|
2105 |
+
accum_grad: 1
|
2106 |
+
no_forward_run: false
|
2107 |
+
resume: true
|
2108 |
+
train_dtype: float32
|
2109 |
+
use_amp: false
|
2110 |
+
log_interval: null
|
2111 |
+
use_tensorboard: true
|
2112 |
+
use_wandb: false
|
2113 |
+
wandb_project: null
|
2114 |
+
wandb_id: null
|
2115 |
+
wandb_entity: null
|
2116 |
+
wandb_name: null
|
2117 |
+
wandb_model_log_interval: -1
|
2118 |
+
detect_anomaly: false
|
2119 |
+
pretrain_path: null
|
2120 |
+
init_param: []
|
2121 |
+
ignore_init_mismatch: false
|
2122 |
+
freeze_param: []
|
2123 |
+
num_iters_per_epoch: null
|
2124 |
+
batch_size: 20
|
2125 |
+
valid_batch_size: null
|
2126 |
+
batch_bins: 2000000
|
2127 |
+
valid_batch_bins: null
|
2128 |
+
train_shape_file:
|
2129 |
+
- exp/lm_stats_zh_char/train/text_shape.char
|
2130 |
+
valid_shape_file:
|
2131 |
+
- exp/lm_stats_zh_char/valid/text_shape.char
|
2132 |
+
batch_type: numel
|
2133 |
+
valid_batch_type: null
|
2134 |
+
fold_length:
|
2135 |
+
- 150
|
2136 |
+
sort_in_batch: descending
|
2137 |
+
sort_batch: descending
|
2138 |
+
multiple_iterator: false
|
2139 |
+
chunk_length: 500
|
2140 |
+
chunk_shift_ratio: 0.5
|
2141 |
+
num_cache_chunks: 1024
|
2142 |
+
train_data_path_and_name_and_type:
|
2143 |
+
- - dump/raw/lm_train.txt
|
2144 |
+
- text
|
2145 |
+
- text
|
2146 |
+
valid_data_path_and_name_and_type:
|
2147 |
+
- - dump/raw/dev/text
|
2148 |
+
- text
|
2149 |
+
- text
|
2150 |
+
allow_variable_data_keys: false
|
2151 |
+
max_cache_size: 0.0
|
2152 |
+
max_cache_fd: 32
|
2153 |
+
valid_max_cache_size: null
|
2154 |
+
optim: adam
|
2155 |
+
optim_conf:
|
2156 |
+
lr: 0.005
|
2157 |
+
scheduler: warmuplr
|
2158 |
+
scheduler_conf:
|
2159 |
+
warmup_steps: 25000
|
2160 |
+
token_list:
|
2161 |
+
- <blank>
|
2162 |
+
- <unk>
|
2163 |
+
- ,
|
2164 |
+
- 的
|
2165 |
+
- 是
|
2166 |
+
- 个
|
2167 |
+
- 这
|
2168 |
+
- 一
|
2169 |
+
- 。
|
2170 |
+
- 就
|
2171 |
+
- 儿
|
2172 |
+
- 嗯
|
2173 |
+
- 们
|
2174 |
+
- 呃
|
2175 |
+
- 我
|
2176 |
+
- 有
|
2177 |
+
- <sil>
|
2178 |
+
- 那
|
2179 |
+
- 说
|
2180 |
+
- 不
|
2181 |
+
- 些
|
2182 |
+
- 也
|
2183 |
+
- 他
|
2184 |
+
- 你
|
2185 |
+
- 要
|
2186 |
+
- 后
|
2187 |
+
- 以
|
2188 |
+
- 咱
|
2189 |
+
- 在
|
2190 |
+
- 啊
|
2191 |
+
- 了
|
2192 |
+
- 然
|
2193 |
+
- 家
|
2194 |
+
- 都
|
2195 |
+
- 来
|
2196 |
+
- 还
|
2197 |
+
- 可
|
2198 |
+
- 子
|
2199 |
+
- 下
|
2200 |
+
- 上
|
2201 |
+
- 时
|
2202 |
+
- 比
|
2203 |
+
- 话
|
2204 |
+
- 孩
|
2205 |
+
- 呢
|
2206 |
+
- 去
|
2207 |
+
- 人
|
2208 |
+
- 好
|
2209 |
+
- 对
|
2210 |
+
- 能
|
2211 |
+
- 么
|
2212 |
+
- 吧
|
2213 |
+
- 学
|
2214 |
+
- 多
|
2215 |
+
- 到
|
2216 |
+
- 看
|
2217 |
+
- 为
|
2218 |
+
- 进
|
2219 |
+
- 把
|
2220 |
+
- 大
|
2221 |
+
- 做
|
2222 |
+
- 生
|
2223 |
+
- 种
|
2224 |
+
- 品
|
2225 |
+
- 给
|
2226 |
+
- 没
|
2227 |
+
- 行
|
2228 |
+
- 现
|
2229 |
+
- 小
|
2230 |
+
- 会
|
2231 |
+
- 作
|
2232 |
+
- 较
|
2233 |
+
- 方
|
2234 |
+
- 块
|
2235 |
+
- 业
|
2236 |
+
- 让
|
2237 |
+
- 点
|
2238 |
+
- 定
|
2239 |
+
- 因
|
2240 |
+
- 什
|
2241 |
+
- 长
|
2242 |
+
- 面
|
2243 |
+
- 如
|
2244 |
+
- 安
|
2245 |
+
- 客
|
2246 |
+
- 问
|
2247 |
+
- 过
|
2248 |
+
- 车
|
2249 |
+
- 出
|
2250 |
+
- 啦
|
2251 |
+
- 边
|
2252 |
+
- 候
|
2253 |
+
- 主
|
2254 |
+
- 所
|
2255 |
+
- 题
|
2256 |
+
- 买
|
2257 |
+
- 销
|
2258 |
+
- 天
|
2259 |
+
- 意
|
2260 |
+
- 自
|
2261 |
+
- 全
|
2262 |
+
- 动
|
2263 |
+
- 工
|
2264 |
+
- '&'
|
2265 |
+
- 老
|
2266 |
+
- 或
|
2267 |
+
- 者
|
2268 |
+
- 年
|
2269 |
+
- 着
|
2270 |
+
- 实
|
2271 |
+
- 活
|
2272 |
+
- 理
|
2273 |
+
- 包
|
2274 |
+
- 样
|
2275 |
+
- 再
|
2276 |
+
- 区
|
2277 |
+
- 用
|
2278 |
+
- 呀
|
2279 |
+
- 零
|
2280 |
+
- 员
|
2281 |
+
- 发
|
2282 |
+
- 先
|
2283 |
+
- 部
|
2284 |
+
- 放
|
2285 |
+
- 门
|
2286 |
+
- 情
|
2287 |
+
- 像
|
2288 |
+
- 分
|
2289 |
+
- 售
|
2290 |
+
- 很
|
2291 |
+
- 开
|
2292 |
+
- 己
|
2293 |
+
- 十
|
2294 |
+
- 括
|
2295 |
+
- 跟
|
2296 |
+
- 事
|
2297 |
+
- 需
|
2298 |
+
- 更
|
2299 |
+
- 其
|
2300 |
+
- 装
|
2301 |
+
- 市
|
2302 |
+
- 成
|
2303 |
+
- 里
|
2304 |
+
- 物
|
2305 |
+
- 别
|
2306 |
+
- 间
|
2307 |
+
- 第
|
2308 |
+
- 次
|
2309 |
+
- 中
|
2310 |
+
- 提
|
2311 |
+
- 超
|
2312 |
+
- 顾
|
2313 |
+
- 保
|
2314 |
+
- 感
|
2315 |
+
- 加
|
2316 |
+
- 量
|
2317 |
+
- 二
|
2318 |
+
- 和
|
2319 |
+
- 各
|
2320 |
+
- 嘛
|
2321 |
+
- 新
|
2322 |
+
- 每
|
2323 |
+
- 完
|
2324 |
+
- 力
|
2325 |
+
- 消
|
2326 |
+
- 得
|
2327 |
+
- 店
|
2328 |
+
- 本
|
2329 |
+
- 通
|
2330 |
+
- 习
|
2331 |
+
- 觉
|
2332 |
+
- 道
|
2333 |
+
- 心
|
2334 |
+
- 校
|
2335 |
+
- 菜
|
2336 |
+
- 交
|
2337 |
+
- 哪
|
2338 |
+
- 产
|
2339 |
+
- 于
|
2340 |
+
- 位
|
2341 |
+
- 电
|
2342 |
+
- 想
|
2343 |
+
- 三
|
2344 |
+
- 况
|
2345 |
+
- 度
|
2346 |
+
- 期
|
2347 |
+
- 应
|
2348 |
+
- 但
|
2349 |
+
- 教
|
2350 |
+
- 体
|
2351 |
+
- 常
|
2352 |
+
- 师
|
2353 |
+
- 它
|
2354 |
+
- 高
|
2355 |
+
- 前
|
2356 |
+
- 之
|
2357 |
+
- 西
|
2358 |
+
- 特
|
2359 |
+
- 商
|
2360 |
+
- 果
|
2361 |
+
- 场
|
2362 |
+
- 重
|
2363 |
+
- 防
|
2364 |
+
- 管
|
2365 |
+
- 起
|
2366 |
+
- 地
|
2367 |
+
- 该
|
2368 |
+
- 东
|
2369 |
+
- 少
|
2370 |
+
- 打
|
2371 |
+
- 费
|
2372 |
+
- 当
|
2373 |
+
- 带
|
2374 |
+
- 服
|
2375 |
+
- 口
|
2376 |
+
- 购
|
2377 |
+
- 知
|
2378 |
+
- 回
|
2379 |
+
- 同
|
2380 |
+
- 钱
|
2381 |
+
- 外
|
2382 |
+
- 户
|
2383 |
+
- 注
|
2384 |
+
- 促
|
2385 |
+
- 价
|
2386 |
+
- 解
|
2387 |
+
- <#>
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|
2874 |
+
- 并
|
2875 |
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- 企
|
2876 |
+
- 映
|
2877 |
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- 统
|
2878 |
+
- 属
|
2879 |
+
- 省
|
2880 |
+
- 夜
|
2881 |
+
- 障
|
2882 |
+
- 谈
|
2883 |
+
- 避
|
2884 |
+
- 由
|
2885 |
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- 终
|
2886 |
+
- 频
|
2887 |
+
- 掉
|
2888 |
+
- 估
|
2889 |
+
- 激
|
2890 |
+
- 仅
|
2891 |
+
- 布
|
2892 |
+
- 谢
|
2893 |
+
- 灭
|
2894 |
+
- 忙
|
2895 |
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- 码
|
2896 |
+
- 伙
|
2897 |
+
- 缺
|
2898 |
+
- 叶
|
2899 |
+
- 功
|
2900 |
+
- 析
|
2901 |
+
- 赖
|
2902 |
+
- 架
|
2903 |
+
- 范
|
2904 |
+
- 签
|
2905 |
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- D
|
2906 |
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- 待
|
2907 |
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- 神
|
2908 |
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- 龄
|
2909 |
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|
2910 |
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|
2911 |
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- 居
|
2912 |
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- 杜
|
2913 |
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- 堵
|
2914 |
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- 您
|
2915 |
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- 勤
|
2916 |
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- 扫
|
2917 |
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- 技
|
2918 |
+
- 财
|
2919 |
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- 隐
|
2920 |
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- 患
|
2921 |
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- 例
|
2922 |
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- 乘
|
2923 |
+
- 摩
|
2924 |
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- 戏
|
2925 |
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- 鼓
|
2926 |
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- 份
|
2927 |
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- 杂
|
2928 |
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- 散
|
2929 |
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- 热
|
2930 |
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- 铺
|
2931 |
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- 据
|
2932 |
+
- 肤
|
2933 |
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- 怕
|
2934 |
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- 依
|
2935 |
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- 拖
|
2936 |
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- 充
|
2937 |
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- 智
|
2938 |
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- 偷
|
2939 |
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- 远
|
2940 |
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- 挂
|
2941 |
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- 盗
|
2942 |
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- 附
|
2943 |
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- 梯
|
2944 |
+
- 冰
|
2945 |
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- 联
|
2946 |
+
- 借
|
2947 |
+
- 蹭
|
2948 |
+
- 异
|
2949 |
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- 蔬
|
2950 |
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- 绑
|
2951 |
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- 堂
|
2952 |
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- 将
|
2953 |
+
- 厨
|
2954 |
+
- 帽
|
2955 |
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- 破
|
2956 |
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- 戴
|
2957 |
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- 皮
|
2958 |
+
- 粉
|
2959 |
+
- 氛
|
2960 |
+
- 仪
|
2961 |
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- 国
|
2962 |
+
- 益
|
2963 |
+
- 闯
|
2964 |
+
- 惩
|
2965 |
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- 逃
|
2966 |
+
- 刻
|
2967 |
+
- 突
|
2968 |
+
- 申
|
2969 |
+
- 略
|
2970 |
+
- 顿
|
2971 |
+
- 毛
|
2972 |
+
- 召
|
2973 |
+
- 海
|
2974 |
+
- 黄
|
2975 |
+
- 青
|
2976 |
+
- 士
|
2977 |
+
- 移
|
2978 |
+
- 喝
|
2979 |
+
- 板
|
2980 |
+
- 练
|
2981 |
+
- 歌
|
2982 |
+
- 千
|
2983 |
+
- 床
|
2984 |
+
- 享
|
2985 |
+
- 磨
|
2986 |
+
- 构
|
2987 |
+
- 收
|
2988 |
+
- 万
|
2989 |
+
- 摸
|
2990 |
+
- 圈
|
2991 |
+
- 亮
|
2992 |
+
- 刹
|
2993 |
+
- 逆
|
2994 |
+
- 驶
|
2995 |
+
- 赶
|
2996 |
+
- 松
|
2997 |
+
- 呐
|
2998 |
+
- 压
|
2999 |
+
- 拥
|
3000 |
+
- 辅
|
3001 |
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- 协
|
3002 |
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- 托
|
3003 |
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- 断
|
3004 |
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- 轮
|
3005 |
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- 善
|
3006 |
+
- 哈
|
3007 |
+
- 捆
|
3008 |
+
- 座
|
3009 |
+
- 病
|
3010 |
+
- 健
|
3011 |
+
- 牛
|
3012 |
+
- 草
|
3013 |
+
- 释
|
3014 |
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- 似
|
3015 |
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- 土
|
3016 |
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- 补
|
3017 |
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- 俩
|
3018 |
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- 堆
|
3019 |
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- 即
|
3020 |
+
- 密
|
3021 |
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- 背
|
3022 |
+
- 言
|
3023 |
+
- 街
|
3024 |
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- 尚
|
3025 |
+
- 窗
|
3026 |
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- C
|
3027 |
+
- 艺
|
3028 |
+
- 纠
|
3029 |
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- 纷
|
3030 |
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- 忽
|
3031 |
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- 句
|
3032 |
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|
3033 |
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- 施
|
3034 |
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- 政
|
3035 |
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- 温
|
3036 |
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- 某
|
3037 |
+
- 翻
|
3038 |
+
- 章
|
3039 |
+
- 守
|
3040 |
+
- 熟
|
3041 |
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- 民
|
3042 |
+
- 续
|
3043 |
+
- 良
|
3044 |
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- 挤
|
3045 |
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- 础
|
3046 |
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- 字
|
3047 |
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- 瓜
|
3048 |
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- 乎
|
3049 |
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- 竞
|
3050 |
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- 距
|
3051 |
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- 际
|
3052 |
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- 暖
|
3053 |
+
- 凭
|
3054 |
+
- 董
|
3055 |
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- 碗
|
3056 |
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- 短
|
3057 |
+
- 渠
|
3058 |
+
- 康
|
3059 |
+
- 藏
|
3060 |
+
- 香
|
3061 |
+
- 虽
|
3062 |
+
- 露
|
3063 |
+
- 厉
|
3064 |
+
- 忘
|
3065 |
+
- 误
|
3066 |
+
- 冒
|
3067 |
+
- 窃
|
3068 |
+
- 络
|
3069 |
+
- 淡
|
3070 |
+
- 腐
|
3071 |
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- 颜
|
3072 |
+
- 播
|
3073 |
+
- 默
|
3074 |
+
- 锻
|
3075 |
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- 炼
|
3076 |
+
- 宝
|
3077 |
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- 组
|
3078 |
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- 淘
|
3079 |
+
- 则
|
3080 |
+
- 逻
|
3081 |
+
- 垃
|
3082 |
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- 圾
|
3083 |
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- 复
|
3084 |
+
- 贴
|
3085 |
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- 靠
|
3086 |
+
- 潜
|
3087 |
+
- 察
|
3088 |
+
- 晨
|
3089 |
+
- 碰
|
3090 |
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- 剩
|
3091 |
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- 峰
|
3092 |
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- 深
|
3093 |
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- 偏
|
3094 |
+
- 虑
|
3095 |
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- 念
|
3096 |
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- 初
|
3097 |
+
- 闹
|
3098 |
+
- 幸
|
3099 |
+
- 跳
|
3100 |
+
- 米
|
3101 |
+
- 旧
|
3102 |
+
- 蛤
|
3103 |
+
- 虾
|
3104 |
+
- 汽
|
3105 |
+
- 苦
|
3106 |
+
- 螃
|
3107 |
+
- 蟹
|
3108 |
+
- 冲
|
3109 |
+
- 固
|
3110 |
+
- 隔
|
3111 |
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- 懂
|
3112 |
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- 卷
|
3113 |
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- 镜
|
3114 |
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- 罩
|
3115 |
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- 暴
|
3116 |
+
- 闭
|
3117 |
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- 野
|
3118 |
+
- 玻
|
3119 |
+
- 璃
|
3120 |
+
- 义
|
3121 |
+
- B
|
3122 |
+
- 煤
|
3123 |
+
- 富
|
3124 |
+
- 踩
|
3125 |
+
- 途
|
3126 |
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- 闲
|
3127 |
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- 紫
|
3128 |
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- 北
|
3129 |
+
- 欲
|
3130 |
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- 曲
|
3131 |
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- 榜
|
3132 |
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- 垒
|
3133 |
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- 伴
|
3134 |
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- 累
|
3135 |
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- 判
|
3136 |
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- 搜
|
3137 |
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- 困
|
3138 |
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- 租
|
3139 |
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- 键
|
3140 |
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- 肥
|
3141 |
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|
3142 |
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|
3143 |
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- 角
|
3144 |
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- 纪
|
3145 |
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- 律
|
3146 |
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- 详
|
3147 |
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- 右
|
3148 |
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- 刮
|
3149 |
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- 继
|
3150 |
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- 撤
|
3151 |
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- 输
|
3152 |
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- 普
|
3153 |
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- 未
|
3154 |
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- 稳
|
3155 |
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|
3156 |
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- 访
|
3157 |
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- 扩
|
3158 |
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- 扣
|
3159 |
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- 末
|
3160 |
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- 票
|
3161 |
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- 承
|
3162 |
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- 担
|
3163 |
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- 丢
|
3164 |
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- 涉
|
3165 |
+
- 欠
|
3166 |
+
- 创
|
3167 |
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- 获
|
3168 |
+
- 摊
|
3169 |
+
- 疑
|
3170 |
+
- 蓝
|
3171 |
+
- 答
|
3172 |
+
- 霜
|
3173 |
+
- 录
|
3174 |
+
- 齐
|
3175 |
+
- 烦
|
3176 |
+
- 治
|
3177 |
+
- 粗
|
3178 |
+
- 叛
|
3179 |
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- 污
|
3180 |
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- 址
|
3181 |
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- 若
|
3182 |
+
- 染
|
3183 |
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- 含
|
3184 |
+
- 药
|
3185 |
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- 雨
|
3186 |
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- 此
|
3187 |
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- 陌
|
3188 |
+
- 研
|
3189 |
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- 催
|
3190 |
+
- 拨
|
3191 |
+
- 页
|
3192 |
+
- 磕
|
3193 |
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- 呆
|
3194 |
+
- 脸
|
3195 |
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- 墙
|
3196 |
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- 夫
|
3197 |
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- A
|
3198 |
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- 棉
|
3199 |
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- 袜
|
3200 |
+
- 填
|
3201 |
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- 死
|
3202 |
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- 懒
|
3203 |
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- 植
|
3204 |
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- 扇
|
3205 |
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- 捡
|
3206 |
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- 遍
|
3207 |
+
- 操
|
3208 |
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- 摄
|
3209 |
+
- 箱
|
3210 |
+
- ?
|
3211 |
+
- 繁
|
3212 |
+
- 城
|
3213 |
+
- 咯
|
3214 |
+
- 左
|
3215 |
+
- 拐
|
3216 |
+
- 悉
|
3217 |
+
- 犯
|
3218 |
+
- 宽
|
3219 |
+
- 伞
|
3220 |
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- 余
|
3221 |
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- 糊
|
3222 |
+
- 巧
|
3223 |
+
- 透
|
3224 |
+
- 贪
|
3225 |
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- 顺
|
3226 |
+
- 局
|
3227 |
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- 妇
|
3228 |
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- 私
|
3229 |
+
- 浪
|
3230 |
+
- 岗
|
3231 |
+
- 棋
|
3232 |
+
- 序
|
3233 |
+
- 辛
|
3234 |
+
- V
|
3235 |
+
- 握
|
3236 |
+
- 擦
|
3237 |
+
- 扔
|
3238 |
+
- 斤
|
3239 |
+
- 付
|
3240 |
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- 剐
|
3241 |
+
- 锁
|
3242 |
+
- 麻
|
3243 |
+
- 敢
|
3244 |
+
- 桶
|
3245 |
+
- 佩
|
3246 |
+
- 坠
|
3247 |
+
- 封
|
3248 |
+
- 替
|
3249 |
+
- 塞
|
3250 |
+
- 斗
|
3251 |
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- 攀
|
3252 |
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- 爽
|
3253 |
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- 沉
|
3254 |
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- 混
|
3255 |
+
- 滋
|
3256 |
+
- 刺
|
3257 |
+
- 潮
|
3258 |
+
- 皿
|
3259 |
+
- 端
|
3260 |
+
- 刷
|
3261 |
+
- 刀
|
3262 |
+
- 巾
|
3263 |
+
- 烫
|
3264 |
+
- 木
|
3265 |
+
- 漏
|
3266 |
+
- 迅
|
3267 |
+
- 织
|
3268 |
+
- 救
|
3269 |
+
- 吹
|
3270 |
+
- 仔
|
3271 |
+
- 称
|
3272 |
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- 返
|
3273 |
+
- 景
|
3274 |
+
- 聚
|
3275 |
+
- 阶
|
3276 |
+
- 秀
|
3277 |
+
- 涨
|
3278 |
+
- P
|
3279 |
+
- 颈
|
3280 |
+
- 肩
|
3281 |
+
- 泥
|
3282 |
+
- I
|
3283 |
+
- 侣
|
3284 |
+
- 尔
|
3285 |
+
- 伍
|
3286 |
+
- 甚
|
3287 |
+
- 皂
|
3288 |
+
- 蒙
|
3289 |
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- 世
|
3290 |
+
- 界
|
3291 |
+
- 嘻
|
3292 |
+
- 辈
|
3293 |
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- Q
|
3294 |
+
- 审
|
3295 |
+
- 尾
|
3296 |
+
- 浇
|
3297 |
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- 遛
|
3298 |
+
- 馨
|
3299 |
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- 措
|
3300 |
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- 邻
|
3301 |
+
- 撒
|
3302 |
+
- 挥
|
3303 |
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- 遵
|
3304 |
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- 予
|
3305 |
+
- 击
|
3306 |
+
- 鉴
|
3307 |
+
- 殊
|
3308 |
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- 哇
|
3309 |
+
- 载
|
3310 |
+
- 添
|
3311 |
+
- 盈
|
3312 |
+
- 盯
|
3313 |
+
- 惊
|
3314 |
+
- 喷
|
3315 |
+
- 荷
|
3316 |
+
- 怠
|
3317 |
+
- 抢
|
3318 |
+
- 喂
|
3319 |
+
- 饱
|
3320 |
+
- 谅
|
3321 |
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- 团
|
3322 |
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- 龙
|
3323 |
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- 冻
|
3324 |
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- 图
|
3325 |
+
- 掺
|
3326 |
+
- 扑
|
3327 |
+
- 刊
|
3328 |
+
- 葱
|
3329 |
+
- 薄
|
3330 |
+
- 萝
|
3331 |
+
- 卜
|
3332 |
+
- 麦
|
3333 |
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- 苹
|
3334 |
+
- 触
|
3335 |
+
- 飞
|
3336 |
+
- 艳
|
3337 |
+
- 畅
|
3338 |
+
- 鸡
|
3339 |
+
- 权
|
3340 |
+
- 趟
|
3341 |
+
- 连
|
3342 |
+
- 哭
|
3343 |
+
- 旁
|
3344 |
+
- 漂
|
3345 |
+
- 焊
|
3346 |
+
- 敞
|
3347 |
+
- 叉
|
3348 |
+
- 钢
|
3349 |
+
- 氧
|
3350 |
+
- 溺
|
3351 |
+
- 聊
|
3352 |
+
- 巢
|
3353 |
+
- 衡
|
3354 |
+
- 淀
|
3355 |
+
- 劣
|
3356 |
+
- 虫
|
3357 |
+
- 符
|
3358 |
+
- 均
|
3359 |
+
- 辨
|
3360 |
+
- 菌
|
3361 |
+
- 彻
|
3362 |
+
- 烂
|
3363 |
+
- 厅
|
3364 |
+
- 皱
|
3365 |
+
- 妥
|
3366 |
+
- 拾
|
3367 |
+
- 插
|
3368 |
+
- 携
|
3369 |
+
- 竹
|
3370 |
+
- 碍
|
3371 |
+
- 湿
|
3372 |
+
- 灵
|
3373 |
+
- 忌
|
3374 |
+
- 旅
|
3375 |
+
- 勿
|
3376 |
+
- 宿
|
3377 |
+
- 迷
|
3378 |
+
- 探
|
3379 |
+
- 春
|
3380 |
+
- 劵
|
3381 |
+
- 星
|
3382 |
+
- 耐
|
3383 |
+
- 裤
|
3384 |
+
- 颖
|
3385 |
+
- 韩
|
3386 |
+
- 艾
|
3387 |
+
- 灸
|
3388 |
+
- 邀
|
3389 |
+
- 婚
|
3390 |
+
- 乳
|
3391 |
+
- 芽
|
3392 |
+
- 挑
|
3393 |
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- 摘
|
3394 |
+
- 阿
|
3395 |
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- 姨
|
3396 |
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- 伊
|
3397 |
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- 慕
|
3398 |
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- 纯
|
3399 |
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- 貌
|
3400 |
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- 嘴
|
3401 |
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- 偶
|
3402 |
+
- 睛
|
3403 |
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- 献
|
3404 |
+
- 坚
|
3405 |
+
- 账
|
3406 |
+
- 典
|
3407 |
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- 唱
|
3408 |
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- L
|
3409 |
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- E
|
3410 |
+
- 贡
|
3411 |
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- 寒
|
3412 |
+
- 唧
|
3413 |
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- Y
|
3414 |
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- 尝
|
3415 |
+
- 抹
|
3416 |
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- 汰
|
3417 |
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- 腾
|
3418 |
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- 哼
|
3419 |
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- 仿
|
3420 |
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- 英
|
3421 |
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- 舒
|
3422 |
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- 扰
|
3423 |
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- 拒
|
3424 |
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- 剪
|
3425 |
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- 夏
|
3426 |
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- 宠
|
3427 |
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- 咬
|
3428 |
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- 派
|
3429 |
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- 委
|
3430 |
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- 婉
|
3431 |
+
- 执
|
3432 |
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- 呗
|
3433 |
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- 悄
|
3434 |
+
- 搬
|
3435 |
+
- 雪
|
3436 |
+
- 盐
|
3437 |
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- 暂
|
3438 |
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- 奸
|
3439 |
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- 耍
|
3440 |
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- 僻
|
3441 |
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- 却
|
3442 |
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- 署
|
3443 |
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- 寻
|
3444 |
+
- 串
|
3445 |
+
- 援
|
3446 |
+
- 亏
|
3447 |
+
- 烈
|
3448 |
+
- 印
|
3449 |
+
- 捎
|
3450 |
+
- 幅
|
3451 |
+
- 绘
|
3452 |
+
- 锈
|
3453 |
+
- 闸
|
3454 |
+
- 罪
|
3455 |
+
- 嫌
|
3456 |
+
- 俗
|
3457 |
+
- 歹
|
3458 |
+
- 劳
|
3459 |
+
- 兜
|
3460 |
+
- 喽
|
3461 |
+
- 谓
|
3462 |
+
- 鹤
|
3463 |
+
- 舍
|
3464 |
+
- 克
|
3465 |
+
- 徇
|
3466 |
+
- 倍
|
3467 |
+
- 敏
|
3468 |
+
- 丝
|
3469 |
+
- 纺
|
3470 |
+
- 拭
|
3471 |
+
- 融
|
3472 |
+
- 蔫
|
3473 |
+
- 掂
|
3474 |
+
- 测
|
3475 |
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- T
|
3476 |
+
- 众
|
3477 |
+
- 卸
|
3478 |
+
- 暗
|
3479 |
+
- 赔
|
3480 |
+
- 偿
|
3481 |
+
- 举
|
3482 |
+
- 劲
|
3483 |
+
- 篮
|
3484 |
+
- 储
|
3485 |
+
- 乙
|
3486 |
+
- 炔
|
3487 |
+
- 软
|
3488 |
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- 侵
|
3489 |
+
- 诱
|
3490 |
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- 浊
|
3491 |
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- 蚀
|
3492 |
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- 秽
|
3493 |
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- 炸
|
3494 |
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- 泽
|
3495 |
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- 闻
|
3496 |
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- 鼻
|
3497 |
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- 甜
|
3498 |
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- 澈
|
3499 |
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- 脏
|
3500 |
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- 官
|
3501 |
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|
3502 |
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- 芳
|
3503 |
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- 灰
|
3504 |
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- 卵
|
3505 |
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- 农
|
3506 |
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- 烧
|
3507 |
+
- 肉
|
3508 |
+
- 桌
|
3509 |
+
- 椅
|
3510 |
+
- 垫
|
3511 |
+
- 硬
|
3512 |
+
- 叠
|
3513 |
+
- 瓷
|
3514 |
+
- 碎
|
3515 |
+
- 柄
|
3516 |
+
- 屉
|
3517 |
+
- 拳
|
3518 |
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- 撞
|
3519 |
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- 铝
|
3520 |
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- 歇
|
3521 |
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- 遗
|
3522 |
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- 炮
|
3523 |
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|
3524 |
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|
3525 |
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|
3526 |
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|
3527 |
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|
3528 |
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|
3529 |
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|
3530 |
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|
3531 |
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|
3532 |
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|
3533 |
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|
3534 |
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|
3535 |
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|
3536 |
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|
3537 |
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|
3538 |
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|
3539 |
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|
3540 |
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|
3541 |
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|
3542 |
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|
3543 |
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|
3544 |
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|
3545 |
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|
3546 |
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|
3547 |
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|
3548 |
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|
3549 |
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|
3550 |
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|
3551 |
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|
3552 |
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|
3553 |
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|
3554 |
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|
3555 |
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|
3556 |
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|
3557 |
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|
3558 |
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|
3559 |
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|
3560 |
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|
3561 |
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|
3562 |
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- 锅
|
3563 |
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|
3564 |
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- 疯
|
3565 |
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- 狂
|
3566 |
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|
3567 |
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|
3568 |
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|
3569 |
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|
3570 |
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|
3571 |
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|
3572 |
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|
3573 |
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|
3574 |
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|
3575 |
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|
3576 |
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|
3577 |
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- 脑
|
3578 |
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|
3579 |
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|
3580 |
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|
3581 |
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|
3582 |
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|
3583 |
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|
3584 |
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- 河
|
3585 |
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|
3586 |
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|
3587 |
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|
3588 |
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|
3589 |
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|
3590 |
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|
3591 |
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|
3592 |
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|
3593 |
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|
3594 |
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|
3595 |
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|
3596 |
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|
3597 |
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|
3598 |
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|
3599 |
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|
3600 |
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|
3601 |
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|
3602 |
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|
3603 |
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|
3604 |
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|
3605 |
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|
3606 |
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|
3607 |
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|
3608 |
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|
3609 |
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|
3610 |
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|
3611 |
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|
3612 |
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|
3613 |
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|
3614 |
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|
3615 |
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|
3616 |
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|
3617 |
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|
3618 |
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|
3619 |
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|
3620 |
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|
3621 |
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|
3622 |
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|
3623 |
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|
3624 |
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|
3625 |
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|
3626 |
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|
3627 |
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|
3628 |
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|
3629 |
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|
3630 |
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|
3631 |
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|
3632 |
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|
3633 |
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|
3634 |
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|
3635 |
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|
3636 |
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|
3637 |
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- 鲁
|
3638 |
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|
3639 |
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|
3640 |
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|
3641 |
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|
3642 |
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|
3643 |
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|
3644 |
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|
3645 |
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|
3646 |
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|
3647 |
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|
3648 |
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- 旷
|
3649 |
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|
3650 |
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|
3651 |
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|
3652 |
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- 叮
|
3653 |
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|
3654 |
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|
3655 |
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- 炊
|
3656 |
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- 怪
|
3657 |
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- 婆
|
3658 |
+
- 阎
|
3659 |
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- 王
|
3660 |
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- 饿
|
3661 |
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- 鬼
|
3662 |
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- 惨
|
3663 |
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|
3664 |
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|
3665 |
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|
3666 |
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- 甲
|
3667 |
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- 蛙
|
3668 |
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- 鲤
|
3669 |
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- 桂
|
3670 |
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- 石
|
3671 |
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- 玉
|
3672 |
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- 溪
|
3673 |
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- 华
|
3674 |
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- 窝
|
3675 |
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|
3676 |
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- 秩
|
3677 |
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- 嗨
|
3678 |
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- 芹
|
3679 |
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- 梨
|
3680 |
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- 蕉
|
3681 |
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- S
|
3682 |
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- 煲
|
3683 |
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|
3684 |
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- 鲫
|
3685 |
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|
3686 |
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|
3687 |
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|
3688 |
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- 瑞
|
3689 |
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|
3690 |
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- '2'
|
3691 |
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- 踹
|
3692 |
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|
3693 |
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|
3694 |
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|
3695 |
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|
3696 |
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|
3697 |
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|
3698 |
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|
3699 |
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|
3700 |
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|
3701 |
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|
3702 |
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|
3703 |
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|
3704 |
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|
3705 |
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|
3706 |
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|
3707 |
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|
3708 |
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|
3709 |
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|
3710 |
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|
3711 |
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|
3712 |
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|
3713 |
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|
3714 |
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|
3715 |
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|
3716 |
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|
3717 |
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|
3718 |
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|
3719 |
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|
3720 |
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|
3721 |
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|
3722 |
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|
3723 |
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|
3724 |
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|
3725 |
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|
3726 |
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|
3727 |
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|
3728 |
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|
3729 |
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|
3730 |
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|
3731 |
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|
3732 |
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|
3733 |
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|
3734 |
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|
3735 |
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|
3736 |
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|
3737 |
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|
3738 |
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|
3739 |
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|
3740 |
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|
3741 |
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|
3742 |
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|
3743 |
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|
3744 |
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|
3745 |
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|
3746 |
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|
3747 |
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|
3748 |
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|
3749 |
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|
3750 |
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|
3751 |
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|
3752 |
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|
3753 |
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- 递
|
3754 |
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|
3755 |
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|
3756 |
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|
3757 |
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|
3758 |
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|
3759 |
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|
3760 |
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|
3761 |
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|
3762 |
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|
3763 |
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|
3764 |
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|
3765 |
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|
3766 |
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|
3767 |
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|
3768 |
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|
3769 |
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|
3770 |
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|
3771 |
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|
3772 |
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|
3773 |
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|
3774 |
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|
3775 |
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|
3776 |
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|
3777 |
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|
3778 |
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|
3779 |
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|
3780 |
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|
3781 |
+
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|
3782 |
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|
3783 |
+
- 李
|
3784 |
+
- 伸
|
3785 |
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|
3786 |
+
- 览
|
3787 |
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- 航
|
3788 |
+
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|
3789 |
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|
3790 |
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|
3791 |
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|
3792 |
+
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|
3793 |
+
- 医
|
3794 |
+
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|
3795 |
+
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|
3796 |
+
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|
3797 |
+
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|
3798 |
+
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|
3799 |
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|
3800 |
+
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|
3801 |
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|
3802 |
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|
3803 |
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|
3804 |
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|
3805 |
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|
3806 |
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|
3807 |
+
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|
3808 |
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|
3809 |
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|
3810 |
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|
3811 |
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|
3812 |
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|
3813 |
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|
3814 |
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|
3815 |
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|
3816 |
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|
3817 |
+
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|
3818 |
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|
3819 |
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|
3820 |
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|
3821 |
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|
3822 |
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|
3823 |
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|
3824 |
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|
3825 |
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|
3826 |
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|
3827 |
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|
3828 |
+
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|
3829 |
+
- 甘
|
3830 |
+
- 菠
|
3831 |
+
- 涮
|
3832 |
+
- 霾
|
3833 |
+
- 仍
|
3834 |
+
- 云
|
3835 |
+
- 追
|
3836 |
+
- 丽
|
3837 |
+
- 盖
|
3838 |
+
- 欧
|
3839 |
+
- 莱
|
3840 |
+
- 雅
|
3841 |
+
- 婴
|
3842 |
+
- 孕
|
3843 |
+
- 敲
|
3844 |
+
- 约
|
3845 |
+
- 惰
|
3846 |
+
- 谱
|
3847 |
+
- 射
|
3848 |
+
- 惑
|
3849 |
+
- 睹
|
3850 |
+
- 奉
|
3851 |
+
- 诚
|
3852 |
+
- 惶
|
3853 |
+
- 卓
|
3854 |
+
- 勉
|
3855 |
+
- 聪
|
3856 |
+
- 疼
|
3857 |
+
- 弃
|
3858 |
+
- 奴
|
3859 |
+
- 隶
|
3860 |
+
- 嚷
|
3861 |
+
- 眠
|
3862 |
+
- 躺
|
3863 |
+
- 乒
|
3864 |
+
- 乓
|
3865 |
+
- 琴
|
3866 |
+
- 挖
|
3867 |
+
- 掘
|
3868 |
+
- 阵
|
3869 |
+
- 浆
|
3870 |
+
- 索
|
3871 |
+
- 呼
|
3872 |
+
- 古
|
3873 |
+
- 弥
|
3874 |
+
- 熔
|
3875 |
+
- 抱
|
3876 |
+
- 怨
|
3877 |
+
- 猫
|
3878 |
+
- 笑
|
3879 |
+
- 挣
|
3880 |
+
- 黑
|
3881 |
+
- 猛
|
3882 |
+
- 令
|
3883 |
+
- 核
|
3884 |
+
- 磊
|
3885 |
+
- 橙
|
3886 |
+
- 吨
|
3887 |
+
- 吊
|
3888 |
+
- 蘸
|
3889 |
+
- 氮
|
3890 |
+
- 罐
|
3891 |
+
- 战
|
3892 |
+
- 懈
|
3893 |
+
- 渐
|
3894 |
+
- 胜
|
3895 |
+
- 命
|
3896 |
+
- 抬
|
3897 |
+
- 缘
|
3898 |
+
- 睦
|
3899 |
+
- 扮
|
3900 |
+
- 珠
|
3901 |
+
- 颁
|
3902 |
+
- 蔼
|
3903 |
+
- 凳
|
3904 |
+
- 饰
|
3905 |
+
- 缤
|
3906 |
+
- 晶
|
3907 |
+
- 抵
|
3908 |
+
- 遥
|
3909 |
+
- 腿
|
3910 |
+
- 拍
|
3911 |
+
- 妻
|
3912 |
+
- 羽
|
3913 |
+
- 绒
|
3914 |
+
- 梳
|
3915 |
+
- 袄
|
3916 |
+
- 述
|
3917 |
+
- 跆
|
3918 |
+
- 屈
|
3919 |
+
- 脱
|
3920 |
+
- 朗
|
3921 |
+
- 劝
|
3922 |
+
- 胆
|
3923 |
+
- 腔
|
3924 |
+
- 圆
|
3925 |
+
- 亚
|
3926 |
+
- 宴
|
3927 |
+
- 编
|
3928 |
+
- 肢
|
3929 |
+
- 壶
|
3930 |
+
- 暑
|
3931 |
+
- 怒
|
3932 |
+
- 描
|
3933 |
+
- 绕
|
3934 |
+
- 悦
|
3935 |
+
- 忆
|
3936 |
+
- 嗓
|
3937 |
+
- 胖
|
3938 |
+
- 疙
|
3939 |
+
- 瘩
|
3940 |
+
- 哒
|
3941 |
+
- 碴
|
3942 |
+
- 棱
|
3943 |
+
- 炒
|
3944 |
+
- 井
|
3945 |
+
- 漫
|
3946 |
+
- 烘
|
3947 |
+
- 焙
|
3948 |
+
- 涤
|
3949 |
+
- 船
|
3950 |
+
- 纱
|
3951 |
+
- 君
|
3952 |
+
- 茉
|
3953 |
+
- 莉
|
3954 |
+
- 钙
|
3955 |
+
- 瞩
|
3956 |
+
- <_>
|
3957 |
+
- 塌
|
3958 |
+
- 嗷
|
3959 |
+
- 屁
|
3960 |
+
- 股
|
3961 |
+
- 绪
|
3962 |
+
- 勇
|
3963 |
+
- 奋
|
3964 |
+
- 荣
|
3965 |
+
- 诲
|
3966 |
+
- 卑
|
3967 |
+
- 挫
|
3968 |
+
- 昧
|
3969 |
+
- 疲
|
3970 |
+
- 惫
|
3971 |
+
- 册
|
3972 |
+
- 呈
|
3973 |
+
- 僵
|
3974 |
+
- 熬
|
3975 |
+
- 敬
|
3976 |
+
- 呦
|
3977 |
+
- <sos/eos>
|
3978 |
+
init: null
|
3979 |
+
model_conf:
|
3980 |
+
ignore_id: 0
|
3981 |
+
use_preprocessor: true
|
3982 |
+
token_type: char
|
3983 |
+
bpemodel: null
|
3984 |
+
non_linguistic_symbols: /ocean/projects/cis210027p/berrebbi/espnet/egs2/aishell4/asr1/data/nlsyms.txt
|
3985 |
+
cleaner: null
|
3986 |
+
g2p: null
|
3987 |
+
lm: transformer
|
3988 |
+
lm_conf:
|
3989 |
+
pos_enc: null
|
3990 |
+
embed_unit: 128
|
3991 |
+
att_unit: 512
|
3992 |
+
head: 8
|
3993 |
+
unit: 2048
|
3994 |
+
layer: 16
|
3995 |
+
dropout_rate: 0.1
|
3996 |
+
required:
|
3997 |
+
- output_dir
|
3998 |
+
- token_list
|
3999 |
+
version: 0.10.3a1
|
4000 |
+
distributed: false
|
4001 |
+
```
|
4002 |
+
</details>
|
data/nlsyms.txt
ADDED
@@ -0,0 +1 @@
|
|
|
|
|
1 |
+
data/train/text
|
exp/asr_fine_tune5_100ep/RESULTS.md
ADDED
@@ -0,0 +1,29 @@
|
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|
1 |
+
<!-- Generated by scripts/utils/show_asr_result.sh -->
|
2 |
+
# RESULTS
|
3 |
+
## Environments
|
4 |
+
- date: `Tue Sep 21 09:36:01 EDT 2021`
|
5 |
+
- python version: `3.7.11 (default, Jul 27 2021, 14:32:16) [GCC 7.5.0]`
|
6 |
+
- espnet version: `espnet 0.10.3a1`
|
7 |
+
- pytorch version: `pytorch 1.9.0`
|
8 |
+
- Git hash: `7887faeabbc2299922267928e190ed89cb032a36`
|
9 |
+
- Commit date: `Mon Sep 20 16:25:02 2021 -0400`
|
10 |
+
|
11 |
+
## asr_fine_tune5_100ep
|
12 |
+
### WER
|
13 |
+
|
14 |
+
|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
|
15 |
+
|---|---|---|---|---|---|---|---|---|
|
16 |
+
|decode_asr_rnn_lm_lm_nuit_valid.loss.ave_asr_model_valid.acc.ave/dev|599|601|6.8|92.7|0.5|0.0|93.2|93.2|
|
17 |
+
|decode_transformer_lm_lm_nuit_valid.loss.ave_asr_model_valid.acc.ave/dev|599|601|6.8|92.8|0.3|0.0|93.2|93.2|
|
18 |
+
|
19 |
+
### CER
|
20 |
+
|
21 |
+
|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
|
22 |
+
|---|---|---|---|---|---|---|---|---|
|
23 |
+
|decode_asr_rnn_lm_lm_nuit_valid.loss.ave_asr_model_valid.acc.ave/dev|599|15936|66.9|25.6|7.5|9.8|42.9|93.2|
|
24 |
+
|decode_transformer_lm_lm_nuit_valid.loss.ave_asr_model_valid.acc.ave/dev|599|15936|64.7|27.6|7.7|11.0|46.3|93.2|
|
25 |
+
|
26 |
+
### TER
|
27 |
+
|
28 |
+
|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
|
29 |
+
|---|---|---|---|---|---|---|---|---|
|
exp/asr_fine_tune5_100ep/config.yaml
ADDED
@@ -0,0 +1,2003 @@
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|
1 |
+
config: conf/tuning/train_asr_conformer5.yaml
|
2 |
+
print_config: false
|
3 |
+
log_level: INFO
|
4 |
+
dry_run: false
|
5 |
+
iterator_type: sequence
|
6 |
+
output_dir: exp/asr_fine_tune5_100ep
|
7 |
+
ngpu: 1
|
8 |
+
seed: 0
|
9 |
+
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1020 |
+
- 颜
|
1021 |
+
- 播
|
1022 |
+
- 默
|
1023 |
+
- 锻
|
1024 |
+
- 炼
|
1025 |
+
- 宝
|
1026 |
+
- 组
|
1027 |
+
- 淘
|
1028 |
+
- 则
|
1029 |
+
- 逻
|
1030 |
+
- 垃
|
1031 |
+
- 圾
|
1032 |
+
- 复
|
1033 |
+
- 贴
|
1034 |
+
- 靠
|
1035 |
+
- 潜
|
1036 |
+
- 察
|
1037 |
+
- 晨
|
1038 |
+
- 碰
|
1039 |
+
- 剩
|
1040 |
+
- 峰
|
1041 |
+
- 深
|
1042 |
+
- 偏
|
1043 |
+
- 虑
|
1044 |
+
- 念
|
1045 |
+
- 初
|
1046 |
+
- 闹
|
1047 |
+
- 幸
|
1048 |
+
- 跳
|
1049 |
+
- 米
|
1050 |
+
- 旧
|
1051 |
+
- 蛤
|
1052 |
+
- 虾
|
1053 |
+
- 汽
|
1054 |
+
- 苦
|
1055 |
+
- 螃
|
1056 |
+
- 蟹
|
1057 |
+
- 冲
|
1058 |
+
- 固
|
1059 |
+
- 隔
|
1060 |
+
- 懂
|
1061 |
+
- 卷
|
1062 |
+
- 镜
|
1063 |
+
- 罩
|
1064 |
+
- 暴
|
1065 |
+
- 闭
|
1066 |
+
- 野
|
1067 |
+
- 玻
|
1068 |
+
- 璃
|
1069 |
+
- 义
|
1070 |
+
- B
|
1071 |
+
- 煤
|
1072 |
+
- 富
|
1073 |
+
- 踩
|
1074 |
+
- 途
|
1075 |
+
- 闲
|
1076 |
+
- 紫
|
1077 |
+
- 北
|
1078 |
+
- 欲
|
1079 |
+
- 曲
|
1080 |
+
- 榜
|
1081 |
+
- 垒
|
1082 |
+
- 伴
|
1083 |
+
- 累
|
1084 |
+
- 判
|
1085 |
+
- 搜
|
1086 |
+
- 困
|
1087 |
+
- 租
|
1088 |
+
- 键
|
1089 |
+
- 肥
|
1090 |
+
- 社
|
1091 |
+
- 弯
|
1092 |
+
- 角
|
1093 |
+
- 纪
|
1094 |
+
- 律
|
1095 |
+
- 详
|
1096 |
+
- 右
|
1097 |
+
- 刮
|
1098 |
+
- 继
|
1099 |
+
- 撤
|
1100 |
+
- 输
|
1101 |
+
- 普
|
1102 |
+
- 未
|
1103 |
+
- 稳
|
1104 |
+
- 摔
|
1105 |
+
- 访
|
1106 |
+
- 扩
|
1107 |
+
- 扣
|
1108 |
+
- 末
|
1109 |
+
- 票
|
1110 |
+
- 承
|
1111 |
+
- 担
|
1112 |
+
- 丢
|
1113 |
+
- 涉
|
1114 |
+
- 欠
|
1115 |
+
- 创
|
1116 |
+
- 获
|
1117 |
+
- 摊
|
1118 |
+
- 疑
|
1119 |
+
- 蓝
|
1120 |
+
- 答
|
1121 |
+
- 霜
|
1122 |
+
- 录
|
1123 |
+
- 齐
|
1124 |
+
- 烦
|
1125 |
+
- 治
|
1126 |
+
- 粗
|
1127 |
+
- 叛
|
1128 |
+
- 污
|
1129 |
+
- 址
|
1130 |
+
- 若
|
1131 |
+
- 染
|
1132 |
+
- 含
|
1133 |
+
- 药
|
1134 |
+
- 雨
|
1135 |
+
- 此
|
1136 |
+
- 陌
|
1137 |
+
- 研
|
1138 |
+
- 催
|
1139 |
+
- 拨
|
1140 |
+
- 页
|
1141 |
+
- 磕
|
1142 |
+
- 呆
|
1143 |
+
- 脸
|
1144 |
+
- 墙
|
1145 |
+
- 夫
|
1146 |
+
- A
|
1147 |
+
- 棉
|
1148 |
+
- 袜
|
1149 |
+
- 填
|
1150 |
+
- 死
|
1151 |
+
- 懒
|
1152 |
+
- 植
|
1153 |
+
- 扇
|
1154 |
+
- 捡
|
1155 |
+
- 遍
|
1156 |
+
- 操
|
1157 |
+
- 摄
|
1158 |
+
- 箱
|
1159 |
+
- ?
|
1160 |
+
- 繁
|
1161 |
+
- 城
|
1162 |
+
- 咯
|
1163 |
+
- 左
|
1164 |
+
- 拐
|
1165 |
+
- 悉
|
1166 |
+
- 犯
|
1167 |
+
- 宽
|
1168 |
+
- 伞
|
1169 |
+
- 余
|
1170 |
+
- 糊
|
1171 |
+
- 巧
|
1172 |
+
- 透
|
1173 |
+
- 贪
|
1174 |
+
- 顺
|
1175 |
+
- 局
|
1176 |
+
- 妇
|
1177 |
+
- 私
|
1178 |
+
- 浪
|
1179 |
+
- 岗
|
1180 |
+
- 棋
|
1181 |
+
- 序
|
1182 |
+
- 辛
|
1183 |
+
- V
|
1184 |
+
- 握
|
1185 |
+
- 擦
|
1186 |
+
- 扔
|
1187 |
+
- 斤
|
1188 |
+
- 付
|
1189 |
+
- 剐
|
1190 |
+
- 锁
|
1191 |
+
- 麻
|
1192 |
+
- 敢
|
1193 |
+
- 桶
|
1194 |
+
- 佩
|
1195 |
+
- 坠
|
1196 |
+
- 封
|
1197 |
+
- 替
|
1198 |
+
- 塞
|
1199 |
+
- 斗
|
1200 |
+
- 攀
|
1201 |
+
- 爽
|
1202 |
+
- 沉
|
1203 |
+
- 混
|
1204 |
+
- 滋
|
1205 |
+
- 刺
|
1206 |
+
- 潮
|
1207 |
+
- 皿
|
1208 |
+
- 端
|
1209 |
+
- 刷
|
1210 |
+
- 刀
|
1211 |
+
- 巾
|
1212 |
+
- 烫
|
1213 |
+
- 木
|
1214 |
+
- 漏
|
1215 |
+
- 迅
|
1216 |
+
- 织
|
1217 |
+
- 救
|
1218 |
+
- 吹
|
1219 |
+
- 仔
|
1220 |
+
- 称
|
1221 |
+
- 返
|
1222 |
+
- 景
|
1223 |
+
- 聚
|
1224 |
+
- 阶
|
1225 |
+
- 秀
|
1226 |
+
- 涨
|
1227 |
+
- P
|
1228 |
+
- 颈
|
1229 |
+
- 肩
|
1230 |
+
- 泥
|
1231 |
+
- I
|
1232 |
+
- 侣
|
1233 |
+
- 尔
|
1234 |
+
- 伍
|
1235 |
+
- 甚
|
1236 |
+
- 皂
|
1237 |
+
- 蒙
|
1238 |
+
- 世
|
1239 |
+
- 界
|
1240 |
+
- 嘻
|
1241 |
+
- 辈
|
1242 |
+
- Q
|
1243 |
+
- 审
|
1244 |
+
- 尾
|
1245 |
+
- 浇
|
1246 |
+
- 遛
|
1247 |
+
- 馨
|
1248 |
+
- 措
|
1249 |
+
- 邻
|
1250 |
+
- 撒
|
1251 |
+
- 挥
|
1252 |
+
- 遵
|
1253 |
+
- 予
|
1254 |
+
- 击
|
1255 |
+
- 鉴
|
1256 |
+
- 殊
|
1257 |
+
- 哇
|
1258 |
+
- 载
|
1259 |
+
- 添
|
1260 |
+
- 盈
|
1261 |
+
- 盯
|
1262 |
+
- 惊
|
1263 |
+
- 喷
|
1264 |
+
- 荷
|
1265 |
+
- 怠
|
1266 |
+
- 抢
|
1267 |
+
- 喂
|
1268 |
+
- 饱
|
1269 |
+
- 谅
|
1270 |
+
- 团
|
1271 |
+
- 龙
|
1272 |
+
- 冻
|
1273 |
+
- 图
|
1274 |
+
- 掺
|
1275 |
+
- 扑
|
1276 |
+
- 刊
|
1277 |
+
- 葱
|
1278 |
+
- 薄
|
1279 |
+
- 萝
|
1280 |
+
- 卜
|
1281 |
+
- 麦
|
1282 |
+
- 苹
|
1283 |
+
- 触
|
1284 |
+
- 飞
|
1285 |
+
- 艳
|
1286 |
+
- 畅
|
1287 |
+
- 鸡
|
1288 |
+
- 权
|
1289 |
+
- 趟
|
1290 |
+
- 连
|
1291 |
+
- 哭
|
1292 |
+
- 旁
|
1293 |
+
- 漂
|
1294 |
+
- 焊
|
1295 |
+
- 敞
|
1296 |
+
- 叉
|
1297 |
+
- 钢
|
1298 |
+
- 氧
|
1299 |
+
- 溺
|
1300 |
+
- 聊
|
1301 |
+
- 巢
|
1302 |
+
- 衡
|
1303 |
+
- 淀
|
1304 |
+
- 劣
|
1305 |
+
- 虫
|
1306 |
+
- 符
|
1307 |
+
- 均
|
1308 |
+
- 辨
|
1309 |
+
- 菌
|
1310 |
+
- 彻
|
1311 |
+
- 烂
|
1312 |
+
- 厅
|
1313 |
+
- 皱
|
1314 |
+
- 妥
|
1315 |
+
- 拾
|
1316 |
+
- 插
|
1317 |
+
- 携
|
1318 |
+
- 竹
|
1319 |
+
- 碍
|
1320 |
+
- 湿
|
1321 |
+
- 灵
|
1322 |
+
- 忌
|
1323 |
+
- 旅
|
1324 |
+
- 勿
|
1325 |
+
- 宿
|
1326 |
+
- 迷
|
1327 |
+
- 探
|
1328 |
+
- 春
|
1329 |
+
- 劵
|
1330 |
+
- 星
|
1331 |
+
- 耐
|
1332 |
+
- 裤
|
1333 |
+
- 颖
|
1334 |
+
- 韩
|
1335 |
+
- 艾
|
1336 |
+
- 灸
|
1337 |
+
- 邀
|
1338 |
+
- 婚
|
1339 |
+
- 乳
|
1340 |
+
- 芽
|
1341 |
+
- 挑
|
1342 |
+
- 摘
|
1343 |
+
- 阿
|
1344 |
+
- 姨
|
1345 |
+
- 伊
|
1346 |
+
- 慕
|
1347 |
+
- 纯
|
1348 |
+
- 貌
|
1349 |
+
- 嘴
|
1350 |
+
- 偶
|
1351 |
+
- 睛
|
1352 |
+
- 献
|
1353 |
+
- 坚
|
1354 |
+
- 账
|
1355 |
+
- 典
|
1356 |
+
- 唱
|
1357 |
+
- L
|
1358 |
+
- E
|
1359 |
+
- 贡
|
1360 |
+
- 寒
|
1361 |
+
- 唧
|
1362 |
+
- Y
|
1363 |
+
- 尝
|
1364 |
+
- 抹
|
1365 |
+
- 汰
|
1366 |
+
- 腾
|
1367 |
+
- 哼
|
1368 |
+
- 仿
|
1369 |
+
- 英
|
1370 |
+
- 舒
|
1371 |
+
- 扰
|
1372 |
+
- 拒
|
1373 |
+
- 剪
|
1374 |
+
- 夏
|
1375 |
+
- 宠
|
1376 |
+
- 咬
|
1377 |
+
- 派
|
1378 |
+
- 委
|
1379 |
+
- 婉
|
1380 |
+
- 执
|
1381 |
+
- 呗
|
1382 |
+
- 悄
|
1383 |
+
- 搬
|
1384 |
+
- 雪
|
1385 |
+
- 盐
|
1386 |
+
- 暂
|
1387 |
+
- 奸
|
1388 |
+
- 耍
|
1389 |
+
- 僻
|
1390 |
+
- 却
|
1391 |
+
- 署
|
1392 |
+
- 寻
|
1393 |
+
- 串
|
1394 |
+
- 援
|
1395 |
+
- 亏
|
1396 |
+
- 烈
|
1397 |
+
- 印
|
1398 |
+
- 捎
|
1399 |
+
- 幅
|
1400 |
+
- 绘
|
1401 |
+
- 锈
|
1402 |
+
- 闸
|
1403 |
+
- 罪
|
1404 |
+
- 嫌
|
1405 |
+
- 俗
|
1406 |
+
- 歹
|
1407 |
+
- 劳
|
1408 |
+
- 兜
|
1409 |
+
- 喽
|
1410 |
+
- 谓
|
1411 |
+
- 鹤
|
1412 |
+
- 舍
|
1413 |
+
- 克
|
1414 |
+
- 徇
|
1415 |
+
- 倍
|
1416 |
+
- 敏
|
1417 |
+
- 丝
|
1418 |
+
- 纺
|
1419 |
+
- 拭
|
1420 |
+
- 融
|
1421 |
+
- 蔫
|
1422 |
+
- 掂
|
1423 |
+
- 测
|
1424 |
+
- T
|
1425 |
+
- 众
|
1426 |
+
- 卸
|
1427 |
+
- 暗
|
1428 |
+
- 赔
|
1429 |
+
- 偿
|
1430 |
+
- 举
|
1431 |
+
- 劲
|
1432 |
+
- 篮
|
1433 |
+
- 储
|
1434 |
+
- 乙
|
1435 |
+
- 炔
|
1436 |
+
- 软
|
1437 |
+
- 侵
|
1438 |
+
- 诱
|
1439 |
+
- 浊
|
1440 |
+
- 蚀
|
1441 |
+
- 秽
|
1442 |
+
- 炸
|
1443 |
+
- 泽
|
1444 |
+
- 闻
|
1445 |
+
- 鼻
|
1446 |
+
- 甜
|
1447 |
+
- 澈
|
1448 |
+
- 脏
|
1449 |
+
- 官
|
1450 |
+
- 凝
|
1451 |
+
- 芳
|
1452 |
+
- 灰
|
1453 |
+
- 卵
|
1454 |
+
- 农
|
1455 |
+
- 烧
|
1456 |
+
- 肉
|
1457 |
+
- 桌
|
1458 |
+
- 椅
|
1459 |
+
- 垫
|
1460 |
+
- 硬
|
1461 |
+
- 叠
|
1462 |
+
- 瓷
|
1463 |
+
- 碎
|
1464 |
+
- 柄
|
1465 |
+
- 屉
|
1466 |
+
- 拳
|
1467 |
+
- 撞
|
1468 |
+
- 铝
|
1469 |
+
- 歇
|
1470 |
+
- 遗
|
1471 |
+
- 炮
|
1472 |
+
- 掌
|
1473 |
+
- 妨
|
1474 |
+
- 静
|
1475 |
+
- 浸
|
1476 |
+
- 涂
|
1477 |
+
- 凉
|
1478 |
+
- 炫
|
1479 |
+
- 耀
|
1480 |
+
- 姓
|
1481 |
+
- 究
|
1482 |
+
- 奏
|
1483 |
+
- 缆
|
1484 |
+
- 脚
|
1485 |
+
- 酿
|
1486 |
+
- 抄
|
1487 |
+
- 慌
|
1488 |
+
- 戚
|
1489 |
+
- 燥
|
1490 |
+
- 毯
|
1491 |
+
- 挽
|
1492 |
+
- 诺
|
1493 |
+
- 济
|
1494 |
+
- 旺
|
1495 |
+
- 抖
|
1496 |
+
- 郊
|
1497 |
+
- 疗
|
1498 |
+
- 巴
|
1499 |
+
- 痧
|
1500 |
+
- 脊
|
1501 |
+
- 膜
|
1502 |
+
- 晒
|
1503 |
+
- 润
|
1504 |
+
- 掏
|
1505 |
+
- 笔
|
1506 |
+
- 鞭
|
1507 |
+
- 博
|
1508 |
+
- 捧
|
1509 |
+
- 函
|
1510 |
+
- 胡
|
1511 |
+
- 锅
|
1512 |
+
- 雾
|
1513 |
+
- 疯
|
1514 |
+
- 狂
|
1515 |
+
- 趋
|
1516 |
+
- 膏
|
1517 |
+
- 妆
|
1518 |
+
- 尘
|
1519 |
+
- 袋
|
1520 |
+
- 贝
|
1521 |
+
- 俺
|
1522 |
+
- 耽
|
1523 |
+
- 怀
|
1524 |
+
- 恐
|
1525 |
+
- 赋
|
1526 |
+
- 脑
|
1527 |
+
- 焉
|
1528 |
+
- 愣
|
1529 |
+
- 呵
|
1530 |
+
- 噼
|
1531 |
+
- 啪
|
1532 |
+
- 虚
|
1533 |
+
- 河
|
1534 |
+
- 归
|
1535 |
+
- 绊
|
1536 |
+
- 械
|
1537 |
+
- 扬
|
1538 |
+
- 筒
|
1539 |
+
- 靴
|
1540 |
+
- 束
|
1541 |
+
- 彩
|
1542 |
+
- 荐
|
1543 |
+
- 沙
|
1544 |
+
- 迎
|
1545 |
+
- 荡
|
1546 |
+
- 凌
|
1547 |
+
- 昂
|
1548 |
+
- 碑
|
1549 |
+
- 蹦
|
1550 |
+
- 扉
|
1551 |
+
- 泼
|
1552 |
+
- 丰
|
1553 |
+
- 滴
|
1554 |
+
- 沾
|
1555 |
+
- 亭
|
1556 |
+
- 粘
|
1557 |
+
- 奇
|
1558 |
+
- 饼
|
1559 |
+
- 牙
|
1560 |
+
- 娃
|
1561 |
+
- 杯
|
1562 |
+
- 踢
|
1563 |
+
- 嘿
|
1564 |
+
- 抛
|
1565 |
+
- 枯
|
1566 |
+
- 剔
|
1567 |
+
- 苗
|
1568 |
+
- 纹
|
1569 |
+
- 永
|
1570 |
+
- 津
|
1571 |
+
- 唉
|
1572 |
+
- 趁
|
1573 |
+
- 屡
|
1574 |
+
- 逮
|
1575 |
+
- 戒
|
1576 |
+
- 肃
|
1577 |
+
- 仁
|
1578 |
+
- 肇
|
1579 |
+
- 醉
|
1580 |
+
- 糟
|
1581 |
+
- 馈
|
1582 |
+
- 横
|
1583 |
+
- 扭
|
1584 |
+
- 盔
|
1585 |
+
- 侧
|
1586 |
+
- 鲁
|
1587 |
+
- 莽
|
1588 |
+
- 飙
|
1589 |
+
- 稿
|
1590 |
+
- 逐
|
1591 |
+
- 谋
|
1592 |
+
- 京
|
1593 |
+
- 苏
|
1594 |
+
- 宁
|
1595 |
+
- 驻
|
1596 |
+
- 咨
|
1597 |
+
- 旷
|
1598 |
+
- 拓
|
1599 |
+
- 杆
|
1600 |
+
- 秤
|
1601 |
+
- 叮
|
1602 |
+
- 嘱
|
1603 |
+
- 咋
|
1604 |
+
- 炊
|
1605 |
+
- 怪
|
1606 |
+
- 婆
|
1607 |
+
- 阎
|
1608 |
+
- 王
|
1609 |
+
- 饿
|
1610 |
+
- 鬼
|
1611 |
+
- 惨
|
1612 |
+
- 渡
|
1613 |
+
- 坎
|
1614 |
+
- 囤
|
1615 |
+
- 甲
|
1616 |
+
- 蛙
|
1617 |
+
- 鲤
|
1618 |
+
- 桂
|
1619 |
+
- 石
|
1620 |
+
- 玉
|
1621 |
+
- 溪
|
1622 |
+
- 华
|
1623 |
+
- 窝
|
1624 |
+
- 截
|
1625 |
+
- 秩
|
1626 |
+
- 嗨
|
1627 |
+
- 芹
|
1628 |
+
- 梨
|
1629 |
+
- 蕉
|
1630 |
+
- S
|
1631 |
+
- 煲
|
1632 |
+
- 汤
|
1633 |
+
- 鲫
|
1634 |
+
- 揽
|
1635 |
+
- 挡
|
1636 |
+
- 柚
|
1637 |
+
- 瑞
|
1638 |
+
- 匹
|
1639 |
+
- '2'
|
1640 |
+
- 踹
|
1641 |
+
- 吵
|
1642 |
+
- 凶
|
1643 |
+
- 矩
|
1644 |
+
- 迟
|
1645 |
+
- 脾
|
1646 |
+
- 纳
|
1647 |
+
- 朵
|
1648 |
+
- 墨
|
1649 |
+
- 袖
|
1650 |
+
- 链
|
1651 |
+
- 钩
|
1652 |
+
- 笼
|
1653 |
+
- 熄
|
1654 |
+
- 盆
|
1655 |
+
- 殴
|
1656 |
+
- 欺
|
1657 |
+
- 诈
|
1658 |
+
- 厕
|
1659 |
+
- 娱
|
1660 |
+
- 爬
|
1661 |
+
- 威
|
1662 |
+
- 胁
|
1663 |
+
- 阅
|
1664 |
+
- 赌
|
1665 |
+
- 拢
|
1666 |
+
- 症
|
1667 |
+
- 伪
|
1668 |
+
- 脂
|
1669 |
+
- 堪
|
1670 |
+
- 盛
|
1671 |
+
- 蚊
|
1672 |
+
- 蝇
|
1673 |
+
- 煎
|
1674 |
+
- 晰
|
1675 |
+
- 柔
|
1676 |
+
- 涩
|
1677 |
+
- 汁
|
1678 |
+
- 腹
|
1679 |
+
- 胃
|
1680 |
+
- 痉
|
1681 |
+
- 挛
|
1682 |
+
- 颗
|
1683 |
+
- 粒
|
1684 |
+
- 匀
|
1685 |
+
- 败
|
1686 |
+
- 历
|
1687 |
+
- 佳
|
1688 |
+
- 乏
|
1689 |
+
- 寄
|
1690 |
+
- 残
|
1691 |
+
- 杀
|
1692 |
+
- 剂
|
1693 |
+
- 疾
|
1694 |
+
- 衍
|
1695 |
+
- 溅
|
1696 |
+
- 倘
|
1697 |
+
- 褶
|
1698 |
+
- 席
|
1699 |
+
- 启
|
1700 |
+
- 遮
|
1701 |
+
- 槽
|
1702 |
+
- 递
|
1703 |
+
- 橱
|
1704 |
+
- 迹
|
1705 |
+
- 镁
|
1706 |
+
- 泄
|
1707 |
+
- 阀
|
1708 |
+
- 柴
|
1709 |
+
- 阻
|
1710 |
+
- 恋
|
1711 |
+
- 盲
|
1712 |
+
- 浓
|
1713 |
+
- 捂
|
1714 |
+
- 腰
|
1715 |
+
- 姿
|
1716 |
+
- 缝
|
1717 |
+
- 肿
|
1718 |
+
- 焦
|
1719 |
+
- 骗
|
1720 |
+
- 伺
|
1721 |
+
- 嘘
|
1722 |
+
- 掩
|
1723 |
+
- 褥
|
1724 |
+
- 帘
|
1725 |
+
- 籍
|
1726 |
+
- 锥
|
1727 |
+
- 锋
|
1728 |
+
- 尖
|
1729 |
+
- 锐
|
1730 |
+
- 祸
|
1731 |
+
- 秒
|
1732 |
+
- 李
|
1733 |
+
- 伸
|
1734 |
+
- 浏
|
1735 |
+
- 览
|
1736 |
+
- 航
|
1737 |
+
- 讯
|
1738 |
+
- 谨
|
1739 |
+
- 慎
|
1740 |
+
- 匪
|
1741 |
+
- 劫
|
1742 |
+
- 医
|
1743 |
+
- 族
|
1744 |
+
- 忧
|
1745 |
+
- 孤
|
1746 |
+
- 拜
|
1747 |
+
- 窄
|
1748 |
+
- 唯
|
1749 |
+
- 搁
|
1750 |
+
- 朝
|
1751 |
+
- 尺
|
1752 |
+
- 盟
|
1753 |
+
- 波
|
1754 |
+
- 隆
|
1755 |
+
- 词
|
1756 |
+
- 村
|
1757 |
+
- 娶
|
1758 |
+
- 媳
|
1759 |
+
- 县
|
1760 |
+
- 聘
|
1761 |
+
- 醇
|
1762 |
+
- 泡
|
1763 |
+
- 坨
|
1764 |
+
- 淋
|
1765 |
+
- 延
|
1766 |
+
- 柱
|
1767 |
+
- 肾
|
1768 |
+
- 蒸
|
1769 |
+
- 槛
|
1770 |
+
- 赚
|
1771 |
+
- 凡
|
1772 |
+
- 恩
|
1773 |
+
- 厚
|
1774 |
+
- 赞
|
1775 |
+
- 茎
|
1776 |
+
- 蒜
|
1777 |
+
- 苔
|
1778 |
+
- 甘
|
1779 |
+
- 菠
|
1780 |
+
- 涮
|
1781 |
+
- 霾
|
1782 |
+
- 仍
|
1783 |
+
- 云
|
1784 |
+
- 追
|
1785 |
+
- 丽
|
1786 |
+
- 盖
|
1787 |
+
- 欧
|
1788 |
+
- 莱
|
1789 |
+
- 雅
|
1790 |
+
- 婴
|
1791 |
+
- 孕
|
1792 |
+
- 敲
|
1793 |
+
- 约
|
1794 |
+
- 惰
|
1795 |
+
- 谱
|
1796 |
+
- 射
|
1797 |
+
- 惑
|
1798 |
+
- 睹
|
1799 |
+
- 奉
|
1800 |
+
- 诚
|
1801 |
+
- 惶
|
1802 |
+
- 卓
|
1803 |
+
- 勉
|
1804 |
+
- 聪
|
1805 |
+
- 疼
|
1806 |
+
- 弃
|
1807 |
+
- 奴
|
1808 |
+
- 隶
|
1809 |
+
- 嚷
|
1810 |
+
- 眠
|
1811 |
+
- 躺
|
1812 |
+
- 乒
|
1813 |
+
- 乓
|
1814 |
+
- 琴
|
1815 |
+
- 挖
|
1816 |
+
- 掘
|
1817 |
+
- 阵
|
1818 |
+
- 浆
|
1819 |
+
- 索
|
1820 |
+
- 呼
|
1821 |
+
- 古
|
1822 |
+
- 弥
|
1823 |
+
- 熔
|
1824 |
+
- 抱
|
1825 |
+
- 怨
|
1826 |
+
- 猫
|
1827 |
+
- 笑
|
1828 |
+
- 挣
|
1829 |
+
- 黑
|
1830 |
+
- 猛
|
1831 |
+
- 令
|
1832 |
+
- 核
|
1833 |
+
- 磊
|
1834 |
+
- 橙
|
1835 |
+
- 吨
|
1836 |
+
- 吊
|
1837 |
+
- 蘸
|
1838 |
+
- 氮
|
1839 |
+
- 罐
|
1840 |
+
- 战
|
1841 |
+
- 懈
|
1842 |
+
- 渐
|
1843 |
+
- 胜
|
1844 |
+
- 命
|
1845 |
+
- 抬
|
1846 |
+
- 缘
|
1847 |
+
- 睦
|
1848 |
+
- 扮
|
1849 |
+
- 珠
|
1850 |
+
- 颁
|
1851 |
+
- 蔼
|
1852 |
+
- 凳
|
1853 |
+
- 饰
|
1854 |
+
- 缤
|
1855 |
+
- 晶
|
1856 |
+
- 抵
|
1857 |
+
- 遥
|
1858 |
+
- 腿
|
1859 |
+
- 拍
|
1860 |
+
- 妻
|
1861 |
+
- 羽
|
1862 |
+
- 绒
|
1863 |
+
- 梳
|
1864 |
+
- 袄
|
1865 |
+
- 述
|
1866 |
+
- 跆
|
1867 |
+
- 屈
|
1868 |
+
- 脱
|
1869 |
+
- 朗
|
1870 |
+
- 劝
|
1871 |
+
- 胆
|
1872 |
+
- 腔
|
1873 |
+
- 圆
|
1874 |
+
- 亚
|
1875 |
+
- 宴
|
1876 |
+
- 编
|
1877 |
+
- 肢
|
1878 |
+
- 壶
|
1879 |
+
- 暑
|
1880 |
+
- 怒
|
1881 |
+
- 描
|
1882 |
+
- 绕
|
1883 |
+
- 悦
|
1884 |
+
- 忆
|
1885 |
+
- 嗓
|
1886 |
+
- 胖
|
1887 |
+
- 疙
|
1888 |
+
- 瘩
|
1889 |
+
- 哒
|
1890 |
+
- 碴
|
1891 |
+
- 棱
|
1892 |
+
- 炒
|
1893 |
+
- 井
|
1894 |
+
- 漫
|
1895 |
+
- 烘
|
1896 |
+
- 焙
|
1897 |
+
- 涤
|
1898 |
+
- 船
|
1899 |
+
- 纱
|
1900 |
+
- 君
|
1901 |
+
- 茉
|
1902 |
+
- 莉
|
1903 |
+
- 钙
|
1904 |
+
- 瞩
|
1905 |
+
- <_>
|
1906 |
+
- 塌
|
1907 |
+
- 嗷
|
1908 |
+
- 屁
|
1909 |
+
- 股
|
1910 |
+
- 绪
|
1911 |
+
- 勇
|
1912 |
+
- 奋
|
1913 |
+
- 荣
|
1914 |
+
- 诲
|
1915 |
+
- 卑
|
1916 |
+
- 挫
|
1917 |
+
- 昧
|
1918 |
+
- 疲
|
1919 |
+
- 惫
|
1920 |
+
- 册
|
1921 |
+
- 呈
|
1922 |
+
- 僵
|
1923 |
+
- 熬
|
1924 |
+
- 敬
|
1925 |
+
- 呦
|
1926 |
+
- <sos/eos>
|
1927 |
+
init: null
|
1928 |
+
input_size: null
|
1929 |
+
ctc_conf:
|
1930 |
+
dropout_rate: 0.0
|
1931 |
+
ctc_type: builtin
|
1932 |
+
reduce: true
|
1933 |
+
ignore_nan_grad: true
|
1934 |
+
model_conf:
|
1935 |
+
ctc_weight: 0.3
|
1936 |
+
lsm_weight: 0.1
|
1937 |
+
length_normalized_loss: false
|
1938 |
+
use_preprocessor: true
|
1939 |
+
token_type: char
|
1940 |
+
bpemodel: null
|
1941 |
+
non_linguistic_symbols: /ocean/projects/cis210027p/berrebbi/espnet/egs2/aishell4/asr1/data/nlsyms.txt
|
1942 |
+
cleaner: null
|
1943 |
+
g2p: null
|
1944 |
+
speech_volume_normalize: null
|
1945 |
+
rir_scp: null
|
1946 |
+
rir_apply_prob: 1.0
|
1947 |
+
noise_scp: null
|
1948 |
+
noise_apply_prob: 1.0
|
1949 |
+
noise_db_range: '13_15'
|
1950 |
+
frontend: default
|
1951 |
+
frontend_conf:
|
1952 |
+
n_fft: 512
|
1953 |
+
win_length: 400
|
1954 |
+
hop_length: 160
|
1955 |
+
fs: 16k
|
1956 |
+
specaug: specaug
|
1957 |
+
specaug_conf:
|
1958 |
+
apply_time_warp: true
|
1959 |
+
time_warp_window: 5
|
1960 |
+
time_warp_mode: bicubic
|
1961 |
+
apply_freq_mask: true
|
1962 |
+
freq_mask_width_range:
|
1963 |
+
- 0
|
1964 |
+
- 30
|
1965 |
+
num_freq_mask: 2
|
1966 |
+
apply_time_mask: true
|
1967 |
+
time_mask_width_range:
|
1968 |
+
- 0
|
1969 |
+
- 40
|
1970 |
+
num_time_mask: 2
|
1971 |
+
normalize: global_mvn
|
1972 |
+
normalize_conf:
|
1973 |
+
stats_file: exp/asr_stats_raw_zh_char/train/feats_stats.npz
|
1974 |
+
preencoder: null
|
1975 |
+
preencoder_conf: {}
|
1976 |
+
encoder: conformer
|
1977 |
+
encoder_conf:
|
1978 |
+
input_layer: conv2d
|
1979 |
+
num_blocks: 12
|
1980 |
+
linear_units: 2048
|
1981 |
+
dropout_rate: 0.1
|
1982 |
+
output_size: 256
|
1983 |
+
attention_heads: 4
|
1984 |
+
attention_dropout_rate: 0.0
|
1985 |
+
pos_enc_layer_type: rel_pos
|
1986 |
+
selfattention_layer_type: rel_selfattn
|
1987 |
+
activation_type: swish
|
1988 |
+
macaron_style: true
|
1989 |
+
use_cnn_module: true
|
1990 |
+
cnn_module_kernel: 15
|
1991 |
+
postencoder: null
|
1992 |
+
postencoder_conf: {}
|
1993 |
+
decoder: transformer
|
1994 |
+
decoder_conf:
|
1995 |
+
input_layer: embed
|
1996 |
+
num_blocks: 6
|
1997 |
+
linear_units: 2048
|
1998 |
+
dropout_rate: 0.1
|
1999 |
+
required:
|
2000 |
+
- output_dir
|
2001 |
+
- token_list
|
2002 |
+
version: 0.10.3a1
|
2003 |
+
distributed: false
|
exp/asr_fine_tune5_100ep/images/acc.png
ADDED
exp/asr_fine_tune5_100ep/images/backward_time.png
ADDED
exp/asr_fine_tune5_100ep/images/cer.png
ADDED
exp/asr_fine_tune5_100ep/images/cer_ctc.png
ADDED
exp/asr_fine_tune5_100ep/images/forward_time.png
ADDED
exp/asr_fine_tune5_100ep/images/gpu_max_cached_mem_GB.png
ADDED
exp/asr_fine_tune5_100ep/images/iter_time.png
ADDED
exp/asr_fine_tune5_100ep/images/loss.png
ADDED
exp/asr_fine_tune5_100ep/images/loss_att.png
ADDED
exp/asr_fine_tune5_100ep/images/loss_ctc.png
ADDED
exp/asr_fine_tune5_100ep/images/optim0_lr0.png
ADDED
exp/asr_fine_tune5_100ep/images/optim_step_time.png
ADDED
exp/asr_fine_tune5_100ep/images/train_time.png
ADDED
exp/asr_fine_tune5_100ep/images/wer.png
ADDED
exp/asr_fine_tune5_100ep/valid.acc.ave_10best.pth
ADDED
@@ -0,0 +1,3 @@
|
|
|
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|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:046e8344c557868ca540b211339dc601887683e7af10e143067b769c6ea22bd5
|
3 |
+
size 177693093
|
exp/asr_stats_raw_zh_char/train/feats_stats.npz
ADDED
Binary file (1.4 kB). View file
|
|
exp/lm_nuit/config.yaml
ADDED
@@ -0,0 +1,1939 @@
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|
|
1 |
+
config: conf/train_lm_transformer.yaml
|
2 |
+
print_config: false
|
3 |
+
log_level: INFO
|
4 |
+
dry_run: false
|
5 |
+
iterator_type: sequence
|
6 |
+
output_dir: exp/lm_nuit
|
7 |
+
ngpu: 1
|
8 |
+
seed: 0
|
9 |
+
num_workers: 1
|
10 |
+
num_att_plot: 3
|
11 |
+
dist_backend: nccl
|
12 |
+
dist_init_method: env://
|
13 |
+
dist_world_size: null
|
14 |
+
dist_rank: null
|
15 |
+
local_rank: 0
|
16 |
+
dist_master_addr: null
|
17 |
+
dist_master_port: null
|
18 |
+
dist_launcher: null
|
19 |
+
multiprocessing_distributed: false
|
20 |
+
unused_parameters: false
|
21 |
+
sharded_ddp: false
|
22 |
+
cudnn_enabled: true
|
23 |
+
cudnn_benchmark: false
|
24 |
+
cudnn_deterministic: true
|
25 |
+
collect_stats: false
|
26 |
+
write_collected_feats: false
|
27 |
+
max_epoch: 15
|
28 |
+
patience: null
|
29 |
+
val_scheduler_criterion:
|
30 |
+
- valid
|
31 |
+
- loss
|
32 |
+
early_stopping_criterion:
|
33 |
+
- valid
|
34 |
+
- loss
|
35 |
+
- min
|
36 |
+
best_model_criterion:
|
37 |
+
- - valid
|
38 |
+
- loss
|
39 |
+
- min
|
40 |
+
keep_nbest_models: 10
|
41 |
+
grad_clip: 5.0
|
42 |
+
grad_clip_type: 2.0
|
43 |
+
grad_noise: false
|
44 |
+
accum_grad: 1
|
45 |
+
no_forward_run: false
|
46 |
+
resume: true
|
47 |
+
train_dtype: float32
|
48 |
+
use_amp: false
|
49 |
+
log_interval: null
|
50 |
+
use_tensorboard: true
|
51 |
+
use_wandb: false
|
52 |
+
wandb_project: null
|
53 |
+
wandb_id: null
|
54 |
+
wandb_entity: null
|
55 |
+
wandb_name: null
|
56 |
+
wandb_model_log_interval: -1
|
57 |
+
detect_anomaly: false
|
58 |
+
pretrain_path: null
|
59 |
+
init_param: []
|
60 |
+
ignore_init_mismatch: false
|
61 |
+
freeze_param: []
|
62 |
+
num_iters_per_epoch: null
|
63 |
+
batch_size: 20
|
64 |
+
valid_batch_size: null
|
65 |
+
batch_bins: 2000000
|
66 |
+
valid_batch_bins: null
|
67 |
+
train_shape_file:
|
68 |
+
- exp/lm_stats_zh_char/train/text_shape.char
|
69 |
+
valid_shape_file:
|
70 |
+
- exp/lm_stats_zh_char/valid/text_shape.char
|
71 |
+
batch_type: numel
|
72 |
+
valid_batch_type: null
|
73 |
+
fold_length:
|
74 |
+
- 150
|
75 |
+
sort_in_batch: descending
|
76 |
+
sort_batch: descending
|
77 |
+
multiple_iterator: false
|
78 |
+
chunk_length: 500
|
79 |
+
chunk_shift_ratio: 0.5
|
80 |
+
num_cache_chunks: 1024
|
81 |
+
train_data_path_and_name_and_type:
|
82 |
+
- - dump/raw/lm_train.txt
|
83 |
+
- text
|
84 |
+
- text
|
85 |
+
valid_data_path_and_name_and_type:
|
86 |
+
- - dump/raw/dev/text
|
87 |
+
- text
|
88 |
+
- text
|
89 |
+
allow_variable_data_keys: false
|
90 |
+
max_cache_size: 0.0
|
91 |
+
max_cache_fd: 32
|
92 |
+
valid_max_cache_size: null
|
93 |
+
optim: adam
|
94 |
+
optim_conf:
|
95 |
+
lr: 0.005
|
96 |
+
scheduler: warmuplr
|
97 |
+
scheduler_conf:
|
98 |
+
warmup_steps: 25000
|
99 |
+
token_list:
|
100 |
+
- <blank>
|
101 |
+
- <unk>
|
102 |
+
- ,
|
103 |
+
- 的
|
104 |
+
- 是
|
105 |
+
- 个
|
106 |
+
- 这
|
107 |
+
- 一
|
108 |
+
- 。
|
109 |
+
- 就
|
110 |
+
- 儿
|
111 |
+
- 嗯
|
112 |
+
- 们
|
113 |
+
- 呃
|
114 |
+
- 我
|
115 |
+
- 有
|
116 |
+
- <sil>
|
117 |
+
- 那
|
118 |
+
- 说
|
119 |
+
- 不
|
120 |
+
- 些
|
121 |
+
- 也
|
122 |
+
- 他
|
123 |
+
- 你
|
124 |
+
- 要
|
125 |
+
- 后
|
126 |
+
- 以
|
127 |
+
- 咱
|
128 |
+
- 在
|
129 |
+
- 啊
|
130 |
+
- 了
|
131 |
+
- 然
|
132 |
+
- 家
|
133 |
+
- 都
|
134 |
+
- 来
|
135 |
+
- 还
|
136 |
+
- 可
|
137 |
+
- 子
|
138 |
+
- 下
|
139 |
+
- 上
|
140 |
+
- 时
|
141 |
+
- 比
|
142 |
+
- 话
|
143 |
+
- 孩
|
144 |
+
- 呢
|
145 |
+
- 去
|
146 |
+
- 人
|
147 |
+
- 好
|
148 |
+
- 对
|
149 |
+
- 能
|
150 |
+
- 么
|
151 |
+
- 吧
|
152 |
+
- 学
|
153 |
+
- 多
|
154 |
+
- 到
|
155 |
+
- 看
|
156 |
+
- 为
|
157 |
+
- 进
|
158 |
+
- 把
|
159 |
+
- 大
|
160 |
+
- 做
|
161 |
+
- 生
|
162 |
+
- 种
|
163 |
+
- 品
|
164 |
+
- 给
|
165 |
+
- 没
|
166 |
+
- 行
|
167 |
+
- 现
|
168 |
+
- 小
|
169 |
+
- 会
|
170 |
+
- 作
|
171 |
+
- 较
|
172 |
+
- 方
|
173 |
+
- 块
|
174 |
+
- 业
|
175 |
+
- 让
|
176 |
+
- 点
|
177 |
+
- 定
|
178 |
+
- 因
|
179 |
+
- 什
|
180 |
+
- 长
|
181 |
+
- 面
|
182 |
+
- 如
|
183 |
+
- 安
|
184 |
+
- 客
|
185 |
+
- 问
|
186 |
+
- 过
|
187 |
+
- 车
|
188 |
+
- 出
|
189 |
+
- 啦
|
190 |
+
- 边
|
191 |
+
- 候
|
192 |
+
- 主
|
193 |
+
- 所
|
194 |
+
- 题
|
195 |
+
- 买
|
196 |
+
- 销
|
197 |
+
- 天
|
198 |
+
- 意
|
199 |
+
- 自
|
200 |
+
- 全
|
201 |
+
- 动
|
202 |
+
- 工
|
203 |
+
- '&'
|
204 |
+
- 老
|
205 |
+
- 或
|
206 |
+
- 者
|
207 |
+
- 年
|
208 |
+
- 着
|
209 |
+
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619 |
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621 |
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623 |
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629 |
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701 |
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713 |
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714 |
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718 |
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719 |
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720 |
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721 |
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723 |
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724 |
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725 |
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727 |
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728 |
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|
729 |
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|
730 |
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|
731 |
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|
732 |
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|
733 |
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|
734 |
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|
735 |
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|
736 |
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|
737 |
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|
738 |
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|
739 |
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|
740 |
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|
741 |
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|
742 |
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|
743 |
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|
744 |
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|
745 |
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|
746 |
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|
747 |
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|
748 |
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|
749 |
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|
750 |
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|
751 |
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|
752 |
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|
753 |
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|
754 |
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|
755 |
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|
756 |
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|
757 |
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|
758 |
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|
759 |
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|
760 |
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|
761 |
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|
762 |
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|
763 |
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|
764 |
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|
765 |
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- 致
|
766 |
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|
767 |
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|
768 |
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|
769 |
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|
770 |
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|
771 |
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|
772 |
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|
773 |
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|
774 |
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|
775 |
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|
776 |
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|
777 |
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|
778 |
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|
779 |
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- 疫
|
780 |
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|
781 |
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- 、
|
782 |
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|
783 |
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|
784 |
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|
785 |
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|
786 |
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|
787 |
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|
788 |
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|
789 |
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|
790 |
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|
791 |
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|
792 |
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|
793 |
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|
794 |
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|
795 |
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|
796 |
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|
797 |
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|
798 |
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|
799 |
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|
800 |
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|
801 |
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|
802 |
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|
803 |
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|
804 |
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|
805 |
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|
806 |
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|
807 |
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|
808 |
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- 独
|
809 |
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- 钟
|
810 |
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- 代
|
811 |
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|
812 |
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- 纸
|
813 |
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|
814 |
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|
815 |
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|
816 |
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|
817 |
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|
818 |
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|
819 |
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|
820 |
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|
821 |
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|
822 |
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|
823 |
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|
824 |
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|
825 |
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|
826 |
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|
827 |
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|
828 |
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|
829 |
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|
830 |
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|
831 |
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|
832 |
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|
833 |
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|
834 |
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|
835 |
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|
836 |
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|
837 |
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|
838 |
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|
839 |
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|
840 |
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|
841 |
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|
842 |
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|
843 |
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|
844 |
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- D
|
845 |
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|
846 |
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|
847 |
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|
848 |
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|
849 |
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|
850 |
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|
851 |
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|
852 |
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|
853 |
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|
854 |
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|
855 |
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|
856 |
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|
857 |
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|
858 |
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|
859 |
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|
860 |
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|
861 |
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|
862 |
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|
863 |
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|
864 |
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|
865 |
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|
866 |
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|
867 |
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|
868 |
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|
869 |
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|
870 |
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|
871 |
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|
872 |
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|
873 |
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|
874 |
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|
875 |
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|
876 |
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|
877 |
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|
878 |
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|
879 |
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|
880 |
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|
881 |
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|
882 |
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|
883 |
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|
884 |
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|
885 |
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|
886 |
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|
887 |
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|
888 |
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|
889 |
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|
890 |
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|
891 |
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|
892 |
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|
893 |
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|
894 |
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|
895 |
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|
896 |
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|
897 |
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|
898 |
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|
899 |
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|
900 |
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|
901 |
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|
902 |
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|
903 |
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- 惩
|
904 |
+
- 逃
|
905 |
+
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|
906 |
+
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|
907 |
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|
908 |
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|
909 |
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|
910 |
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|
911 |
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- 召
|
912 |
+
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|
913 |
+
- 黄
|
914 |
+
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|
915 |
+
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|
916 |
+
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|
917 |
+
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|
918 |
+
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|
919 |
+
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|
920 |
+
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|
921 |
+
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|
922 |
+
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|
923 |
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|
924 |
+
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|
925 |
+
- 构
|
926 |
+
- 收
|
927 |
+
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|
928 |
+
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|
929 |
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|
930 |
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|
931 |
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|
932 |
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|
933 |
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|
934 |
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|
935 |
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|
936 |
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|
937 |
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|
938 |
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|
939 |
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|
940 |
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|
941 |
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|
942 |
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|
943 |
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|
944 |
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|
945 |
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|
946 |
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|
947 |
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|
948 |
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|
949 |
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|
950 |
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|
951 |
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|
952 |
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|
953 |
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|
954 |
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|
955 |
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|
956 |
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|
957 |
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|
958 |
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|
959 |
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|
960 |
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|
961 |
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|
962 |
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|
963 |
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|
964 |
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|
965 |
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- C
|
966 |
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|
967 |
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|
968 |
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|
969 |
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|
970 |
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|
971 |
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|
972 |
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|
973 |
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|
974 |
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|
975 |
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|
976 |
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|
977 |
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|
978 |
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|
979 |
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|
980 |
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|
981 |
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|
982 |
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|
983 |
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|
984 |
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|
985 |
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|
986 |
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|
987 |
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|
988 |
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|
989 |
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|
990 |
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|
991 |
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|
992 |
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|
993 |
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|
994 |
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|
995 |
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|
996 |
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|
997 |
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|
998 |
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|
999 |
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|
1000 |
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|
1001 |
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|
1002 |
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|
1003 |
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|
1004 |
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|
1005 |
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|
1006 |
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|
1007 |
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|
1008 |
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|
1009 |
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|
1010 |
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|
1011 |
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|
1012 |
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|
1013 |
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|
1014 |
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|
1015 |
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|
1016 |
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|
1017 |
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|
1018 |
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|
1019 |
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|
1020 |
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|
1021 |
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|
1022 |
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|
1023 |
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|
1024 |
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|
1025 |
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|
1026 |
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|
1027 |
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|
1028 |
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|
1029 |
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|
1030 |
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|
1031 |
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|
1032 |
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|
1033 |
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|
1034 |
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|
1035 |
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|
1036 |
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|
1037 |
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|
1038 |
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|
1039 |
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|
1040 |
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|
1041 |
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|
1042 |
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|
1043 |
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|
1044 |
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|
1045 |
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|
1046 |
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|
1047 |
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|
1048 |
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|
1049 |
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|
1050 |
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|
1051 |
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|
1052 |
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|
1053 |
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|
1054 |
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|
1055 |
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|
1056 |
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|
1057 |
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|
1058 |
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|
1059 |
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|
1060 |
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- B
|
1061 |
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|
1062 |
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|
1063 |
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|
1064 |
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|
1065 |
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|
1066 |
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|
1067 |
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|
1068 |
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|
1069 |
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|
1070 |
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|
1071 |
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|
1072 |
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|
1073 |
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|
1074 |
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|
1075 |
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|
1076 |
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|
1077 |
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|
1078 |
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|
1079 |
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|
1080 |
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|
1081 |
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|
1082 |
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|
1083 |
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|
1084 |
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|
1085 |
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|
1086 |
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|
1087 |
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|
1088 |
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|
1089 |
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|
1090 |
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|
1091 |
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|
1092 |
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|
1093 |
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|
1094 |
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|
1095 |
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|
1096 |
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|
1097 |
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|
1098 |
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|
1099 |
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|
1100 |
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|
1101 |
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|
1102 |
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|
1103 |
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|
1104 |
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|
1105 |
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|
1106 |
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|
1107 |
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|
1108 |
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|
1109 |
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|
1110 |
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|
1111 |
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|
1112 |
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|
1113 |
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|
1114 |
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|
1115 |
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|
1116 |
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|
1117 |
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|
1118 |
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|
1119 |
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|
1120 |
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|
1121 |
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|
1122 |
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|
1123 |
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|
1124 |
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|
1125 |
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|
1126 |
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|
1127 |
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|
1128 |
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- 催
|
1129 |
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|
1130 |
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|
1131 |
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|
1132 |
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|
1133 |
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|
1134 |
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|
1135 |
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|
1136 |
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- A
|
1137 |
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|
1138 |
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|
1139 |
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|
1140 |
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|
1141 |
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|
1142 |
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|
1143 |
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|
1144 |
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|
1145 |
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|
1146 |
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|
1147 |
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|
1148 |
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|
1149 |
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- ?
|
1150 |
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|
1151 |
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|
1152 |
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|
1153 |
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|
1154 |
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|
1155 |
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|
1156 |
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|
1157 |
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|
1158 |
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|
1159 |
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|
1160 |
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|
1161 |
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|
1162 |
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|
1163 |
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|
1164 |
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|
1165 |
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|
1166 |
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|
1167 |
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|
1168 |
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|
1169 |
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|
1170 |
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|
1171 |
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- 序
|
1172 |
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|
1173 |
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- V
|
1174 |
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- 握
|
1175 |
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|
1176 |
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|
1177 |
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- 斤
|
1178 |
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- 付
|
1179 |
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- 剐
|
1180 |
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|
1181 |
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|
1182 |
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|
1183 |
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- 桶
|
1184 |
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- 佩
|
1185 |
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|
1186 |
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|
1187 |
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|
1188 |
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|
1189 |
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|
1190 |
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|
1191 |
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|
1192 |
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|
1193 |
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- 混
|
1194 |
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|
1195 |
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|
1196 |
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|
1197 |
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|
1198 |
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|
1199 |
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|
1200 |
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|
1201 |
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- 巾
|
1202 |
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- 烫
|
1203 |
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- 木
|
1204 |
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|
1205 |
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|
1206 |
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|
1207 |
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|
1208 |
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- 吹
|
1209 |
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- 仔
|
1210 |
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|
1211 |
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|
1212 |
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|
1213 |
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- 聚
|
1214 |
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- 阶
|
1215 |
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|
1216 |
+
- 涨
|
1217 |
+
- P
|
1218 |
+
- 颈
|
1219 |
+
- 肩
|
1220 |
+
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|
1221 |
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- I
|
1222 |
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|
1223 |
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|
1224 |
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|
1225 |
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|
1226 |
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|
1227 |
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|
1228 |
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|
1229 |
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|
1230 |
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|
1231 |
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|
1232 |
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- Q
|
1233 |
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|
1234 |
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|
1235 |
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|
1236 |
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|
1237 |
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|
1238 |
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|
1239 |
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|
1240 |
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|
1241 |
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|
1242 |
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|
1243 |
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|
1244 |
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|
1245 |
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|
1246 |
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|
1247 |
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|
1248 |
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|
1249 |
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|
1250 |
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|
1251 |
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|
1252 |
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|
1253 |
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|
1254 |
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|
1255 |
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|
1256 |
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|
1257 |
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|
1258 |
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|
1259 |
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|
1260 |
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|
1261 |
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|
1262 |
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|
1263 |
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|
1264 |
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|
1265 |
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|
1266 |
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|
1267 |
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|
1268 |
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|
1269 |
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- ���
|
1270 |
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|
1271 |
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|
1272 |
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|
1273 |
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|
1274 |
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|
1275 |
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|
1276 |
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|
1277 |
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|
1278 |
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|
1279 |
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|
1280 |
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|
1281 |
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|
1282 |
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|
1283 |
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|
1284 |
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|
1285 |
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|
1286 |
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|
1287 |
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|
1288 |
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|
1289 |
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|
1290 |
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|
1291 |
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|
1292 |
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|
1293 |
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|
1294 |
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|
1295 |
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|
1296 |
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|
1297 |
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|
1298 |
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|
1299 |
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|
1300 |
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|
1301 |
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|
1302 |
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|
1303 |
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|
1304 |
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|
1305 |
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|
1306 |
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|
1307 |
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|
1308 |
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|
1309 |
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|
1310 |
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|
1311 |
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|
1312 |
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|
1313 |
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|
1314 |
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|
1315 |
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|
1316 |
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|
1317 |
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|
1318 |
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|
1319 |
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|
1320 |
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|
1321 |
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|
1322 |
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|
1323 |
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|
1324 |
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|
1325 |
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|
1326 |
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|
1327 |
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|
1328 |
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|
1329 |
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|
1330 |
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|
1331 |
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|
1332 |
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|
1333 |
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|
1334 |
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|
1335 |
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|
1336 |
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|
1337 |
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|
1338 |
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|
1339 |
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|
1340 |
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|
1341 |
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|
1342 |
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|
1343 |
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|
1344 |
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|
1345 |
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|
1346 |
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|
1347 |
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- L
|
1348 |
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- E
|
1349 |
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|
1350 |
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|
1351 |
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|
1352 |
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- Y
|
1353 |
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|
1354 |
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|
1355 |
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|
1356 |
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|
1357 |
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|
1358 |
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|
1359 |
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|
1360 |
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|
1361 |
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|
1362 |
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|
1363 |
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|
1364 |
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|
1365 |
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|
1366 |
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|
1367 |
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|
1368 |
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|
1369 |
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|
1370 |
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|
1371 |
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|
1372 |
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|
1373 |
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|
1374 |
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|
1375 |
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|
1376 |
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|
1377 |
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|
1378 |
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|
1379 |
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|
1380 |
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|
1381 |
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|
1382 |
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|
1383 |
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|
1384 |
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|
1385 |
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|
1386 |
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|
1387 |
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- 印
|
1388 |
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- 捎
|
1389 |
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- 幅
|
1390 |
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- 绘
|
1391 |
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|
1392 |
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|
1393 |
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|
1394 |
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|
1395 |
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|
1396 |
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|
1397 |
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|
1398 |
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|
1399 |
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|
1400 |
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|
1401 |
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|
1402 |
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|
1403 |
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|
1404 |
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|
1405 |
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|
1406 |
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|
1407 |
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|
1408 |
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|
1409 |
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|
1410 |
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|
1411 |
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|
1412 |
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|
1413 |
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|
1414 |
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- T
|
1415 |
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|
1416 |
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|
1417 |
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|
1418 |
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|
1419 |
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|
1420 |
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|
1421 |
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|
1422 |
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|
1423 |
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|
1424 |
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|
1425 |
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|
1426 |
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|
1427 |
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|
1428 |
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|
1429 |
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|
1430 |
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|
1431 |
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|
1432 |
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|
1433 |
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|
1434 |
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|
1435 |
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|
1436 |
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|
1437 |
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|
1438 |
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|
1439 |
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|
1440 |
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|
1441 |
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|
1442 |
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|
1443 |
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|
1444 |
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|
1445 |
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|
1446 |
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|
1447 |
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|
1448 |
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|
1449 |
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|
1450 |
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|
1451 |
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|
1452 |
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|
1453 |
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|
1454 |
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|
1455 |
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|
1456 |
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|
1457 |
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|
1458 |
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|
1459 |
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|
1460 |
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|
1461 |
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|
1462 |
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|
1463 |
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|
1464 |
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|
1465 |
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|
1466 |
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|
1467 |
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|
1468 |
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|
1469 |
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|
1470 |
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|
1471 |
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|
1472 |
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|
1473 |
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|
1474 |
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|
1475 |
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|
1476 |
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|
1477 |
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|
1478 |
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|
1479 |
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|
1480 |
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|
1481 |
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|
1482 |
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|
1483 |
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|
1484 |
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|
1485 |
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|
1486 |
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|
1487 |
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|
1488 |
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|
1489 |
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|
1490 |
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|
1491 |
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|
1492 |
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|
1493 |
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|
1494 |
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|
1495 |
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|
1496 |
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|
1497 |
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|
1498 |
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|
1499 |
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|
1500 |
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|
1501 |
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|
1502 |
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|
1503 |
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|
1504 |
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|
1505 |
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|
1506 |
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|
1507 |
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|
1508 |
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|
1509 |
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|
1510 |
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|
1511 |
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|
1512 |
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|
1513 |
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|
1514 |
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|
1515 |
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|
1516 |
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|
1517 |
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|
1518 |
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|
1519 |
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|
1520 |
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|
1521 |
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|
1522 |
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|
1523 |
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|
1524 |
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|
1525 |
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|
1526 |
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|
1527 |
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|
1528 |
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|
1529 |
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|
1530 |
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|
1531 |
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|
1532 |
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|
1533 |
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|
1534 |
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|
1535 |
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|
1536 |
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|
1537 |
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|
1538 |
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|
1539 |
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|
1540 |
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|
1541 |
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|
1542 |
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|
1543 |
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|
1544 |
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|
1545 |
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|
1546 |
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|
1547 |
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|
1548 |
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|
1549 |
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|
1550 |
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|
1551 |
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|
1552 |
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|
1553 |
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|
1554 |
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|
1555 |
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|
1556 |
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|
1557 |
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|
1558 |
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|
1559 |
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|
1560 |
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|
1561 |
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|
1562 |
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|
1563 |
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|
1564 |
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|
1565 |
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|
1566 |
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|
1567 |
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|
1568 |
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|
1569 |
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|
1570 |
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|
1571 |
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|
1572 |
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|
1573 |
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|
1574 |
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|
1575 |
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|
1576 |
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|
1577 |
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|
1578 |
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|
1579 |
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|
1580 |
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|
1581 |
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|
1582 |
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|
1583 |
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|
1584 |
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|
1585 |
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|
1586 |
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|
1587 |
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|
1588 |
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|
1589 |
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|
1590 |
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|
1591 |
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|
1592 |
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|
1593 |
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|
1594 |
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|
1595 |
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|
1596 |
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|
1597 |
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|
1598 |
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|
1599 |
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|
1600 |
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|
1601 |
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|
1602 |
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|
1603 |
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|
1604 |
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|
1605 |
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|
1606 |
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|
1607 |
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|
1608 |
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|
1609 |
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|
1610 |
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|
1611 |
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|
1612 |
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|
1613 |
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|
1614 |
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|
1615 |
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|
1616 |
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|
1617 |
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|
1618 |
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|
1619 |
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|
1620 |
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- S
|
1621 |
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|
1622 |
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|
1623 |
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|
1624 |
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|
1625 |
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|
1626 |
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|
1627 |
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|
1628 |
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|
1629 |
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|
1630 |
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|
1631 |
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|
1632 |
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|
1633 |
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|
1634 |
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|
1635 |
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|
1636 |
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|
1637 |
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|
1638 |
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|
1639 |
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|
1640 |
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|
1641 |
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|
1642 |
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|
1643 |
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|
1644 |
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|
1645 |
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|
1646 |
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|
1647 |
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|
1648 |
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|
1649 |
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|
1650 |
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|
1651 |
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|
1652 |
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|
1653 |
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|
1654 |
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|
1655 |
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|
1656 |
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|
1657 |
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|
1658 |
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|
1659 |
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|
1660 |
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|
1661 |
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|
1662 |
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|
1663 |
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|
1664 |
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|
1665 |
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|
1666 |
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|
1667 |
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|
1668 |
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|
1669 |
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|
1670 |
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|
1671 |
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|
1672 |
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|
1673 |
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|
1674 |
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|
1675 |
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|
1676 |
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|
1677 |
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|
1678 |
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|
1679 |
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|
1680 |
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|
1681 |
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|
1682 |
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|
1683 |
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|
1684 |
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|
1685 |
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|
1686 |
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|
1687 |
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|
1688 |
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|
1689 |
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|
1690 |
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|
1691 |
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|
1692 |
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|
1693 |
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|
1694 |
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|
1695 |
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|
1696 |
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|
1697 |
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- <sos/eos>
|
1917 |
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init: null
|
1918 |
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model_conf:
|
1919 |
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ignore_id: 0
|
1920 |
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use_preprocessor: true
|
1921 |
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token_type: char
|
1922 |
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bpemodel: null
|
1923 |
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non_linguistic_symbols: /ocean/projects/cis210027p/berrebbi/espnet/egs2/aishell4/asr1/data/nlsyms.txt
|
1924 |
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cleaner: null
|
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g2p: null
|
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lm: transformer
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lm_conf:
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pos_enc: null
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embed_unit: 128
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att_unit: 512
|
1931 |
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head: 8
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1932 |
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unit: 2048
|
1933 |
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layer: 16
|
1934 |
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dropout_rate: 0.1
|
1935 |
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required:
|
1936 |
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- output_dir
|
1937 |
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- token_list
|
1938 |
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version: 0.10.3a1
|
1939 |
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distributed: false
|
exp/lm_nuit/images/backward_time.png
ADDED
exp/lm_nuit/images/forward_time.png
ADDED
exp/lm_nuit/images/gpu_max_cached_mem_GB.png
ADDED
exp/lm_nuit/images/iter_time.png
ADDED
exp/lm_nuit/images/loss.png
ADDED
exp/lm_nuit/images/optim0_lr0.png
ADDED
exp/lm_nuit/images/optim_step_time.png
ADDED
exp/lm_nuit/images/train_time.png
ADDED
exp/lm_nuit/perplexity_test/ppl
ADDED
@@ -0,0 +1 @@
|
|
|
|
|
1 |
+
18.006155452465684
|
exp/lm_nuit/valid.loss.ave_10best.pth
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
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oid sha256:d8c7254240bcb79b7cf86e491d7535e84c2b4e54cd7b21a0fce5ee97443e6c36
|
3 |
+
size 206782191
|
meta.yaml
ADDED
@@ -0,0 +1,10 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
espnet: 0.10.3a1
|
2 |
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files:
|
3 |
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asr_model_file: exp/asr_fine_tune5_100ep/valid.acc.ave_10best.pth
|
4 |
+
lm_file: exp/lm_nuit/valid.loss.ave_10best.pth
|
5 |
+
python: "3.7.11 (default, Jul 27 2021, 14:32:16) \n[GCC 7.5.0]"
|
6 |
+
timestamp: 1632350504.575834
|
7 |
+
torch: 1.9.0
|
8 |
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yaml_files:
|
9 |
+
asr_train_config: exp/asr_fine_tune5_100ep/config.yaml
|
10 |
+
lm_train_config: exp/lm_nuit/config.yaml
|