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Browse files- README.md +37 -0
- added_tokens.json +237 -0
- checkpoint-155/config.json +40 -0
- checkpoint-155/model.safetensors +3 -0
- checkpoint-155/optimizer.pt +3 -0
- checkpoint-155/rng_state.pth +3 -0
- checkpoint-155/scheduler.pt +3 -0
- checkpoint-155/trainer_state.json +1196 -0
- checkpoint-155/training_args.bin +3 -0
- config.json +40 -0
- merges.txt +0 -0
- model.safetensors +3 -0
- runs/May19_23-48-42_r-lomov-climatestrategy-a4p6qtp2-87638-muufo/events.out.tfevents.1716162522.r-lomov-climatestrategy-a4p6qtp2-87638-muufo.72.0 +2 -2
- runs/May19_23-48-42_r-lomov-climatestrategy-a4p6qtp2-87638-muufo/events.out.tfevents.1716162560.r-lomov-climatestrategy-a4p6qtp2-87638-muufo.72.1 +3 -0
- special_tokens_map.json +51 -0
- tokenizer.json +0 -0
- tokenizer_config.json +1937 -0
- training_args.bin +3 -0
- training_params.json +30 -0
- vocab.json +0 -0
README.md
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---
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tags:
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- autotrain
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- text-classification
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widget:
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- text: "I love AutoTrain"
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datasets:
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- riskmanagementv1/autotrain-data
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---
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# Model Trained Using AutoTrain
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- Problem type: Text Classification
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## Validation Metrics
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loss: 0.10599859803915024
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f1_macro: 0.983739837398374
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f1_micro: 0.9838709677419355
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f1_weighted: 0.9838709677419355
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precision_macro: 0.9841269841269842
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precision_micro: 0.9838709677419355
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precision_weighted: 0.9846390168970814
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recall_macro: 0.9841269841269842
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recall_micro: 0.9838709677419355
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recall_weighted: 0.9838709677419355
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accuracy: 0.9838709677419355
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added_tokens.json
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| 1 |
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{
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"+/-": 50403,
|
| 3 |
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"2021": 50328,
|
| 4 |
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"2030": 50417,
|
| 5 |
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"2050": 50487,
|
| 6 |
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"CH4": 50354,
|
| 7 |
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|
| 8 |
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"Committee": 50410,
|
| 9 |
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"GHG": 50397,
|
| 10 |
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"N2O": 50382,
|
| 11 |
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"achieve": 50437,
|
| 12 |
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"across": 50277,
|
| 13 |
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"activities": 50317,
|
| 14 |
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"adaptation": 50377,
|
| 15 |
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"addition": 50303,
|
| 16 |
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"additional": 50444,
|
| 17 |
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"affect": 50438,
|
| 18 |
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"agreement": 50464,
|
| 19 |
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"agricultural": 50395,
|
| 20 |
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"already": 50435,
|
| 21 |
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|
| 22 |
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"annual": 50287,
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| 23 |
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"applied": 50360,
|
| 24 |
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"approach": 50290,
|
| 25 |
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"areas": 50275,
|
| 26 |
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"assess": 50430,
|
| 27 |
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"assessment": 50345,
|
| 28 |
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"atmosphere": 50341,
|
| 29 |
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"atmospheric": 50310,
|
| 30 |
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"basis": 50372,
|
| 31 |
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"become": 50394,
|
| 32 |
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"benefits": 50402,
|
| 33 |
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"biomass": 50314,
|
| 34 |
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"capture": 50379,
|
| 35 |
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"caused": 50389,
|
| 36 |
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"challenges": 50404,
|
| 37 |
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"characteristics": 50420,
|
| 38 |
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"climatic": 50319,
|
| 39 |
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"coastal": 50393,
|
| 40 |
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"combined": 50451,
|
| 41 |
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"communities": 50318,
|
| 42 |
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"companies": 50312,
|
| 43 |
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"compared": 50282,
|
| 44 |
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|
| 45 |
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|
| 46 |
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|
| 47 |
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"conditions": 50272,
|
| 48 |
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|
| 49 |
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|
| 50 |
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|
| 51 |
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"consistent": 50494,
|
| 52 |
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|
| 53 |
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"consumption": 50307,
|
| 54 |
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"contribute": 50498,
|
| 55 |
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|
| 56 |
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|
| 57 |
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"countries": 50283,
|
| 58 |
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|
| 59 |
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"customers": 50358,
|
| 60 |
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"decades": 50495,
|
| 61 |
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"decision": 50452,
|
| 62 |
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|
| 63 |
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|
| 64 |
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|
| 65 |
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"delta": 50433,
|
| 66 |
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"determine": 50480,
|
| 67 |
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"determined": 50455,
|
| 68 |
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"developing": 50412,
|
| 69 |
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"differences": 50375,
|
| 70 |
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|
| 71 |
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"distribution": 50296,
|
| 72 |
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"diversity": 50431,
|
| 73 |
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|
| 74 |
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"dynamics": 50390,
|
| 75 |
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"ecological": 50401,
|
| 76 |
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"economy": 50338,
|
| 77 |
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"ecosystem": 50333,
|
| 78 |
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"ecosystems": 50384,
|
| 79 |
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"efforts": 50392,
|
| 80 |
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"electricity": 50315,
|
| 81 |
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"emission": 50279,
|
| 82 |
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"emissions": 50266,
|
| 83 |
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"employees": 50419,
|
| 84 |
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"ensure": 50449,
|
| 85 |
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"environmental": 50269,
|
| 86 |
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"estimate": 50459,
|
| 87 |
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"estimated": 50362,
|
| 88 |
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"estimates": 50408,
|
| 89 |
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"factors": 50292,
|
| 90 |
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"findings": 50492,
|
| 91 |
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"flood": 50363,
|
| 92 |
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"flux": 50476,
|
| 93 |
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"fluxes": 50491,
|
| 94 |
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"following": 50369,
|
| 95 |
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"forests": 50406,
|
| 96 |
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"fossil": 50348,
|
| 97 |
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"fuels": 50424,
|
| 98 |
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"further": 50301,
|
| 99 |
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"gases": 50471,
|
| 100 |
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"greater": 50368,
|
| 101 |
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"greenhouse": 50289,
|
| 102 |
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"however": 50454,
|
| 103 |
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"hydrogen": 50376,
|
| 104 |
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"identify": 50460,
|
| 105 |
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"impacts": 50281,
|
| 106 |
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"importance": 50414,
|
| 107 |
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"included": 50434,
|
| 108 |
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"increase": 50271,
|
| 109 |
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"increased": 50274,
|
| 110 |
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"increases": 50361,
|
| 111 |
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"indicate": 50388,
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| 112 |
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"industry": 50306,
|
| 113 |
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"influence": 50329,
|
| 114 |
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"infrastructure": 50425,
|
| 115 |
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"integrated": 50483,
|
| 116 |
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"investigated": 50385,
|
| 117 |
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"investment": 50321,
|
| 118 |
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|
| 119 |
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"least": 50429,
|
| 120 |
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"losses": 50462,
|
| 121 |
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"mainly": 50399,
|
| 122 |
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"materials": 50398,
|
| 123 |
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"means": 50486,
|
| 124 |
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"measured": 50364,
|
| 125 |
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"measurements": 50422,
|
| 126 |
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"methane": 50359,
|
| 127 |
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"methods": 50378,
|
| 128 |
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"mitigation": 50457,
|
| 129 |
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"moisture": 50493,
|
| 130 |
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"monitoring": 50465,
|
| 131 |
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"nitrogen": 50405,
|
| 132 |
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"northern": 50446,
|
| 133 |
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"observations": 50461,
|
| 134 |
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"observed": 50293,
|
| 135 |
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"obtained": 50391,
|
| 136 |
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"ocean": 50347,
|
| 137 |
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"operating": 50440,
|
| 138 |
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"operations": 50374,
|
| 139 |
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"opportunities": 50469,
|
| 140 |
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"overall": 50426,
|
| 141 |
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"pandemic": 50490,
|
| 142 |
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"parameters": 50383,
|
| 143 |
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"particular": 50413,
|
| 144 |
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"patterns": 50349,
|
| 145 |
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"performed": 50497,
|
| 146 |
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"periods": 50432,
|
| 147 |
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"planning": 50473,
|
| 148 |
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"plans": 50423,
|
| 149 |
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"plants": 50313,
|
| 150 |
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"policies": 50355,
|
| 151 |
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"pollution": 50467,
|
| 152 |
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"populations": 50441,
|
| 153 |
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"possible": 50332,
|
| 154 |
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"potential": 50273,
|
| 155 |
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"practices": 50453,
|
| 156 |
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"precipitation": 50280,
|
| 157 |
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"presented": 50428,
|
| 158 |
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"previous": 50482,
|
| 159 |
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"processes": 50291,
|
| 160 |
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"productivity": 50463,
|
| 161 |
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"proposed": 50370,
|
| 162 |
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"provide": 50285,
|
| 163 |
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"provides": 50373,
|
| 164 |
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|
| 165 |
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"ratio": 50416,
|
| 166 |
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"recovery": 50450,
|
| 167 |
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"reduce": 50288,
|
| 168 |
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"reduced": 50327,
|
| 169 |
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|
| 170 |
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"reduction": 50286,
|
| 171 |
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"regional": 50308,
|
| 172 |
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"regions": 50302,
|
| 173 |
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"relationship": 50400,
|
| 174 |
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"relatively": 50484,
|
| 175 |
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"renewable": 50294,
|
| 176 |
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"requirements": 50477,
|
| 177 |
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"respectively": 50316,
|
| 178 |
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"responses": 50427,
|
| 179 |
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"resulting": 50456,
|
| 180 |
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"risks": 50309,
|
| 181 |
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"scenario": 50421,
|
| 182 |
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"scenarios": 50334,
|
| 183 |
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"seasonal": 50411,
|
| 184 |
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"sediment": 50475,
|
| 185 |
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"several": 50342,
|
| 186 |
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"shares": 50474,
|
| 187 |
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"showed": 50304,
|
| 188 |
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"significantly": 50299,
|
| 189 |
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"simulations": 50470,
|
| 190 |
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"snow": 50496,
|
| 191 |
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"soil": 50270,
|
| 192 |
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"soils": 50448,
|
| 193 |
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"solar": 50320,
|
| 194 |
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"solutions": 50351,
|
| 195 |
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"sources": 50331,
|
| 196 |
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"southern": 50481,
|
| 197 |
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"spatial": 50322,
|
| 198 |
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"statements": 50472,
|
| 199 |
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"strategies": 50387,
|
| 200 |
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"strategy": 50353,
|
| 201 |
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"structure": 50337,
|
| 202 |
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"studied": 50443,
|
| 203 |
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"studies": 50297,
|
| 204 |
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"summer": 50335,
|
| 205 |
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"supply": 50311,
|
| 206 |
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"sustainability": 50325,
|
| 207 |
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"sustainable": 50284,
|
| 208 |
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"systems": 50278,
|
| 209 |
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"targets": 50436,
|
| 210 |
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"technologies": 50343,
|
| 211 |
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"temperature": 50268,
|
| 212 |
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"temperatures": 50295,
|
| 213 |
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"temporal": 50479,
|
| 214 |
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"thermal": 50365,
|
| 215 |
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"towards": 50409,
|
| 216 |
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"transition": 50344,
|
| 217 |
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"transport": 50352,
|
| 218 |
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"trees": 50478,
|
| 219 |
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"trend": 50407,
|
| 220 |
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"trends": 50371,
|
| 221 |
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"tropical": 50415,
|
| 222 |
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"uncertainty": 50489,
|
| 223 |
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"understanding": 50356,
|
| 224 |
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"variability": 50298,
|
| 225 |
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"variables": 50447,
|
| 226 |
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"variation": 50380,
|
| 227 |
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"variations": 50442,
|
| 228 |
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"various": 50340,
|
| 229 |
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"vegetation": 50330,
|
| 230 |
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"waste": 50350,
|
| 231 |
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"yield": 50386,
|
| 232 |
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"–": 50300,
|
| 233 |
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"’": 50267,
|
| 234 |
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"“": 50305,
|
| 235 |
+
"”": 50488,
|
| 236 |
+
"•": 50324
|
| 237 |
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}
|
checkpoint-155/config.json
ADDED
|
@@ -0,0 +1,40 @@
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
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|
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|
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|
|
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|
|
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|
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|
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|
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|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"_name_or_path": "climatebert/distilroberta-base-climate-f",
|
| 3 |
+
"_num_labels": 3,
|
| 4 |
+
"architectures": [
|
| 5 |
+
"RobertaForSequenceClassification"
|
| 6 |
+
],
|
| 7 |
+
"attention_probs_dropout_prob": 0.1,
|
| 8 |
+
"bos_token_id": 0,
|
| 9 |
+
"classifier_dropout": null,
|
| 10 |
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"eos_token_id": 2,
|
| 11 |
+
"gradient_checkpointing": false,
|
| 12 |
+
"hidden_act": "gelu",
|
| 13 |
+
"hidden_dropout_prob": 0.1,
|
| 14 |
+
"hidden_size": 768,
|
| 15 |
+
"id2label": {
|
| 16 |
+
"0": "Climate Risk Identification and Assessment",
|
| 17 |
+
"1": "Climate risk management and integration",
|
| 18 |
+
"2": "NO"
|
| 19 |
+
},
|
| 20 |
+
"initializer_range": 0.02,
|
| 21 |
+
"intermediate_size": 3072,
|
| 22 |
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"label2id": {
|
| 23 |
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"Climate Risk Identification and Assessment": 0,
|
| 24 |
+
"Climate risk management and integration": 1,
|
| 25 |
+
"NO": 2
|
| 26 |
+
},
|
| 27 |
+
"layer_norm_eps": 1e-05,
|
| 28 |
+
"max_position_embeddings": 514,
|
| 29 |
+
"model_type": "roberta",
|
| 30 |
+
"num_attention_heads": 12,
|
| 31 |
+
"num_hidden_layers": 6,
|
| 32 |
+
"pad_token_id": 1,
|
| 33 |
+
"position_embedding_type": "absolute",
|
| 34 |
+
"problem_type": "single_label_classification",
|
| 35 |
+
"torch_dtype": "float32",
|
| 36 |
+
"transformers_version": "4.40.1",
|
| 37 |
+
"type_vocab_size": 1,
|
| 38 |
+
"use_cache": true,
|
| 39 |
+
"vocab_size": 50500
|
| 40 |
+
}
|
checkpoint-155/model.safetensors
ADDED
|
@@ -0,0 +1,3 @@
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|
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|
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|
| 1 |
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version https://git-lfs.github.com/spec/v1
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| 2 |
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oid sha256:ef14f764e9ef8f79ae99962c7b80578ecef68a31c33c404d5fb58863705049c5
|
| 3 |
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size 329217276
|
checkpoint-155/optimizer.pt
ADDED
|
@@ -0,0 +1,3 @@
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|
| 1 |
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version https://git-lfs.github.com/spec/v1
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|
| 3 |
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size 658497594
|
checkpoint-155/rng_state.pth
ADDED
|
@@ -0,0 +1,3 @@
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|
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|
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|
|
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| 1 |
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version https://git-lfs.github.com/spec/v1
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| 3 |
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size 14244
|
checkpoint-155/scheduler.pt
ADDED
|
@@ -0,0 +1,3 @@
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| 1 |
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version https://git-lfs.github.com/spec/v1
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oid sha256:c6e9716fad4a3a50b4bebcf30918cfeec55f6d2f2a78a1e6509f8e6f4f9beac3
|
| 3 |
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size 1064
|
checkpoint-155/trainer_state.json
ADDED
|
@@ -0,0 +1,1196 @@
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tokenizer.json
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tokenizer_config.json
ADDED
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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 |
+
"50275": {
|
| 125 |
+
"content": "areas",
|
| 126 |
+
"lstrip": false,
|
| 127 |
+
"normalized": true,
|
| 128 |
+
"rstrip": false,
|
| 129 |
+
"single_word": false,
|
| 130 |
+
"special": false
|
| 131 |
+
},
|
| 132 |
+
"50276": {
|
| 133 |
+
"content": "degrees",
|
| 134 |
+
"lstrip": false,
|
| 135 |
+
"normalized": true,
|
| 136 |
+
"rstrip": false,
|
| 137 |
+
"single_word": false,
|
| 138 |
+
"special": false
|
| 139 |
+
},
|
| 140 |
+
"50277": {
|
| 141 |
+
"content": "across",
|
| 142 |
+
"lstrip": false,
|
| 143 |
+
"normalized": true,
|
| 144 |
+
"rstrip": false,
|
| 145 |
+
"single_word": false,
|
| 146 |
+
"special": false
|
| 147 |
+
},
|
| 148 |
+
"50278": {
|
| 149 |
+
"content": "systems",
|
| 150 |
+
"lstrip": false,
|
| 151 |
+
"normalized": true,
|
| 152 |
+
"rstrip": false,
|
| 153 |
+
"single_word": false,
|
| 154 |
+
"special": false
|
| 155 |
+
},
|
| 156 |
+
"50279": {
|
| 157 |
+
"content": "emission",
|
| 158 |
+
"lstrip": false,
|
| 159 |
+
"normalized": true,
|
| 160 |
+
"rstrip": false,
|
| 161 |
+
"single_word": false,
|
| 162 |
+
"special": false
|
| 163 |
+
},
|
| 164 |
+
"50280": {
|
| 165 |
+
"content": "precipitation",
|
| 166 |
+
"lstrip": false,
|
| 167 |
+
"normalized": true,
|
| 168 |
+
"rstrip": false,
|
| 169 |
+
"single_word": false,
|
| 170 |
+
"special": false
|
| 171 |
+
},
|
| 172 |
+
"50281": {
|
| 173 |
+
"content": "impacts",
|
| 174 |
+
"lstrip": false,
|
| 175 |
+
"normalized": true,
|
| 176 |
+
"rstrip": false,
|
| 177 |
+
"single_word": false,
|
| 178 |
+
"special": false
|
| 179 |
+
},
|
| 180 |
+
"50282": {
|
| 181 |
+
"content": "compared",
|
| 182 |
+
"lstrip": false,
|
| 183 |
+
"normalized": true,
|
| 184 |
+
"rstrip": false,
|
| 185 |
+
"single_word": false,
|
| 186 |
+
"special": false
|
| 187 |
+
},
|
| 188 |
+
"50283": {
|
| 189 |
+
"content": "countries",
|
| 190 |
+
"lstrip": false,
|
| 191 |
+
"normalized": true,
|
| 192 |
+
"rstrip": false,
|
| 193 |
+
"single_word": false,
|
| 194 |
+
"special": false
|
| 195 |
+
},
|
| 196 |
+
"50284": {
|
| 197 |
+
"content": "sustainable",
|
| 198 |
+
"lstrip": false,
|
| 199 |
+
"normalized": true,
|
| 200 |
+
"rstrip": false,
|
| 201 |
+
"single_word": false,
|
| 202 |
+
"special": false
|
| 203 |
+
},
|
| 204 |
+
"50285": {
|
| 205 |
+
"content": "provide",
|
| 206 |
+
"lstrip": false,
|
| 207 |
+
"normalized": true,
|
| 208 |
+
"rstrip": false,
|
| 209 |
+
"single_word": false,
|
| 210 |
+
"special": false
|
| 211 |
+
},
|
| 212 |
+
"50286": {
|
| 213 |
+
"content": "reduction",
|
| 214 |
+
"lstrip": false,
|
| 215 |
+
"normalized": true,
|
| 216 |
+
"rstrip": false,
|
| 217 |
+
"single_word": false,
|
| 218 |
+
"special": false
|
| 219 |
+
},
|
| 220 |
+
"50287": {
|
| 221 |
+
"content": "annual",
|
| 222 |
+
"lstrip": false,
|
| 223 |
+
"normalized": true,
|
| 224 |
+
"rstrip": false,
|
| 225 |
+
"single_word": false,
|
| 226 |
+
"special": false
|
| 227 |
+
},
|
| 228 |
+
"50288": {
|
| 229 |
+
"content": "reduce",
|
| 230 |
+
"lstrip": false,
|
| 231 |
+
"normalized": true,
|
| 232 |
+
"rstrip": false,
|
| 233 |
+
"single_word": false,
|
| 234 |
+
"special": false
|
| 235 |
+
},
|
| 236 |
+
"50289": {
|
| 237 |
+
"content": "greenhouse",
|
| 238 |
+
"lstrip": false,
|
| 239 |
+
"normalized": true,
|
| 240 |
+
"rstrip": false,
|
| 241 |
+
"single_word": false,
|
| 242 |
+
"special": false
|
| 243 |
+
},
|
| 244 |
+
"50290": {
|
| 245 |
+
"content": "approach",
|
| 246 |
+
"lstrip": false,
|
| 247 |
+
"normalized": true,
|
| 248 |
+
"rstrip": false,
|
| 249 |
+
"single_word": false,
|
| 250 |
+
"special": false
|
| 251 |
+
},
|
| 252 |
+
"50291": {
|
| 253 |
+
"content": "processes",
|
| 254 |
+
"lstrip": false,
|
| 255 |
+
"normalized": true,
|
| 256 |
+
"rstrip": false,
|
| 257 |
+
"single_word": false,
|
| 258 |
+
"special": false
|
| 259 |
+
},
|
| 260 |
+
"50292": {
|
| 261 |
+
"content": "factors",
|
| 262 |
+
"lstrip": false,
|
| 263 |
+
"normalized": true,
|
| 264 |
+
"rstrip": false,
|
| 265 |
+
"single_word": false,
|
| 266 |
+
"special": false
|
| 267 |
+
},
|
| 268 |
+
"50293": {
|
| 269 |
+
"content": "observed",
|
| 270 |
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| 274 |
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| 413 |
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| 713 |
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|
| 714 |
+
"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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|
| 722 |
+
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|
| 723 |
+
},
|
| 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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|
| 731 |
+
},
|
| 732 |
+
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|
| 733 |
+
"content": "solutions",
|
| 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 |
+
},
|
| 740 |
+
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|
| 741 |
+
"content": "transport",
|
| 742 |
+
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|
| 743 |
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|
| 744 |
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|
| 745 |
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|
| 746 |
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|
| 747 |
+
},
|
| 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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|
| 755 |
+
},
|
| 756 |
+
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|
| 757 |
+
"content": "CH4",
|
| 758 |
+
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|
| 759 |
+
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|
| 760 |
+
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|
| 761 |
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|
| 762 |
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|
| 763 |
+
},
|
| 764 |
+
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|
| 765 |
+
"content": "policies",
|
| 766 |
+
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|
| 767 |
+
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|
| 768 |
+
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|
| 769 |
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|
| 770 |
+
"special": false
|
| 771 |
+
},
|
| 772 |
+
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|
| 773 |
+
"content": "understanding",
|
| 774 |
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|
| 775 |
+
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|
| 776 |
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|
| 777 |
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|
| 778 |
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"special": false
|
| 779 |
+
},
|
| 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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|
| 786 |
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"special": false
|
| 787 |
+
},
|
| 788 |
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|
| 789 |
+
"content": "customers",
|
| 790 |
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|
| 791 |
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|
| 792 |
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|
| 793 |
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|
| 794 |
+
"special": false
|
| 795 |
+
},
|
| 796 |
+
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|
| 797 |
+
"content": "methane",
|
| 798 |
+
"lstrip": false,
|
| 799 |
+
"normalized": true,
|
| 800 |
+
"rstrip": false,
|
| 801 |
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|
| 802 |
+
"special": false
|
| 803 |
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},
|
| 804 |
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|
| 805 |
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"content": "applied",
|
| 806 |
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"lstrip": false,
|
| 807 |
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"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 |
+
"normalized": true,
|
| 816 |
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"rstrip": false,
|
| 817 |
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|
| 818 |
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"special": false
|
| 819 |
+
},
|
| 820 |
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|
| 821 |
+
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|
| 822 |
+
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|
| 823 |
+
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|
| 824 |
+
"rstrip": false,
|
| 825 |
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"single_word": false,
|
| 826 |
+
"special": false
|
| 827 |
+
},
|
| 828 |
+
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|
| 829 |
+
"content": "flood",
|
| 830 |
+
"lstrip": false,
|
| 831 |
+
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|
| 832 |
+
"rstrip": false,
|
| 833 |
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|
| 834 |
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"special": false
|
| 835 |
+
},
|
| 836 |
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|
| 837 |
+
"content": "measured",
|
| 838 |
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"lstrip": false,
|
| 839 |
+
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|
| 840 |
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|
| 841 |
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|
| 842 |
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"special": false
|
| 843 |
+
},
|
| 844 |
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|
| 845 |
+
"content": "thermal",
|
| 846 |
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|
| 847 |
+
"normalized": true,
|
| 848 |
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|
| 849 |
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|
| 850 |
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"special": false
|
| 851 |
+
},
|
| 852 |
+
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|
| 853 |
+
"content": "concentrations",
|
| 854 |
+
"lstrip": false,
|
| 855 |
+
"normalized": true,
|
| 856 |
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"rstrip": false,
|
| 857 |
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|
| 858 |
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"special": false
|
| 859 |
+
},
|
| 860 |
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|
| 861 |
+
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|
| 862 |
+
"lstrip": false,
|
| 863 |
+
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|
| 864 |
+
"rstrip": false,
|
| 865 |
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"single_word": false,
|
| 866 |
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"special": false
|
| 867 |
+
},
|
| 868 |
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|
| 869 |
+
"content": "greater",
|
| 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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"special": false
|
| 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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"special": false
|
| 883 |
+
},
|
| 884 |
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|
| 885 |
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"content": "proposed",
|
| 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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"special": false
|
| 891 |
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},
|
| 892 |
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"50371": {
|
| 893 |
+
"content": "trends",
|
| 894 |
+
"lstrip": false,
|
| 895 |
+
"normalized": true,
|
| 896 |
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"rstrip": false,
|
| 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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"content": "basis",
|
| 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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"special": false
|
| 907 |
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},
|
| 908 |
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|
| 909 |
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"content": "provides",
|
| 910 |
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|
| 911 |
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"normalized": true,
|
| 912 |
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"rstrip": false,
|
| 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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"lstrip": false,
|
| 919 |
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|
| 920 |
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"rstrip": false,
|
| 921 |
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|
| 922 |
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"special": false
|
| 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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"special": false
|
| 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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"special": false
|
| 939 |
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},
|
| 940 |
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|
| 941 |
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"content": "adaptation",
|
| 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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"special": false
|
| 947 |
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},
|
| 948 |
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|
| 949 |
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"content": "methods",
|
| 950 |
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"lstrip": false,
|
| 951 |
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"normalized": true,
|
| 952 |
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|
| 953 |
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|
| 954 |
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"special": false
|
| 955 |
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},
|
| 956 |
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|
| 957 |
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"content": "capture",
|
| 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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"special": false
|
| 963 |
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},
|
| 964 |
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|
| 965 |
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"content": "variation",
|
| 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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"special": false
|
| 971 |
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},
|
| 972 |
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|
| 973 |
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"content": "reducing",
|
| 974 |
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|
| 975 |
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|
| 976 |
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|
| 977 |
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|
| 978 |
+
"special": false
|
| 979 |
+
},
|
| 980 |
+
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|
| 981 |
+
"content": "N2O",
|
| 982 |
+
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|
| 983 |
+
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|
| 984 |
+
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|
| 985 |
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|
| 986 |
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"special": false
|
| 987 |
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},
|
| 988 |
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|
| 989 |
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"content": "parameters",
|
| 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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"special": false
|
| 995 |
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},
|
| 996 |
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|
| 997 |
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"content": "ecosystems",
|
| 998 |
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|
| 999 |
+
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|
| 1000 |
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|
| 1001 |
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|
| 1002 |
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"special": false
|
| 1003 |
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},
|
| 1004 |
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|
| 1005 |
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"content": "investigated",
|
| 1006 |
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|
| 1007 |
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|
| 1008 |
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|
| 1009 |
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|
| 1010 |
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"special": false
|
| 1011 |
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},
|
| 1012 |
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|
| 1013 |
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"content": "yield",
|
| 1014 |
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|
| 1015 |
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|
| 1016 |
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|
| 1017 |
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|
| 1018 |
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"special": false
|
| 1019 |
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},
|
| 1020 |
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|
| 1021 |
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"content": "strategies",
|
| 1022 |
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|
| 1023 |
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|
| 1024 |
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|
| 1025 |
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|
| 1026 |
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"special": false
|
| 1027 |
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},
|
| 1028 |
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|
| 1029 |
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"content": "indicate",
|
| 1030 |
+
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|
| 1031 |
+
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|
| 1032 |
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"rstrip": false,
|
| 1033 |
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|
| 1034 |
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"special": false
|
| 1035 |
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},
|
| 1036 |
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"50389": {
|
| 1037 |
+
"content": "caused",
|
| 1038 |
+
"lstrip": false,
|
| 1039 |
+
"normalized": true,
|
| 1040 |
+
"rstrip": false,
|
| 1041 |
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"single_word": false,
|
| 1042 |
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"special": false
|
| 1043 |
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},
|
| 1044 |
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"50390": {
|
| 1045 |
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"content": "dynamics",
|
| 1046 |
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"lstrip": false,
|
| 1047 |
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"normalized": true,
|
| 1048 |
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"rstrip": false,
|
| 1049 |
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|
| 1050 |
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"special": false
|
| 1051 |
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},
|
| 1052 |
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|
| 1053 |
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"content": "obtained",
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| 1054 |
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"lstrip": false,
|
| 1055 |
+
"normalized": true,
|
| 1056 |
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"rstrip": false,
|
| 1057 |
+
"single_word": false,
|
| 1058 |
+
"special": false
|
| 1059 |
+
},
|
| 1060 |
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"50392": {
|
| 1061 |
+
"content": "efforts",
|
| 1062 |
+
"lstrip": false,
|
| 1063 |
+
"normalized": true,
|
| 1064 |
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"rstrip": false,
|
| 1065 |
+
"single_word": false,
|
| 1066 |
+
"special": false
|
| 1067 |
+
},
|
| 1068 |
+
"50393": {
|
| 1069 |
+
"content": "coastal",
|
| 1070 |
+
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|
| 1071 |
+
"normalized": true,
|
| 1072 |
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"rstrip": false,
|
| 1073 |
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|
| 1074 |
+
"special": false
|
| 1075 |
+
},
|
| 1076 |
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"50394": {
|
| 1077 |
+
"content": "become",
|
| 1078 |
+
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|
| 1079 |
+
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|
| 1080 |
+
"rstrip": false,
|
| 1081 |
+
"single_word": false,
|
| 1082 |
+
"special": false
|
| 1083 |
+
},
|
| 1084 |
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"50395": {
|
| 1085 |
+
"content": "agricultural",
|
| 1086 |
+
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|
| 1087 |
+
"normalized": true,
|
| 1088 |
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"rstrip": false,
|
| 1089 |
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|
| 1090 |
+
"special": false
|
| 1091 |
+
},
|
| 1092 |
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"50396": {
|
| 1093 |
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"content": "decreased",
|
| 1094 |
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|
| 1095 |
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"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 |
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|
| 1106 |
+
"special": false
|
| 1107 |
+
},
|
| 1108 |
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"50398": {
|
| 1109 |
+
"content": "materials",
|
| 1110 |
+
"lstrip": false,
|
| 1111 |
+
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|
| 1112 |
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|
| 1113 |
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|
| 1114 |
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"special": false
|
| 1115 |
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},
|
| 1116 |
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|
| 1117 |
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"content": "mainly",
|
| 1118 |
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|
| 1119 |
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|
| 1120 |
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|
| 1121 |
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|
| 1122 |
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|
| 1123 |
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},
|
| 1124 |
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|
| 1125 |
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"content": "relationship",
|
| 1126 |
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|
| 1127 |
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|
| 1128 |
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|
| 1129 |
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|
| 1130 |
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|
| 1131 |
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},
|
| 1132 |
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|
| 1133 |
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"content": "ecological",
|
| 1134 |
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|
| 1135 |
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|
| 1136 |
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|
| 1137 |
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|
| 1138 |
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|
| 1139 |
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},
|
| 1140 |
+
"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 |
+
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|
| 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 |
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"single_word": false,
|
| 1210 |
+
"special": false
|
| 1211 |
+
},
|
| 1212 |
+
"50411": {
|
| 1213 |
+
"content": "seasonal",
|
| 1214 |
+
"lstrip": false,
|
| 1215 |
+
"normalized": true,
|
| 1216 |
+
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|
| 1217 |
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"single_word": false,
|
| 1218 |
+
"special": false
|
| 1219 |
+
},
|
| 1220 |
+
"50412": {
|
| 1221 |
+
"content": "developing",
|
| 1222 |
+
"lstrip": false,
|
| 1223 |
+
"normalized": true,
|
| 1224 |
+
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|
| 1225 |
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"single_word": false,
|
| 1226 |
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"special": false
|
| 1227 |
+
},
|
| 1228 |
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"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 |
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|
| 1242 |
+
"special": false
|
| 1243 |
+
},
|
| 1244 |
+
"50415": {
|
| 1245 |
+
"content": "tropical",
|
| 1246 |
+
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|
| 1247 |
+
"normalized": true,
|
| 1248 |
+
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|
| 1249 |
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"single_word": false,
|
| 1250 |
+
"special": false
|
| 1251 |
+
},
|
| 1252 |
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"50416": {
|
| 1253 |
+
"content": "ratio",
|
| 1254 |
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"lstrip": false,
|
| 1255 |
+
"normalized": true,
|
| 1256 |
+
"rstrip": false,
|
| 1257 |
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"single_word": false,
|
| 1258 |
+
"special": false
|
| 1259 |
+
},
|
| 1260 |
+
"50417": {
|
| 1261 |
+
"content": "2030",
|
| 1262 |
+
"lstrip": false,
|
| 1263 |
+
"normalized": true,
|
| 1264 |
+
"rstrip": false,
|
| 1265 |
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"single_word": false,
|
| 1266 |
+
"special": false
|
| 1267 |
+
},
|
| 1268 |
+
"50418": {
|
| 1269 |
+
"content": "composition",
|
| 1270 |
+
"lstrip": false,
|
| 1271 |
+
"normalized": true,
|
| 1272 |
+
"rstrip": false,
|
| 1273 |
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|
| 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 |
+
"normalized": true,
|
| 1304 |
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"rstrip": false,
|
| 1305 |
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"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 |
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},
|
| 1316 |
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"50424": {
|
| 1317 |
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"content": "fuels",
|
| 1318 |
+
"lstrip": false,
|
| 1319 |
+
"normalized": true,
|
| 1320 |
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"rstrip": false,
|
| 1321 |
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"single_word": false,
|
| 1322 |
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"special": false
|
| 1323 |
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},
|
| 1324 |
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"50425": {
|
| 1325 |
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"content": "infrastructure",
|
| 1326 |
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"lstrip": false,
|
| 1327 |
+
"normalized": true,
|
| 1328 |
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|
| 1329 |
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"single_word": false,
|
| 1330 |
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"special": false
|
| 1331 |
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},
|
| 1332 |
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|
| 1333 |
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"content": "overall",
|
| 1334 |
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"lstrip": false,
|
| 1335 |
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"normalized": true,
|
| 1336 |
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|
| 1337 |
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"single_word": false,
|
| 1338 |
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"special": false
|
| 1339 |
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},
|
| 1340 |
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|
| 1341 |
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"content": "responses",
|
| 1342 |
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|
| 1343 |
+
"normalized": true,
|
| 1344 |
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|
| 1345 |
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"single_word": false,
|
| 1346 |
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"special": false
|
| 1347 |
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},
|
| 1348 |
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"50428": {
|
| 1349 |
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"content": "presented",
|
| 1350 |
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"lstrip": false,
|
| 1351 |
+
"normalized": true,
|
| 1352 |
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|
| 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 |
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"rstrip": false,
|
| 1361 |
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"single_word": false,
|
| 1362 |
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"special": false
|
| 1363 |
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},
|
| 1364 |
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"50430": {
|
| 1365 |
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"content": "assess",
|
| 1366 |
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"lstrip": false,
|
| 1367 |
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"normalized": true,
|
| 1368 |
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"rstrip": false,
|
| 1369 |
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"single_word": false,
|
| 1370 |
+
"special": false
|
| 1371 |
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},
|
| 1372 |
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"50431": {
|
| 1373 |
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"content": "diversity",
|
| 1374 |
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"lstrip": false,
|
| 1375 |
+
"normalized": true,
|
| 1376 |
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"rstrip": false,
|
| 1377 |
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"single_word": false,
|
| 1378 |
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"special": false
|
| 1379 |
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},
|
| 1380 |
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"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 |
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"special": false
|
| 1387 |
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},
|
| 1388 |
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"50433": {
|
| 1389 |
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"content": "delta",
|
| 1390 |
+
"lstrip": false,
|
| 1391 |
+
"normalized": true,
|
| 1392 |
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"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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|
| 1397 |
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"content": "included",
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| 1398 |
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"lstrip": false,
|
| 1399 |
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"normalized": true,
|
| 1400 |
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"rstrip": false,
|
| 1401 |
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"single_word": false,
|
| 1402 |
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"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",
|
| 1422 |
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"lstrip": false,
|
| 1423 |
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"normalized": true,
|
| 1424 |
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"rstrip": false,
|
| 1425 |
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|
| 1426 |
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"special": false
|
| 1427 |
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},
|
| 1428 |
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"50438": {
|
| 1429 |
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"content": "affect",
|
| 1430 |
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"lstrip": false,
|
| 1431 |
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"normalized": true,
|
| 1432 |
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"rstrip": false,
|
| 1433 |
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"single_word": false,
|
| 1434 |
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"special": false
|
| 1435 |
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},
|
| 1436 |
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"50439": {
|
| 1437 |
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"content": "conducted",
|
| 1438 |
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"lstrip": false,
|
| 1439 |
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"normalized": true,
|
| 1440 |
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"rstrip": false,
|
| 1441 |
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"single_word": false,
|
| 1442 |
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"special": false
|
| 1443 |
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},
|
| 1444 |
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"50440": {
|
| 1445 |
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"content": "operating",
|
| 1446 |
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"lstrip": false,
|
| 1447 |
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"normalized": true,
|
| 1448 |
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|
| 1449 |
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"single_word": false,
|
| 1450 |
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"special": false
|
| 1451 |
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},
|
| 1452 |
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"50441": {
|
| 1453 |
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"content": "populations",
|
| 1454 |
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"lstrip": false,
|
| 1455 |
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"normalized": true,
|
| 1456 |
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"rstrip": false,
|
| 1457 |
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"single_word": false,
|
| 1458 |
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"special": false
|
| 1459 |
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},
|
| 1460 |
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"50442": {
|
| 1461 |
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"content": "variations",
|
| 1462 |
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"lstrip": false,
|
| 1463 |
+
"normalized": true,
|
| 1464 |
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"rstrip": false,
|
| 1465 |
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"single_word": false,
|
| 1466 |
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"special": false
|
| 1467 |
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},
|
| 1468 |
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"50443": {
|
| 1469 |
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"content": "studied",
|
| 1470 |
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"lstrip": false,
|
| 1471 |
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"normalized": true,
|
| 1472 |
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"rstrip": false,
|
| 1473 |
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"single_word": false,
|
| 1474 |
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"special": false
|
| 1475 |
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},
|
| 1476 |
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"50444": {
|
| 1477 |
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"content": "additional",
|
| 1478 |
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"lstrip": false,
|
| 1479 |
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"normalized": true,
|
| 1480 |
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"rstrip": false,
|
| 1481 |
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"single_word": false,
|
| 1482 |
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"special": false
|
| 1483 |
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},
|
| 1484 |
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"50445": {
|
| 1485 |
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"content": "construction",
|
| 1486 |
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"lstrip": false,
|
| 1487 |
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"normalized": true,
|
| 1488 |
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"rstrip": false,
|
| 1489 |
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"single_word": false,
|
| 1490 |
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"special": false
|
| 1491 |
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},
|
| 1492 |
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"50446": {
|
| 1493 |
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"content": "northern",
|
| 1494 |
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"lstrip": false,
|
| 1495 |
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"normalized": true,
|
| 1496 |
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"rstrip": false,
|
| 1497 |
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"single_word": false,
|
| 1498 |
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"special": false
|
| 1499 |
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},
|
| 1500 |
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"50447": {
|
| 1501 |
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"content": "variables",
|
| 1502 |
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"lstrip": false,
|
| 1503 |
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"normalized": true,
|
| 1504 |
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"rstrip": false,
|
| 1505 |
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"single_word": false,
|
| 1506 |
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"special": false
|
| 1507 |
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},
|
| 1508 |
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"50448": {
|
| 1509 |
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"content": "soils",
|
| 1510 |
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"lstrip": false,
|
| 1511 |
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"normalized": true,
|
| 1512 |
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"rstrip": false,
|
| 1513 |
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"single_word": false,
|
| 1514 |
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"special": false
|
| 1515 |
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},
|
| 1516 |
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"50449": {
|
| 1517 |
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"content": "ensure",
|
| 1518 |
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"lstrip": false,
|
| 1519 |
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"normalized": true,
|
| 1520 |
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| 1521 |
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|
| 1522 |
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"special": false
|
| 1523 |
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},
|
| 1524 |
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"50450": {
|
| 1525 |
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"content": "recovery",
|
| 1526 |
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"lstrip": false,
|
| 1527 |
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"normalized": true,
|
| 1528 |
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"rstrip": false,
|
| 1529 |
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|
| 1530 |
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"special": false
|
| 1531 |
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},
|
| 1532 |
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"50451": {
|
| 1533 |
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"content": "combined",
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| 1534 |
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|
| 1535 |
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"normalized": true,
|
| 1536 |
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|
| 1537 |
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|
| 1538 |
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|
| 1539 |
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},
|
| 1540 |
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"50452": {
|
| 1541 |
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"content": "decision",
|
| 1542 |
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"lstrip": false,
|
| 1543 |
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"normalized": true,
|
| 1544 |
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"rstrip": false,
|
| 1545 |
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|
| 1546 |
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"special": false
|
| 1547 |
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},
|
| 1548 |
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"50453": {
|
| 1549 |
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"content": "practices",
|
| 1550 |
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"lstrip": false,
|
| 1551 |
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"normalized": true,
|
| 1552 |
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"rstrip": false,
|
| 1553 |
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"single_word": false,
|
| 1554 |
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"special": false
|
| 1555 |
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},
|
| 1556 |
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"50454": {
|
| 1557 |
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"content": "however",
|
| 1558 |
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"lstrip": false,
|
| 1559 |
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"normalized": true,
|
| 1560 |
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"rstrip": false,
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| 1561 |
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|
| 1562 |
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"special": false
|
| 1563 |
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},
|
| 1564 |
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"50455": {
|
| 1565 |
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"content": "determined",
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|
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|
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|
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|
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|
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|
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|
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|
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|
| 1896 |
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|
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|
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|
| 1899 |
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
| 1914 |
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|
| 1915 |
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|
| 1916 |
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|
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|
| 1918 |
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|
| 1919 |
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|
| 1920 |
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|
| 1921 |
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|
| 1922 |
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|
| 1923 |
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|
| 1924 |
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|
| 1925 |
+
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|
| 1926 |
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|
| 1927 |
+
"cls_token": "<s>",
|
| 1928 |
+
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|
| 1929 |
+
"errors": "replace",
|
| 1930 |
+
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|
| 1931 |
+
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|
| 1932 |
+
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|
| 1933 |
+
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|
| 1934 |
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|
| 1935 |
+
"trim_offsets": true,
|
| 1936 |
+
"unk_token": "<unk>"
|
| 1937 |
+
}
|
training_args.bin
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:6960ae225b7d57f8e8f569931cfc1b49797889b7021ecba0af9416452f78cd9e
|
| 3 |
+
size 5048
|
training_params.json
ADDED
|
@@ -0,0 +1,30 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"data_path": "riskmanagementv1/autotrain-data",
|
| 3 |
+
"model": "climatebert/distilroberta-base-climate-f",
|
| 4 |
+
"lr": 1e-05,
|
| 5 |
+
"epochs": 5,
|
| 6 |
+
"max_seq_length": 512,
|
| 7 |
+
"batch_size": 8,
|
| 8 |
+
"warmup_ratio": 0.1,
|
| 9 |
+
"gradient_accumulation": 1,
|
| 10 |
+
"optimizer": "adamw_torch",
|
| 11 |
+
"scheduler": "linear",
|
| 12 |
+
"weight_decay": 0.01,
|
| 13 |
+
"max_grad_norm": 1.0,
|
| 14 |
+
"seed": 42,
|
| 15 |
+
"train_split": "train",
|
| 16 |
+
"valid_split": "validation",
|
| 17 |
+
"text_column": "autotrain_text",
|
| 18 |
+
"target_column": "autotrain_label",
|
| 19 |
+
"logging_steps": -1,
|
| 20 |
+
"project_name": "riskmanagementv1",
|
| 21 |
+
"auto_find_batch_size": false,
|
| 22 |
+
"mixed_precision": "fp16",
|
| 23 |
+
"save_total_limit": 1,
|
| 24 |
+
"push_to_hub": true,
|
| 25 |
+
"evaluation_strategy": "epoch",
|
| 26 |
+
"username": "lomov",
|
| 27 |
+
"log": "tensorboard",
|
| 28 |
+
"early_stopping_patience": 5,
|
| 29 |
+
"early_stopping_threshold": 0.01
|
| 30 |
+
}
|
vocab.json
ADDED
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|