Add BERTopic model
Browse files- README.md +87 -0
- config.json +16 -0
- ctfidf.safetensors +3 -0
- ctfidf_config.json +0 -0
- topic_embeddings.safetensors +3 -0
- topics.json +2343 -0
README.md
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---
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tags:
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- bertopic
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library_name: bertopic
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pipeline_tag: text-classification
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---
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# MARTINI_enrich_BERTopic_DrPaulMarik
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This is a [BERTopic](https://github.com/MaartenGr/BERTopic) model.
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BERTopic is a flexible and modular topic modeling framework that allows for the generation of easily interpretable topics from large datasets.
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## Usage
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To use this model, please install BERTopic:
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```
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pip install -U bertopic
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```
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You can use the model as follows:
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```python
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from bertopic import BERTopic
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topic_model = BERTopic.load("AIDA-UPM/MARTINI_enrich_BERTopic_DrPaulMarik")
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topic_model.get_topic_info()
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```
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## Topic overview
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* Number of topics: 18
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* Number of training documents: 1806
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<details>
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<summary>Click here for an overview of all topics.</summary>
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| Topic ID | Topic Keywords | Topic Frequency | Label |
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|----------|----------------|-----------------|-------|
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| -1 | fauci - vaccinated - pfizer - injections - symptoms | 21 | -1_fauci_vaccinated_pfizer_injections |
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| 0 | myocarditis - gardasil - died - incidence - nattokinase | 1059 | 0_myocarditis_gardasil_died_incidence |
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| 1 | novavax - paxlovid - vaccinated - reinfections - 2023 | 80 | 1_novavax_paxlovid_vaccinated_reinfections |
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| 2 | deaths - dowd - 2022 - excess - millennials | 80 | 2_deaths_dowd_2022_excess |
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| 3 | fauci - fbi - wuhan - coronaviruses - bioweapons | 77 | 3_fauci_fbi_wuhan_coronaviruses |
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| 4 | ketogenic - supplements - dr_gazda - photobiomodulation - longcovid | 61 | 4_ketogenic_supplements_dr_gazda_photobiomodulation |
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| 5 | thimerosal - vaccinated - autism - diagnosed - cnn | 55 | 5_thimerosal_vaccinated_autism_diagnosed |
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| 6 | unvaccinated - mandates - lausd - exemptions - mask | 55 | 6_unvaccinated_mandates_lausd_exemptions |
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| 7 | modrna - plasmid - genetically - contaminated - microbiologist | 53 | 7_modrna_plasmid_genetically_contaminated |
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| 8 | vaccination - vaers - stillbirths - pfizer - placenta | 42 | 8_vaccination_vaers_stillbirths_pfizer |
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| 9 | wuhan - lockdowns - shenzhen - millions - riots | 42 | 9_wuhan_lockdowns_shenzhen_millions |
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| 10 | pandemic - wef - sovereignty - weaponize - cbdcs | 37 | 10_pandemic_wef_sovereignty_weaponize |
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| 11 | drpaulmarik - janjekielek - epochtvus - earlytreatment - darkhorsepod | 29 | 11_drpaulmarik_janjekielek_epochtvus_earlytreatment |
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| 12 | pfizer - adverse - falsehoods - rotavirus - mccullough | 24 | 12_pfizer_adverse_falsehoods_rotavirus |
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| 13 | billgates - bioterrorist - malthusian - bmgf - cepi | 24 | 13_billgates_bioterrorist_malthusian_bmgf |
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| 14 | fauci - censorship - misinformation - reclaimthenet - facebook | 24 | 14_fauci_censorship_misinformation_reclaimthenet |
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| 15 | ivermectin - hydroxychloroquine - penicillin - longvax - miracle | 22 | 15_ivermectin_hydroxychloroquine_penicillin_longvax |
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| 16 | remdesivir - ventilator - methylprednisolone - deadly - sedatives | 21 | 16_remdesivir_ventilator_methylprednisolone_deadly |
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</details>
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## Training hyperparameters
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* calculate_probabilities: True
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* language: None
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* low_memory: False
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* min_topic_size: 10
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* n_gram_range: (1, 1)
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* nr_topics: None
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* seed_topic_list: None
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* top_n_words: 10
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* verbose: False
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* zeroshot_min_similarity: 0.7
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* zeroshot_topic_list: None
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## Framework versions
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* Numpy: 1.26.4
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* HDBSCAN: 0.8.40
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* UMAP: 0.5.7
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* Pandas: 2.2.3
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* Scikit-Learn: 1.5.2
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* Sentence-transformers: 3.3.1
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* Transformers: 4.46.3
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* Numba: 0.60.0
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* Plotly: 5.24.1
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* Python: 3.10.12
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config.json
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{
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"calculate_probabilities": true,
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"language": null,
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"low_memory": false,
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"min_topic_size": 10,
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"n_gram_range": [
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1,
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1
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],
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"nr_topics": null,
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"seed_topic_list": null,
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"top_n_words": 10,
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"verbose": false,
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"zeroshot_min_similarity": 0.7,
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"zeroshot_topic_list": null
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}
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ctfidf.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:da7df5b791c2311979bdfdc1bd749c9db033e2ff54b6c64d5074f87e08097a9d
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size 386876
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ctfidf_config.json
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The diff for this file is too large to render.
See raw diff
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topic_embeddings.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:68546b75d8bd2aa34f3a745b55637f95245f453fc4c925551220dd2cee283872
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size 73816
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topics.json
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6,
|
| 966 |
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| 967 |
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1,
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12,
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| 977 |
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12,
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12,
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3,
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0,
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6,
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1,
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1,
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3,
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3,
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6,
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8,
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12,
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0,
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3,
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3,
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2,
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10,
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1,
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3,
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3,
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3,
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| 1224 |
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4,
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3,
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13,
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7,
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3,
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3,
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2,
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15,
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4,
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6,
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| 1246 |
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2,
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0,
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2,
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0,
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3,
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8,
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0,
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8,
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7,
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2,
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12,
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2,
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6,
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1,
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4,
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0,
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11,
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| 1288 |
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0,
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| 1290 |
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2,
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6,
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8,
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| 1298 |
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2,
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| 1300 |
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2,
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4,
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11,
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10,
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10,
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3,
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2,
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2,
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2,
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13,
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14,
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13,
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2,
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2,
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2,
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1,
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| 1340 |
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1,
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13,
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3,
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11,
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2,
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13,
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10,
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11,
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2,
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2,
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2,
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4,
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0,
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0,
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2,
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2,
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0,
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4,
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0,
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0,
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2,
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14,
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15,
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5,
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5,
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9,
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0,
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0,
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0,
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| 1424 |
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11,
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| 1425 |
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| 1427 |
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0,
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| 1428 |
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|
| 1429 |
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16,
|
| 1430 |
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-1,
|
| 1431 |
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2,
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| 1432 |
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1,
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| 1438 |
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| 1441 |
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0,
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| 1445 |
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12,
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8,
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| 1453 |
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2,
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|
| 1455 |
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| 1456 |
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6,
|
| 1457 |
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-1,
|
| 1458 |
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-1,
|
| 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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0,
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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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| 1500 |
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| 1567 |
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| 1570 |
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| 1585 |
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| 1589 |
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| 1590 |
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| 1592 |
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| 1593 |
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| 1597 |
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| 1598 |
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| 1600 |
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0,
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| 1607 |
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7,
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| 1608 |
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| 1609 |
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| 1610 |
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| 1611 |
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| 1612 |
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11,
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| 1613 |
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| 1614 |
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9,
|
| 1615 |
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10,
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| 1616 |
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| 1617 |
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| 1618 |
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| 1619 |
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6,
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| 1620 |
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| 1621 |
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| 1622 |
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6,
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| 1623 |
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| 1624 |
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9,
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| 1625 |
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| 1626 |
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8,
|
| 1627 |
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1,
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| 1628 |
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|
| 1629 |
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|
| 1630 |
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|
| 1631 |
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-1,
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| 1632 |
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11,
|
| 1633 |
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| 1636 |
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| 1637 |
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1,
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| 1638 |
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| 1639 |
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8,
|
| 1640 |
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| 1641 |
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-1,
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| 1642 |
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| 1643 |
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9,
|
| 1644 |
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| 1645 |
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3,
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| 1646 |
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|
| 1647 |
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-1,
|
| 1648 |
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4,
|
| 1649 |
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8,
|
| 1650 |
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|
| 1651 |
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-1,
|
| 1652 |
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11,
|
| 1653 |
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10,
|
| 1654 |
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|
| 1655 |
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8,
|
| 1656 |
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13,
|
| 1657 |
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4,
|
| 1658 |
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2,
|
| 1659 |
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|
| 1660 |
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15,
|
| 1661 |
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3,
|
| 1662 |
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|
| 1663 |
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7,
|
| 1664 |
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|
| 1665 |
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1,
|
| 1666 |
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8,
|
| 1667 |
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2,
|
| 1668 |
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-1,
|
| 1669 |
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-1,
|
| 1670 |
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8,
|
| 1671 |
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8,
|
| 1672 |
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11,
|
| 1673 |
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-1,
|
| 1674 |
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1,
|
| 1675 |
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-1,
|
| 1676 |
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11,
|
| 1677 |
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-1,
|
| 1678 |
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2,
|
| 1679 |
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1,
|
| 1680 |
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11,
|
| 1681 |
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11,
|
| 1682 |
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-1,
|
| 1683 |
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-1,
|
| 1684 |
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-1,
|
| 1685 |
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9,
|
| 1686 |
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-1,
|
| 1687 |
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-1,
|
| 1688 |
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-1,
|
| 1689 |
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-1,
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| 1690 |
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-1,
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| 1691 |
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-1,
|
| 1692 |
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-1,
|
| 1693 |
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11,
|
| 1694 |
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11,
|
| 1695 |
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15,
|
| 1696 |
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12,
|
| 1697 |
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-1,
|
| 1698 |
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-1,
|
| 1699 |
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-1,
|
| 1700 |
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-1,
|
| 1701 |
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6,
|
| 1702 |
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|
| 1703 |
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-1,
|
| 1704 |
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-1,
|
| 1705 |
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13,
|
| 1706 |
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16,
|
| 1707 |
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0,
|
| 1708 |
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14,
|
| 1709 |
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-1,
|
| 1710 |
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9,
|
| 1711 |
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9,
|
| 1712 |
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8,
|
| 1713 |
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-1,
|
| 1714 |
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-1,
|
| 1715 |
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13,
|
| 1716 |
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5,
|
| 1717 |
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12,
|
| 1718 |
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13,
|
| 1719 |
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-1,
|
| 1720 |
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-1,
|
| 1721 |
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8,
|
| 1722 |
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-1,
|
| 1723 |
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9,
|
| 1724 |
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6,
|
| 1725 |
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6,
|
| 1726 |
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12,
|
| 1727 |
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-1,
|
| 1728 |
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-1,
|
| 1729 |
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13,
|
| 1730 |
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-1,
|
| 1731 |
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-1,
|
| 1732 |
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2,
|
| 1733 |
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|
| 1734 |
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0,
|
| 1735 |
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|
| 1736 |
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10,
|
| 1737 |
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-1,
|
| 1738 |
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-1,
|
| 1739 |
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-1,
|
| 1740 |
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-1,
|
| 1741 |
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14,
|
| 1742 |
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-1,
|
| 1743 |
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9,
|
| 1744 |
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-1,
|
| 1745 |
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-1,
|
| 1746 |
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-1,
|
| 1747 |
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-1,
|
| 1748 |
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-1,
|
| 1749 |
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-1,
|
| 1750 |
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-1,
|
| 1751 |
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-1,
|
| 1752 |
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-1,
|
| 1753 |
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6,
|
| 1754 |
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2,
|
| 1755 |
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-1,
|
| 1756 |
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15,
|
| 1757 |
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-1,
|
| 1758 |
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-1,
|
| 1759 |
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1,
|
| 1760 |
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-1,
|
| 1761 |
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-1,
|
| 1762 |
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-1,
|
| 1763 |
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-1,
|
| 1764 |
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13,
|
| 1765 |
+
6,
|
| 1766 |
+
2,
|
| 1767 |
+
14,
|
| 1768 |
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2,
|
| 1769 |
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1,
|
| 1770 |
+
-1,
|
| 1771 |
+
-1,
|
| 1772 |
+
2,
|
| 1773 |
+
9,
|
| 1774 |
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-1,
|
| 1775 |
+
6,
|
| 1776 |
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-1,
|
| 1777 |
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-1,
|
| 1778 |
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-1,
|
| 1779 |
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-1,
|
| 1780 |
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-1,
|
| 1781 |
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-1,
|
| 1782 |
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-1,
|
| 1783 |
+
10,
|
| 1784 |
+
13,
|
| 1785 |
+
-1,
|
| 1786 |
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-1,
|
| 1787 |
+
-1,
|
| 1788 |
+
-1,
|
| 1789 |
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-1,
|
| 1790 |
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-1,
|
| 1791 |
+
3,
|
| 1792 |
+
-1,
|
| 1793 |
+
16,
|
| 1794 |
+
-1,
|
| 1795 |
+
-1,
|
| 1796 |
+
1,
|
| 1797 |
+
-1,
|
| 1798 |
+
7,
|
| 1799 |
+
-1,
|
| 1800 |
+
6,
|
| 1801 |
+
9,
|
| 1802 |
+
-1,
|
| 1803 |
+
-1,
|
| 1804 |
+
-1,
|
| 1805 |
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-1,
|
| 1806 |
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-1,
|
| 1807 |
+
1,
|
| 1808 |
+
12,
|
| 1809 |
+
-1,
|
| 1810 |
+
-1,
|
| 1811 |
+
10,
|
| 1812 |
+
-1,
|
| 1813 |
+
3,
|
| 1814 |
+
-1,
|
| 1815 |
+
9,
|
| 1816 |
+
-1,
|
| 1817 |
+
9,
|
| 1818 |
+
-1,
|
| 1819 |
+
-1,
|
| 1820 |
+
1,
|
| 1821 |
+
0,
|
| 1822 |
+
-1,
|
| 1823 |
+
9,
|
| 1824 |
+
-1,
|
| 1825 |
+
-1,
|
| 1826 |
+
9,
|
| 1827 |
+
-1,
|
| 1828 |
+
9,
|
| 1829 |
+
9,
|
| 1830 |
+
13,
|
| 1831 |
+
-1,
|
| 1832 |
+
-1,
|
| 1833 |
+
12,
|
| 1834 |
+
-1,
|
| 1835 |
+
2,
|
| 1836 |
+
9,
|
| 1837 |
+
-1,
|
| 1838 |
+
-1,
|
| 1839 |
+
6,
|
| 1840 |
+
6,
|
| 1841 |
+
-1,
|
| 1842 |
+
-1,
|
| 1843 |
+
-1,
|
| 1844 |
+
-1,
|
| 1845 |
+
-1,
|
| 1846 |
+
6,
|
| 1847 |
+
-1,
|
| 1848 |
+
-1,
|
| 1849 |
+
8,
|
| 1850 |
+
-1,
|
| 1851 |
+
-1,
|
| 1852 |
+
11,
|
| 1853 |
+
-1,
|
| 1854 |
+
2,
|
| 1855 |
+
-1,
|
| 1856 |
+
-1,
|
| 1857 |
+
6,
|
| 1858 |
+
-1,
|
| 1859 |
+
-1,
|
| 1860 |
+
3,
|
| 1861 |
+
1,
|
| 1862 |
+
9,
|
| 1863 |
+
-1,
|
| 1864 |
+
-1,
|
| 1865 |
+
-1,
|
| 1866 |
+
-1,
|
| 1867 |
+
-1,
|
| 1868 |
+
-1,
|
| 1869 |
+
-1,
|
| 1870 |
+
3,
|
| 1871 |
+
-1,
|
| 1872 |
+
-1,
|
| 1873 |
+
-1,
|
| 1874 |
+
-1,
|
| 1875 |
+
1,
|
| 1876 |
+
1,
|
| 1877 |
+
-1,
|
| 1878 |
+
8,
|
| 1879 |
+
6,
|
| 1880 |
+
-1,
|
| 1881 |
+
-1,
|
| 1882 |
+
9,
|
| 1883 |
+
-1,
|
| 1884 |
+
1,
|
| 1885 |
+
-1,
|
| 1886 |
+
-1,
|
| 1887 |
+
1,
|
| 1888 |
+
9,
|
| 1889 |
+
-1,
|
| 1890 |
+
8,
|
| 1891 |
+
-1,
|
| 1892 |
+
-1,
|
| 1893 |
+
-1,
|
| 1894 |
+
13,
|
| 1895 |
+
-1,
|
| 1896 |
+
-1,
|
| 1897 |
+
14,
|
| 1898 |
+
-1,
|
| 1899 |
+
16,
|
| 1900 |
+
1,
|
| 1901 |
+
1,
|
| 1902 |
+
0,
|
| 1903 |
+
1,
|
| 1904 |
+
1,
|
| 1905 |
+
-1,
|
| 1906 |
+
-1,
|
| 1907 |
+
-1,
|
| 1908 |
+
-1,
|
| 1909 |
+
-1,
|
| 1910 |
+
-1,
|
| 1911 |
+
-1,
|
| 1912 |
+
3,
|
| 1913 |
+
1,
|
| 1914 |
+
-1,
|
| 1915 |
+
10,
|
| 1916 |
+
3,
|
| 1917 |
+
-1,
|
| 1918 |
+
2,
|
| 1919 |
+
-1,
|
| 1920 |
+
3,
|
| 1921 |
+
6,
|
| 1922 |
+
-1,
|
| 1923 |
+
-1,
|
| 1924 |
+
-1,
|
| 1925 |
+
-1,
|
| 1926 |
+
8,
|
| 1927 |
+
2,
|
| 1928 |
+
-1,
|
| 1929 |
+
-1,
|
| 1930 |
+
-1,
|
| 1931 |
+
6,
|
| 1932 |
+
9,
|
| 1933 |
+
-1,
|
| 1934 |
+
-1,
|
| 1935 |
+
-1,
|
| 1936 |
+
5,
|
| 1937 |
+
12,
|
| 1938 |
+
-1,
|
| 1939 |
+
6,
|
| 1940 |
+
-1,
|
| 1941 |
+
-1,
|
| 1942 |
+
2,
|
| 1943 |
+
0,
|
| 1944 |
+
-1,
|
| 1945 |
+
6,
|
| 1946 |
+
-1,
|
| 1947 |
+
-1,
|
| 1948 |
+
-1,
|
| 1949 |
+
-1,
|
| 1950 |
+
7,
|
| 1951 |
+
-1,
|
| 1952 |
+
-1,
|
| 1953 |
+
-1,
|
| 1954 |
+
1,
|
| 1955 |
+
10,
|
| 1956 |
+
-1,
|
| 1957 |
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| 1958 |
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| 1959 |
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| 1960 |
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| 1961 |
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