End of training
Browse files- README.md +72 -0
- added_tokens.json +237 -0
- config.json +37 -0
- emissions.csv +2 -0
- merges.txt +0 -0
- model.safetensors +3 -0
- runs/Mar05_15-20-13_5e87334befb5/events.out.tfevents.1709652014.5e87334befb5.429.0 +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
ADDED
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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: CONDITIONAL-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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# CONDITIONAL-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: 0.5460
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- Precision-micro: 0.5020
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- Precision-samples: 0.1954
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- Precision-weighted: 0.5047
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- Recall-micro: 0.7530
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- Recall-samples: 0.1937
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- Recall-weighted: 0.7530
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- F1-micro: 0.6024
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- F1-samples: 0.1927
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- F1-weighted: 0.6033
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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: 6.03e-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: 6
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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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| 0.5644 | 1.0 | 369 | 0.4161 | 0.3642 | 0.1391 | 0.4167 | 0.5640 | 0.1416 | 0.5640 | 0.4426 | 0.1389 | 0.4372 |
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| 0.429 | 2.0 | 738 | 0.3616 | 0.4420 | 0.1803 | 0.4794 | 0.6860 | 0.1769 | 0.6860 | 0.5376 | 0.1768 | 0.5473 |
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| 0.2657 | 3.0 | 1107 | 0.4233 | 0.4126 | 0.1950 | 0.4229 | 0.7774 | 0.1987 | 0.7774 | 0.5391 | 0.1944 | 0.5418 |
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| 0.1482 | 4.0 | 1476 | 0.4301 | 0.4910 | 0.1891 | 0.4944 | 0.7470 | 0.1908 | 0.7470 | 0.5925 | 0.1882 | 0.5924 |
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| 0.069 | 5.0 | 1845 | 0.5016 | 0.5126 | 0.1920 | 0.5193 | 0.7439 | 0.1912 | 0.7439 | 0.6070 | 0.1899 | 0.6090 |
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| 0.0353 | 6.0 | 2214 | 0.5460 | 0.5020 | 0.1954 | 0.5047 | 0.7530 | 0.1937 | 0.7530 | 0.6024 | 0.1927 | 0.6033 |
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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
ADDED
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| 1 |
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{
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| 2 |
+
"+/-": 50403,
|
| 3 |
+
"2021": 50328,
|
| 4 |
+
"2030": 50417,
|
| 5 |
+
"2050": 50487,
|
| 6 |
+
"CH4": 50354,
|
| 7 |
+
"CO2": 50265,
|
| 8 |
+
"Committee": 50410,
|
| 9 |
+
"GHG": 50397,
|
| 10 |
+
"N2O": 50382,
|
| 11 |
+
"achieve": 50437,
|
| 12 |
+
"across": 50277,
|
| 13 |
+
"activities": 50317,
|
| 14 |
+
"adaptation": 50377,
|
| 15 |
+
"addition": 50303,
|
| 16 |
+
"additional": 50444,
|
| 17 |
+
"affect": 50438,
|
| 18 |
+
"agreement": 50464,
|
| 19 |
+
"agricultural": 50395,
|
| 20 |
+
"already": 50435,
|
| 21 |
+
"analyses": 50485,
|
| 22 |
+
"annual": 50287,
|
| 23 |
+
"applied": 50360,
|
| 24 |
+
"approach": 50290,
|
| 25 |
+
"areas": 50275,
|
| 26 |
+
"assess": 50430,
|
| 27 |
+
"assessment": 50345,
|
| 28 |
+
"atmosphere": 50341,
|
| 29 |
+
"atmospheric": 50310,
|
| 30 |
+
"basis": 50372,
|
| 31 |
+
"become": 50394,
|
| 32 |
+
"benefits": 50402,
|
| 33 |
+
"biomass": 50314,
|
| 34 |
+
"capture": 50379,
|
| 35 |
+
"caused": 50389,
|
| 36 |
+
"challenges": 50404,
|
| 37 |
+
"characteristics": 50420,
|
| 38 |
+
"climatic": 50319,
|
| 39 |
+
"coastal": 50393,
|
| 40 |
+
"combined": 50451,
|
| 41 |
+
"communities": 50318,
|
| 42 |
+
"companies": 50312,
|
| 43 |
+
"compared": 50282,
|
| 44 |
+
"composition": 50418,
|
| 45 |
+
"concentration": 50357,
|
| 46 |
+
"concentrations": 50366,
|
| 47 |
+
"conditions": 50272,
|
| 48 |
+
"conducted": 50439,
|
| 49 |
+
"conservation": 50458,
|
| 50 |
+
"considered": 50339,
|
| 51 |
+
"consistent": 50494,
|
| 52 |
+
"construction": 50445,
|
| 53 |
+
"consumption": 50307,
|
| 54 |
+
"contribute": 50498,
|
| 55 |
+
"contribution": 50468,
|
| 56 |
+
"costs": 50326,
|
| 57 |
+
"countries": 50283,
|
| 58 |
+
"crisis": 50499,
|
| 59 |
+
"customers": 50358,
|
| 60 |
+
"decades": 50495,
|
| 61 |
+
"decision": 50452,
|
| 62 |
+
"decrease": 50367,
|
| 63 |
+
"decreased": 50396,
|
| 64 |
+
"degrees": 50276,
|
| 65 |
+
"delta": 50433,
|
| 66 |
+
"determine": 50480,
|
| 67 |
+
"determined": 50455,
|
| 68 |
+
"developing": 50412,
|
| 69 |
+
"differences": 50375,
|
| 70 |
+
"dioxide": 50346,
|
| 71 |
+
"distribution": 50296,
|
| 72 |
+
"diversity": 50431,
|
| 73 |
+
"drought": 50336,
|
| 74 |
+
"dynamics": 50390,
|
| 75 |
+
"ecological": 50401,
|
| 76 |
+
"economy": 50338,
|
| 77 |
+
"ecosystem": 50333,
|
| 78 |
+
"ecosystems": 50384,
|
| 79 |
+
"efforts": 50392,
|
| 80 |
+
"electricity": 50315,
|
| 81 |
+
"emission": 50279,
|
| 82 |
+
"emissions": 50266,
|
| 83 |
+
"employees": 50419,
|
| 84 |
+
"ensure": 50449,
|
| 85 |
+
"environmental": 50269,
|
| 86 |
+
"estimate": 50459,
|
| 87 |
+
"estimated": 50362,
|
| 88 |
+
"estimates": 50408,
|
| 89 |
+
"factors": 50292,
|
| 90 |
+
"findings": 50492,
|
| 91 |
+
"flood": 50363,
|
| 92 |
+
"flux": 50476,
|
| 93 |
+
"fluxes": 50491,
|
| 94 |
+
"following": 50369,
|
| 95 |
+
"forests": 50406,
|
| 96 |
+
"fossil": 50348,
|
| 97 |
+
"fuels": 50424,
|
| 98 |
+
"further": 50301,
|
| 99 |
+
"gases": 50471,
|
| 100 |
+
"greater": 50368,
|
| 101 |
+
"greenhouse": 50289,
|
| 102 |
+
"however": 50454,
|
| 103 |
+
"hydrogen": 50376,
|
| 104 |
+
"identify": 50460,
|
| 105 |
+
"impacts": 50281,
|
| 106 |
+
"importance": 50414,
|
| 107 |
+
"included": 50434,
|
| 108 |
+
"increase": 50271,
|
| 109 |
+
"increased": 50274,
|
| 110 |
+
"increases": 50361,
|
| 111 |
+
"indicate": 50388,
|
| 112 |
+
"industry": 50306,
|
| 113 |
+
"influence": 50329,
|
| 114 |
+
"infrastructure": 50425,
|
| 115 |
+
"integrated": 50483,
|
| 116 |
+
"investigated": 50385,
|
| 117 |
+
"investment": 50321,
|
| 118 |
+
"investments": 50466,
|
| 119 |
+
"least": 50429,
|
| 120 |
+
"losses": 50462,
|
| 121 |
+
"mainly": 50399,
|
| 122 |
+
"materials": 50398,
|
| 123 |
+
"means": 50486,
|
| 124 |
+
"measured": 50364,
|
| 125 |
+
"measurements": 50422,
|
| 126 |
+
"methane": 50359,
|
| 127 |
+
"methods": 50378,
|
| 128 |
+
"mitigation": 50457,
|
| 129 |
+
"moisture": 50493,
|
| 130 |
+
"monitoring": 50465,
|
| 131 |
+
"nitrogen": 50405,
|
| 132 |
+
"northern": 50446,
|
| 133 |
+
"observations": 50461,
|
| 134 |
+
"observed": 50293,
|
| 135 |
+
"obtained": 50391,
|
| 136 |
+
"ocean": 50347,
|
| 137 |
+
"operating": 50440,
|
| 138 |
+
"operations": 50374,
|
| 139 |
+
"opportunities": 50469,
|
| 140 |
+
"overall": 50426,
|
| 141 |
+
"pandemic": 50490,
|
| 142 |
+
"parameters": 50383,
|
| 143 |
+
"particular": 50413,
|
| 144 |
+
"patterns": 50349,
|
| 145 |
+
"performed": 50497,
|
| 146 |
+
"periods": 50432,
|
| 147 |
+
"planning": 50473,
|
| 148 |
+
"plans": 50423,
|
| 149 |
+
"plants": 50313,
|
| 150 |
+
"policies": 50355,
|
| 151 |
+
"pollution": 50467,
|
| 152 |
+
"populations": 50441,
|
| 153 |
+
"possible": 50332,
|
| 154 |
+
"potential": 50273,
|
| 155 |
+
"practices": 50453,
|
| 156 |
+
"precipitation": 50280,
|
| 157 |
+
"presented": 50428,
|
| 158 |
+
"previous": 50482,
|
| 159 |
+
"processes": 50291,
|
| 160 |
+
"productivity": 50463,
|
| 161 |
+
"proposed": 50370,
|
| 162 |
+
"provide": 50285,
|
| 163 |
+
"provides": 50373,
|
| 164 |
+
"rainfall": 50323,
|
| 165 |
+
"ratio": 50416,
|
| 166 |
+
"recovery": 50450,
|
| 167 |
+
"reduce": 50288,
|
| 168 |
+
"reduced": 50327,
|
| 169 |
+
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|
| 170 |
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|
| 171 |
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|
| 172 |
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|
| 173 |
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|
| 174 |
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|
| 175 |
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|
| 176 |
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|
| 177 |
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|
| 178 |
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|
| 179 |
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|
| 180 |
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|
| 181 |
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|
| 182 |
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|
| 183 |
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|
| 184 |
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|
| 185 |
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|
| 186 |
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|
| 187 |
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|
| 188 |
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|
| 189 |
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|
| 190 |
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|
| 191 |
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"soil": 50270,
|
| 192 |
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|
| 193 |
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|
| 194 |
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|
| 195 |
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|
| 196 |
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|
| 197 |
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|
| 198 |
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"statements": 50472,
|
| 199 |
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|
| 200 |
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|
| 201 |
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|
| 202 |
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|
| 203 |
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|
| 204 |
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|
| 205 |
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|
| 206 |
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|
| 207 |
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|
| 208 |
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|
| 209 |
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|
| 210 |
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|
| 211 |
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|
| 212 |
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|
| 213 |
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|
| 214 |
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"thermal": 50365,
|
| 215 |
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|
| 216 |
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|
| 217 |
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|
| 218 |
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|
| 219 |
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|
| 220 |
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|
| 221 |
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|
| 222 |
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|
| 223 |
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|
| 224 |
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|
| 225 |
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|
| 226 |
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|
| 227 |
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|
| 228 |
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|
| 229 |
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|
| 230 |
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|
| 231 |
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|
| 232 |
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|
| 233 |
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|
| 234 |
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"“": 50305,
|
| 235 |
+
"”": 50488,
|
| 236 |
+
"•": 50324
|
| 237 |
+
}
|
config.json
ADDED
|
@@ -0,0 +1,37 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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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": "ConditionalLabel",
|
| 16 |
+
"1": "UnconditionalLabel"
|
| 17 |
+
},
|
| 18 |
+
"initializer_range": 0.02,
|
| 19 |
+
"intermediate_size": 3072,
|
| 20 |
+
"label2id": {
|
| 21 |
+
"ConditionalLabel": 0,
|
| 22 |
+
"UnconditionalLabel": 1
|
| 23 |
+
},
|
| 24 |
+
"layer_norm_eps": 1e-05,
|
| 25 |
+
"max_position_embeddings": 514,
|
| 26 |
+
"model_type": "roberta",
|
| 27 |
+
"num_attention_heads": 12,
|
| 28 |
+
"num_hidden_layers": 6,
|
| 29 |
+
"pad_token_id": 1,
|
| 30 |
+
"position_embedding_type": "absolute",
|
| 31 |
+
"problem_type": "multi_label_classification",
|
| 32 |
+
"torch_dtype": "float32",
|
| 33 |
+
"transformers_version": "4.38.1",
|
| 34 |
+
"type_vocab_size": 1,
|
| 35 |
+
"use_cache": true,
|
| 36 |
+
"vocab_size": 50500
|
| 37 |
+
}
|
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 |
+
2024-03-05T15:43:17,codecarbon,9e7046a3-5f04-47f7-b000-6cf845a19728,1382.606642961502,0.01733177850179077,1.2535581678290378e-05,42.5,34.65956891115495,4.753046035766602,0.016315637702908777,0.026450377549174,0.0018228433125522542,0.04458885856463504,The Netherlands,NLD,groningen,,,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 T4,6.5765,53.2157,12.674789428710938,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 @@
|
|
|
|
|
|
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|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:51d1be58e6673f4ffd569a2b66c6185aaace124291d22763c1b8acd8528ffff3
|
| 3 |
+
size 329214200
|
runs/Mar05_15-20-13_5e87334befb5/events.out.tfevents.1709652014.5e87334befb5.429.0
ADDED
|
@@ -0,0 +1,3 @@
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| 1 |
+
version https://git-lfs.github.com/spec/v1
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| 2 |
+
oid sha256:eae6eac120f3fec68e2e73311f5fe78957c1033bc03414d0c98019064c601e4a
|
| 3 |
+
size 11272
|
special_tokens_map.json
ADDED
|
@@ -0,0 +1,51 @@
|
|
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|
|
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|
|
|
|
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|
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|
|
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|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"bos_token": {
|
| 3 |
+
"content": "<s>",
|
| 4 |
+
"lstrip": false,
|
| 5 |
+
"normalized": false,
|
| 6 |
+
"rstrip": false,
|
| 7 |
+
"single_word": false
|
| 8 |
+
},
|
| 9 |
+
"cls_token": {
|
| 10 |
+
"content": "<s>",
|
| 11 |
+
"lstrip": false,
|
| 12 |
+
"normalized": false,
|
| 13 |
+
"rstrip": false,
|
| 14 |
+
"single_word": false
|
| 15 |
+
},
|
| 16 |
+
"eos_token": {
|
| 17 |
+
"content": "</s>",
|
| 18 |
+
"lstrip": false,
|
| 19 |
+
"normalized": false,
|
| 20 |
+
"rstrip": false,
|
| 21 |
+
"single_word": false
|
| 22 |
+
},
|
| 23 |
+
"mask_token": {
|
| 24 |
+
"content": "<mask>",
|
| 25 |
+
"lstrip": true,
|
| 26 |
+
"normalized": false,
|
| 27 |
+
"rstrip": false,
|
| 28 |
+
"single_word": false
|
| 29 |
+
},
|
| 30 |
+
"pad_token": {
|
| 31 |
+
"content": "<pad>",
|
| 32 |
+
"lstrip": false,
|
| 33 |
+
"normalized": false,
|
| 34 |
+
"rstrip": false,
|
| 35 |
+
"single_word": false
|
| 36 |
+
},
|
| 37 |
+
"sep_token": {
|
| 38 |
+
"content": "</s>",
|
| 39 |
+
"lstrip": false,
|
| 40 |
+
"normalized": false,
|
| 41 |
+
"rstrip": false,
|
| 42 |
+
"single_word": false
|
| 43 |
+
},
|
| 44 |
+
"unk_token": {
|
| 45 |
+
"content": "<unk>",
|
| 46 |
+
"lstrip": false,
|
| 47 |
+
"normalized": false,
|
| 48 |
+
"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,
|
| 39 |
+
"normalized": false,
|
| 40 |
+
"rstrip": false,
|
| 41 |
+
"single_word": false,
|
| 42 |
+
"special": true
|
| 43 |
+
},
|
| 44 |
+
"50265": {
|
| 45 |
+
"content": "CO2",
|
| 46 |
+
"lstrip": false,
|
| 47 |
+
"normalized": true,
|
| 48 |
+
"rstrip": false,
|
| 49 |
+
"single_word": false,
|
| 50 |
+
"special": false
|
| 51 |
+
},
|
| 52 |
+
"50266": {
|
| 53 |
+
"content": "emissions",
|
| 54 |
+
"lstrip": false,
|
| 55 |
+
"normalized": true,
|
| 56 |
+
"rstrip": false,
|
| 57 |
+
"single_word": false,
|
| 58 |
+
"special": false
|
| 59 |
+
},
|
| 60 |
+
"50267": {
|
| 61 |
+
"content": "’",
|
| 62 |
+
"lstrip": false,
|
| 63 |
+
"normalized": true,
|
| 64 |
+
"rstrip": false,
|
| 65 |
+
"single_word": false,
|
| 66 |
+
"special": false
|
| 67 |
+
},
|
| 68 |
+
"50268": {
|
| 69 |
+
"content": "temperature",
|
| 70 |
+
"lstrip": false,
|
| 71 |
+
"normalized": true,
|
| 72 |
+
"rstrip": false,
|
| 73 |
+
"single_word": false,
|
| 74 |
+
"special": false
|
| 75 |
+
},
|
| 76 |
+
"50269": {
|
| 77 |
+
"content": "environmental",
|
| 78 |
+
"lstrip": false,
|
| 79 |
+
"normalized": true,
|
| 80 |
+
"rstrip": false,
|
| 81 |
+
"single_word": false,
|
| 82 |
+
"special": false
|
| 83 |
+
},
|
| 84 |
+
"50270": {
|
| 85 |
+
"content": "soil",
|
| 86 |
+
"lstrip": false,
|
| 87 |
+
"normalized": true,
|
| 88 |
+
"rstrip": false,
|
| 89 |
+
"single_word": false,
|
| 90 |
+
"special": false
|
| 91 |
+
},
|
| 92 |
+
"50271": {
|
| 93 |
+
"content": "increase",
|
| 94 |
+
"lstrip": false,
|
| 95 |
+
"normalized": true,
|
| 96 |
+
"rstrip": false,
|
| 97 |
+
"single_word": false,
|
| 98 |
+
"special": false
|
| 99 |
+
},
|
| 100 |
+
"50272": {
|
| 101 |
+
"content": "conditions",
|
| 102 |
+
"lstrip": false,
|
| 103 |
+
"normalized": true,
|
| 104 |
+
"rstrip": false,
|
| 105 |
+
"single_word": false,
|
| 106 |
+
"special": false
|
| 107 |
+
},
|
| 108 |
+
"50273": {
|
| 109 |
+
"content": "potential",
|
| 110 |
+
"lstrip": false,
|
| 111 |
+
"normalized": true,
|
| 112 |
+
"rstrip": false,
|
| 113 |
+
"single_word": false,
|
| 114 |
+
"special": false
|
| 115 |
+
},
|
| 116 |
+
"50274": {
|
| 117 |
+
"content": "increased",
|
| 118 |
+
"lstrip": false,
|
| 119 |
+
"normalized": true,
|
| 120 |
+
"rstrip": false,
|
| 121 |
+
"single_word": false,
|
| 122 |
+
"special": false
|
| 123 |
+
},
|
| 124 |
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|
| 125 |
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|
| 126 |
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| 127 |
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| 128 |
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| 129 |
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| 130 |
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|
| 131 |
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|
| 132 |
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|
| 133 |
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|
| 134 |
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| 135 |
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|
| 136 |
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| 137 |
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| 138 |
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|
| 139 |
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| 140 |
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|
| 141 |
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|
| 142 |
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|
| 143 |
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|
| 144 |
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| 145 |
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|
| 146 |
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|
| 147 |
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|
| 148 |
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|
| 149 |
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|
| 150 |
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|
| 151 |
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|
| 152 |
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| 153 |
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|
| 154 |
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|
| 155 |
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|
| 156 |
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|
| 157 |
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|
| 158 |
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|
| 159 |
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|
| 160 |
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| 161 |
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| 162 |
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|
| 163 |
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|
| 164 |
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|
| 165 |
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|
| 166 |
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|
| 167 |
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|
| 168 |
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|
| 169 |
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|
| 170 |
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|
| 171 |
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|
| 172 |
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|
| 173 |
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|
| 174 |
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|
| 175 |
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|
| 176 |
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|
| 177 |
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|
| 178 |
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|
| 179 |
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|
| 180 |
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|
| 181 |
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|
| 182 |
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|
| 183 |
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|
| 184 |
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| 185 |
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|
| 186 |
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|
| 187 |
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|
| 188 |
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|
| 189 |
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|
| 190 |
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|
| 191 |
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|
| 192 |
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| 193 |
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| 194 |
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|
| 195 |
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|
| 196 |
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|
| 197 |
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|
| 198 |
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|
| 199 |
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|
| 200 |
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| 201 |
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| 202 |
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|
| 203 |
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|
| 204 |
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|
| 205 |
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|
| 206 |
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|
| 207 |
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|
| 208 |
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|
| 209 |
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|
| 210 |
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|
| 211 |
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|
| 212 |
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|
| 213 |
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|
| 214 |
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|
| 215 |
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|
| 216 |
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|
| 217 |
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|
| 218 |
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|
| 219 |
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|
| 220 |
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|
| 221 |
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|
| 222 |
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|
| 223 |
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|
| 224 |
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|
| 225 |
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|
| 226 |
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|
| 227 |
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|
| 228 |
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|
| 229 |
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|
| 230 |
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|
| 231 |
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|
| 232 |
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|
| 233 |
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|
| 234 |
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|
| 235 |
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|
| 236 |
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|
| 237 |
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|
| 238 |
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|
| 239 |
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|
| 240 |
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|
| 241 |
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|
| 242 |
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|
| 243 |
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|
| 244 |
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|
| 245 |
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|
| 246 |
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|
| 247 |
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|
| 248 |
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|
| 249 |
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|
| 250 |
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|
| 251 |
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|
| 252 |
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|
| 253 |
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|
| 254 |
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|
| 255 |
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|
| 256 |
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|
| 257 |
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|
| 258 |
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|
| 259 |
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|
| 260 |
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|
| 261 |
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|
| 262 |
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|
| 263 |
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|
| 264 |
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| 265 |
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|
| 266 |
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|
| 267 |
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|
| 268 |
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|
| 269 |
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|
| 270 |
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|
| 271 |
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|
| 272 |
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|
| 273 |
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|
| 274 |
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|
| 275 |
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|
| 276 |
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|
| 277 |
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|
| 278 |
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|
| 279 |
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|
| 280 |
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|
| 281 |
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|
| 282 |
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|
| 283 |
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|
| 284 |
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|
| 285 |
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|
| 286 |
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|
| 287 |
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|
| 288 |
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|
| 289 |
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|
| 290 |
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|
| 291 |
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|
| 292 |
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|
| 293 |
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|
| 294 |
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|
| 295 |
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|
| 296 |
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|
| 297 |
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|
| 298 |
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|
| 299 |
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|
| 300 |
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|
| 301 |
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|
| 302 |
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|
| 303 |
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| 304 |
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| 305 |
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|
| 306 |
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|
| 307 |
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|
| 308 |
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|
| 309 |
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|
| 310 |
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|
| 311 |
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|
| 312 |
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|
| 313 |
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|
| 314 |
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|
| 315 |
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|
| 316 |
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|
| 317 |
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|
| 318 |
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|
| 319 |
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|
| 320 |
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|
| 321 |
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|
| 322 |
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|
| 323 |
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|
| 324 |
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|
| 325 |
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|
| 326 |
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|
| 327 |
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|
| 328 |
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|
| 329 |
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|
| 330 |
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|
| 331 |
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|
| 332 |
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|
| 333 |
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|
| 334 |
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|
| 335 |
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|
| 336 |
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|
| 337 |
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|
| 338 |
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|
| 339 |
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|
| 340 |
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|
| 341 |
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| 342 |
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| 343 |
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| 344 |
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| 345 |
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| 346 |
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| 347 |
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| 348 |
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|
| 349 |
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| 350 |
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| 351 |
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| 352 |
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| 353 |
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| 354 |
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| 355 |
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| 356 |
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| 357 |
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| 358 |
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| 359 |
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| 360 |
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| 361 |
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| 362 |
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| 363 |
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| 364 |
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| 365 |
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| 366 |
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| 367 |
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| 368 |
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| 369 |
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| 370 |
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| 371 |
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| 372 |
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| 373 |
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| 374 |
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| 375 |
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| 376 |
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| 377 |
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| 378 |
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| 379 |
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| 380 |
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| 381 |
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| 382 |
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|
| 383 |
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| 384 |
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| 385 |
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| 386 |
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| 387 |
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| 388 |
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|
| 389 |
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|
| 390 |
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|
| 391 |
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| 392 |
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| 393 |
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| 394 |
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| 395 |
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|
| 396 |
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|
| 397 |
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| 398 |
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|
| 399 |
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|
| 400 |
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| 401 |
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| 402 |
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| 403 |
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| 404 |
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| 405 |
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| 406 |
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|
| 407 |
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| 408 |
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| 409 |
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| 410 |
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|
| 411 |
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| 412 |
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|
| 413 |
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|
| 414 |
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|
| 415 |
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| 416 |
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| 417 |
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| 418 |
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|
| 419 |
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|
| 420 |
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| 421 |
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| 422 |
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|
| 423 |
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| 424 |
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| 425 |
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| 426 |
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| 427 |
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|
| 428 |
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|
| 429 |
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|
| 430 |
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| 431 |
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| 432 |
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| 433 |
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| 434 |
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| 435 |
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|
| 436 |
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| 437 |
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|
| 438 |
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|
| 439 |
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| 440 |
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| 441 |
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| 442 |
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| 443 |
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|
| 444 |
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|
| 445 |
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|
| 446 |
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|
| 447 |
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|
| 448 |
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| 449 |
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| 450 |
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| 451 |
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| 452 |
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|
| 453 |
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| 454 |
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| 455 |
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| 456 |
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| 457 |
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|
| 458 |
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| 459 |
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| 460 |
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| 461 |
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| 462 |
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| 463 |
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| 465 |
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| 466 |
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| 467 |
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| 468 |
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| 469 |
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| 470 |
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| 471 |
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| 472 |
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| 473 |
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| 474 |
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| 475 |
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| 476 |
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| 477 |
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| 478 |
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| 479 |
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| 480 |
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| 481 |
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| 482 |
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| 483 |
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| 484 |
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| 485 |
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| 486 |
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|
| 487 |
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| 488 |
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| 490 |
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| 491 |
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| 493 |
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| 494 |
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| 495 |
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| 501 |
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| 513 |
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| 515 |
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| 517 |
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| 518 |
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| 519 |
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| 522 |
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| 523 |
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| 524 |
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| 525 |
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| 526 |
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| 527 |
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| 528 |
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| 531 |
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| 533 |
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| 539 |
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| 541 |
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| 542 |
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| 543 |
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| 545 |
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| 546 |
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| 547 |
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| 548 |
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| 549 |
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| 550 |
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| 551 |
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| 552 |
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| 557 |
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| 560 |
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| 562 |
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| 565 |
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| 566 |
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| 571 |
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| 572 |
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|
| 573 |
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|
| 574 |
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| 575 |
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|
| 576 |
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| 577 |
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| 578 |
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| 579 |
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| 580 |
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|
| 581 |
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| 582 |
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| 583 |
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| 585 |
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| 586 |
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| 587 |
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| 588 |
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|
| 589 |
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|
| 590 |
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| 591 |
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| 592 |
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| 593 |
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| 594 |
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|
| 595 |
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|
| 596 |
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|
| 597 |
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|
| 598 |
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|
| 599 |
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|
| 600 |
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|
| 601 |
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|
| 602 |
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|
| 603 |
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|
| 604 |
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|
| 605 |
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|
| 606 |
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|
| 607 |
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|
| 608 |
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| 609 |
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| 610 |
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|
| 611 |
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},
|
| 612 |
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|
| 613 |
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|
| 614 |
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|
| 615 |
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|
| 616 |
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| 617 |
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| 618 |
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| 619 |
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|
| 620 |
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|
| 621 |
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| 622 |
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| 623 |
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| 624 |
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| 625 |
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| 626 |
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|
| 627 |
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|
| 628 |
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|
| 629 |
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|
| 630 |
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|
| 631 |
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| 632 |
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| 633 |
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| 634 |
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| 635 |
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| 636 |
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|
| 637 |
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| 638 |
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| 639 |
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| 640 |
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| 641 |
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| 642 |
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| 643 |
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| 644 |
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|
| 645 |
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| 646 |
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| 647 |
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| 648 |
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| 649 |
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| 650 |
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|
| 651 |
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},
|
| 652 |
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|
| 653 |
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|
| 654 |
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|
| 655 |
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| 656 |
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| 657 |
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| 658 |
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| 659 |
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| 660 |
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|
| 661 |
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| 662 |
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| 663 |
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| 664 |
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| 665 |
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|
| 666 |
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|
| 667 |
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},
|
| 668 |
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|
| 669 |
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|
| 670 |
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| 671 |
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| 672 |
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| 673 |
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| 674 |
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|
| 675 |
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},
|
| 676 |
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|
| 677 |
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|
| 678 |
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|
| 679 |
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|
| 680 |
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| 681 |
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|
| 682 |
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|
| 683 |
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},
|
| 684 |
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|
| 685 |
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|
| 686 |
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|
| 687 |
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|
| 688 |
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| 689 |
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|
| 690 |
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|
| 691 |
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},
|
| 692 |
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|
| 693 |
+
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|
| 694 |
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|
| 695 |
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|
| 696 |
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|
| 697 |
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|
| 698 |
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|
| 699 |
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},
|
| 700 |
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|
| 701 |
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|
| 702 |
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|
| 703 |
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|
| 704 |
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|
| 705 |
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|
| 706 |
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|
| 707 |
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},
|
| 708 |
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|
| 709 |
+
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|
| 710 |
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|
| 711 |
+
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|
| 712 |
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|
| 713 |
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|
| 714 |
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"special": false
|
| 715 |
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},
|
| 716 |
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|
| 717 |
+
"content": "patterns",
|
| 718 |
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|
| 719 |
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|
| 720 |
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|
| 721 |
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"single_word": false,
|
| 722 |
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"special": false
|
| 723 |
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},
|
| 724 |
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|
| 725 |
+
"content": "waste",
|
| 726 |
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|
| 727 |
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|
| 728 |
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|
| 729 |
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|
| 730 |
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"special": false
|
| 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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"lstrip": false,
|
| 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 |
+
"content": "strategy",
|
| 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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"special": false
|
| 755 |
+
},
|
| 756 |
+
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|
| 757 |
+
"content": "CH4",
|
| 758 |
+
"lstrip": false,
|
| 759 |
+
"normalized": true,
|
| 760 |
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"rstrip": false,
|
| 761 |
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|
| 762 |
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"special": false
|
| 763 |
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},
|
| 764 |
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|
| 765 |
+
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|
| 766 |
+
"lstrip": false,
|
| 767 |
+
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|
| 768 |
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"rstrip": false,
|
| 769 |
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|
| 770 |
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"special": false
|
| 771 |
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},
|
| 772 |
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|
| 773 |
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|
| 774 |
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"lstrip": false,
|
| 775 |
+
"normalized": true,
|
| 776 |
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"rstrip": false,
|
| 777 |
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|
| 778 |
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"special": false
|
| 779 |
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},
|
| 780 |
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|
| 781 |
+
"content": "concentration",
|
| 782 |
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|
| 783 |
+
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|
| 784 |
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|
| 785 |
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"single_word": false,
|
| 786 |
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"special": false
|
| 787 |
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},
|
| 788 |
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|
| 789 |
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|
| 790 |
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"lstrip": false,
|
| 791 |
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|
| 792 |
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|
| 793 |
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"single_word": false,
|
| 794 |
+
"special": false
|
| 795 |
+
},
|
| 796 |
+
"50359": {
|
| 797 |
+
"content": "methane",
|
| 798 |
+
"lstrip": false,
|
| 799 |
+
"normalized": true,
|
| 800 |
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"rstrip": false,
|
| 801 |
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"single_word": false,
|
| 802 |
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"special": false
|
| 803 |
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},
|
| 804 |
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|
| 805 |
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|
| 806 |
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"lstrip": false,
|
| 807 |
+
"normalized": true,
|
| 808 |
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"rstrip": false,
|
| 809 |
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"single_word": false,
|
| 810 |
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"special": false
|
| 811 |
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},
|
| 812 |
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|
| 813 |
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|
| 814 |
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|
| 815 |
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|
| 816 |
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"rstrip": false,
|
| 817 |
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|
| 818 |
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"special": false
|
| 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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"special": false
|
| 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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"rstrip": false,
|
| 833 |
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|
| 834 |
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"special": false
|
| 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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|
| 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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"special": false
|
| 859 |
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},
|
| 860 |
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|
| 861 |
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|
| 862 |
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"lstrip": false,
|
| 863 |
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| 864 |
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|
| 865 |
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|
| 866 |
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"special": false
|
| 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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"special": false
|
| 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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| 904 |
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| 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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| 912 |
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| 913 |
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| 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 |
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| 926 |
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| 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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"content": "hydrogen",
|
| 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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},
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| 948 |
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|
| 949 |
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"content": "methods",
|
| 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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"content": "variation",
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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 |
+
"special": false
|
| 979 |
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},
|
| 980 |
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"50382": {
|
| 981 |
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"content": "N2O",
|
| 982 |
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|
| 983 |
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"normalized": true,
|
| 984 |
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"rstrip": false,
|
| 985 |
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| 986 |
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|
| 987 |
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},
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| 988 |
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|
| 989 |
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"content": "parameters",
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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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"content": "ecosystems",
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| 998 |
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|
| 999 |
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|
| 1000 |
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"rstrip": false,
|
| 1001 |
+
"single_word": false,
|
| 1002 |
+
"special": false
|
| 1003 |
+
},
|
| 1004 |
+
"50385": {
|
| 1005 |
+
"content": "investigated",
|
| 1006 |
+
"lstrip": false,
|
| 1007 |
+
"normalized": true,
|
| 1008 |
+
"rstrip": false,
|
| 1009 |
+
"single_word": false,
|
| 1010 |
+
"special": false
|
| 1011 |
+
},
|
| 1012 |
+
"50386": {
|
| 1013 |
+
"content": "yield",
|
| 1014 |
+
"lstrip": false,
|
| 1015 |
+
"normalized": true,
|
| 1016 |
+
"rstrip": false,
|
| 1017 |
+
"single_word": false,
|
| 1018 |
+
"special": false
|
| 1019 |
+
},
|
| 1020 |
+
"50387": {
|
| 1021 |
+
"content": "strategies",
|
| 1022 |
+
"lstrip": false,
|
| 1023 |
+
"normalized": true,
|
| 1024 |
+
"rstrip": false,
|
| 1025 |
+
"single_word": false,
|
| 1026 |
+
"special": false
|
| 1027 |
+
},
|
| 1028 |
+
"50388": {
|
| 1029 |
+
"content": "indicate",
|
| 1030 |
+
"lstrip": false,
|
| 1031 |
+
"normalized": true,
|
| 1032 |
+
"rstrip": false,
|
| 1033 |
+
"single_word": false,
|
| 1034 |
+
"special": false
|
| 1035 |
+
},
|
| 1036 |
+
"50389": {
|
| 1037 |
+
"content": "caused",
|
| 1038 |
+
"lstrip": false,
|
| 1039 |
+
"normalized": true,
|
| 1040 |
+
"rstrip": false,
|
| 1041 |
+
"single_word": false,
|
| 1042 |
+
"special": false
|
| 1043 |
+
},
|
| 1044 |
+
"50390": {
|
| 1045 |
+
"content": "dynamics",
|
| 1046 |
+
"lstrip": false,
|
| 1047 |
+
"normalized": true,
|
| 1048 |
+
"rstrip": false,
|
| 1049 |
+
"single_word": false,
|
| 1050 |
+
"special": false
|
| 1051 |
+
},
|
| 1052 |
+
"50391": {
|
| 1053 |
+
"content": "obtained",
|
| 1054 |
+
"lstrip": false,
|
| 1055 |
+
"normalized": true,
|
| 1056 |
+
"rstrip": false,
|
| 1057 |
+
"single_word": false,
|
| 1058 |
+
"special": false
|
| 1059 |
+
},
|
| 1060 |
+
"50392": {
|
| 1061 |
+
"content": "efforts",
|
| 1062 |
+
"lstrip": false,
|
| 1063 |
+
"normalized": true,
|
| 1064 |
+
"rstrip": false,
|
| 1065 |
+
"single_word": false,
|
| 1066 |
+
"special": false
|
| 1067 |
+
},
|
| 1068 |
+
"50393": {
|
| 1069 |
+
"content": "coastal",
|
| 1070 |
+
"lstrip": false,
|
| 1071 |
+
"normalized": true,
|
| 1072 |
+
"rstrip": false,
|
| 1073 |
+
"single_word": false,
|
| 1074 |
+
"special": false
|
| 1075 |
+
},
|
| 1076 |
+
"50394": {
|
| 1077 |
+
"content": "become",
|
| 1078 |
+
"lstrip": false,
|
| 1079 |
+
"normalized": true,
|
| 1080 |
+
"rstrip": false,
|
| 1081 |
+
"single_word": false,
|
| 1082 |
+
"special": false
|
| 1083 |
+
},
|
| 1084 |
+
"50395": {
|
| 1085 |
+
"content": "agricultural",
|
| 1086 |
+
"lstrip": false,
|
| 1087 |
+
"normalized": true,
|
| 1088 |
+
"rstrip": false,
|
| 1089 |
+
"single_word": false,
|
| 1090 |
+
"special": false
|
| 1091 |
+
},
|
| 1092 |
+
"50396": {
|
| 1093 |
+
"content": "decreased",
|
| 1094 |
+
"lstrip": false,
|
| 1095 |
+
"normalized": true,
|
| 1096 |
+
"rstrip": false,
|
| 1097 |
+
"single_word": false,
|
| 1098 |
+
"special": false
|
| 1099 |
+
},
|
| 1100 |
+
"50397": {
|
| 1101 |
+
"content": "GHG",
|
| 1102 |
+
"lstrip": false,
|
| 1103 |
+
"normalized": true,
|
| 1104 |
+
"rstrip": false,
|
| 1105 |
+
"single_word": false,
|
| 1106 |
+
"special": false
|
| 1107 |
+
},
|
| 1108 |
+
"50398": {
|
| 1109 |
+
"content": "materials",
|
| 1110 |
+
"lstrip": false,
|
| 1111 |
+
"normalized": true,
|
| 1112 |
+
"rstrip": false,
|
| 1113 |
+
"single_word": false,
|
| 1114 |
+
"special": false
|
| 1115 |
+
},
|
| 1116 |
+
"50399": {
|
| 1117 |
+
"content": "mainly",
|
| 1118 |
+
"lstrip": false,
|
| 1119 |
+
"normalized": true,
|
| 1120 |
+
"rstrip": false,
|
| 1121 |
+
"single_word": false,
|
| 1122 |
+
"special": false
|
| 1123 |
+
},
|
| 1124 |
+
"50400": {
|
| 1125 |
+
"content": "relationship",
|
| 1126 |
+
"lstrip": false,
|
| 1127 |
+
"normalized": true,
|
| 1128 |
+
"rstrip": false,
|
| 1129 |
+
"single_word": false,
|
| 1130 |
+
"special": false
|
| 1131 |
+
},
|
| 1132 |
+
"50401": {
|
| 1133 |
+
"content": "ecological",
|
| 1134 |
+
"lstrip": false,
|
| 1135 |
+
"normalized": true,
|
| 1136 |
+
"rstrip": false,
|
| 1137 |
+
"single_word": false,
|
| 1138 |
+
"special": false
|
| 1139 |
+
},
|
| 1140 |
+
"50402": {
|
| 1141 |
+
"content": "benefits",
|
| 1142 |
+
"lstrip": false,
|
| 1143 |
+
"normalized": true,
|
| 1144 |
+
"rstrip": false,
|
| 1145 |
+
"single_word": false,
|
| 1146 |
+
"special": false
|
| 1147 |
+
},
|
| 1148 |
+
"50403": {
|
| 1149 |
+
"content": "+/-",
|
| 1150 |
+
"lstrip": false,
|
| 1151 |
+
"normalized": true,
|
| 1152 |
+
"rstrip": false,
|
| 1153 |
+
"single_word": false,
|
| 1154 |
+
"special": false
|
| 1155 |
+
},
|
| 1156 |
+
"50404": {
|
| 1157 |
+
"content": "challenges",
|
| 1158 |
+
"lstrip": false,
|
| 1159 |
+
"normalized": true,
|
| 1160 |
+
"rstrip": false,
|
| 1161 |
+
"single_word": false,
|
| 1162 |
+
"special": false
|
| 1163 |
+
},
|
| 1164 |
+
"50405": {
|
| 1165 |
+
"content": "nitrogen",
|
| 1166 |
+
"lstrip": false,
|
| 1167 |
+
"normalized": true,
|
| 1168 |
+
"rstrip": false,
|
| 1169 |
+
"single_word": false,
|
| 1170 |
+
"special": false
|
| 1171 |
+
},
|
| 1172 |
+
"50406": {
|
| 1173 |
+
"content": "forests",
|
| 1174 |
+
"lstrip": false,
|
| 1175 |
+
"normalized": true,
|
| 1176 |
+
"rstrip": false,
|
| 1177 |
+
"single_word": false,
|
| 1178 |
+
"special": false
|
| 1179 |
+
},
|
| 1180 |
+
"50407": {
|
| 1181 |
+
"content": "trend",
|
| 1182 |
+
"lstrip": false,
|
| 1183 |
+
"normalized": true,
|
| 1184 |
+
"rstrip": false,
|
| 1185 |
+
"single_word": false,
|
| 1186 |
+
"special": false
|
| 1187 |
+
},
|
| 1188 |
+
"50408": {
|
| 1189 |
+
"content": "estimates",
|
| 1190 |
+
"lstrip": false,
|
| 1191 |
+
"normalized": true,
|
| 1192 |
+
"rstrip": false,
|
| 1193 |
+
"single_word": false,
|
| 1194 |
+
"special": false
|
| 1195 |
+
},
|
| 1196 |
+
"50409": {
|
| 1197 |
+
"content": "towards",
|
| 1198 |
+
"lstrip": false,
|
| 1199 |
+
"normalized": true,
|
| 1200 |
+
"rstrip": false,
|
| 1201 |
+
"single_word": false,
|
| 1202 |
+
"special": false
|
| 1203 |
+
},
|
| 1204 |
+
"50410": {
|
| 1205 |
+
"content": "Committee",
|
| 1206 |
+
"lstrip": false,
|
| 1207 |
+
"normalized": true,
|
| 1208 |
+
"rstrip": false,
|
| 1209 |
+
"single_word": false,
|
| 1210 |
+
"special": false
|
| 1211 |
+
},
|
| 1212 |
+
"50411": {
|
| 1213 |
+
"content": "seasonal",
|
| 1214 |
+
"lstrip": false,
|
| 1215 |
+
"normalized": true,
|
| 1216 |
+
"rstrip": false,
|
| 1217 |
+
"single_word": false,
|
| 1218 |
+
"special": false
|
| 1219 |
+
},
|
| 1220 |
+
"50412": {
|
| 1221 |
+
"content": "developing",
|
| 1222 |
+
"lstrip": false,
|
| 1223 |
+
"normalized": true,
|
| 1224 |
+
"rstrip": false,
|
| 1225 |
+
"single_word": false,
|
| 1226 |
+
"special": false
|
| 1227 |
+
},
|
| 1228 |
+
"50413": {
|
| 1229 |
+
"content": "particular",
|
| 1230 |
+
"lstrip": false,
|
| 1231 |
+
"normalized": true,
|
| 1232 |
+
"rstrip": false,
|
| 1233 |
+
"single_word": false,
|
| 1234 |
+
"special": false
|
| 1235 |
+
},
|
| 1236 |
+
"50414": {
|
| 1237 |
+
"content": "importance",
|
| 1238 |
+
"lstrip": false,
|
| 1239 |
+
"normalized": true,
|
| 1240 |
+
"rstrip": false,
|
| 1241 |
+
"single_word": false,
|
| 1242 |
+
"special": false
|
| 1243 |
+
},
|
| 1244 |
+
"50415": {
|
| 1245 |
+
"content": "tropical",
|
| 1246 |
+
"lstrip": false,
|
| 1247 |
+
"normalized": true,
|
| 1248 |
+
"rstrip": false,
|
| 1249 |
+
"single_word": false,
|
| 1250 |
+
"special": false
|
| 1251 |
+
},
|
| 1252 |
+
"50416": {
|
| 1253 |
+
"content": "ratio",
|
| 1254 |
+
"lstrip": false,
|
| 1255 |
+
"normalized": true,
|
| 1256 |
+
"rstrip": false,
|
| 1257 |
+
"single_word": false,
|
| 1258 |
+
"special": false
|
| 1259 |
+
},
|
| 1260 |
+
"50417": {
|
| 1261 |
+
"content": "2030",
|
| 1262 |
+
"lstrip": false,
|
| 1263 |
+
"normalized": true,
|
| 1264 |
+
"rstrip": false,
|
| 1265 |
+
"single_word": false,
|
| 1266 |
+
"special": false
|
| 1267 |
+
},
|
| 1268 |
+
"50418": {
|
| 1269 |
+
"content": "composition",
|
| 1270 |
+
"lstrip": false,
|
| 1271 |
+
"normalized": true,
|
| 1272 |
+
"rstrip": false,
|
| 1273 |
+
"single_word": false,
|
| 1274 |
+
"special": false
|
| 1275 |
+
},
|
| 1276 |
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"50419": {
|
| 1277 |
+
"content": "employees",
|
| 1278 |
+
"lstrip": false,
|
| 1279 |
+
"normalized": true,
|
| 1280 |
+
"rstrip": false,
|
| 1281 |
+
"single_word": false,
|
| 1282 |
+
"special": false
|
| 1283 |
+
},
|
| 1284 |
+
"50420": {
|
| 1285 |
+
"content": "characteristics",
|
| 1286 |
+
"lstrip": false,
|
| 1287 |
+
"normalized": true,
|
| 1288 |
+
"rstrip": false,
|
| 1289 |
+
"single_word": false,
|
| 1290 |
+
"special": false
|
| 1291 |
+
},
|
| 1292 |
+
"50421": {
|
| 1293 |
+
"content": "scenario",
|
| 1294 |
+
"lstrip": false,
|
| 1295 |
+
"normalized": true,
|
| 1296 |
+
"rstrip": false,
|
| 1297 |
+
"single_word": false,
|
| 1298 |
+
"special": false
|
| 1299 |
+
},
|
| 1300 |
+
"50422": {
|
| 1301 |
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"content": "measurements",
|
| 1302 |
+
"lstrip": false,
|
| 1303 |
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"normalized": true,
|
| 1304 |
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"rstrip": false,
|
| 1305 |
+
"single_word": false,
|
| 1306 |
+
"special": false
|
| 1307 |
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},
|
| 1308 |
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"50423": {
|
| 1309 |
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"content": "plans",
|
| 1310 |
+
"lstrip": false,
|
| 1311 |
+
"normalized": true,
|
| 1312 |
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"rstrip": false,
|
| 1313 |
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"single_word": false,
|
| 1314 |
+
"special": false
|
| 1315 |
+
},
|
| 1316 |
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"50424": {
|
| 1317 |
+
"content": "fuels",
|
| 1318 |
+
"lstrip": false,
|
| 1319 |
+
"normalized": true,
|
| 1320 |
+
"rstrip": false,
|
| 1321 |
+
"single_word": false,
|
| 1322 |
+
"special": false
|
| 1323 |
+
},
|
| 1324 |
+
"50425": {
|
| 1325 |
+
"content": "infrastructure",
|
| 1326 |
+
"lstrip": false,
|
| 1327 |
+
"normalized": true,
|
| 1328 |
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"rstrip": false,
|
| 1329 |
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"single_word": false,
|
| 1330 |
+
"special": false
|
| 1331 |
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},
|
| 1332 |
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"50426": {
|
| 1333 |
+
"content": "overall",
|
| 1334 |
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"lstrip": false,
|
| 1335 |
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"normalized": true,
|
| 1336 |
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"rstrip": false,
|
| 1337 |
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"single_word": false,
|
| 1338 |
+
"special": false
|
| 1339 |
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},
|
| 1340 |
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"50427": {
|
| 1341 |
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"content": "responses",
|
| 1342 |
+
"lstrip": false,
|
| 1343 |
+
"normalized": true,
|
| 1344 |
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"rstrip": false,
|
| 1345 |
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"single_word": false,
|
| 1346 |
+
"special": false
|
| 1347 |
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},
|
| 1348 |
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"50428": {
|
| 1349 |
+
"content": "presented",
|
| 1350 |
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"lstrip": false,
|
| 1351 |
+
"normalized": true,
|
| 1352 |
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"rstrip": false,
|
| 1353 |
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"single_word": false,
|
| 1354 |
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"special": false
|
| 1355 |
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},
|
| 1356 |
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"50429": {
|
| 1357 |
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"content": "least",
|
| 1358 |
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"lstrip": false,
|
| 1359 |
+
"normalized": true,
|
| 1360 |
+
"rstrip": false,
|
| 1361 |
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"single_word": false,
|
| 1362 |
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"special": false
|
| 1363 |
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},
|
| 1364 |
+
"50430": {
|
| 1365 |
+
"content": "assess",
|
| 1366 |
+
"lstrip": false,
|
| 1367 |
+
"normalized": true,
|
| 1368 |
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"rstrip": false,
|
| 1369 |
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"single_word": false,
|
| 1370 |
+
"special": false
|
| 1371 |
+
},
|
| 1372 |
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"50431": {
|
| 1373 |
+
"content": "diversity",
|
| 1374 |
+
"lstrip": false,
|
| 1375 |
+
"normalized": true,
|
| 1376 |
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"rstrip": false,
|
| 1377 |
+
"single_word": false,
|
| 1378 |
+
"special": false
|
| 1379 |
+
},
|
| 1380 |
+
"50432": {
|
| 1381 |
+
"content": "periods",
|
| 1382 |
+
"lstrip": false,
|
| 1383 |
+
"normalized": true,
|
| 1384 |
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"rstrip": false,
|
| 1385 |
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"single_word": false,
|
| 1386 |
+
"special": false
|
| 1387 |
+
},
|
| 1388 |
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"50433": {
|
| 1389 |
+
"content": "delta",
|
| 1390 |
+
"lstrip": false,
|
| 1391 |
+
"normalized": true,
|
| 1392 |
+
"rstrip": false,
|
| 1393 |
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"single_word": false,
|
| 1394 |
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"special": false
|
| 1395 |
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},
|
| 1396 |
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"50434": {
|
| 1397 |
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"content": "included",
|
| 1398 |
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"lstrip": false,
|
| 1399 |
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"normalized": true,
|
| 1400 |
+
"rstrip": false,
|
| 1401 |
+
"single_word": false,
|
| 1402 |
+
"special": false
|
| 1403 |
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},
|
| 1404 |
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"50435": {
|
| 1405 |
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"content": "already",
|
| 1406 |
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"lstrip": false,
|
| 1407 |
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"normalized": true,
|
| 1408 |
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"rstrip": false,
|
| 1409 |
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"single_word": false,
|
| 1410 |
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"special": false
|
| 1411 |
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},
|
| 1412 |
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"50436": {
|
| 1413 |
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"content": "targets",
|
| 1414 |
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"lstrip": false,
|
| 1415 |
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"normalized": true,
|
| 1416 |
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"rstrip": false,
|
| 1417 |
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"single_word": false,
|
| 1418 |
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"special": false
|
| 1419 |
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},
|
| 1420 |
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"50437": {
|
| 1421 |
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"content": "achieve",
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| 1422 |
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"lstrip": false,
|
| 1423 |
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"normalized": true,
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| 1424 |
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"rstrip": false,
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| 1425 |
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"single_word": false,
|
| 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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| 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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| 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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| 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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| 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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| 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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| 1507 |
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| 1509 |
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| 1510 |
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| 1511 |
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| 1512 |
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| 1514 |
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| 1515 |
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| 1517 |
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| 1518 |
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| 1519 |
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| 1520 |
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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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| 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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| 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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| 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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| 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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| 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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| 1606 |
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| 1607 |
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| 1608 |
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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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| 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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| 1677 |
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| 1678 |
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| 1679 |
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| 1680 |
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| 1683 |
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| 1685 |
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| 1686 |
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| 1687 |
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| 1688 |
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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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| 1698 |
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| 1699 |
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| 1700 |
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| 1701 |
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| 1702 |
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| 1703 |
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| 1705 |
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| 1707 |
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| 1708 |
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| 1709 |
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| 1710 |
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| 1711 |
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| 1717 |
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| 1723 |
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| 1725 |
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| 1726 |
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| 1727 |
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| 1728 |
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| 1730 |
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| 1733 |
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| 1735 |
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| 1749 |
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| 1750 |
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| 1751 |
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| 1755 |
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| 1757 |
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| 1758 |
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| 1765 |
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| 1767 |
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| 1770 |
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| 1771 |
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| 1772 |
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|
| 1773 |
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| 1774 |
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| 1775 |
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| 1776 |
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| 1779 |
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| 1781 |
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| 1789 |
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| 1790 |
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| 1795 |
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| 1797 |
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| 1798 |
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| 1799 |
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| 1800 |
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| 1811 |
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| 1813 |
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| 1815 |
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| 1819 |
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| 1820 |
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| 1821 |
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| 1822 |
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| 1823 |
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| 1824 |
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| 1825 |
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| 1827 |
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| 1828 |
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| 1829 |
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| 1830 |
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| 1831 |
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| 1833 |
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| 1834 |
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| 1835 |
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},
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| 1836 |
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| 1837 |
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| 1838 |
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| 1839 |
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| 1840 |
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| 1843 |
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},
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| 1845 |
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| 1846 |
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| 1847 |
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| 1848 |
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| 1849 |
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| 1850 |
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| 1851 |
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| 1852 |
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|
| 1853 |
+
"content": "fluxes",
|
| 1854 |
+
"lstrip": false,
|
| 1855 |
+
"normalized": true,
|
| 1856 |
+
"rstrip": false,
|
| 1857 |
+
"single_word": false,
|
| 1858 |
+
"special": false
|
| 1859 |
+
},
|
| 1860 |
+
"50492": {
|
| 1861 |
+
"content": "findings",
|
| 1862 |
+
"lstrip": false,
|
| 1863 |
+
"normalized": true,
|
| 1864 |
+
"rstrip": false,
|
| 1865 |
+
"single_word": false,
|
| 1866 |
+
"special": false
|
| 1867 |
+
},
|
| 1868 |
+
"50493": {
|
| 1869 |
+
"content": "moisture",
|
| 1870 |
+
"lstrip": false,
|
| 1871 |
+
"normalized": true,
|
| 1872 |
+
"rstrip": false,
|
| 1873 |
+
"single_word": false,
|
| 1874 |
+
"special": false
|
| 1875 |
+
},
|
| 1876 |
+
"50494": {
|
| 1877 |
+
"content": "consistent",
|
| 1878 |
+
"lstrip": false,
|
| 1879 |
+
"normalized": true,
|
| 1880 |
+
"rstrip": false,
|
| 1881 |
+
"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 |
+
"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 sha256:0104e99138c6cab0b861f10267d9f76ef23f3433ac8b0e07677d464d8c2c842d
|
| 3 |
+
size 4920
|
vocab.json
ADDED
|
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|
|
|