End of training
Browse files- README.md +73 -0
- added_tokens.json +237 -0
- config.json +69 -0
- emissions.csv +2 -0
- merges.txt +0 -0
- model.safetensors +3 -0
- runs/Mar05_21-47-16_c0ef1fef2fb5/events.out.tfevents.1709675245.c0ef1fef2fb5.460.0 +3 -0
- special_tokens_map.json +51 -0
- tokenizer.json +0 -0
- tokenizer_config.json +1938 -0
- training_args.bin +3 -0
- vocab.json +0 -0
README.md
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---
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license: apache-2.0
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base_model: climatebert/distilroberta-base-climate-f
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tags:
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- generated_from_trainer
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model-index:
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- name: SECTOR-multilabel-climatebert
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results: []
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---
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<!-- This model card has been generated automatically according to the information the Trainer had access to. You
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should probably proofread and complete it, then remove this comment. -->
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# SECTOR-multilabel-climatebert
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This model is a fine-tuned version of [climatebert/distilroberta-base-climate-f](https://huggingface.co/climatebert/distilroberta-base-climate-f) on the None dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.6028
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- Precision-micro: 0.6395
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- Precision-samples: 0.7543
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- Precision-weighted: 0.6475
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- Recall-micro: 0.7762
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- Recall-samples: 0.8583
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- Recall-weighted: 0.7762
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- F1-micro: 0.7012
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- F1-samples: 0.7655
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- F1-weighted: 0.7041
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## Model description
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More information needed
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## Intended uses & limitations
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More information needed
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## Training and evaluation data
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More information needed
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## Training procedure
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### Training hyperparameters
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The following hyperparameters were used during training:
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- learning_rate: 9.07e-05
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- train_batch_size: 16
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- eval_batch_size: 16
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- seed: 42
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- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
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- lr_scheduler_type: cosine
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- lr_scheduler_warmup_steps: 300
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- num_epochs: 7
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### Training results
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| Training Loss | Epoch | Step | Validation Loss | Precision-micro | Precision-samples | Precision-weighted | Recall-micro | Recall-samples | Recall-weighted | F1-micro | F1-samples | F1-weighted |
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|:-------------:|:-----:|:----:|:---------------:|:---------------:|:-----------------:|:------------------:|:------------:|:--------------:|:---------------:|:--------:|:----------:|:-----------:|
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| 0.6978 | 1.0 | 633 | 0.5968 | 0.3948 | 0.5274 | 0.4982 | 0.7873 | 0.8675 | 0.7873 | 0.5259 | 0.5996 | 0.5793 |
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| 0.485 | 2.0 | 1266 | 0.5255 | 0.5089 | 0.6365 | 0.5469 | 0.7984 | 0.8749 | 0.7984 | 0.6216 | 0.6907 | 0.6384 |
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| 0.3657 | 3.0 | 1899 | 0.5248 | 0.4984 | 0.6617 | 0.5397 | 0.8141 | 0.8769 | 0.8141 | 0.6183 | 0.7066 | 0.6393 |
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| 0.2585 | 4.0 | 2532 | 0.5457 | 0.5807 | 0.7148 | 0.5992 | 0.8007 | 0.8752 | 0.8007 | 0.6732 | 0.7449 | 0.6813 |
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| 0.1841 | 5.0 | 3165 | 0.5551 | 0.6016 | 0.7426 | 0.6192 | 0.7937 | 0.8677 | 0.7937 | 0.6844 | 0.7590 | 0.6917 |
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| 0.1359 | 6.0 | 3798 | 0.5913 | 0.6349 | 0.7506 | 0.6449 | 0.7844 | 0.8676 | 0.7844 | 0.7018 | 0.7667 | 0.7057 |
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| 0.1133 | 7.0 | 4431 | 0.6028 | 0.6395 | 0.7543 | 0.6475 | 0.7762 | 0.8583 | 0.7762 | 0.7012 | 0.7655 | 0.7041 |
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### Framework versions
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- Transformers 4.38.1
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- Pytorch 2.1.0+cu121
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- Datasets 2.18.0
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- Tokenizers 0.15.2
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added_tokens.json
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
227 |
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"variations": 50442,
|
228 |
+
"various": 50340,
|
229 |
+
"vegetation": 50330,
|
230 |
+
"waste": 50350,
|
231 |
+
"yield": 50386,
|
232 |
+
"–": 50300,
|
233 |
+
"’": 50267,
|
234 |
+
"“": 50305,
|
235 |
+
"”": 50488,
|
236 |
+
"•": 50324
|
237 |
+
}
|
config.json
ADDED
@@ -0,0 +1,69 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"_name_or_path": "climatebert/distilroberta-base-climate-f",
|
3 |
+
"architectures": [
|
4 |
+
"RobertaForSequenceClassification"
|
5 |
+
],
|
6 |
+
"attention_probs_dropout_prob": 0.1,
|
7 |
+
"bos_token_id": 0,
|
8 |
+
"classifier_dropout": null,
|
9 |
+
"eos_token_id": 2,
|
10 |
+
"gradient_checkpointing": false,
|
11 |
+
"hidden_act": "gelu",
|
12 |
+
"hidden_dropout_prob": 0.1,
|
13 |
+
"hidden_size": 768,
|
14 |
+
"id2label": {
|
15 |
+
"0": "Agriculture",
|
16 |
+
"1": "Buildings",
|
17 |
+
"2": "Coastal Zone",
|
18 |
+
"3": "Cross-Cutting Area",
|
19 |
+
"4": "Disaster Risk Management (DRM)",
|
20 |
+
"5": "Economy-wide",
|
21 |
+
"6": "Education",
|
22 |
+
"7": "Energy",
|
23 |
+
"8": "Environment",
|
24 |
+
"9": "Health",
|
25 |
+
"10": "Industries",
|
26 |
+
"11": "LULUCF/Forestry",
|
27 |
+
"12": "Social Development",
|
28 |
+
"13": "Tourism",
|
29 |
+
"14": "Transport",
|
30 |
+
"15": "Urban",
|
31 |
+
"16": "Waste",
|
32 |
+
"17": "Water"
|
33 |
+
},
|
34 |
+
"initializer_range": 0.02,
|
35 |
+
"intermediate_size": 3072,
|
36 |
+
"label2id": {
|
37 |
+
"Agriculture": 0,
|
38 |
+
"Buildings": 1,
|
39 |
+
"Coastal Zone": 2,
|
40 |
+
"Cross-Cutting Area": 3,
|
41 |
+
"Disaster Risk Management (DRM)": 4,
|
42 |
+
"Economy-wide": 5,
|
43 |
+
"Education": 6,
|
44 |
+
"Energy": 7,
|
45 |
+
"Environment": 8,
|
46 |
+
"Health": 9,
|
47 |
+
"Industries": 10,
|
48 |
+
"LULUCF/Forestry": 11,
|
49 |
+
"Social Development": 12,
|
50 |
+
"Tourism": 13,
|
51 |
+
"Transport": 14,
|
52 |
+
"Urban": 15,
|
53 |
+
"Waste": 16,
|
54 |
+
"Water": 17
|
55 |
+
},
|
56 |
+
"layer_norm_eps": 1e-05,
|
57 |
+
"max_position_embeddings": 514,
|
58 |
+
"model_type": "roberta",
|
59 |
+
"num_attention_heads": 12,
|
60 |
+
"num_hidden_layers": 6,
|
61 |
+
"pad_token_id": 1,
|
62 |
+
"position_embedding_type": "absolute",
|
63 |
+
"problem_type": "multi_label_classification",
|
64 |
+
"torch_dtype": "float32",
|
65 |
+
"transformers_version": "4.38.1",
|
66 |
+
"type_vocab_size": 1,
|
67 |
+
"use_cache": true,
|
68 |
+
"vocab_size": 50500
|
69 |
+
}
|
emissions.csv
ADDED
@@ -0,0 +1,2 @@
|
|
|
|
|
|
|
1 |
+
timestamp,project_name,run_id,duration,emissions,emissions_rate,cpu_power,gpu_power,ram_power,cpu_energy,gpu_energy,ram_energy,energy_consumed,country_name,country_iso_code,region,cloud_provider,cloud_region,os,python_version,codecarbon_version,cpu_count,cpu_model,gpu_count,gpu_model,longitude,latitude,ram_total_size,tracking_mode,on_cloud,pue
|
2 |
+
2024-03-05T22:29:48,codecarbon,fbd08341-76e5-4675-93e3-7b3d4bfa0d8c,2543.053097963333,0.028679741439463228,1.1277680934948668e-05,42.5,35.65735690353145,4.753046035766602,0.030009725132584566,0.048761994009564,0.003351960922864578,0.08212368006501315,United States,USA,nevada,,,Linux-6.1.58+-x86_64-with-glibc2.35,3.10.12,2.3.4,2,Intel(R) Xeon(R) CPU @ 2.00GHz,1,1 x Tesla T4,-115.1164,36.1685,12.674789428710938,machine,N,1.0
|
merges.txt
ADDED
The diff for this file is too large to render.
See raw diff
|
|
model.safetensors
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:e3e041ff2344d590563ca57fb1d853ce56aad369ea14805b55936d29461ed593
|
3 |
+
size 329263416
|
runs/Mar05_21-47-16_c0ef1fef2fb5/events.out.tfevents.1709675245.c0ef1fef2fb5.460.0
ADDED
@@ -0,0 +1,3 @@
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|
1 |
+
version https://git-lfs.github.com/spec/v1
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2 |
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oid sha256:515b9a8f8fe8d1e1b5b691c68995d369eb17e0f65edcf9ab35b0be3b211b434b
|
3 |
+
size 12983
|
special_tokens_map.json
ADDED
@@ -0,0 +1,51 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
|
|
|
|
|
|
|
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|
|
1 |
+
{
|
2 |
+
"bos_token": {
|
3 |
+
"content": "<s>",
|
4 |
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"lstrip": false,
|
5 |
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"normalized": false,
|
6 |
+
"rstrip": false,
|
7 |
+
"single_word": false
|
8 |
+
},
|
9 |
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"cls_token": {
|
10 |
+
"content": "<s>",
|
11 |
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|
12 |
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"normalized": false,
|
13 |
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"rstrip": false,
|
14 |
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"single_word": false
|
15 |
+
},
|
16 |
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"eos_token": {
|
17 |
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"content": "</s>",
|
18 |
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"lstrip": false,
|
19 |
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"normalized": false,
|
20 |
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"rstrip": false,
|
21 |
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"single_word": false
|
22 |
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},
|
23 |
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"mask_token": {
|
24 |
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"content": "<mask>",
|
25 |
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"lstrip": true,
|
26 |
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"normalized": false,
|
27 |
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"rstrip": false,
|
28 |
+
"single_word": false
|
29 |
+
},
|
30 |
+
"pad_token": {
|
31 |
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"content": "<pad>",
|
32 |
+
"lstrip": false,
|
33 |
+
"normalized": false,
|
34 |
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"rstrip": false,
|
35 |
+
"single_word": false
|
36 |
+
},
|
37 |
+
"sep_token": {
|
38 |
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"content": "</s>",
|
39 |
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"lstrip": false,
|
40 |
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"normalized": false,
|
41 |
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"rstrip": false,
|
42 |
+
"single_word": false
|
43 |
+
},
|
44 |
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"unk_token": {
|
45 |
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"content": "<unk>",
|
46 |
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|
47 |
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|
48 |
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"rstrip": false,
|
49 |
+
"single_word": false
|
50 |
+
}
|
51 |
+
}
|
tokenizer.json
ADDED
The diff for this file is too large to render.
See raw diff
|
|
tokenizer_config.json
ADDED
@@ -0,0 +1,1938 @@
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|
1 |
+
{
|
2 |
+
"add_prefix_space": false,
|
3 |
+
"added_tokens_decoder": {
|
4 |
+
"0": {
|
5 |
+
"content": "<s>",
|
6 |
+
"lstrip": false,
|
7 |
+
"normalized": false,
|
8 |
+
"rstrip": false,
|
9 |
+
"single_word": false,
|
10 |
+
"special": true
|
11 |
+
},
|
12 |
+
"1": {
|
13 |
+
"content": "<pad>",
|
14 |
+
"lstrip": false,
|
15 |
+
"normalized": false,
|
16 |
+
"rstrip": false,
|
17 |
+
"single_word": false,
|
18 |
+
"special": true
|
19 |
+
},
|
20 |
+
"2": {
|
21 |
+
"content": "</s>",
|
22 |
+
"lstrip": false,
|
23 |
+
"normalized": false,
|
24 |
+
"rstrip": false,
|
25 |
+
"single_word": false,
|
26 |
+
"special": true
|
27 |
+
},
|
28 |
+
"3": {
|
29 |
+
"content": "<unk>",
|
30 |
+
"lstrip": false,
|
31 |
+
"normalized": false,
|
32 |
+
"rstrip": false,
|
33 |
+
"single_word": false,
|
34 |
+
"special": true
|
35 |
+
},
|
36 |
+
"50264": {
|
37 |
+
"content": "<mask>",
|
38 |
+
"lstrip": true,
|
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982 |
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983 |
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984 |
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987 |
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},
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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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994 |
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995 |
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},
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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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},
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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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},
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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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},
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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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},
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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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1034 |
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1035 |
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},
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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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},
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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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},
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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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},
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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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1066 |
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1067 |
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},
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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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1074 |
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1075 |
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},
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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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},
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1084 |
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1085 |
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1086 |
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1087 |
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1090 |
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1091 |
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},
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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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},
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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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},
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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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},
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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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},
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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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1129 |
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1130 |
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1131 |
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},
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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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1138 |
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1139 |
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},
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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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},
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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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},
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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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"special": false
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1163 |
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},
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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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},
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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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},
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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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},
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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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},
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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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},
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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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},
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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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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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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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},
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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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1242 |
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1243 |
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},
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1244 |
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1245 |
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1246 |
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1247 |
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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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},
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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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},
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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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1282 |
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1283 |
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},
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1284 |
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1285 |
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1286 |
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1287 |
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1289 |
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1290 |
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1291 |
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},
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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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1298 |
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1299 |
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},
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1300 |
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1301 |
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1302 |
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1303 |
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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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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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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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1338 |
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1340 |
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1342 |
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1343 |
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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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"single_word": false,
|
1882 |
+
"special": false
|
1883 |
+
},
|
1884 |
+
"50495": {
|
1885 |
+
"content": "decades",
|
1886 |
+
"lstrip": false,
|
1887 |
+
"normalized": true,
|
1888 |
+
"rstrip": false,
|
1889 |
+
"single_word": false,
|
1890 |
+
"special": false
|
1891 |
+
},
|
1892 |
+
"50496": {
|
1893 |
+
"content": "snow",
|
1894 |
+
"lstrip": false,
|
1895 |
+
"normalized": true,
|
1896 |
+
"rstrip": false,
|
1897 |
+
"single_word": false,
|
1898 |
+
"special": false
|
1899 |
+
},
|
1900 |
+
"50497": {
|
1901 |
+
"content": "performed",
|
1902 |
+
"lstrip": false,
|
1903 |
+
"normalized": true,
|
1904 |
+
"rstrip": false,
|
1905 |
+
"single_word": false,
|
1906 |
+
"special": false
|
1907 |
+
},
|
1908 |
+
"50498": {
|
1909 |
+
"content": "contribute",
|
1910 |
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"lstrip": false,
|
1911 |
+
"normalized": true,
|
1912 |
+
"rstrip": false,
|
1913 |
+
"single_word": false,
|
1914 |
+
"special": false
|
1915 |
+
},
|
1916 |
+
"50499": {
|
1917 |
+
"content": "crisis",
|
1918 |
+
"lstrip": false,
|
1919 |
+
"normalized": true,
|
1920 |
+
"rstrip": false,
|
1921 |
+
"single_word": false,
|
1922 |
+
"special": false
|
1923 |
+
}
|
1924 |
+
},
|
1925 |
+
"bos_token": "<s>",
|
1926 |
+
"clean_up_tokenization_spaces": true,
|
1927 |
+
"cls_token": "<s>",
|
1928 |
+
"eos_token": "</s>",
|
1929 |
+
"errors": "replace",
|
1930 |
+
"mask_token": "<mask>",
|
1931 |
+
"model_max_length": 512,
|
1932 |
+
"pad_token": "<pad>",
|
1933 |
+
"problem_type": "multi_label_classification",
|
1934 |
+
"sep_token": "</s>",
|
1935 |
+
"tokenizer_class": "RobertaTokenizer",
|
1936 |
+
"trim_offsets": true,
|
1937 |
+
"unk_token": "<unk>"
|
1938 |
+
}
|
training_args.bin
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:395582c75a2882c305c078160f8f18b2360992e5b3ebbeabe1de6f573d3e4407
|
3 |
+
size 4920
|
vocab.json
ADDED
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|
|