Add BERTopic model
Browse files- README.md +92 -0
- config.json +16 -0
- ctfidf.safetensors +3 -0
- ctfidf_config.json +0 -0
- topic_embeddings.safetensors +3 -0
- topics.json +2885 -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_RogerHodkinson
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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_RogerHodkinson")
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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: 23
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* Number of training documents: 2203
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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 | pfizer - fauci - vaccinated - lockdowns - published | 20 | -1_pfizer_fauci_vaccinated_lockdowns |
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| 0 | fauci - virologists - conspiracy - laboratories - whistleblower | 1174 | 0_fauci_virologists_conspiracy_laboratories |
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| 1 | pandemics - ghebreyesus - trudeau - sovereignty - iran | 98 | 1_pandemics_ghebreyesus_trudeau_sovereignty |
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| 2 | vaccinated - twindemic - bivalent - booster - updated | 93 | 2_vaccinated_twindemic_bivalent_booster |
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| 3 | vaccinations - unvaccinated - dtap - rotavirus - infant | 78 | 3_vaccinations_unvaccinated_dtap_rotavirus |
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| 4 | masks - washington - vaccination - stanford - exemptions | 66 | 4_masks_washington_vaccination_stanford |
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| 5 | myopericarditis - nuvaxovid - physicians - lymphocytic - fatal | 64 | 5_myopericarditis_nuvaxovid_physicians_lymphocytic |
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| 6 | coroners - cv19 - died - worldwide - 2021 | 61 | 6_coroners_cv19_died_worldwide |
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| 7 | newsom - misinformation - physicians - inoculated - astrazeneca | 59 | 7_newsom_misinformation_physicians_inoculated |
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| 8 | infodemic - reclaimthenet - censored - zuckerberg - agencies | 54 | 8_infodemic_reclaimthenet_censored_zuckerberg |
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| 9 | longcovid - lingering - vax - symptoms - sufferers | 50 | 9_longcovid_lingering_vax_symptoms |
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| 10 | lockdown - china - zhengzhou - sars - wechat | 43 | 10_lockdown_china_zhengzhou_sars |
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| 11 | pregnant - miscarriages - pfizer - placental - multiparous | 42 | 11_pregnant_miscarriages_pfizer_placental |
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| 12 | ivermectin - fda - penicillin - cuomo - miracle | 40 | 12_ivermectin_fda_penicillin_cuomo |
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| 13 | plasmidgate - modrna - polio - snapgene - contaminated | 36 | 13_plasmidgate_modrna_polio_snapgene |
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| 14 | pfizer - whistleblower - paxton - quillivant - lawsuit | 33 | 14_pfizer_whistleblower_paxton_quillivant |
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| 15 | fluoxetine - drugmaker - lilly - shortages - mandrola | 33 | 15_fluoxetine_drugmaker_lilly_shortages |
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| 16 | masks - plastic - waste - expose - diapers | 31 | 16_masks_plastic_waste_expose |
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| 17 | military - mandated - discharged - exemptions - whistleblowers | 30 | 17_military_mandated_discharged_exemptions |
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| 18 | oncologists - brca - leukemias - p53 - lymphocytes | 27 | 18_oncologists_brca_leukemias_p53 |
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| 19 | therealanthonyfauci - rfk - joe - shootings - debaters | 27 | 19_therealanthonyfauci_rfk_joe_shootings |
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| 20 | clots - hypercoagulation - vaccinated - pegylated - embalmed | 23 | 20_clots_hypercoagulation_vaccinated_pegylated |
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| 21 | euthanasia - remdesivir - midazolam - ventilator - murdered | 21 | 21_euthanasia_remdesivir_midazolam_ventilator |
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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:d232183091525d9b1336ab4271c58c47b2cb060e75ca819ceef42c1a3df65146
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size 510116
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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 sha256:36280d4049eadc88a5c383afaa85e4665c07bb0642a125ae0ba7df8ef9caf716
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size 94296
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topics.json
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| 1 |
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1,
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0,
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19,
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3,
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3,
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5,
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9,
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1,
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4,
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20,
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14,
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| 846 |
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4,
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12,
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| 850 |
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2,
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13,
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4,
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21,
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| 855 |
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8,
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9,
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| 858 |
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6,
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| 859 |
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| 860 |
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11,
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| 861 |
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| 862 |
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| 863 |
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| 864 |
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3,
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| 865 |
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| 866 |
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1,
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| 867 |
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| 868 |
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-1,
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| 869 |
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0,
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| 870 |
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7,
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| 871 |
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| 872 |
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1,
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| 873 |
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| 874 |
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17,
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| 875 |
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| 876 |
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9,
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| 877 |
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4,
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| 878 |
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| 879 |
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| 880 |
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-1,
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| 881 |
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| 882 |
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7,
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| 884 |
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12,
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| 885 |
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6,
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| 886 |
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| 887 |
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5,
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| 888 |
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| 889 |
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18,
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| 890 |
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| 891 |
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-1,
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| 892 |
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-1,
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| 893 |
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| 894 |
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6,
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| 895 |
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1,
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| 897 |
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-1,
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| 898 |
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0,
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| 899 |
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| 900 |
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1,
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6,
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1,
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1,
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| 910 |
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0,
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| 911 |
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0,
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| 913 |
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5,
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| 915 |
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1,
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| 920 |
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9,
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| 921 |
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| 922 |
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| 923 |
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| 924 |
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14,
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| 927 |
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20,
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| 928 |
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| 932 |
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0,
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1,
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| 935 |
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15,
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| 936 |
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2,
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| 937 |
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4,
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| 938 |
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8,
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| 939 |
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| 940 |
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| 941 |
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| 942 |
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15,
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| 947 |
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21,
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| 949 |
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1,
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| 950 |
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15,
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| 951 |
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| 952 |
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17,
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| 953 |
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| 954 |
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12,
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| 955 |
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0,
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| 956 |
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|
| 957 |
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|
| 958 |
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|
| 959 |
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|
| 960 |
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| 961 |
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| 962 |
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12,
|
| 963 |
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4,
|
| 964 |
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| 965 |
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-1,
|
| 966 |
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-1,
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| 967 |
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2,
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| 968 |
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9,
|
| 969 |
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7,
|
| 970 |
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12,
|
| 971 |
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0,
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| 972 |
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|
| 973 |
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17,
|
| 974 |
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17,
|
| 975 |
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|
| 976 |
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-1,
|
| 977 |
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-1,
|
| 978 |
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0,
|
| 979 |
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|
| 980 |
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11,
|
| 981 |
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|
| 982 |
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13,
|
| 983 |
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8,
|
| 984 |
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-1,
|
| 985 |
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17,
|
| 986 |
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7,
|
| 987 |
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|
| 988 |
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4,
|
| 989 |
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|
| 990 |
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11,
|
| 991 |
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1,
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| 992 |
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18,
|
| 993 |
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|
| 994 |
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11,
|
| 995 |
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|
| 996 |
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-1,
|
| 997 |
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-1,
|
| 998 |
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-1,
|
| 999 |
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3,
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| 1000 |
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13,
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| 1001 |
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13,
|
| 1002 |
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-1,
|
| 1003 |
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-1,
|
| 1004 |
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-1,
|
| 1005 |
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-1,
|
| 1006 |
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21,
|
| 1007 |
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5,
|
| 1008 |
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11,
|
| 1009 |
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16,
|
| 1010 |
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3,
|
| 1011 |
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4,
|
| 1012 |
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-1,
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| 1013 |
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1,
|
| 1014 |
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-1,
|
| 1015 |
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13,
|
| 1016 |
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0,
|
| 1017 |
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1,
|
| 1018 |
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14,
|
| 1019 |
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-1,
|
| 1020 |
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0,
|
| 1021 |
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0,
|
| 1022 |
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-1,
|
| 1023 |
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-1,
|
| 1024 |
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7,
|
| 1025 |
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16,
|
| 1026 |
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-1,
|
| 1027 |
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3,
|
| 1028 |
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-1,
|
| 1029 |
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18,
|
| 1030 |
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13,
|
| 1031 |
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-1,
|
| 1032 |
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-1,
|
| 1033 |
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-1,
|
| 1034 |
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-1,
|
| 1035 |
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-1,
|
| 1036 |
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-1,
|
| 1037 |
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-1,
|
| 1038 |
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13,
|
| 1039 |
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-1,
|
| 1040 |
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-1,
|
| 1041 |
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-1,
|
| 1042 |
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-1,
|
| 1043 |
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4,
|
| 1044 |
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3,
|
| 1045 |
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5,
|
| 1046 |
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-1,
|
| 1047 |
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-1,
|
| 1048 |
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-1,
|
| 1049 |
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-1,
|
| 1050 |
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2,
|
| 1051 |
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6,
|
| 1052 |
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0,
|
| 1053 |
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-1,
|
| 1054 |
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3,
|
| 1055 |
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-1,
|
| 1056 |
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13,
|
| 1057 |
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8,
|
| 1058 |
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1,
|
| 1059 |
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4,
|
| 1060 |
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18,
|
| 1061 |
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13,
|
| 1062 |
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-1,
|
| 1063 |
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6,
|
| 1064 |
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-1,
|
| 1065 |
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15,
|
| 1066 |
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18,
|
| 1067 |
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13,
|
| 1068 |
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2,
|
| 1069 |
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-1,
|
| 1070 |
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9,
|
| 1071 |
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-1,
|
| 1072 |
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2,
|
| 1073 |
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6,
|
| 1074 |
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6,
|
| 1075 |
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-1,
|
| 1076 |
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-1,
|
| 1077 |
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-1,
|
| 1078 |
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-1,
|
| 1079 |
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7,
|
| 1080 |
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-1,
|
| 1081 |
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6,
|
| 1082 |
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-1,
|
| 1083 |
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-1,
|
| 1084 |
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9,
|
| 1085 |
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6,
|
| 1086 |
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7,
|
| 1087 |
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8,
|
| 1088 |
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14,
|
| 1089 |
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-1,
|
| 1090 |
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6,
|
| 1091 |
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8,
|
| 1092 |
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-1,
|
| 1093 |
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20,
|
| 1094 |
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1,
|
| 1095 |
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9,
|
| 1096 |
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1,
|
| 1097 |
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7,
|
| 1098 |
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-1,
|
| 1099 |
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9,
|
| 1100 |
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-1,
|
| 1101 |
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-1,
|
| 1102 |
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-1,
|
| 1103 |
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3,
|
| 1104 |
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-1,
|
| 1105 |
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5,
|
| 1106 |
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0,
|
| 1107 |
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-1,
|
| 1108 |
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16,
|
| 1109 |
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4,
|
| 1110 |
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15,
|
| 1111 |
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-1,
|
| 1112 |
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-1,
|
| 1113 |
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-1,
|
| 1114 |
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-1,
|
| 1115 |
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8,
|
| 1116 |
+
7,
|
| 1117 |
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11,
|
| 1118 |
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12,
|
| 1119 |
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13,
|
| 1120 |
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16,
|
| 1121 |
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18,
|
| 1122 |
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-1,
|
| 1123 |
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-1,
|
| 1124 |
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-1,
|
| 1125 |
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-1,
|
| 1126 |
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-1,
|
| 1127 |
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15,
|
| 1128 |
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9,
|
| 1129 |
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-1,
|
| 1130 |
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-1,
|
| 1131 |
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-1,
|
| 1132 |
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8,
|
| 1133 |
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-1,
|
| 1134 |
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7,
|
| 1135 |
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-1,
|
| 1136 |
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-1,
|
| 1137 |
+
3,
|
| 1138 |
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-1,
|
| 1139 |
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-1,
|
| 1140 |
+
3,
|
| 1141 |
+
-1,
|
| 1142 |
+
-1,
|
| 1143 |
+
-1,
|
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9,
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12,
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2,
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18,
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19,
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0,
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8,
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6,
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6,
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8,
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| 1332 |
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21,
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19,
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0,
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8,
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| 1342 |
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5,
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19,
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1,
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12,
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0,
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21,
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1,
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13,
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0,
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| 1360 |
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7,
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| 1364 |
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1,
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| 1367 |
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19,
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| 1368 |
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19,
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6,
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| 1372 |
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3,
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3,
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12,
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11,
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18,
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| 1380 |
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19,
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| 1381 |
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18,
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| 1382 |
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4,
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| 1383 |
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19,
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| 1384 |
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14,
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19,
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12,
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8,
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4,
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11,
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| 1400 |
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8,
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| 1402 |
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13,
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20,
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16,
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13,
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3,
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21,
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8,
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7,
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5,
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2,
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9,
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15,
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8,
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5,
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13,
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15,
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6,
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14,
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7,
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3,
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9,
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1,
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11,
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2,
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1,
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1,
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1,
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| 1462 |
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21,
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| 1463 |
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| 1464 |
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4,
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| 1465 |
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| 1467 |
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| 1468 |
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| 1469 |
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| 1470 |
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4,
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21,
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2,
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9,
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1,
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7,
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9,
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| 1497 |
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| 1500 |
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18,
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3,
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4,
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9,
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3,
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1,
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12,
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1,
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14,
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13,
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11,
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16,
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| 1539 |
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19,
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7,
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15,
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7,
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8,
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1,
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9,
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| 1554 |
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4,
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0,
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4,
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| 1559 |
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12,
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| 1560 |
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2,
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| 1562 |
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1,
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| 1563 |
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21,
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| 1564 |
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0,
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0,
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10,
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17,
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| 1571 |
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7,
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| 1572 |
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| 1573 |
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21,
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11,
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9,
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19,
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7,
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9,
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16,
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| 1597 |
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-1,
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| 1598 |
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15,
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| 1599 |
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| 1600 |
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0,
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6,
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| 1603 |
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0,
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| 1604 |
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5,
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| 1605 |
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13,
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| 1608 |
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| 1609 |
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5,
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| 1610 |
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9,
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| 1611 |
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14,
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| 1612 |
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| 1613 |
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6,
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| 1614 |
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5,
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| 1616 |
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9,
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| 1617 |
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| 1618 |
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| 1619 |
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5,
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| 1620 |
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| 1621 |
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8,
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| 1622 |
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| 1624 |
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0,
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| 1625 |
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13,
|
| 1626 |
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13,
|
| 1627 |
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| 1628 |
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| 1629 |
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|
| 1630 |
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0,
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| 1632 |
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| 1633 |
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4,
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| 1634 |
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| 1635 |
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19,
|
| 1636 |
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|
| 1637 |
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6,
|
| 1638 |
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18,
|
| 1639 |
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0,
|
| 1640 |
+
4,
|
| 1641 |
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-1,
|
| 1642 |
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-1,
|
| 1643 |
+
3,
|
| 1644 |
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-1,
|
| 1645 |
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-1,
|
| 1646 |
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8,
|
| 1647 |
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-1,
|
| 1648 |
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-1,
|
| 1649 |
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-1,
|
| 1650 |
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-1,
|
| 1651 |
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-1,
|
| 1652 |
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-1,
|
| 1653 |
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7,
|
| 1654 |
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7,
|
| 1655 |
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8,
|
| 1656 |
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7,
|
| 1657 |
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-1,
|
| 1658 |
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-1,
|
| 1659 |
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-1,
|
| 1660 |
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12,
|
| 1661 |
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-1,
|
| 1662 |
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-1,
|
| 1663 |
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-1,
|
| 1664 |
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-1,
|
| 1665 |
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-1,
|
| 1666 |
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-1,
|
| 1667 |
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-1,
|
| 1668 |
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-1,
|
| 1669 |
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-1,
|
| 1670 |
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-1,
|
| 1671 |
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|
| 1672 |
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15,
|
| 1673 |
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0,
|
| 1674 |
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1,
|
| 1675 |
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4,
|
| 1676 |
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18,
|
| 1677 |
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7,
|
| 1678 |
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0,
|
| 1679 |
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-1,
|
| 1680 |
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8,
|
| 1681 |
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15,
|
| 1682 |
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-1,
|
| 1683 |
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0,
|
| 1684 |
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1,
|
| 1685 |
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-1,
|
| 1686 |
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7,
|
| 1687 |
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0,
|
| 1688 |
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4,
|
| 1689 |
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-1,
|
| 1690 |
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-1,
|
| 1691 |
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4,
|
| 1692 |
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-1,
|
| 1693 |
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-1,
|
| 1694 |
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-1,
|
| 1695 |
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-1,
|
| 1696 |
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-1,
|
| 1697 |
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1,
|
| 1698 |
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15,
|
| 1699 |
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0,
|
| 1700 |
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0,
|
| 1701 |
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4,
|
| 1702 |
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-1,
|
| 1703 |
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-1,
|
| 1704 |
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-1,
|
| 1705 |
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0,
|
| 1706 |
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|
| 1707 |
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-1,
|
| 1708 |
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-1,
|
| 1709 |
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-1,
|
| 1710 |
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16,
|
| 1711 |
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-1,
|
| 1712 |
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-1,
|
| 1713 |
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-1,
|
| 1714 |
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-1,
|
| 1715 |
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-1,
|
| 1716 |
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-1,
|
| 1717 |
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-1,
|
| 1718 |
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11,
|
| 1719 |
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-1,
|
| 1720 |
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5,
|
| 1721 |
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3,
|
| 1722 |
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-1,
|
| 1723 |
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-1,
|
| 1724 |
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3,
|
| 1725 |
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-1,
|
| 1726 |
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-1,
|
| 1727 |
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1,
|
| 1728 |
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-1,
|
| 1729 |
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-1,
|
| 1730 |
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-1,
|
| 1731 |
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-1,
|
| 1732 |
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-1,
|
| 1733 |
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11,
|
| 1734 |
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-1,
|
| 1735 |
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-1,
|
| 1736 |
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9,
|
| 1737 |
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-1,
|
| 1738 |
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11,
|
| 1739 |
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4,
|
| 1740 |
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-1,
|
| 1741 |
+
-1,
|
| 1742 |
+
17,
|
| 1743 |
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-1,
|
| 1744 |
+
7,
|
| 1745 |
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-1,
|
| 1746 |
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-1,
|
| 1747 |
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-1,
|
| 1748 |
+
5,
|
| 1749 |
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-1,
|
| 1750 |
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-1,
|
| 1751 |
+
15,
|
| 1752 |
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-1,
|
| 1753 |
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-1,
|
| 1754 |
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-1,
|
| 1755 |
+
3,
|
| 1756 |
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1,
|
| 1757 |
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-1,
|
| 1758 |
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-1,
|
| 1759 |
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-1,
|
| 1760 |
+
-1,
|
| 1761 |
+
-1,
|
| 1762 |
+
7,
|
| 1763 |
+
16,
|
| 1764 |
+
-1,
|
| 1765 |
+
-1,
|
| 1766 |
+
-1,
|
| 1767 |
+
7,
|
| 1768 |
+
10,
|
| 1769 |
+
3,
|
| 1770 |
+
1,
|
| 1771 |
+
-1,
|
| 1772 |
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-1,
|
| 1773 |
+
-1,
|
| 1774 |
+
18,
|
| 1775 |
+
-1,
|
| 1776 |
+
-1,
|
| 1777 |
+
5,
|
| 1778 |
+
17,
|
| 1779 |
+
0,
|
| 1780 |
+
-1,
|
| 1781 |
+
-1,
|
| 1782 |
+
14,
|
| 1783 |
+
-1,
|
| 1784 |
+
-1,
|
| 1785 |
+
6,
|
| 1786 |
+
-1,
|
| 1787 |
+
8,
|
| 1788 |
+
5,
|
| 1789 |
+
-1,
|
| 1790 |
+
-1,
|
| 1791 |
+
-1,
|
| 1792 |
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-1,
|
| 1793 |
+
-1,
|
| 1794 |
+
13,
|
| 1795 |
+
6,
|
| 1796 |
+
7,
|
| 1797 |
+
1,
|
| 1798 |
+
-1,
|
| 1799 |
+
2,
|
| 1800 |
+
14,
|
| 1801 |
+
-1,
|
| 1802 |
+
5,
|
| 1803 |
+
-1,
|
| 1804 |
+
-1,
|
| 1805 |
+
14,
|
| 1806 |
+
6,
|
| 1807 |
+
-1,
|
| 1808 |
+
-1,
|
| 1809 |
+
6,
|
| 1810 |
+
-1,
|
| 1811 |
+
1,
|
| 1812 |
+
2,
|
| 1813 |
+
-1,
|
| 1814 |
+
3,
|
| 1815 |
+
1,
|
| 1816 |
+
7,
|
| 1817 |
+
2,
|
| 1818 |
+
-1,
|
| 1819 |
+
-1,
|
| 1820 |
+
-1,
|
| 1821 |
+
14,
|
| 1822 |
+
-1,
|
| 1823 |
+
-1,
|
| 1824 |
+
-1,
|
| 1825 |
+
6,
|
| 1826 |
+
-1,
|
| 1827 |
+
-1,
|
| 1828 |
+
7,
|
| 1829 |
+
-1,
|
| 1830 |
+
-1,
|
| 1831 |
+
1,
|
| 1832 |
+
5,
|
| 1833 |
+
5,
|
| 1834 |
+
14,
|
| 1835 |
+
7,
|
| 1836 |
+
-1,
|
| 1837 |
+
-1,
|
| 1838 |
+
4,
|
| 1839 |
+
-1,
|
| 1840 |
+
-1,
|
| 1841 |
+
-1,
|
| 1842 |
+
-1,
|
| 1843 |
+
-1,
|
| 1844 |
+
-1,
|
| 1845 |
+
-1,
|
| 1846 |
+
-1,
|
| 1847 |
+
-1,
|
| 1848 |
+
-1,
|
| 1849 |
+
-1,
|
| 1850 |
+
-1,
|
| 1851 |
+
-1,
|
| 1852 |
+
-1,
|
| 1853 |
+
-1,
|
| 1854 |
+
3,
|
| 1855 |
+
-1,
|
| 1856 |
+
17,
|
| 1857 |
+
-1,
|
| 1858 |
+
-1,
|
| 1859 |
+
4,
|
| 1860 |
+
-1,
|
| 1861 |
+
3,
|
| 1862 |
+
-1,
|
| 1863 |
+
-1,
|
| 1864 |
+
-1,
|
| 1865 |
+
10,
|
| 1866 |
+
-1,
|
| 1867 |
+
12,
|
| 1868 |
+
5,
|
| 1869 |
+
-1,
|
| 1870 |
+
7,
|
| 1871 |
+
5,
|
| 1872 |
+
4,
|
| 1873 |
+
-1,
|
| 1874 |
+
-1,
|
| 1875 |
+
-1,
|
| 1876 |
+
4,
|
| 1877 |
+
-1,
|
| 1878 |
+
1,
|
| 1879 |
+
14,
|
| 1880 |
+
-1,
|
| 1881 |
+
-1,
|
| 1882 |
+
-1,
|
| 1883 |
+
-1,
|
| 1884 |
+
-1,
|
| 1885 |
+
20,
|
| 1886 |
+
-1,
|
| 1887 |
+
5,
|
| 1888 |
+
-1,
|
| 1889 |
+
10,
|
| 1890 |
+
2,
|
| 1891 |
+
-1,
|
| 1892 |
+
10,
|
| 1893 |
+
-1,
|
| 1894 |
+
10,
|
| 1895 |
+
-1,
|
| 1896 |
+
13,
|
| 1897 |
+
0,
|
| 1898 |
+
-1,
|
| 1899 |
+
-1,
|
| 1900 |
+
17,
|
| 1901 |
+
0,
|
| 1902 |
+
11,
|
| 1903 |
+
5,
|
| 1904 |
+
-1,
|
| 1905 |
+
17,
|
| 1906 |
+
-1,
|
| 1907 |
+
-1,
|
| 1908 |
+
16,
|
| 1909 |
+
6,
|
| 1910 |
+
-1,
|
| 1911 |
+
-1,
|
| 1912 |
+
-1,
|
| 1913 |
+
-1,
|
| 1914 |
+
-1,
|
| 1915 |
+
-1,
|
| 1916 |
+
5,
|
| 1917 |
+
7,
|
| 1918 |
+
4,
|
| 1919 |
+
-1,
|
| 1920 |
+
5,
|
| 1921 |
+
-1,
|
| 1922 |
+
-1,
|
| 1923 |
+
14,
|
| 1924 |
+
-1,
|
| 1925 |
+
6,
|
| 1926 |
+
-1,
|
| 1927 |
+
-1,
|
| 1928 |
+
-1,
|
| 1929 |
+
-1,
|
| 1930 |
+
-1,
|
| 1931 |
+
-1,
|
| 1932 |
+
-1,
|
| 1933 |
+
-1,
|
| 1934 |
+
-1,
|
| 1935 |
+
8,
|
| 1936 |
+
-1,
|
| 1937 |
+
-1,
|
| 1938 |
+
-1,
|
| 1939 |
+
-1,
|
| 1940 |
+
0,
|
| 1941 |
+
-1,
|
| 1942 |
+
-1,
|
| 1943 |
+
-1,
|
| 1944 |
+
-1,
|
| 1945 |
+
8,
|
| 1946 |
+
-1,
|
| 1947 |
+
-1,
|
| 1948 |
+
-1,
|
| 1949 |
+
-1,
|
| 1950 |
+
-1,
|
| 1951 |
+
-1,
|
| 1952 |
+
-1,
|
| 1953 |
+
20,
|
| 1954 |
+
-1,
|
| 1955 |
+
0,
|
| 1956 |
+
-1,
|
| 1957 |
+
10,
|
| 1958 |
+
6,
|
| 1959 |
+
11,
|
| 1960 |
+
9,
|
| 1961 |
+
-1,
|
| 1962 |
+
-1,
|
| 1963 |
+
-1,
|
| 1964 |
+
7,
|
| 1965 |
+
9,
|
| 1966 |
+
-1,
|
| 1967 |
+
-1,
|
| 1968 |
+
6,
|
| 1969 |
+
-1,
|
| 1970 |
+
10,
|
| 1971 |
+
8,
|
| 1972 |
+
1,
|
| 1973 |
+
0,
|
| 1974 |
+
-1,
|
| 1975 |
+
-1,
|
| 1976 |
+
2,
|
| 1977 |
+
14,
|
| 1978 |
+
-1,
|
| 1979 |
+
4,
|
| 1980 |
+
1,
|
| 1981 |
+
20,
|
| 1982 |
+
8,
|
| 1983 |
+
-1,
|
| 1984 |
+
2,
|
| 1985 |
+
1,
|
| 1986 |
+
10,
|
| 1987 |
+
-1,
|
| 1988 |
+
-1,
|
| 1989 |
+
5,
|
| 1990 |
+
7,
|
| 1991 |
+
2,
|
| 1992 |
+
10,
|
| 1993 |
+
2,
|
| 1994 |
+
-1,
|
| 1995 |
+
-1,
|
| 1996 |
+
20,
|
| 1997 |
+
-1,
|
| 1998 |
+
-1,
|
| 1999 |
+
5,
|
| 2000 |
+
1,
|
| 2001 |
+
9,
|
| 2002 |
+
-1,
|
| 2003 |
+
-1,
|
| 2004 |
+
7,
|
| 2005 |
+
-1,
|
| 2006 |
+
4,
|
| 2007 |
+
-1,
|
| 2008 |
+
3,
|
| 2009 |
+
-1,
|
| 2010 |
+
-1,
|
| 2011 |
+
-1,
|
| 2012 |
+
-1,
|
| 2013 |
+
-1,
|
| 2014 |
+
6,
|
| 2015 |
+
16,
|
| 2016 |
+
-1,
|
| 2017 |
+
4,
|
| 2018 |
+
5,
|
| 2019 |
+
-1,
|
| 2020 |
+
2,
|
| 2021 |
+
-1,
|
| 2022 |
+
5,
|
| 2023 |
+
-1,
|
| 2024 |
+
9,
|
| 2025 |
+
-1,
|
| 2026 |
+
-1,
|
| 2027 |
+
-1,
|
| 2028 |
+
-1,
|
| 2029 |
+
6,
|
| 2030 |
+
8,
|
| 2031 |
+
3,
|
| 2032 |
+
5,
|
| 2033 |
+
-1,
|
| 2034 |
+
-1,
|
| 2035 |
+
17,
|
| 2036 |
+
-1,
|
| 2037 |
+
10,
|
| 2038 |
+
1,
|
| 2039 |
+
19,
|
| 2040 |
+
17,
|
| 2041 |
+
11,
|
| 2042 |
+
-1,
|
| 2043 |
+
6,
|
| 2044 |
+
-1,
|
| 2045 |
+
-1,
|
| 2046 |
+
-1,
|
| 2047 |
+
1,
|
| 2048 |
+
-1,
|
| 2049 |
+
-1,
|
| 2050 |
+
-1,
|
| 2051 |
+
1,
|
| 2052 |
+
11,
|
| 2053 |
+
10,
|
| 2054 |
+
4,
|
| 2055 |
+
-1,
|
| 2056 |
+
-1,
|
| 2057 |
+
3,
|
| 2058 |
+
-1,
|
| 2059 |
+
-1,
|
| 2060 |
+
-1,
|
| 2061 |
+
-1,
|
| 2062 |
+
8,
|
| 2063 |
+
10,
|
| 2064 |
+
-1,
|
| 2065 |
+
-1,
|
| 2066 |
+
11,
|
| 2067 |
+
-1,
|
| 2068 |
+
-1,
|
| 2069 |
+
19,
|
| 2070 |
+
3,
|
| 2071 |
+
-1,
|
| 2072 |
+
-1,
|
| 2073 |
+
1,
|
| 2074 |
+
-1,
|
| 2075 |
+
-1,
|
| 2076 |
+
-1,
|
| 2077 |
+
-1,
|
| 2078 |
+
14,
|
| 2079 |
+
-1,
|
| 2080 |
+
-1,
|
| 2081 |
+
0,
|
| 2082 |
+
-1,
|
| 2083 |
+
7,
|
| 2084 |
+
-1,
|
| 2085 |
+
-1,
|
| 2086 |
+
0,
|
| 2087 |
+
-1,
|
| 2088 |
+
-1,
|
| 2089 |
+
5,
|
| 2090 |
+
-1,
|
| 2091 |
+
2,
|
| 2092 |
+
-1,
|
| 2093 |
+
-1,
|
| 2094 |
+
-1,
|
| 2095 |
+
9,
|
| 2096 |
+
-1,
|
| 2097 |
+
-1,
|
| 2098 |
+
9,
|
| 2099 |
+
-1,
|
| 2100 |
+
-1,
|
| 2101 |
+
0,
|
| 2102 |
+
-1,
|
| 2103 |
+
10,
|
| 2104 |
+
-1,
|
| 2105 |
+
0,
|
| 2106 |
+
-1,
|
| 2107 |
+
16,
|
| 2108 |
+
-1,
|
| 2109 |
+
0,
|
| 2110 |
+
-1,
|
| 2111 |
+
3,
|
| 2112 |
+
6,
|
| 2113 |
+
0,
|
| 2114 |
+
-1,
|
| 2115 |
+
14,
|
| 2116 |
+
-1,
|
| 2117 |
+
6,
|
| 2118 |
+
-1,
|
| 2119 |
+
-1,
|
| 2120 |
+
19,
|
| 2121 |
+
14,
|
| 2122 |
+
6,
|
| 2123 |
+
0,
|
| 2124 |
+
-1,
|
| 2125 |
+
-1,
|
| 2126 |
+
-1,
|
| 2127 |
+
-1,
|
| 2128 |
+
-1,
|
| 2129 |
+
6,
|
| 2130 |
+
-1,
|
| 2131 |
+
-1,
|
| 2132 |
+
-1,
|
| 2133 |
+
7,
|
| 2134 |
+
-1,
|
| 2135 |
+
8,
|
| 2136 |
+
-1,
|
| 2137 |
+
6,
|
| 2138 |
+
-1,
|
| 2139 |
+
-1,
|
| 2140 |
+
21,
|
| 2141 |
+
-1,
|
| 2142 |
+
10,
|
| 2143 |
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10,
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| 2144 |
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7,
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20,
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| 2152 |
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17,
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12,
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2,
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7,
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14,
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2,
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1,
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7,
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1,
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12,
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3,
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3,
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0,
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2,
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2,
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2,
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| 2225 |
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5,
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2,
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3,
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2,
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2,
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2,
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2,
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0,
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10,
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2,
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7,
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8,
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6,
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6,
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14,
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2,
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2,
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8,
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| 2272 |
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17,
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-1,
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3,
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7,
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| 2279 |
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4,
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1,
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15,
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2,
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11,
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| 2291 |
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-1,
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| 2292 |
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10,
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| 2293 |
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2,
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2,
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7,
|
| 2297 |
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-1,
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| 2299 |
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-1,
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| 2300 |
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4,
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| 2301 |
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11,
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-1,
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| 2303 |
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-1,
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| 2304 |
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-1,
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| 2305 |
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6,
|
| 2306 |
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2,
|
| 2307 |
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4,
|
| 2308 |
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2,
|
| 2309 |
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|
| 2310 |
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-1,
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| 2311 |
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-1,
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| 2312 |
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-1,
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| 2313 |
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4,
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| 2314 |
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2,
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| 2315 |
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| 2316 |
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0,
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| 2317 |
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| 2318 |
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-1,
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| 2319 |
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-1,
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| 2320 |
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-1,
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| 2321 |
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-1,
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| 2322 |
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15,
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| 2323 |
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-1,
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| 2325 |
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6,
|
| 2326 |
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| 2327 |
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-1,
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| 2328 |
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4,
|
| 2329 |
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2,
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| 2330 |
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| 2331 |
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-1,
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| 2332 |
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-1,
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| 2333 |
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2,
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| 2334 |
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3,
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| 2335 |
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-1,
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| 2336 |
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-1,
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| 2337 |
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-1,
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| 2338 |
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4,
|
| 2339 |
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2,
|
| 2340 |
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19,
|
| 2341 |
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-1,
|
| 2342 |
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-1,
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| 2343 |
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-1,
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1,
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| 2345 |
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-1,
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| 2346 |
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8,
|
| 2347 |
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9,
|
| 2348 |
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4,
|
| 2349 |
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-1,
|
| 2350 |
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4,
|
| 2351 |
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4,
|
| 2352 |
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3,
|
| 2353 |
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-1,
|
| 2354 |
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-1,
|
| 2355 |
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-1,
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| 2356 |
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1,
|
| 2357 |
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-1,
|
| 2358 |
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5,
|
| 2359 |
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-1,
|
| 2360 |
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3,
|
| 2361 |
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16,
|
| 2362 |
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0,
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| 2363 |
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-1,
|
| 2364 |
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-1,
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| 2365 |
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-1,
|
| 2366 |
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-1,
|
| 2367 |
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5,
|
| 2368 |
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-1,
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| 2369 |
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3,
|
| 2370 |
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-1,
|
| 2371 |
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3,
|
| 2372 |
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2,
|
| 2373 |
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5,
|
| 2374 |
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2,
|
| 2375 |
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-1,
|
| 2376 |
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-1,
|
| 2377 |
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-1,
|
| 2378 |
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-1,
|
| 2379 |
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0,
|
| 2380 |
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3,
|
| 2381 |
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4,
|
| 2382 |
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-1,
|
| 2383 |
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-1,
|
| 2384 |
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-1,
|
| 2385 |
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-1,
|
| 2386 |
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5,
|
| 2387 |
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4,
|
| 2388 |
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-1,
|
| 2389 |
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16,
|
| 2390 |
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-1,
|
| 2391 |
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18,
|
| 2392 |
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-1,
|
| 2393 |
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-1,
|
| 2394 |
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4,
|
| 2395 |
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-1,
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| 2396 |
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-1,
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| 2397 |
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-1,
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| 2398 |
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-1,
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| 2399 |
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1,
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| 2400 |
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-1,
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| 2401 |
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-1,
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| 2402 |
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-1,
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| 2403 |
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-1,
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| 2404 |
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5,
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| 2405 |
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5,
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-1,
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| 2407 |
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-1,
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| 2408 |
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-1,
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| 2409 |
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1,
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| 2410 |
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-1,
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| 2411 |
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-1,
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| 2412 |
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-1,
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| 2413 |
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-1,
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| 2414 |
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2,
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| 2415 |
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-1,
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| 2416 |
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-1,
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| 2417 |
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-1,
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| 2418 |
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16,
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| 2419 |
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11,
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| 2420 |
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-1,
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| 2421 |
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-1,
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| 2422 |
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-1,
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| 2423 |
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4,
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| 2424 |
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2,
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| 2425 |
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| 2426 |
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16,
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| 2427 |
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12,
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| 2428 |
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| 2429 |
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0,
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| 2430 |
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12,
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| 2431 |
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2,
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| 2432 |
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2,
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| 2433 |
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-1,
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| 2434 |
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9,
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| 2435 |
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| 2436 |
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-1,
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| 2437 |
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14,
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| 2438 |
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3,
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| 2439 |
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4,
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| 2440 |
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11,
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| 2441 |
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13,
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| 2442 |
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10,
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| 2444 |
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-1,
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| 2445 |
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10,
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| 2446 |
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10,
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6,
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| 2448 |
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| 2449 |
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-1,
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| 2450 |
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-1,
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| 2451 |
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6,
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| 2452 |
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| 2453 |
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-1,
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| 2454 |
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-1,
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| 2455 |
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1,
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| 2456 |
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| 2457 |
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-1,
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| 2458 |
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-1,
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| 2459 |
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2,
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| 2460 |
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| 2461 |
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10,
|
| 2462 |
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| 2463 |
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6,
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| 2464 |
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| 2465 |
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3,
|
| 2466 |
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1,
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| 2467 |
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11,
|
| 2468 |
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2,
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| 2469 |
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4,
|
| 2470 |
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0,
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| 2471 |
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13,
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| 2472 |
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| 2473 |
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2,
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| 2474 |
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| 2475 |
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11,
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| 2476 |
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12,
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| 2477 |
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1,
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| 2478 |
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| 2479 |
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2,
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| 2480 |
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11,
|
| 2481 |
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8,
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| 2482 |
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16,
|
| 2483 |
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10,
|
| 2484 |
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| 2485 |
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3,
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| 2486 |
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| 2487 |
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10,
|
| 2488 |
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| 2489 |
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-1,
|
| 2490 |
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-1,
|
| 2491 |
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-1,
|
| 2492 |
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-1,
|
| 2493 |
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-1,
|
| 2494 |
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2,
|
| 2495 |
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18,
|
| 2496 |
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1,
|
| 2497 |
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-1,
|
| 2498 |
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11,
|
| 2499 |
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14,
|
| 2500 |
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-1,
|
| 2501 |
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-1,
|
| 2502 |
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-1,
|
| 2503 |
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-1,
|
| 2504 |
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3,
|
| 2505 |
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-1,
|
| 2506 |
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11,
|
| 2507 |
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-1,
|
| 2508 |
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-1,
|
| 2509 |
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-1,
|
| 2510 |
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6,
|
| 2511 |
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19,
|
| 2512 |
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-1,
|
| 2513 |
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-1,
|
| 2514 |
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-1,
|
| 2515 |
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-1,
|
| 2516 |
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10,
|
| 2517 |
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-1,
|
| 2518 |
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2,
|
| 2519 |
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-1,
|
| 2520 |
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3,
|
| 2521 |
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10,
|
| 2522 |
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-1,
|
| 2523 |
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-1,
|
| 2524 |
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21,
|
| 2525 |
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-1,
|
| 2526 |
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-1,
|
| 2527 |
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-1,
|
| 2528 |
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1,
|
| 2529 |
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20,
|
| 2530 |
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17,
|
| 2531 |
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21,
|
| 2532 |
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5,
|
| 2533 |
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15,
|
| 2534 |
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-1,
|
| 2535 |
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-1,
|
| 2536 |
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2,
|
| 2537 |
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4,
|
| 2538 |
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-1,
|
| 2539 |
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6,
|
| 2540 |
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10,
|
| 2541 |
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-1,
|
| 2542 |
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-1,
|
| 2543 |
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-1,
|
| 2544 |
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5,
|
| 2545 |
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-1,
|
| 2546 |
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-1,
|
| 2547 |
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-1,
|
| 2548 |
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1,
|
| 2549 |
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-1,
|
| 2550 |
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-1,
|
| 2551 |
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-1,
|
| 2552 |
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11,
|
| 2553 |
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17,
|
| 2554 |
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-1,
|
| 2555 |
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-1,
|
| 2556 |
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-1,
|
| 2557 |
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10,
|
| 2558 |
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11,
|
| 2559 |
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11,
|
| 2560 |
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|
| 2561 |
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0,
|
| 2562 |
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6,
|
| 2563 |
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16,
|
| 2564 |
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-1,
|
| 2565 |
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11,
|
| 2566 |
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-1,
|
| 2567 |
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-1,
|
| 2568 |
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10,
|
| 2569 |
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-1,
|
| 2570 |
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-1,
|
| 2571 |
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-1,
|
| 2572 |
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3,
|
| 2573 |
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-1,
|
| 2574 |
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-1,
|
| 2575 |
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-1,
|
| 2576 |
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-1,
|
| 2577 |
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2,
|
| 2578 |
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10,
|
| 2579 |
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20,
|
| 2580 |
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1,
|
| 2581 |
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20,
|
| 2582 |
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-1,
|
| 2583 |
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3,
|
| 2584 |
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-1,
|
| 2585 |
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-1,
|
| 2586 |
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2,
|
| 2587 |
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-1,
|
| 2588 |
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-1,
|
| 2589 |
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-1,
|
| 2590 |
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10,
|
| 2591 |
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11,
|
| 2592 |
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9,
|
| 2593 |
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20,
|
| 2594 |
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10,
|
| 2595 |
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-1,
|
| 2596 |
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18,
|
| 2597 |
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-1,
|
| 2598 |
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2,
|
| 2599 |
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-1,
|
| 2600 |
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18,
|
| 2601 |
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-1,
|
| 2602 |
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-1,
|
| 2603 |
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-1,
|
| 2604 |
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-1,
|
| 2605 |
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16,
|
| 2606 |
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-1,
|
| 2607 |
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-1,
|
| 2608 |
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10,
|
| 2609 |
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-1,
|
| 2610 |
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10,
|
| 2611 |
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1,
|
| 2612 |
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3,
|
| 2613 |
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-1,
|
| 2614 |
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10,
|
| 2615 |
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-1,
|
| 2616 |
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-1,
|
| 2617 |
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9,
|
| 2618 |
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9,
|
| 2619 |
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18,
|
| 2620 |
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12,
|
| 2621 |
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10,
|
| 2622 |
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-1,
|
| 2623 |
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16,
|
| 2624 |
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17,
|
| 2625 |
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8,
|
| 2626 |
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1,
|
| 2627 |
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4,
|
| 2628 |
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-1,
|
| 2629 |
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-1,
|
| 2630 |
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-1,
|
| 2631 |
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-1,
|
| 2632 |
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-1,
|
| 2633 |
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-1,
|
| 2634 |
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-1,
|
| 2635 |
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-1,
|
| 2636 |
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-1,
|
| 2637 |
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