Add BERTopic model
Browse files- README.md +112 -0
- config.json +15 -0
- topic_embeddings.safetensors +3 -0
- topics.json +5220 -0
README.md
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| 1 |
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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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# xsum_22457_3000_1500_train
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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("KingKazma/xsum_22457_3000_1500_train")
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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: 45
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* Number of training documents: 3000
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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 | said - mr - would - people - also | 6 | -1_said_mr_would_people |
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| 0 | win - kick - game - foul - united | 1243 | 0_win_kick_game_foul |
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| 1 | health - patient - nhs - hospital - cancer | 453 | 1_health_patient_nhs_hospital |
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| 2 | film - actor - music - song - star | 119 | 2_film_actor_music_song |
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| 3 | bank - business - share - market - sale | 83 | 3_bank_business_share_market |
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| 4 | police - northern - ireland - said - crime | 80 | 4_police_northern_ireland_said |
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| 5 | wicket - england - cricket - test - bowler | 67 | 5_wicket_england_cricket_test |
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| 6 | president - mr - election - government - farc | 67 | 6_president_mr_election_government |
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| 7 | labour - party - mr - election - corbyn | 62 | 7_labour_party_mr_election |
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| 8 | bird - specie - animal - zoo - dna | 58 | 8_bird_specie_animal_zoo |
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| 9 | school - education - student - teacher - schools | 48 | 9_school_education_student_teacher |
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| 10 | murder - court - mr - police - said | 42 | 10_murder_court_mr_police |
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| 11 | crash - police - road - died - collision | 42 | 11_crash_police_road_died |
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| 12 | rail - transport - said - passenger - train | 38 | 12_rail_transport_said_passenger |
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| 13 | facebook - console - broadband - game - company | 38 | 13_facebook_console_broadband_game |
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| 14 | lifeboat - rnli - water - sea - hms | 37 | 14_lifeboat_rnli_water_sea |
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| 15 | fire - blaze - said - cladding - building | 35 | 15_fire_blaze_said_cladding |
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| 16 | russia - syria - russian - syrian - military | 34 | 16_russia_syria_russian_syrian |
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| 17 | girl - child - abuse - court - sexual | 32 | 17_girl_child_abuse_court |
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| 18 | trump - mr - president - trumps - clinton | 29 | 18_trump_mr_president_trumps |
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| 19 | man - police - arrested - suspicion - hospital | 27 | 19_man_police_arrested_suspicion |
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| 20 | murray - tennis - djokovic - wimbledon - grand | 26 | 20_murray_tennis_djokovic_wimbledon |
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| 21 | medal - gold - olympic - games - world | 25 | 21_medal_gold_olympic_games |
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| 22 | india - indian - crop - modi - hindu | 24 | 22_india_indian_crop_modi |
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| 23 | birdie - open - round - golf - mcilroy | 23 | 23_birdie_open_round_golf |
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| 24 | earth - particle - space - moon - dark | 20 | 24_earth_particle_space_moon |
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| 25 | madrid - barcelona - foul - assisted - corner | 20 | 25_madrid_barcelona_foul_assisted |
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| 26 | eu - uk - brexit - european - would | 20 | 26_eu_uk_brexit_european |
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| 27 | athlete - doping - ioc - olympic - medal | 19 | 27_athlete_doping_ioc_olympic |
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| 28 | wales - welsh - government - waste - money | 18 | 28_wales_welsh_government_waste |
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| 29 | race - rosberg - hamilton - mercedes - engine | 16 | 29_race_rosberg_hamilton_mercedes |
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| 30 | plane - flight - mh370 - aircraft - airlines | 16 | 30_plane_flight_mh370_aircraft |
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| 31 | fight - pacquiao - mayweather - champion - whyte | 14 | 31_fight_pacquiao_mayweather_champion |
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| 32 | attack - us - security - bin - killed | 14 | 32_attack_us_security_bin |
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| 33 | virus - ebola - outbreak - disease - infected | 12 | 33_virus_ebola_outbreak_disease |
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| 34 | greece - migrant - eu - greek - crisis | 12 | 34_greece_migrant_eu_greek |
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| 35 | hie - farm - enterprise - energy - funicular | 12 | 35_hie_farm_enterprise_energy |
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| 36 | inflation - growth - rate - economist - manufacturing | 11 | 36_inflation_growth_rate_economist |
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| 37 | yn - ar - bod - ei - wedi | 11 | 37_yn_ar_bod_ei |
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| 38 | cup - group - sredojevic - al - mazembe | 11 | 38_cup_group_sredojevic_al |
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| 39 | picasso - picture - image - collection - cameron | 9 | 39_picasso_picture_image_collection |
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| 40 | froome - sky - tour - wiggins - team | 8 | 40_froome_sky_tour_wiggins |
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| 41 | carnival - event - pride - lgbt - notting | 7 | 41_carnival_event_pride_lgbt |
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| 42 | cocaine - corkindale - supply - connelly - drug | 6 | 42_cocaine_corkindale_supply_connelly |
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| 43 | meal - child - school - family - scheme | 6 | 43_meal_child_school_family |
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</details>
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## Training hyperparameters
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* calculate_probabilities: True
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* language: english
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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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## Framework versions
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* Numpy: 1.22.4
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* HDBSCAN: 0.8.33
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* UMAP: 0.5.3
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* Pandas: 1.5.3
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* Scikit-Learn: 1.2.2
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* Sentence-transformers: 2.2.2
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* Transformers: 4.31.0
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* Numba: 0.57.1
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* Plotly: 5.13.1
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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": "english",
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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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"embedding_model": "sentence-transformers/all-MiniLM-L6-v2"
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}
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topic_embeddings.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:8f166048dc627f13337db1657a9eae1753230babb051f51ef2e02af6af5347e9
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size 69208
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topics.json
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11,
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6,
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9,
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32,
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23,
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28,
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0,
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38,
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18,
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19,
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8,
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14,
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20,
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5,
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5,
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8,
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32,
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34,
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18,
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4,
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0,
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2,
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6,
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4,
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18,
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8,
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11,
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19,
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42,
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4,
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0,
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1,
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0,
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8,
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0,
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0,
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5,
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3,
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0,
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4,
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0,
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11,
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| 2660 |
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22,
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| 2662 |
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0,
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| 2663 |
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0,
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| 2664 |
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| 2665 |
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0,
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| 2666 |
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3,
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| 2667 |
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19,
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| 2668 |
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| 2669 |
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26,
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| 2670 |
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7,
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0,
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6,
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5,
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8,
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| 2679 |
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| 2680 |
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15,
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| 2681 |
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-1,
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| 2683 |
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1,
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| 2684 |
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11,
|
| 2685 |
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| 2686 |
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-1,
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| 2687 |
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| 2688 |
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5,
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| 2689 |
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0,
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0,
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0,
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0,
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0,
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33,
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| 2698 |
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| 2699 |
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31,
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| 2700 |
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| 2701 |
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5,
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| 2702 |
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9,
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| 2703 |
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0,
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| 2705 |
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2,
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| 2706 |
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14,
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| 2707 |
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3,
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| 2709 |
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| 2710 |
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1,
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| 2711 |
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| 2712 |
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| 2713 |
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-1,
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| 2714 |
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| 2715 |
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-1,
|
| 2716 |
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27,
|
| 2717 |
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0,
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| 2718 |
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2,
|
| 2719 |
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|
| 2720 |
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5,
|
| 2721 |
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| 2722 |
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-1,
|
| 2723 |
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-1,
|
| 2724 |
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28,
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40,
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17,
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10,
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20,
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0,
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29,
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3,
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15,
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42,
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17,
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12,
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5,
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16,
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10,
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11,
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3,
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23,
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2,
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0,
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3,
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0,
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33,
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30,
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7,
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11,
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9,
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24,
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28,
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15,
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6,
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30,
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32,
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43,
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13,
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1,
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| 3213 |
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39,
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18,
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30,
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21,
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| 3218 |
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| 3219 |
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27,
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| 3220 |
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8,
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0,
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| 3223 |
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| 3224 |
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31,
|
| 3225 |
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0,
|
| 3226 |
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|
| 3227 |
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2,
|
| 3228 |
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-1,
|
| 3229 |
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-1,
|
| 3230 |
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30,
|
| 3231 |
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20,
|
| 3232 |
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|
| 3233 |
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13,
|
| 3234 |
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|
| 3235 |
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| 3236 |
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5,
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| 3237 |
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14,
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| 3238 |
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| 3239 |
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18,
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| 3240 |
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15,
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| 3244 |
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10,
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| 3245 |
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| 3246 |
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3,
|
| 3247 |
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3,
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7,
|
| 3249 |
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0,
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18,
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| 3251 |
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11,
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| 3252 |
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6,
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| 3253 |
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| 3254 |
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2,
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| 3255 |
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8,
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20,
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| 3257 |
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10,
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| 3258 |
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28,
|
| 3259 |
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| 3260 |
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0,
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| 3261 |
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9,
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| 3262 |
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| 3263 |
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0,
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| 3264 |
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| 3265 |
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43,
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| 3266 |
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15,
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| 3267 |
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6,
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| 3268 |
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11,
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| 3269 |
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| 3270 |
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| 3271 |
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34,
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| 3272 |
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| 3273 |
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-1,
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| 3274 |
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34,
|
| 3275 |
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3,
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| 3276 |
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0,
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| 3277 |
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| 3278 |
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| 3279 |
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0,
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| 3280 |
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9,
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| 3281 |
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| 3282 |
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| 3283 |
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0,
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| 3284 |
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22,
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| 3285 |
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29,
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| 3286 |
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| 3287 |
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0,
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| 3288 |
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13,
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| 3289 |
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39,
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| 3290 |
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| 3291 |
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5,
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| 3292 |
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| 3293 |
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0,
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| 3294 |
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0,
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| 3295 |
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21,
|
| 3296 |
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8,
|
| 3297 |
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8,
|
| 3298 |
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| 3299 |
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15,
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| 3300 |
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| 3301 |
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-1,
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| 3302 |
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-1,
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| 3303 |
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15,
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| 3304 |
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0,
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| 3305 |
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13,
|
| 3306 |
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| 3307 |
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-1,
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| 3308 |
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3,
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| 3309 |
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5,
|
| 3310 |
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0,
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| 3311 |
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10,
|
| 3312 |
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0,
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| 3313 |
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| 3314 |
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-1,
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| 3315 |
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-1,
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| 3316 |
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25,
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| 3317 |
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| 3318 |
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-1,
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| 3319 |
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24,
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| 3320 |
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14,
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| 3321 |
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| 3322 |
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15,
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| 3323 |
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0,
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| 3324 |
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31,
|
| 3325 |
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| 3326 |
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33,
|
| 3327 |
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-1,
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| 3328 |
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8,
|
| 3329 |
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1,
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| 3330 |
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5,
|
| 3331 |
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6,
|
| 3332 |
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| 3333 |
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1,
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| 3334 |
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0,
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| 3335 |
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1,
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| 3336 |
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| 3337 |
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10,
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| 3338 |
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| 3339 |
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-1,
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| 3340 |
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11,
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| 3341 |
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-1,
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| 3342 |
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0,
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| 3343 |
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4,
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| 3344 |
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18,
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| 3345 |
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22,
|
| 3346 |
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-1,
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| 3347 |
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0,
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| 3348 |
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3,
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| 3349 |
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1,
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| 3350 |
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18,
|
| 3351 |
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0,
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| 3352 |
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19,
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| 3353 |
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0,
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| 3354 |
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0,
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| 3355 |
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-1,
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| 3356 |
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-1,
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| 3357 |
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11,
|
| 3358 |
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3,
|
| 3359 |
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30,
|
| 3360 |
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-1,
|
| 3361 |
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-1,
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| 3362 |
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6,
|
| 3363 |
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5,
|
| 3364 |
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-1,
|
| 3365 |
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4,
|
| 3366 |
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0,
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| 3367 |
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18,
|
| 3368 |
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0,
|
| 3369 |
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-1,
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| 3370 |
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-1,
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| 3371 |
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-1,
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| 3372 |
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0,
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| 3373 |
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11,
|
| 3374 |
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25,
|
| 3375 |
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0,
|
| 3376 |
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0,
|
| 3377 |
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-1,
|
| 3378 |
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42,
|
| 3379 |
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-1,
|
| 3380 |
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-1,
|
| 3381 |
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-1,
|
| 3382 |
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2,
|
| 3383 |
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0,
|
| 3384 |
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5,
|
| 3385 |
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-1,
|
| 3386 |
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19,
|
| 3387 |
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-1,
|
| 3388 |
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3,
|
| 3389 |
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16,
|
| 3390 |
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0,
|
| 3391 |
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2,
|
| 3392 |
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12,
|
| 3393 |
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2,
|
| 3394 |
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17,
|
| 3395 |
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-1,
|
| 3396 |
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0,
|
| 3397 |
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6,
|
| 3398 |
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-1,
|
| 3399 |
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6,
|
| 3400 |
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21,
|
| 3401 |
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0,
|
| 3402 |
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2,
|
| 3403 |
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15,
|
| 3404 |
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-1,
|
| 3405 |
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20,
|
| 3406 |
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-1,
|
| 3407 |
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-1,
|
| 3408 |
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12,
|
| 3409 |
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-1,
|
| 3410 |
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10,
|
| 3411 |
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-1,
|
| 3412 |
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5,
|
| 3413 |
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-1,
|
| 3414 |
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-1,
|
| 3415 |
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0,
|
| 3416 |
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26,
|
| 3417 |
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0,
|
| 3418 |
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-1,
|
| 3419 |
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9,
|
| 3420 |
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-1,
|
| 3421 |
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33,
|
| 3422 |
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0,
|
| 3423 |
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-1,
|
| 3424 |
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-1,
|
| 3425 |
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14,
|
| 3426 |
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-1,
|
| 3427 |
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20,
|
| 3428 |
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7,
|
| 3429 |
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-1,
|
| 3430 |
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-1,
|
| 3431 |
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36,
|
| 3432 |
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23,
|
| 3433 |
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0,
|
| 3434 |
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22,
|
| 3435 |
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10,
|
| 3436 |
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-1,
|
| 3437 |
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0,
|
| 3438 |
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-1,
|
| 3439 |
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0,
|
| 3440 |
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-1,
|
| 3441 |
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22,
|
| 3442 |
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-1,
|
| 3443 |
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6,
|
| 3444 |
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13,
|
| 3445 |
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19,
|
| 3446 |
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12,
|
| 3447 |
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7,
|
| 3448 |
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-1,
|
| 3449 |
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-1,
|
| 3450 |
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0,
|
| 3451 |
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-1,
|
| 3452 |
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-1,
|
| 3453 |
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4,
|
| 3454 |
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-1,
|
| 3455 |
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-1,
|
| 3456 |
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8,
|
| 3457 |
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0,
|
| 3458 |
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2,
|
| 3459 |
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20,
|
| 3460 |
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-1,
|
| 3461 |
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6,
|
| 3462 |
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27,
|
| 3463 |
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-1,
|
| 3464 |
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-1,
|
| 3465 |
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-1,
|
| 3466 |
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14,
|
| 3467 |
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-1,
|
| 3468 |
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18,
|
| 3469 |
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-1,
|
| 3470 |
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0,
|
| 3471 |
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0,
|
| 3472 |
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-1,
|
| 3473 |
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19,
|
| 3474 |
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16,
|
| 3475 |
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-1,
|
| 3476 |
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3,
|
| 3477 |
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0,
|
| 3478 |
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-1,
|
| 3479 |
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2,
|
| 3480 |
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0,
|
| 3481 |
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4,
|
| 3482 |
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16,
|
| 3483 |
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0,
|
| 3484 |
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-1,
|
| 3485 |
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3,
|
| 3486 |
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8,
|
| 3487 |
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4,
|
| 3488 |
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-1,
|
| 3489 |
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14,
|
| 3490 |
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0,
|
| 3491 |
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-1,
|
| 3492 |
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-1,
|
| 3493 |
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0,
|
| 3494 |
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0,
|
| 3495 |
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-1,
|
| 3496 |
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0,
|
| 3497 |
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2,
|
| 3498 |
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0,
|
| 3499 |
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-1,
|
| 3500 |
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-1,
|
| 3501 |
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12,
|
| 3502 |
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6,
|
| 3503 |
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4,
|
| 3504 |
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-1,
|
| 3505 |
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36,
|
| 3506 |
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1,
|
| 3507 |
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0,
|
| 3508 |
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-1,
|
| 3509 |
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2,
|
| 3510 |
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10,
|
| 3511 |
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5,
|
| 3512 |
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1,
|
| 3513 |
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-1,
|
| 3514 |
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2,
|
| 3515 |
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-1,
|
| 3516 |
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-1,
|
| 3517 |
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39,
|
| 3518 |
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2,
|
| 3519 |
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0,
|
| 3520 |
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1,
|
| 3521 |
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-1,
|
| 3522 |
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20,
|
| 3523 |
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0,
|
| 3524 |
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0,
|
| 3525 |
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14,
|
| 3526 |
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18,
|
| 3527 |
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-1,
|
| 3528 |
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0,
|
| 3529 |
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6,
|
| 3530 |
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-1,
|
| 3531 |
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0,
|
| 3532 |
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15,
|
| 3533 |
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35,
|
| 3534 |
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-1,
|
| 3535 |
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-1,
|
| 3536 |
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0,
|
| 3537 |
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3,
|
| 3538 |
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7,
|
| 3539 |
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-1,
|
| 3540 |
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34,
|
| 3541 |
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-1,
|
| 3542 |
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-1,
|
| 3543 |
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-1,
|
| 3544 |
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-1,
|
| 3545 |
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19,
|
| 3546 |
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-1,
|
| 3547 |
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7,
|
| 3548 |
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-1,
|
| 3549 |
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0,
|
| 3550 |
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33,
|
| 3551 |
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0,
|
| 3552 |
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10,
|
| 3553 |
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4,
|
| 3554 |
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13,
|
| 3555 |
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-1,
|
| 3556 |
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-1,
|
| 3557 |
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-1,
|
| 3558 |
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0,
|
| 3559 |
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-1,
|
| 3560 |
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0,
|
| 3561 |
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0,
|
| 3562 |
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-1,
|
| 3563 |
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3,
|
| 3564 |
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-1,
|
| 3565 |
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-1,
|
| 3566 |
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1,
|
| 3567 |
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22,
|
| 3568 |
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1,
|
| 3569 |
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2,
|
| 3570 |
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10,
|
| 3571 |
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-1,
|
| 3572 |
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8,
|
| 3573 |
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3,
|
| 3574 |
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12,
|
| 3575 |
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-1,
|
| 3576 |
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-1,
|
| 3577 |
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-1,
|
| 3578 |
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14,
|
| 3579 |
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0,
|
| 3580 |
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2,
|
| 3581 |
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-1,
|
| 3582 |
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11,
|
| 3583 |
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-1,
|
| 3584 |
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-1,
|
| 3585 |
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-1,
|
| 3586 |
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11,
|
| 3587 |
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14,
|
| 3588 |
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1,
|
| 3589 |
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5,
|
| 3590 |
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-1,
|
| 3591 |
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1,
|
| 3592 |
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9,
|
| 3593 |
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-1,
|
| 3594 |
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-1,
|
| 3595 |
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5,
|
| 3596 |
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7,
|
| 3597 |
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0,
|
| 3598 |
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-1,
|
| 3599 |
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20,
|
| 3600 |
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12,
|
| 3601 |
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-1,
|
| 3602 |
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-1,
|
| 3603 |
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7,
|
| 3604 |
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14,
|
| 3605 |
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-1,
|
| 3606 |
+
37,
|
| 3607 |
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-1,
|
| 3608 |
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4,
|
| 3609 |
+
1,
|
| 3610 |
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-1,
|
| 3611 |
+
43,
|
| 3612 |
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7,
|
| 3613 |
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-1,
|
| 3614 |
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0,
|
| 3615 |
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-1,
|
| 3616 |
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0,
|
| 3617 |
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21,
|
| 3618 |
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4,
|
| 3619 |
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0,
|
| 3620 |
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0,
|
| 3621 |
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0,
|
| 3622 |
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-1,
|
| 3623 |
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8,
|
| 3624 |
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15,
|
| 3625 |
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0,
|
| 3626 |
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33,
|
| 3627 |
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-1,
|
| 3628 |
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-1,
|
| 3629 |
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43,
|
| 3630 |
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-1,
|
| 3631 |
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4,
|
| 3632 |
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3,
|
| 3633 |
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9,
|
| 3634 |
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0,
|
| 3635 |
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5,
|
| 3636 |
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-1,
|
| 3637 |
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7,
|
| 3638 |
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8,
|
| 3639 |
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0,
|
| 3640 |
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-1,
|
| 3641 |
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-1,
|
| 3642 |
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6,
|
| 3643 |
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7,
|
| 3644 |
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38,
|
| 3645 |
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0,
|
| 3646 |
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-1,
|
| 3647 |
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-1,
|
| 3648 |
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0,
|
| 3649 |
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-1,
|
| 3650 |
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-1,
|
| 3651 |
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-1,
|
| 3652 |
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1,
|
| 3653 |
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5,
|
| 3654 |
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-1,
|
| 3655 |
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0,
|
| 3656 |
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0,
|
| 3657 |
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-1,
|
| 3658 |
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23,
|
| 3659 |
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0,
|
| 3660 |
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17,
|
| 3661 |
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5,
|
| 3662 |
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0,
|
| 3663 |
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0,
|
| 3664 |
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43,
|
| 3665 |
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-1,
|
| 3666 |
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10,
|
| 3667 |
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0,
|
| 3668 |
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6,
|
| 3669 |
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-1,
|
| 3670 |
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-1,
|
| 3671 |
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0,
|
| 3672 |
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24,
|
| 3673 |
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4,
|
| 3674 |
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1,
|
| 3675 |
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-1,
|
| 3676 |
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-1,
|
| 3677 |
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-1,
|
| 3678 |
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4,
|
| 3679 |
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-1,
|
| 3680 |
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0,
|
| 3681 |
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0,
|
| 3682 |
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7,
|
| 3683 |
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-1,
|
| 3684 |
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-1,
|
| 3685 |
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-1,
|
| 3686 |
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-1,
|
| 3687 |
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3,
|
| 3688 |
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0,
|
| 3689 |
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-1,
|
| 3690 |
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1,
|
| 3691 |
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4,
|
| 3692 |
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-1,
|
| 3693 |
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8,
|
| 3694 |
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5,
|
| 3695 |
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-1,
|
| 3696 |
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-1,
|
| 3697 |
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19,
|
| 3698 |
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-1,
|
| 3699 |
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3,
|
| 3700 |
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10,
|
| 3701 |
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-1,
|
| 3702 |
+
14,
|
| 3703 |
+
6,
|
| 3704 |
+
8,
|
| 3705 |
+
-1,
|
| 3706 |
+
17,
|
| 3707 |
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0,
|
| 3708 |
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-1,
|
| 3709 |
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20,
|
| 3710 |
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41,
|
| 3711 |
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-1,
|
| 3712 |
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-1,
|
| 3713 |
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-1,
|
| 3714 |
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-1,
|
| 3715 |
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1,
|
| 3716 |
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-1,
|
| 3717 |
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-1,
|
| 3718 |
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-1,
|
| 3719 |
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-1,
|
| 3720 |
+
-1,
|
| 3721 |
+
0,
|
| 3722 |
+
7,
|
| 3723 |
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-1,
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| 3724 |
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0,
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| 3725 |
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1,
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| 3726 |
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|
| 3727 |
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9,
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| 3728 |
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| 3729 |
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| 3730 |
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| 3731 |
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| 3732 |
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0,
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| 3733 |
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1,
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| 3734 |
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1,
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| 3735 |
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| 3736 |
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| 3737 |
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3,
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| 3738 |
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24,
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| 3739 |
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24,
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| 3740 |
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| 3742 |
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| 3750 |
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6,
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| 3751 |
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16,
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| 3752 |
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42,
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36,
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| 3755 |
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29,
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0,
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36,
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| 3759 |
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22,
|
| 3760 |
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0,
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| 3761 |
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0,
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0,
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| 3763 |
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4,
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| 3764 |
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0,
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| 3765 |
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| 3766 |
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30,
|
| 3767 |
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1,
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| 3768 |
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22,
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| 3769 |
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0,
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| 3770 |
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1,
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| 3771 |
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38,
|
| 3772 |
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| 3773 |
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-1,
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| 3774 |
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0,
|
| 3775 |
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| 3776 |
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| 3777 |
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| 3778 |
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-1,
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| 3779 |
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| 3780 |
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18,
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0,
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13,
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| 3784 |
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15,
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| 3785 |
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0,
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1,
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| 3787 |
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| 3788 |
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-1,
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| 3789 |
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| 3790 |
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-1,
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| 3791 |
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0,
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| 3792 |
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4,
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| 3793 |
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5,
|
| 3794 |
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0,
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| 3795 |
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| 3796 |
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-1,
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| 3797 |
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-1,
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| 3798 |
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-1,
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| 3799 |
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-1,
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| 3800 |
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0,
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| 3801 |
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27,
|
| 3802 |
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| 3803 |
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-1,
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| 3804 |
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29,
|
| 3805 |
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21,
|
| 3806 |
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6,
|
| 3807 |
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9,
|
| 3808 |
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| 3809 |
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18,
|
| 3810 |
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2,
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| 3811 |
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9,
|
| 3812 |
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-1,
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| 3813 |
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0,
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| 3814 |
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0,
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| 3815 |
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-1,
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| 3816 |
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-1,
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| 3817 |
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7,
|
| 3818 |
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3,
|
| 3819 |
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16,
|
| 3820 |
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33,
|
| 3821 |
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30,
|
| 3822 |
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|
| 3823 |
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-1,
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| 3824 |
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4,
|
| 3825 |
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18,
|
| 3826 |
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-1,
|
| 3827 |
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-1,
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| 3828 |
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18,
|
| 3829 |
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-1,
|
| 3830 |
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1,
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| 3831 |
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-1,
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| 3832 |
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6,
|
| 3833 |
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10,
|
| 3834 |
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-1,
|
| 3835 |
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-1,
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| 3836 |
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-1,
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| 3837 |
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-1,
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| 3838 |
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9,
|
| 3839 |
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-1,
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| 3840 |
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-1,
|
| 3841 |
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9,
|
| 3842 |
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-1,
|
| 3843 |
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13,
|
| 3844 |
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-1,
|
| 3845 |
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0,
|
| 3846 |
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1,
|
| 3847 |
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-1,
|
| 3848 |
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-1,
|
| 3849 |
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4,
|
| 3850 |
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-1,
|
| 3851 |
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0,
|
| 3852 |
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20,
|
| 3853 |
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31,
|
| 3854 |
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-1,
|
| 3855 |
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0,
|
| 3856 |
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10,
|
| 3857 |
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-1,
|
| 3858 |
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-1,
|
| 3859 |
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-1,
|
| 3860 |
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0,
|
| 3861 |
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40,
|
| 3862 |
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8,
|
| 3863 |
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0,
|
| 3864 |
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32,
|
| 3865 |
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0,
|
| 3866 |
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-1,
|
| 3867 |
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12,
|
| 3868 |
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-1,
|
| 3869 |
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7,
|
| 3870 |
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-1,
|
| 3871 |
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14,
|
| 3872 |
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0,
|
| 3873 |
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-1,
|
| 3874 |
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27,
|
| 3875 |
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35,
|
| 3876 |
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0,
|
| 3877 |
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17,
|
| 3878 |
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-1,
|
| 3879 |
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0,
|
| 3880 |
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-1,
|
| 3881 |
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3,
|
| 3882 |
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14,
|
| 3883 |
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-1,
|
| 3884 |
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-1,
|
| 3885 |
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-1,
|
| 3886 |
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-1,
|
| 3887 |
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6,
|
| 3888 |
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0,
|
| 3889 |
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12,
|
| 3890 |
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3,
|
| 3891 |
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-1,
|
| 3892 |
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25,
|
| 3893 |
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0,
|
| 3894 |
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14,
|
| 3895 |
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-1,
|
| 3896 |
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0,
|
| 3897 |
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4,
|
| 3898 |
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-1,
|
| 3899 |
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2,
|
| 3900 |
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-1,
|
| 3901 |
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0,
|
| 3902 |
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-1,
|
| 3903 |
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-1,
|
| 3904 |
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1,
|
| 3905 |
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-1,
|
| 3906 |
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0,
|
| 3907 |
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-1,
|
| 3908 |
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6,
|
| 3909 |
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-1,
|
| 3910 |
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7,
|
| 3911 |
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-1,
|
| 3912 |
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24,
|
| 3913 |
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7,
|
| 3914 |
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-1,
|
| 3915 |
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-1,
|
| 3916 |
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-1,
|
| 3917 |
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17,
|
| 3918 |
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12,
|
| 3919 |
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-1,
|
| 3920 |
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-1,
|
| 3921 |
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-1,
|
| 3922 |
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0,
|
| 3923 |
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-1,
|
| 3924 |
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1,
|
| 3925 |
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-1,
|
| 3926 |
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-1,
|
| 3927 |
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-1,
|
| 3928 |
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22,
|
| 3929 |
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-1,
|
| 3930 |
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13,
|
| 3931 |
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7,
|
| 3932 |
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-1,
|
| 3933 |
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10,
|
| 3934 |
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29,
|
| 3935 |
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0,
|
| 3936 |
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29,
|
| 3937 |
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0,
|
| 3938 |
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2,
|
| 3939 |
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17,
|
| 3940 |
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24,
|
| 3941 |
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12,
|
| 3942 |
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7,
|
| 3943 |
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-1,
|
| 3944 |
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-1,
|
| 3945 |
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-1,
|
| 3946 |
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2,
|
| 3947 |
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0,
|
| 3948 |
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1,
|
| 3949 |
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22,
|
| 3950 |
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-1,
|
| 3951 |
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-1,
|
| 3952 |
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35,
|
| 3953 |
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13,
|
| 3954 |
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32,
|
| 3955 |
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-1,
|
| 3956 |
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-1,
|
| 3957 |
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-1,
|
| 3958 |
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15,
|
| 3959 |
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-1,
|
| 3960 |
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-1,
|
| 3961 |
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-1,
|
| 3962 |
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26,
|
| 3963 |
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0,
|
| 3964 |
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-1,
|
| 3965 |
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12,
|
| 3966 |
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-1,
|
| 3967 |
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-1,
|
| 3968 |
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1,
|
| 3969 |
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-1,
|
| 3970 |
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31,
|
| 3971 |
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-1,
|
| 3972 |
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22,
|
| 3973 |
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2,
|
| 3974 |
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-1,
|
| 3975 |
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9,
|
| 3976 |
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-1,
|
| 3977 |
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-1,
|
| 3978 |
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11,
|
| 3979 |
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-1,
|
| 3980 |
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-1,
|
| 3981 |
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0,
|
| 3982 |
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21,
|
| 3983 |
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4,
|
| 3984 |
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-1,
|
| 3985 |
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-1,
|
| 3986 |
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-1,
|
| 3987 |
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12,
|
| 3988 |
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0,
|
| 3989 |
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-1,
|
| 3990 |
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-1,
|
| 3991 |
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0,
|
| 3992 |
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34,
|
| 3993 |
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19,
|
| 3994 |
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0,
|
| 3995 |
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1,
|
| 3996 |
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-1,
|
| 3997 |
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0,
|
| 3998 |
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-1,
|
| 3999 |
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13,
|
| 4000 |
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25,
|
| 4001 |
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23,
|
| 4002 |
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-1,
|
| 4003 |
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-1,
|
| 4004 |
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1,
|
| 4005 |
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11,
|
| 4006 |
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16,
|
| 4007 |
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-1,
|
| 4008 |
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-1,
|
| 4009 |
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-1,
|
| 4010 |
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0,
|
| 4011 |
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0,
|
| 4012 |
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-1,
|
| 4013 |
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19,
|
| 4014 |
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5,
|
| 4015 |
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-1,
|
| 4016 |
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2,
|
| 4017 |
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-1,
|
| 4018 |
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-1,
|
| 4019 |
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-1,
|
| 4020 |
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-1,
|
| 4021 |
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7,
|
| 4022 |
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0,
|
| 4023 |
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35,
|
| 4024 |
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4,
|
| 4025 |
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3,
|
| 4026 |
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2,
|
| 4027 |
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-1,
|
| 4028 |
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-1,
|
| 4029 |
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-1,
|
| 4030 |
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-1,
|
| 4031 |
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3,
|
| 4032 |
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-1,
|
| 4033 |
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2,
|
| 4034 |
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2,
|
| 4035 |
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10,
|
| 4036 |
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5,
|
| 4037 |
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33,
|
| 4038 |
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-1,
|
| 4039 |
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11,
|
| 4040 |
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-1,
|
| 4041 |
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0,
|
| 4042 |
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15,
|
| 4043 |
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-1,
|
| 4044 |
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22,
|
| 4045 |
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14,
|
| 4046 |
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-1,
|
| 4047 |
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-1,
|
| 4048 |
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5,
|
| 4049 |
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8,
|
| 4050 |
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2,
|
| 4051 |
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-1,
|
| 4052 |
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5,
|
| 4053 |
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-1,
|
| 4054 |
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41,
|
| 4055 |
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-1,
|
| 4056 |
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37,
|
| 4057 |
+
3,
|
| 4058 |
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-1,
|
| 4059 |
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-1,
|
| 4060 |
+
0,
|
| 4061 |
+
7,
|
| 4062 |
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36,
|
| 4063 |
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9,
|
| 4064 |
+
26,
|
| 4065 |
+
16,
|
| 4066 |
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-1,
|
| 4067 |
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13,
|
| 4068 |
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0,
|
| 4069 |
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10,
|
| 4070 |
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-1,
|
| 4071 |
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12,
|
| 4072 |
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12,
|
| 4073 |
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4,
|
| 4074 |
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-1,
|
| 4075 |
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-1,
|
| 4076 |
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0,
|
| 4077 |
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-1,
|
| 4078 |
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11,
|
| 4079 |
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-1,
|
| 4080 |
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-1,
|
| 4081 |
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23,
|
| 4082 |
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0,
|
| 4083 |
+
19,
|
| 4084 |
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0,
|
| 4085 |
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-1,
|
| 4086 |
+
7,
|
| 4087 |
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-1,
|
| 4088 |
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0,
|
| 4089 |
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0,
|
| 4090 |
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-1,
|
| 4091 |
+
0,
|
| 4092 |
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28,
|
| 4093 |
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7,
|
| 4094 |
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-1,
|
| 4095 |
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16,
|
| 4096 |
+
36,
|
| 4097 |
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-1,
|
| 4098 |
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-1,
|
| 4099 |
+
1,
|
| 4100 |
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0,
|
| 4101 |
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-1,
|
| 4102 |
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0,
|
| 4103 |
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-1,
|
| 4104 |
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10,
|
| 4105 |
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-1,
|
| 4106 |
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0,
|
| 4107 |
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0,
|
| 4108 |
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22,
|
| 4109 |
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-1,
|
| 4110 |
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-1,
|
| 4111 |
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-1,
|
| 4112 |
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12,
|
| 4113 |
+
8,
|
| 4114 |
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29,
|
| 4115 |
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0,
|
| 4116 |
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-1,
|
| 4117 |
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-1,
|
| 4118 |
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-1,
|
| 4119 |
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-1,
|
| 4120 |
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5,
|
| 4121 |
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-1,
|
| 4122 |
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-1,
|
| 4123 |
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-1,
|
| 4124 |
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-1,
|
| 4125 |
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2,
|
| 4126 |
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-1,
|
| 4127 |
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-1,
|
| 4128 |
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-1,
|
| 4129 |
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-1,
|
| 4130 |
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31,
|
| 4131 |
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-1,
|
| 4132 |
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-1,
|
| 4133 |
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10,
|
| 4134 |
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3,
|
| 4135 |
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19,
|
| 4136 |
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-1,
|
| 4137 |
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-1,
|
| 4138 |
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-1,
|
| 4139 |
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-1,
|
| 4140 |
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0,
|
| 4141 |
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-1,
|
| 4142 |
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17,
|
| 4143 |
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-1,
|
| 4144 |
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33,
|
| 4145 |
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-1,
|
| 4146 |
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-1,
|
| 4147 |
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-1,
|
| 4148 |
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-1,
|
| 4149 |
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-1,
|
| 4150 |
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-1,
|
| 4151 |
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23,
|
| 4152 |
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13,
|
| 4153 |
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-1,
|
| 4154 |
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25,
|
| 4155 |
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14,
|
| 4156 |
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-1,
|
| 4157 |
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21,
|
| 4158 |
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18,
|
| 4159 |
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-1,
|
| 4160 |
+
3,
|
| 4161 |
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-1,
|
| 4162 |
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-1,
|
| 4163 |
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-1,
|
| 4164 |
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0,
|
| 4165 |
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-1,
|
| 4166 |
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34,
|
| 4167 |
+
10,
|
| 4168 |
+
14,
|
| 4169 |
+
4,
|
| 4170 |
+
9,
|
| 4171 |
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7,
|
| 4172 |
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6,
|
| 4173 |
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-1,
|
| 4174 |
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-1,
|
| 4175 |
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-1,
|
| 4176 |
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21,
|
| 4177 |
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-1,
|
| 4178 |
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0,
|
| 4179 |
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0,
|
| 4180 |
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27,
|
| 4181 |
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0,
|
| 4182 |
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-1,
|
| 4183 |
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-1,
|
| 4184 |
+
9,
|
| 4185 |
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32,
|
| 4186 |
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2,
|
| 4187 |
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-1,
|
| 4188 |
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-1,
|
| 4189 |
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-1,
|
| 4190 |
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1,
|
| 4191 |
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-1,
|
| 4192 |
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18,
|
| 4193 |
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31,
|
| 4194 |
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-1,
|
| 4195 |
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0,
|
| 4196 |
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-1,
|
| 4197 |
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-1,
|
| 4198 |
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6,
|
| 4199 |
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-1,
|
| 4200 |
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0,
|
| 4201 |
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0,
|
| 4202 |
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-1,
|
| 4203 |
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-1,
|
| 4204 |
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20,
|
| 4205 |
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-1,
|
| 4206 |
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11,
|
| 4207 |
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12,
|
| 4208 |
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-1,
|
| 4209 |
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0,
|
| 4210 |
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13,
|
| 4211 |
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27,
|
| 4212 |
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6,
|
| 4213 |
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7,
|
| 4214 |
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6,
|
| 4215 |
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8,
|
| 4216 |
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5,
|
| 4217 |
+
0,
|
| 4218 |
+
-1,
|
| 4219 |
+
8,
|
| 4220 |
+
0,
|
| 4221 |
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27,
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2,
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3,
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2,
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25,
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32,
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0,
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14,
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24,
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18,
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10,
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0,
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5,
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0,
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3,
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3,
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1,
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0,
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20,
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0,
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28,
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1,
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2,
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0,
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8,
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5,
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17,
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0,
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23,
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4,
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0,
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2,
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4,
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10,
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4,
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5,
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7,
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13,
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18,
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0,
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0,
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7,
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1,
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17,
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5,
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16,
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11,
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27,
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4,
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35,
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38,
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1,
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17,
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40,
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| 4415 |
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3,
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17,
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| 4417 |
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27,
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| 4418 |
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0,
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| 4420 |
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9,
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| 4421 |
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2,
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| 4423 |
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5,
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7,
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| 4426 |
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21,
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0,
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10,
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25,
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1,
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8,
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0,
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8,
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1,
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0,
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8,
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0,
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5,
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13,
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1,
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3,
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19,
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| 4450 |
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5,
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23,
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8,
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8,
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8,
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1,
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| 4460 |
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0,
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0,
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| 4463 |
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0,
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4,
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| 4465 |
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0,
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-1,
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-1,
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34,
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| 4470 |
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31,
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0,
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8,
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0,
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4,
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18,
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0,
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3,
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0,
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-1,
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9,
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0,
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2,
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0,
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16,
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| 4490 |
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4,
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1,
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12,
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0,
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0,
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1,
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0,
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21,
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19,
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0,
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6,
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25,
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33,
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26,
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32,
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12,
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0,
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14,
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3,
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29,
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0,
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29,
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1,
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34,
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0,
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28,
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2,
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19,
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0,
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4,
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2,
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38,
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1,
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23,
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0,
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7,
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31,
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1,
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20,
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6,
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6,
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16,
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2,
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| 4553 |
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33,
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| 4554 |
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1,
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| 4557 |
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8,
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| 4558 |
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| 4559 |
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| 4563 |
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15,
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3,
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11,
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0,
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11,
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| 4573 |
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0,
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0,
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1,
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1,
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| 4579 |
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23,
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| 4580 |
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10,
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| 4581 |
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7,
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| 4582 |
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15,
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0,
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3,
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0,
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| 4589 |
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0,
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| 4592 |
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| 4593 |
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0,
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| 4600 |
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| 4601 |
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15,
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10,
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-1,
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| 4610 |
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| 4611 |
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1,
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| 4612 |
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12,
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| 4613 |
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| 4614 |
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-1,
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| 4615 |
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0,
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| 4616 |
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| 4617 |
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2,
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| 4618 |
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| 4619 |
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0,
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| 4620 |
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| 4621 |
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5,
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| 4622 |
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11,
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| 4623 |
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0,
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| 4624 |
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0,
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| 4626 |
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| 4628 |
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| 4629 |
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17,
|
| 4630 |
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| 4631 |
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0,
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| 4632 |
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-1,
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| 4633 |
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0,
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| 4634 |
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| 4635 |
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-1,
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| 4636 |
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-1,
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| 4637 |
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12,
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| 4638 |
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| 4639 |
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-1,
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| 4640 |
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-1,
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| 4641 |
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2,
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| 4642 |
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0,
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| 4643 |
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4,
|
| 4644 |
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36,
|
| 4645 |
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18,
|
| 4646 |
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1,
|
| 4647 |
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7,
|
| 4648 |
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| 4649 |
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-1,
|
| 4650 |
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23,
|
| 4651 |
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| 4652 |
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0,
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| 4653 |
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|
| 4654 |
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-1,
|
| 4655 |
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28,
|
| 4656 |
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-1,
|
| 4657 |
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0,
|
| 4658 |
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9,
|
| 4659 |
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-1,
|
| 4660 |
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-1,
|
| 4661 |
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-1,
|
| 4662 |
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2,
|
| 4663 |
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-1,
|
| 4664 |
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-1,
|
| 4665 |
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-1,
|
| 4666 |
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26,
|
| 4667 |
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28,
|
| 4668 |
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-1,
|
| 4669 |
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-1,
|
| 4670 |
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0,
|
| 4671 |
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-1,
|
| 4672 |
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0,
|
| 4673 |
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1,
|
| 4674 |
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11,
|
| 4675 |
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-1,
|
| 4676 |
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-1,
|
| 4677 |
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6,
|
| 4678 |
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16,
|
| 4679 |
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3,
|
| 4680 |
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0,
|
| 4681 |
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12,
|
| 4682 |
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7,
|
| 4683 |
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-1,
|
| 4684 |
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8,
|
| 4685 |
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-1,
|
| 4686 |
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6,
|
| 4687 |
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0,
|
| 4688 |
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-1,
|
| 4689 |
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1,
|
| 4690 |
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7,
|
| 4691 |
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-1,
|
| 4692 |
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-1,
|
| 4693 |
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1,
|
| 4694 |
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17,
|
| 4695 |
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6,
|
| 4696 |
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12,
|
| 4697 |
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5,
|
| 4698 |
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6,
|
| 4699 |
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31,
|
| 4700 |
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-1,
|
| 4701 |
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0,
|
| 4702 |
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0,
|
| 4703 |
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4,
|
| 4704 |
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1,
|
| 4705 |
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-1,
|
| 4706 |
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-1,
|
| 4707 |
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1,
|
| 4708 |
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0,
|
| 4709 |
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4,
|
| 4710 |
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-1,
|
| 4711 |
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-1,
|
| 4712 |
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0,
|
| 4713 |
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32,
|
| 4714 |
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-1,
|
| 4715 |
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0,
|
| 4716 |
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0,
|
| 4717 |
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16,
|
| 4718 |
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11,
|
| 4719 |
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|
| 5200 |
+
"28": "28_wales_welsh_government_waste",
|
| 5201 |
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"29": "29_race_rosberg_hamilton_mercedes",
|
| 5202 |
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"30": "30_plane_flight_mh370_aircraft",
|
| 5203 |
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"31": "31_fight_pacquiao_mayweather_champion",
|
| 5204 |
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"32": "32_attack_us_security_bin",
|
| 5205 |
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"33": "33_virus_ebola_outbreak_disease",
|
| 5206 |
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"34": "34_greece_migrant_eu_greek",
|
| 5207 |
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"35": "35_hie_farm_enterprise_energy",
|
| 5208 |
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"36": "36_inflation_growth_rate_economist",
|
| 5209 |
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"37": "37_yn_ar_bod_ei",
|
| 5210 |
+
"38": "38_cup_group_sredojevic_al",
|
| 5211 |
+
"39": "39_picasso_picture_image_collection",
|
| 5212 |
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"40": "40_froome_sky_tour_wiggins",
|
| 5213 |
+
"41": "41_carnival_event_pride_lgbt",
|
| 5214 |
+
"42": "42_cocaine_corkindale_supply_connelly",
|
| 5215 |
+
"43": "43_meal_child_school_family"
|
| 5216 |
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},
|
| 5217 |
+
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|
| 5218 |
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"_outliers": 1,
|
| 5219 |
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"topic_aspects": {}
|
| 5220 |
+
}
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