Add BERTopic model
Browse files- README.md +394 -0
- config.json +15 -0
- topic_embeddings.safetensors +3 -0
- topics.json +0 -0
README.md
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| 1 |
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| 2 |
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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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# cnn_dailymail_108_50000_25000_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/cnn_dailymail_108_50000_25000_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: 327
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* Number of training documents: 50000
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<details>
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| 37 |
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<summary>Click here for an overview of all topics.</summary>
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| 38 |
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| Topic ID | Topic Keywords | Topic Frequency | Label |
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| 40 |
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|----------|----------------|-----------------|-------|
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| 41 |
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| -1 | said - police - one - year - people | 5 | -1_said_police_one_year |
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| 42 |
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| 0 | league - player - club - goal - cup | 25948 | 0_league_player_club_goal |
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| 43 |
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| 1 | obama - republican - president - republicans - senate | 5040 | 1_obama_republican_president_republicans |
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| 44 |
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| 2 | police - murder - shot - shooting - death | 1488 | 2_police_murder_shot_shooting |
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| 45 |
+
| 3 | boko - haram - sudan - somalia - nigeria | 658 | 3_boko_haram_sudan_somalia |
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| 46 |
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| 4 | hospital - doctor - baby - cancer - mrs | 392 | 4_hospital_doctor_baby_cancer |
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| 47 |
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| 5 | murray - wimbledon - federer - tennis - djokovic | 387 | 5_murray_wimbledon_federer_tennis |
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| 48 |
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| 6 | fashion - hair - dress - style - model | 386 | 6_fashion_hair_dress_style |
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| 49 |
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| 7 | space - earth - nasa - mars - planet | 383 | 7_space_earth_nasa_mars |
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| 50 |
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| 8 | apple - iphone - device - google - apples | 368 | 8_apple_iphone_device_google |
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| 51 |
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| 9 | dog - cat - animal - pet - dogs | 349 | 9_dog_cat_animal_pet |
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| 52 |
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| 10 | hamilton - race - prix - rosberg - formula | 314 | 10_hamilton_race_prix_rosberg |
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| 53 |
+
| 11 | medal - gold - olympic - games - olympics | 273 | 11_medal_gold_olympic_games |
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| 54 |
+
| 12 | labour - ukip - miliband - mr - cameron | 269 | 12_labour_ukip_miliband_mr |
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| 55 |
+
| 13 | ship - boat - cruise - titanic - coast | 265 | 13_ship_boat_cruise_titanic |
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| 56 |
+
| 14 | golf - mcilroy - woods - ryder - round | 261 | 14_golf_mcilroy_woods_ryder |
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| 57 |
+
| 15 | prince - royal - duchess - queen - duke | 249 | 15_prince_royal_duchess_queen |
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| 58 |
+
| 16 | gun - ferguson - zimmerman - shooting - wilson | 232 | 16_gun_ferguson_zimmerman_shooting |
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| 59 |
+
| 17 | russian - ukraine - russia - putin - ukrainian | 229 | 17_russian_ukraine_russia_putin |
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| 60 |
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| 18 | war - german - nazi - hitler - soldier | 224 | 18_war_german_nazi_hitler |
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| 61 |
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| 19 | food - sugar - calorie - meal - menu | 217 | 19_food_sugar_calorie_meal |
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| 62 |
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| 20 | shark - whale - fish - dolphin - water | 217 | 20_shark_whale_fish_dolphin |
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| 63 |
+
| 21 | nfl - game - baseball - bowl - quarterback | 215 | 21_nfl_game_baseball_bowl |
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| 64 |
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| 22 | song - music - album - band - beatles | 200 | 22_song_music_album_band |
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| 65 |
+
| 23 | korea - north - korean - kim - koreas | 187 | 23_korea_north_korean_kim |
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| 66 |
+
| 24 | murder - stabbed - knife - court - police | 182 | 24_murder_stabbed_knife_court |
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| 67 |
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| 25 | money - court - fraud - bank - cash | 181 | 25_money_court_fraud_bank |
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| 68 |
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| 26 | chinese - china - bo - hong - chinas | 176 | 26_chinese_china_bo_hong |
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| 69 |
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| 27 | facebook - user - app - social - twitter | 175 | 27_facebook_user_app_social |
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| 70 |
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| 28 | sexual - sex - court - victim - indecent | 175 | 28_sexual_sex_court_victim |
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| 71 |
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| 29 | fire - blaze - firefighter - smoke - flame | 172 | 29_fire_blaze_firefighter_smoke |
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| 72 |
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| 30 | film - movie - wars - million - star | 166 | 30_film_movie_wars_million |
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| 73 |
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| 31 | fight - mayweather - pacquiao - boxing - groves | 164 | 31_fight_mayweather_pacquiao_boxing |
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| 74 |
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| 32 | plane - flight - pilot - passenger - airport | 161 | 32_plane_flight_pilot_passenger |
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| 75 |
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| 33 | zoo - elephant - animal - lion - gorilla | 158 | 33_zoo_elephant_animal_lion |
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| 76 |
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| 34 | mexico - mexican - cartel - drug - juarez | 156 | 34_mexico_mexican_cartel_drug |
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| 77 |
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| 35 | painting - art - artist - work - artwork | 146 | 35_painting_art_artist_work |
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| 78 |
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| 36 | school - teacher - student - sex - sexual | 146 | 36_school_teacher_student_sex |
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| 79 |
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| 37 | chavez - venezuela - venezuelan - maduro - farc | 145 | 37_chavez_venezuela_venezuelan_maduro |
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| 80 |
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| 38 | pakistan - pakistani - taliban - pakistans - islamabad | 137 | 38_pakistan_pakistani_taliban_pakistans |
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| 81 |
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| 39 | iran - nuclear - iranian - irans - tehran | 136 | 39_iran_nuclear_iranian_irans |
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| 82 |
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| 40 | tesco - store - shopper - christmas - sale | 130 | 40_tesco_store_shopper_christmas |
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| 83 |
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| 41 | egypt - egyptian - mubarak - cairo - brotherhood | 130 | 41_egypt_egyptian_mubarak_cairo |
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| 84 |
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| 42 | nhs - patient - care - hospital - health | 128 | 42_nhs_patient_care_hospital |
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| 85 |
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| 43 | isis - iraq - iraqi - baghdad - syria | 125 | 43_isis_iraq_iraqi_baghdad |
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| 86 |
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| 44 | show - letterman - odonnell - network - comedy | 113 | 44_show_letterman_odonnell_network |
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| 87 |
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| 45 | ebola - liberia - virus - leone - sierra | 112 | 45_ebola_liberia_virus_leone |
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| 88 |
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| 46 | property - house - estate - building - bedroom | 111 | 46_property_house_estate_building |
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| 89 |
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| 47 | israeli - israel - gaza - palestinian - hamas | 108 | 47_israeli_israel_gaza_palestinian |
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| 90 |
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| 48 | wine - alcohol - beer - drinking - drink | 108 | 48_wine_alcohol_beer_drinking |
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| 91 |
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| 49 | weight - diet - size - stone - eating | 108 | 49_weight_diet_size_stone |
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| 92 |
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| 50 | pope - francis - vatican - church - catholic | 107 | 50_pope_francis_vatican_church |
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| 93 |
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| 51 | weather - rain - temperature - snow - flood | 103 | 51_weather_rain_temperature_snow |
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| 94 |
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| 52 | syrian - syria - alassad - damascus - regime | 103 | 52_syrian_syria_alassad_damascus |
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| 95 |
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| 53 | snow - storm - weather - inch - temperature | 102 | 53_snow_storm_weather_inch |
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| 96 |
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| 54 | school - pupil - education - exam - schools | 102 | 54_school_pupil_education_exam |
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| 97 |
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| 55 | horse - jockey - racing - zara - race | 100 | 55_horse_jockey_racing_zara |
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| 98 |
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| 56 | marijuana - drug - cannabis - heroin - pot | 95 | 56_marijuana_drug_cannabis_heroin |
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| 99 |
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| 57 | libyan - libya - gadhafi - tripoli - gadhafis | 93 | 57_libyan_libya_gadhafi_tripoli |
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| 100 |
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| 58 | afghan - afghanistan - taliban - kabul - province | 85 | 58_afghan_afghanistan_taliban_kabul |
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| 101 |
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| 59 | energy - price - petrol - litre - gas | 82 | 59_energy_price_petrol_litre |
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| 102 |
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| 60 | climber - mountain - avalanche - everest - climbing | 82 | 60_climber_mountain_avalanche_everest |
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| 103 |
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| 61 | mandela - mandelas - south - nelson - african | 76 | 61_mandela_mandelas_south_nelson |
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| 104 |
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| 62 | transcript - student - todays - news - curriculum | 75 | 62_transcript_student_todays_news |
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| 105 |
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| 63 | hacking - murdoch - brooks - news - coulson | 74 | 63_hacking_murdoch_brooks_news |
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| 106 |
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| 64 | search - plane - flight - malaysia - ocean | 74 | 64_search_plane_flight_malaysia |
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| 107 |
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| 65 | eu - european - britain - uk - immigration | 72 | 65_eu_european_britain_uk |
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| 108 |
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| 66 | snowden - nsa - intelligence - surveillance - snowdens | 67 | 66_snowden_nsa_intelligence_surveillance |
|
| 109 |
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| 67 | delhi - india - rape - indian - woman | 67 | 67_delhi_india_rape_indian |
|
| 110 |
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| 68 | car - vehicle - jaguar - model - cars | 67 | 68_car_vehicle_jaguar_model |
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| 111 |
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| 69 | eurozone - greece - euro - greek - debt | 67 | 69_eurozone_greece_euro_greek |
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| 112 |
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| 70 | airline - ryanair - flight - passenger - airlines | 66 | 70_airline_ryanair_flight_passenger |
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| 113 |
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| 71 | bank - barclays - lloyds - bonus - rbs | 65 | 71_bank_barclays_lloyds_bonus |
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| 114 |
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| 72 | tsarnaev - boston - tamerlan - dzhokhar - bombing | 63 | 72_tsarnaev_boston_tamerlan_dzhokhar |
|
| 115 |
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| 73 | jackson - jacksons - murray - aeg - propofol | 61 | 73_jackson_jacksons_murray_aeg |
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| 116 |
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| 74 | turkish - turkey - erdogan - turkeys - istanbul | 61 | 74_turkish_turkey_erdogan_turkeys |
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| 117 |
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| 75 | lottery - ticket - jackpot - winning - powerball | 60 | 75_lottery_ticket_jackpot_winning |
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| 118 |
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| 76 | fossil - dinosaur - neanderthals - mammoth - homo | 59 | 76_fossil_dinosaur_neanderthals_mammoth |
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| 119 |
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| 77 | tax - pension - benefit - welfare - osborne | 59 | 77_tax_pension_benefit_welfare |
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| 120 |
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| 78 | train - rail - derailed - track - crossing | 57 | 78_train_rail_derailed_track |
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| 121 |
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| 79 | deportation - immigration - sham - uk - deported | 57 | 79_deportation_immigration_sham_uk |
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| 122 |
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| 80 | oil - bp - gulf - spill - deepwater | 56 | 80_oil_bp_gulf_spill |
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| 123 |
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| 81 | tobacco - smoking - cigarette - ecigarettes - nicotine | 56 | 81_tobacco_smoking_cigarette_ecigarettes |
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| 124 |
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| 82 | billion - alumnus - worth - wealth - richest | 56 | 82_billion_alumnus_worth_wealth |
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| 125 |
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| 83 | cuba - cuban - castro - havana - fidel | 55 | 83_cuba_cuban_castro_havana |
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| 126 |
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| 84 | haiti - haitian - portauprince - earthquake - haitians | 54 | 84_haiti_haitian_portauprince_earthquake |
|
| 127 |
+
| 85 | burial - archaeologist - tomb - skull - ancient | 52 | 85_burial_archaeologist_tomb_skull |
|
| 128 |
+
| 86 | pistorius - steenkamp - reeva - oscar - nel | 52 | 86_pistorius_steenkamp_reeva_oscar |
|
| 129 |
+
| 87 | bali - sandiford - indonesian - sukumaran - chan | 52 | 87_bali_sandiford_indonesian_sukumaran |
|
| 130 |
+
| 88 | nba - basketball - lebron - james - miami | 51 | 88_nba_basketball_lebron_james |
|
| 131 |
+
| 89 | driver - car - speed - driving - road | 51 | 89_driver_car_speed_driving |
|
| 132 |
+
| 90 | reactor - nuclear - plant - radiation - fukushima | 50 | 90_reactor_nuclear_plant_radiation |
|
| 133 |
+
| 91 | wedding - couple - married - bride - marriage | 49 | 91_wedding_couple_married_bride |
|
| 134 |
+
| 92 | rio - sao - brazil - janeiro - paulo | 49 | 92_rio_sao_brazil_janeiro |
|
| 135 |
+
| 93 | china - japanese - japan - chinese - island | 49 | 93_china_japanese_japan_chinese |
|
| 136 |
+
| 94 | measles - vaccine - vaccination - mmr - autism | 48 | 94_measles_vaccine_vaccination_mmr |
|
| 137 |
+
| 95 | police - robbery - officer - pc - gang | 47 | 95_police_robbery_officer_pc |
|
| 138 |
+
| 96 | volcano - lava - eruption - ash - flow | 46 | 96_volcano_lava_eruption_ash |
|
| 139 |
+
| 97 | novel - book - author - reading - poirot | 46 | 97_novel_book_author_reading |
|
| 140 |
+
| 98 | crash - car - driver - accident - jenner | 45 | 98_crash_car_driver_accident |
|
| 141 |
+
| 99 | ireland - ira - northern - belfast - sinn | 44 | 99_ireland_ira_northern_belfast |
|
| 142 |
+
| 100 | island - beach - hoard - bimini - coin | 44 | 100_island_beach_hoard_bimini |
|
| 143 |
+
| 101 | islamic - sharrouf - sydney - australia - elomar | 44 | 101_islamic_sharrouf_sydney_australia |
|
| 144 |
+
| 102 | price - mortgage - cent - per - housing | 44 | 102_price_mortgage_cent_per |
|
| 145 |
+
| 103 | armstrong - tour - lance - cycling - doping | 43 | 103_armstrong_tour_lance_cycling |
|
| 146 |
+
| 104 | abbott - gillard - minister - prime - tony | 42 | 104_abbott_gillard_minister_prime |
|
| 147 |
+
| 105 | fire - wildfire - firefighter - blaze - burned | 41 | 105_fire_wildfire_firefighter_blaze |
|
| 148 |
+
| 106 | memorial - cemetery - veteran - vietnam - veterans | 41 | 106_memorial_cemetery_veteran_vietnam |
|
| 149 |
+
| 107 | knox - sollecito - kercher - meredith - knoxs | 41 | 107_knox_sollecito_kercher_meredith |
|
| 150 |
+
| 108 | charlie - hebdo - paris - kouachi - coulibaly | 39 | 108_charlie_hebdo_paris_kouachi |
|
| 151 |
+
| 109 | education - student - teacher - school - teachers | 39 | 109_education_student_teacher_school |
|
| 152 |
+
| 110 | hs2 - rail - train - tunnel - transport | 39 | 110_hs2_rail_train_tunnel |
|
| 153 |
+
| 111 | climate - warming - global - change - emission | 38 | 111_climate_warming_global_change |
|
| 154 |
+
| 112 | tornado - storm - oklahoma - twister - weather | 36 | 112_tornado_storm_oklahoma_twister |
|
| 155 |
+
| 113 | mitchell - mp - rennard - lord - mr | 36 | 113_mitchell_mp_rennard_lord |
|
| 156 |
+
| 114 | hiv - aids - infection - virus - testing | 36 | 114_hiv_aids_infection_virus |
|
| 157 |
+
| 115 | miss - pageant - beauty - competition - universe | 36 | 115_miss_pageant_beauty_competition |
|
| 158 |
+
| 116 | factory - bangladesh - garment - dhaka - building | 36 | 116_factory_bangladesh_garment_dhaka |
|
| 159 |
+
| 117 | benghazi - attack - libya - stevens - ambassador | 35 | 117_benghazi_attack_libya_stevens |
|
| 160 |
+
| 118 | earthquake - tsunami - quake - magnitude - warning | 35 | 118_earthquake_tsunami_quake_magnitude |
|
| 161 |
+
| 119 | hurricane - storm - tropical - mph - wind | 34 | 119_hurricane_storm_tropical_mph |
|
| 162 |
+
| 120 | bergdahl - guantanamo - bowe - detainee - taliban | 34 | 120_bergdahl_guantanamo_bowe_detainee |
|
| 163 |
+
| 121 | pirate - ship - piracy - somali - somalia | 34 | 121_pirate_ship_piracy_somali |
|
| 164 |
+
| 122 | flu - virus - mers - swine - vaccine | 33 | 122_flu_virus_mers_swine |
|
| 165 |
+
| 123 | china - chinese - xi - dalai - chinas | 33 | 123_china_chinese_xi_dalai |
|
| 166 |
+
| 124 | fraternity - kappa - university - campus - phi | 33 | 124_fraternity_kappa_university_campus |
|
| 167 |
+
| 125 | typhoon - philippines - tacloban - storm - haiyan | 32 | 125_typhoon_philippines_tacloban_storm |
|
| 168 |
+
| 126 | saudi - arabia - king - raif - alotaibi | 32 | 126_saudi_arabia_king_raif |
|
| 169 |
+
| 127 | anthony - casey - anthonys - caylee - cindy | 32 | 127_anthony_casey_anthonys_caylee |
|
| 170 |
+
| 128 | cosby - cosbys - drugged - allegation - comedian | 31 | 128_cosby_cosbys_drugged_allegation |
|
| 171 |
+
| 129 | hotel - venice - hotels - properties - marriott | 31 | 129_hotel_venice_hotels_properties |
|
| 172 |
+
| 130 | miner - mine - coal - mining - miners | 31 | 130_miner_mine_coal_mining |
|
| 173 |
+
| 131 | church - archbishop - welby - bishop - canterbury | 31 | 131_church_archbishop_welby_bishop |
|
| 174 |
+
| 132 | indias - delhi - india - indian - modi | 30 | 132_indias_delhi_india_indian |
|
| 175 |
+
| 133 | woman - women - men - career - gap | 30 | 133_woman_women_men_career |
|
| 176 |
+
| 134 | berlusconi - berlusconis - silvio - bunga - italian | 30 | 134_berlusconi_berlusconis_silvio_bunga |
|
| 177 |
+
| 135 | al - qaeda - vinas - bin - laden | 30 | 135_al_qaeda_vinas_bin |
|
| 178 |
+
| 136 | malawi - fgm - madonna - girl - makoni | 30 | 136_malawi_fgm_madonna_girl |
|
| 179 |
+
| 137 | robot - 3d - printer - robots - robotics | 29 | 137_robot_3d_printer_robots |
|
| 180 |
+
| 138 | soldier - afghanistan - helmand - afghan - corporal | 29 | 138_soldier_afghanistan_helmand_afghan |
|
| 181 |
+
| 139 | sexual - assault - military - sinclair - cadet | 29 | 139_sexual_assault_military_sinclair |
|
| 182 |
+
| 140 | bird - pigeon - squirrel - nest - birds | 29 | 140_bird_pigeon_squirrel_nest |
|
| 183 |
+
| 141 | daley - jasmine - karen - married - kutcher | 28 | 141_daley_jasmine_karen_married |
|
| 184 |
+
| 142 | thief - shop - cctv - stolen - raid | 28 | 142_thief_shop_cctv_stolen |
|
| 185 |
+
| 143 | calais - migrant - port - lorry - ferry | 28 | 143_calais_migrant_port_lorry |
|
| 186 |
+
| 144 | saleh - yemen - yemeni - sanaa - hadi | 28 | 144_saleh_yemen_yemeni_sanaa |
|
| 187 |
+
| 145 | sloot - der - van - flores - holloway | 28 | 145_sloot_der_van_flores |
|
| 188 |
+
| 146 | suu - kyi - myanmar - aung - kyis | 28 | 146_suu_kyi_myanmar_aung |
|
| 189 |
+
| 147 | diamond - auction - sold - sothebys - jewellery | 27 | 147_diamond_auction_sold_sothebys |
|
| 190 |
+
| 148 | tattoo - tattooing - tattoos - inked - hardy | 27 | 148_tattoo_tattooing_tattoos_inked |
|
| 191 |
+
| 149 | madeleine - mccann - praia - luz - portuguese | 27 | 149_madeleine_mccann_praia_luz |
|
| 192 |
+
| 150 | mladic - bosnian - serb - kosovo - serbia | 26 | 150_mladic_bosnian_serb_kosovo |
|
| 193 |
+
| 151 | falklands - falkland - islands - argentina - malvinas | 26 | 151_falklands_falkland_islands_argentina |
|
| 194 |
+
| 152 | philippines - philippine - sabah - aquino - cerantonio | 26 | 152_philippines_philippine_sabah_aquino |
|
| 195 |
+
| 153 | hollande - trierweiler - sarkozy - hollandes - french | 26 | 153_hollande_trierweiler_sarkozy_hollandes |
|
| 196 |
+
| 154 | bear - cub - wildlife - bears - zoo | 26 | 154_bear_cub_wildlife_bears |
|
| 197 |
+
| 155 | va - veterans - veteran - shinseki - phoenix | 26 | 155_va_veterans_veteran_shinseki |
|
| 198 |
+
| 156 | malala - taliban - pakistan - education - malalas | 26 | 156_malala_taliban_pakistan_education |
|
| 199 |
+
| 157 | food - salmonella - recall - peanut - product | 25 | 157_food_salmonella_recall_peanut |
|
| 200 |
+
| 158 | russian - plane - ukrainian - jet - ukraine | 25 | 158_russian_plane_ukrainian_jet |
|
| 201 |
+
| 159 | breivik - oslo - utoya - breiviks - norwegian | 25 | 159_breivik_oslo_utoya_breiviks |
|
| 202 |
+
| 160 | iraq - iraqi - isis - troop - military | 25 | 160_iraq_iraqi_isis_troop |
|
| 203 |
+
| 161 | bangkok - yingluck - thaksin - thai - thailand | 25 | 161_bangkok_yingluck_thaksin_thai |
|
| 204 |
+
| 162 | console - wii - xbox - game - nintendo | 25 | 162_console_wii_xbox_game |
|
| 205 |
+
| 163 | internet - porn - pornography - online - filter | 25 | 163_internet_porn_pornography_online |
|
| 206 |
+
| 164 | sandusky - penn - paterno - sanduskys - jerry | 25 | 164_sandusky_penn_paterno_sanduskys |
|
| 207 |
+
| 165 | ice - glacier - antarctica - antarctic - melting | 25 | 165_ice_glacier_antarctica_antarctic |
|
| 208 |
+
| 166 | khmer - cambodia - angkor - rouge - temple | 24 | 166_khmer_cambodia_angkor_rouge |
|
| 209 |
+
| 167 | drug - cocaine - jailed - heroin - cannabis | 23 | 167_drug_cocaine_jailed_heroin |
|
| 210 |
+
| 168 | yacht - superyacht - abramovich - eclipse - superyachts | 23 | 168_yacht_superyacht_abramovich_eclipse |
|
| 211 |
+
| 169 | savile - bbc - jimmy - yewtree - saviles | 23 | 169_savile_bbc_jimmy_yewtree |
|
| 212 |
+
| 170 | monis - hostage - siege - cafe - lindt | 23 | 170_monis_hostage_siege_cafe |
|
| 213 |
+
| 171 | radio - bbc - listener - presenter - programme | 23 | 171_radio_bbc_listener_presenter |
|
| 214 |
+
| 172 | obesity - obese - overweight - rate - weight | 23 | 172_obesity_obese_overweight_rate |
|
| 215 |
+
| 173 | assange - wikileaks - embassy - sweden - julian | 23 | 173_assange_wikileaks_embassy_sweden |
|
| 216 |
+
| 174 | dewani - anni - shrien - dewanis - tongo | 23 | 174_dewani_anni_shrien_dewanis |
|
| 217 |
+
| 175 | iii - richard - leicester - king - remains | 22 | 175_iii_richard_leicester_king |
|
| 218 |
+
| 176 | migrant - boat - gibraltar - lampedusa - spanish | 22 | 176_migrant_boat_gibraltar_lampedusa |
|
| 219 |
+
| 177 | tsa - airport - knife - security - screening | 22 | 177_tsa_airport_knife_security |
|
| 220 |
+
| 178 | accident - road - died - scene - riggien | 22 | 178_accident_road_died_scene |
|
| 221 |
+
| 179 | toyota - recall - vehicle - automaker - car | 22 | 179_toyota_recall_vehicle_automaker |
|
| 222 |
+
| 180 | strausskahn - diallo - strausskahns - sinclair - imf | 22 | 180_strausskahn_diallo_strausskahns_sinclair |
|
| 223 |
+
| 181 | parking - council - warden - pickles - councils | 21 | 181_parking_council_warden_pickles |
|
| 224 |
+
| 182 | cia - interrogation - torture - intelligence - cias | 21 | 182_cia_interrogation_torture_intelligence |
|
| 225 |
+
| 183 | hasan - hood - fort - hasans - soldier | 21 | 183_hasan_hood_fort_hasans |
|
| 226 |
+
| 184 | secret - agent - service - cartagena - white | 21 | 184_secret_agent_service_cartagena |
|
| 227 |
+
| 185 | employee - customer - hostess - waitress - restaurant | 21 | 185_employee_customer_hostess_waitress |
|
| 228 |
+
| 186 | christmas - tree - santa - santas - festive | 21 | 186_christmas_tree_santa_santas |
|
| 229 |
+
| 187 | marathon - boston - runner - finish - race | 21 | 187_marathon_boston_runner_finish |
|
| 230 |
+
| 188 | grey - shades - fifty - dornan - dakota | 20 | 188_grey_shades_fifty_dornan |
|
| 231 |
+
| 189 | soldier - gibbs - military - deployment - afghanistan | 20 | 189_soldier_gibbs_military_deployment |
|
| 232 |
+
| 190 | lohan - bynes - probation - lindsay - lohans | 20 | 190_lohan_bynes_probation_lindsay |
|
| 233 |
+
| 191 | botox - cosmetic - surgery - facial - procedure | 20 | 191_botox_cosmetic_surgery_facial |
|
| 234 |
+
| 192 | cancer - prostate - patient - treatment - drug | 20 | 192_cancer_prostate_patient_treatment |
|
| 235 |
+
| 193 | spider - bite - widow - venom - bitten | 20 | 193_spider_bite_widow_venom |
|
| 236 |
+
| 194 | petraeus - broadwell - kelley - paula - affair | 20 | 194_petraeus_broadwell_kelley_paula |
|
| 237 |
+
| 195 | school - pupil - uniform - isolation - teacher | 19 | 195_school_pupil_uniform_isolation |
|
| 238 |
+
| 196 | sex - relationship - lgbt - partner - men | 19 | 196_sex_relationship_lgbt_partner |
|
| 239 |
+
| 197 | drug - possession - judelson - ricin - heroin | 19 | 197_drug_possession_judelson_ricin |
|
| 240 |
+
| 198 | crime - police - officer - force - dizaei | 19 | 198_crime_police_officer_force |
|
| 241 |
+
| 199 | hms - ship - navy - zumwalt - illustrious | 19 | 199_hms_ship_navy_zumwalt |
|
| 242 |
+
| 200 | bieber - justin - biebers - jeremy - singer | 19 | 200_bieber_justin_biebers_jeremy |
|
| 243 |
+
| 201 | sri - tamil - lanka - lankan - tigers | 19 | 201_sri_tamil_lanka_lankan |
|
| 244 |
+
| 202 | sandy - hurricane - storm - jersey - katrina | 18 | 202_sandy_hurricane_storm_jersey |
|
| 245 |
+
| 203 | hernandez - lloyd - hernandezs - odin - patriots | 18 | 203_hernandez_lloyd_hernandezs_odin |
|
| 246 |
+
| 204 | liesheng - daredevil - yide - rope - tightrope | 18 | 204_liesheng_daredevil_yide_rope |
|
| 247 |
+
| 205 | drug - ecstasy - mdma - dodgeon - spice | 18 | 205_drug_ecstasy_mdma_dodgeon |
|
| 248 |
+
| 206 | aircraft - air - f35 - jet - fighter | 18 | 206_aircraft_air_f35_jet |
|
| 249 |
+
| 207 | chemical - syria - syrian - weapon - regime | 18 | 207_chemical_syria_syrian_weapon |
|
| 250 |
+
| 208 | bee - hive - swarm - insect - bees | 17 | 208_bee_hive_swarm_insect |
|
| 251 |
+
| 209 | tibetan - tibet - tibetans - dalai - lama | 17 | 209_tibetan_tibet_tibetans_dalai |
|
| 252 |
+
| 210 | hijab - veil - muslim - wear - muslims | 17 | 210_hijab_veil_muslim_wear |
|
| 253 |
+
| 211 | ford - toronto - mayor - crack - rob | 17 | 211_ford_toronto_mayor_crack |
|
| 254 |
+
| 212 | ring - diamond - jewel - jewellery - austen | 17 | 212_ring_diamond_jewel_jewellery |
|
| 255 |
+
| 213 | dale - farm - lavender - council - eviction | 17 | 213_dale_farm_lavender_council |
|
| 256 |
+
| 214 | skin - allergic - eb - allergy - leech | 17 | 214_skin_allergic_eb_allergy |
|
| 257 |
+
| 215 | waste - plastic - bag - bin - landfill | 16 | 215_waste_plastic_bag_bin |
|
| 258 |
+
| 216 | pole - expedition - antarctic - antarctica - scotts | 16 | 216_pole_expedition_antarctic_antarctica |
|
| 259 |
+
| 217 | sony - north - pictures - korea - korean | 16 | 217_sony_north_pictures_korea |
|
| 260 |
+
| 218 | driving - car - road - maxse - lynsey | 16 | 218_driving_car_road_maxse |
|
| 261 |
+
| 219 | alzheimers - disease - dementia - drug - brain | 16 | 219_alzheimers_disease_dementia_drug |
|
| 262 |
+
| 220 | sterling - clippers - donald - shelly - nba | 16 | 220_sterling_clippers_donald_shelly |
|
| 263 |
+
| 221 | ferry - sewol - yoo - ship - crew | 16 | 221_ferry_sewol_yoo_ship |
|
| 264 |
+
| 222 | statin - statins - cholesterol - yeast - aspirin | 15 | 222_statin_statins_cholesterol_yeast |
|
| 265 |
+
| 223 | spains - rajoy - madrid - spanish - spain | 15 | 223_spains_rajoy_madrid_spanish |
|
| 266 |
+
| 224 | jeffs - ranch - flds - fundamentalist - texas | 15 | 224_jeffs_ranch_flds_fundamentalist |
|
| 267 |
+
| 225 | hazing - band - champion - marching - famu | 15 | 225_hazing_band_champion_marching |
|
| 268 |
+
| 226 | ballet - dancer - dancing - dance - pole | 15 | 226_ballet_dancer_dancing_dance |
|
| 269 |
+
| 227 | driving - pelly - drink - boynton - limit | 15 | 227_driving_pelly_drink_boynton |
|
| 270 |
+
| 228 | tax - benefit - child - childcare - income | 15 | 228_tax_benefit_child_childcare |
|
| 271 |
+
| 229 | tanning - skin - cancer - sunscreen - sun | 15 | 229_tanning_skin_cancer_sunscreen |
|
| 272 |
+
| 230 | cocaine - frampton - drug - milani - suitcase | 15 | 230_cocaine_frampton_drug_milani |
|
| 273 |
+
| 231 | vitamin - asthma - trudeau - fat - dementia | 14 | 231_vitamin_asthma_trudeau_fat |
|
| 274 |
+
| 232 | harris - rolf - indecent - alwen - assault | 14 | 232_harris_rolf_indecent_alwen |
|
| 275 |
+
| 233 | selfdriving - car - autonomous - driverless - google | 14 | 233_selfdriving_car_autonomous_driverless |
|
| 276 |
+
| 234 | canadian - zehafbibeau - parliament - ottawa - cirillo | 14 | 234_canadian_zehafbibeau_parliament_ottawa |
|
| 277 |
+
| 235 | rigby - fusilier - lee - woolwich - rigbys | 14 | 235_rigby_fusilier_lee_woolwich |
|
| 278 |
+
| 236 | space - lunar - chinas - moon - china | 14 | 236_space_lunar_chinas_moon |
|
| 279 |
+
| 237 | dubai - mcredmond - blake - dalelv - sex | 14 | 237_dubai_mcredmond_blake_dalelv |
|
| 280 |
+
| 238 | blackwater - iraqi - contractor - wuterich - guard | 14 | 238_blackwater_iraqi_contractor_wuterich |
|
| 281 |
+
| 239 | economy - growth - cent - per - gdp | 14 | 239_economy_growth_cent_per |
|
| 282 |
+
| 240 | garrido - dugard - garridos - jaycee - parole | 13 | 240_garrido_dugard_garridos_jaycee |
|
| 283 |
+
| 241 | circumcision - circumcised - hpv - study - foreskin | 13 | 241_circumcision_circumcised_hpv_study |
|
| 284 |
+
| 242 | school - ofsted - trojan - education - birmingham | 13 | 242_school_ofsted_trojan_education |
|
| 285 |
+
| 243 | scientology - miscavige - cruise - church - connor | 13 | 243_scientology_miscavige_cruise_church |
|
| 286 |
+
| 244 | organic - fruit - food - fish - pcbs | 13 | 244_organic_fruit_food_fish |
|
| 287 |
+
| 245 | bus - driver - crash - truck - highway | 13 | 245_bus_driver_crash_truck |
|
| 288 |
+
| 246 | smog - pollution - beijing - haze - china | 13 | 246_smog_pollution_beijing_haze |
|
| 289 |
+
| 247 | dotcom - megaupload - piracy - copyright - copyrighted | 13 | 247_dotcom_megaupload_piracy_copyright |
|
| 290 |
+
| 248 | drone - drones - avenger - flying - dji | 12 | 248_drone_drones_avenger_flying |
|
| 291 |
+
| 249 | antibiotic - bacteria - mrsa - cre - fda | 12 | 249_antibiotic_bacteria_mrsa_cre |
|
| 292 |
+
| 250 | cyber - computer - cyberwar - stuxnet - attack | 12 | 250_cyber_computer_cyberwar_stuxnet |
|
| 293 |
+
| 251 | afghanistan - afghan - karzai - taliban - troop | 12 | 251_afghanistan_afghan_karzai_taliban |
|
| 294 |
+
| 252 | porn - dating - date - woman - men | 12 | 252_porn_dating_date_woman |
|
| 295 |
+
| 253 | holiday - hotel - ill - resort - hygiene | 12 | 253_holiday_hotel_ill_resort |
|
| 296 |
+
| 254 | bike - motorcycle - electric - speed - rider | 12 | 254_bike_motorcycle_electric_speed |
|
| 297 |
+
| 255 | slumdog - okkhoy - bollywood - lala - india | 11 | 255_slumdog_okkhoy_bollywood_lala |
|
| 298 |
+
| 256 | krim - ortega - leo - lulu - marina | 11 | 256_krim_ortega_leo_lulu |
|
| 299 |
+
| 257 | water - reservoir - swonger - orme - epa | 11 | 257_water_reservoir_swonger_orme |
|
| 300 |
+
| 258 | shafilea - ahmed - shafileas - alesha - trup | 11 | 258_shafilea_ahmed_shafileas_alesha |
|
| 301 |
+
| 259 | wright - howells - vaisey - poynton - tom | 11 | 259_wright_howells_vaisey_poynton |
|
| 302 |
+
| 260 | asylum - seeker - refugee - australia - manus | 11 | 260_asylum_seeker_refugee_australia |
|
| 303 |
+
| 261 | williams - robin - puhar - suicide - mccready | 11 | 261_williams_robin_puhar_suicide |
|
| 304 |
+
| 262 | eta - basque - spain - spanish - lorca | 11 | 262_eta_basque_spain_spanish |
|
| 305 |
+
| 263 | wifi - hacker - santamarta - computer - signal | 11 | 263_wifi_hacker_santamarta_computer |
|
| 306 |
+
| 264 | art - kung - fu - hong - kong | 10 | 264_art_kung_fu_hong |
|
| 307 |
+
| 265 | game - sonic - bioshock - infinite - xbox | 10 | 265_game_sonic_bioshock_infinite |
|
| 308 |
+
| 266 | violin - suzuki - piano - instrument - music | 10 | 266_violin_suzuki_piano_instrument |
|
| 309 |
+
| 267 | hernandez - etan - patz - etans - fishbein | 10 | 267_hernandez_etan_patz_etans |
|
| 310 |
+
| 268 | oil - coconut - skin - ramona - troyer | 10 | 268_oil_coconut_skin_ramona |
|
| 311 |
+
| 269 | penguin - ddt - bird - chick - goose | 10 | 269_penguin_ddt_bird_chick |
|
| 312 |
+
| 270 | cunningham - josie - nhs - 4800 - breast | 10 | 270_cunningham_josie_nhs_4800 |
|
| 313 |
+
| 271 | cay - island - map - bahamas - london | 9 | 271_cay_island_map_bahamas |
|
| 314 |
+
| 272 | poppy - legion - ceramic - tower - seller | 9 | 272_poppy_legion_ceramic_tower |
|
| 315 |
+
| 273 | trade - towers - center - tower - colaio | 9 | 273_trade_towers_center_tower |
|
| 316 |
+
| 274 | ghost - paranormal - haunted - castle - dickson | 9 | 274_ghost_paranormal_haunted_castle |
|
| 317 |
+
| 275 | robbery - darville - immanuel - bank - punched | 9 | 275_robbery_darville_immanuel_bank |
|
| 318 |
+
| 276 | nobel - prize - peace - jagland - liu | 9 | 276_nobel_prize_peace_jagland |
|
| 319 |
+
| 277 | alhilli - mollier - maillaud - alhillis - saad | 9 | 277_alhilli_mollier_maillaud_alhillis |
|
| 320 |
+
| 278 | brown - rihanna - chris - browns - drake | 9 | 278_brown_rihanna_chris_browns |
|
| 321 |
+
| 279 | energy - oil - schwarzenegger - solar - fisker | 9 | 279_energy_oil_schwarzenegger_solar |
|
| 322 |
+
| 280 | visitors - disney - annual - walt - park | 8 | 280_visitors_disney_annual_walt |
|
| 323 |
+
| 281 | cordle - canzani - tomica - barbour - sheen | 8 | 281_cordle_canzani_tomica_barbour |
|
| 324 |
+
| 282 | aid - 07 - budget - greening - development | 8 | 282_aid_07_budget_greening |
|
| 325 |
+
| 283 | manning - mannings - wikileaks - bradley - coombs | 8 | 283_manning_mannings_wikileaks_bradley |
|
| 326 |
+
| 284 | dow - market - stock - investor - debt | 8 | 284_dow_market_stock_investor |
|
| 327 |
+
| 285 | robertson - duck - robertsons - dynasty - ae | 8 | 285_robertson_duck_robertsons_dynasty |
|
| 328 |
+
| 286 | diabetes - cancer - drip - vitamin - obesity | 8 | 286_diabetes_cancer_drip_vitamin |
|
| 329 |
+
| 287 | school - skirt - ashlyn - teacher - child | 8 | 287_school_skirt_ashlyn_teacher |
|
| 330 |
+
| 288 | zimbabwe - zimbabwes - currency - mugabe - biti | 8 | 288_zimbabwe_zimbabwes_currency_mugabe |
|
| 331 |
+
| 289 | hockey - sutter - savran - penguins - mumps | 8 | 289_hockey_sutter_savran_penguins |
|
| 332 |
+
| 290 | tailgating - notre - tailgate - university - sioux | 8 | 290_tailgating_notre_tailgate_university |
|
| 333 |
+
| 291 | routh - littlefield - kyle - rouths - kyles | 8 | 291_routh_littlefield_kyle_rouths |
|
| 334 |
+
| 292 | chahal - chaney - hacker - chahals - celebrity | 7 | 292_chahal_chaney_hacker_chahals |
|
| 335 |
+
| 293 | lighthouse - roundabout - chalet - hut - cottage | 7 | 293_lighthouse_roundabout_chalet_hut |
|
| 336 |
+
| 294 | lego - toy - minifigures - bartneck - legos | 7 | 294_lego_toy_minifigures_bartneck |
|
| 337 |
+
| 295 | bus - boyse - buggy - paryss - prom | 7 | 295_bus_boyse_buggy_paryss |
|
| 338 |
+
| 296 | road - sarkar - jennie - clyst - garrett | 7 | 296_road_sarkar_jennie_clyst |
|
| 339 |
+
| 297 | horse - meat - food - beef - horsemeat | 7 | 297_horse_meat_food_beef |
|
| 340 |
+
| 298 | tarnawskyj - houghtaling - goff - gosnell - korbyn | 7 | 298_tarnawskyj_houghtaling_goff_gosnell |
|
| 341 |
+
| 299 | breast - cancer - gene - mastectomy - preventative | 7 | 299_breast_cancer_gene_mastectomy |
|
| 342 |
+
| 300 | card - krebs - credit - hodirevski - password | 7 | 300_card_krebs_credit_hodirevski |
|
| 343 |
+
| 301 | ugandan - uganda - homosexuality - gay - homosexual | 7 | 301_ugandan_uganda_homosexuality_gay |
|
| 344 |
+
| 302 | kangbashi - construction - building - ordos - buddha | 7 | 302_kangbashi_construction_building_ordos |
|
| 345 |
+
| 303 | colligan - trifonovs - shahin - peers - salford | 7 | 303_colligan_trifonovs_shahin_peers |
|
| 346 |
+
| 304 | medicine - salve - pain - pots - cancer | 7 | 304_medicine_salve_pain_pots |
|
| 347 |
+
| 305 | iraq - isis - campbell - dossier - cameron | 6 | 305_iraq_isis_campbell_dossier |
|
| 348 |
+
| 306 | sleep - sleeping - hour - hours - ptacek | 6 | 306_sleep_sleeping_hour_hours |
|
| 349 |
+
| 307 | xinhua - sichuan - quake - province - houston | 6 | 307_xinhua_sichuan_quake_province |
|
| 350 |
+
| 308 | sperm - pill - fertility - contraception - juno | 6 | 308_sperm_pill_fertility_contraception |
|
| 351 |
+
| 309 | vandenburg - batey - vanderbilt - rape - vandenburgs | 6 | 309_vandenburg_batey_vanderbilt_rape |
|
| 352 |
+
| 310 | fracking - shale - drilling - gas - balcombe | 6 | 310_fracking_shale_drilling_gas |
|
| 353 |
+
| 311 | flu - swine - virus - pandemic - cdc | 6 | 311_flu_swine_virus_pandemic |
|
| 354 |
+
| 312 | thatcher - lady - funeral - thatchers - ritz | 6 | 312_thatcher_lady_funeral_thatchers |
|
| 355 |
+
| 313 | clarkson - plate - gear - bbc - presenter | 5 | 313_clarkson_plate_gear_bbc |
|
| 356 |
+
| 314 | merkel - snowden - german - spying - merkels | 5 | 314_merkel_snowden_german_spying |
|
| 357 |
+
| 315 | assisted - euthanasia - suicide - netherlands - patient | 5 | 315_assisted_euthanasia_suicide_netherlands |
|
| 358 |
+
| 316 | sochi - games - skater - kozak - winter | 5 | 316_sochi_games_skater_kozak |
|
| 359 |
+
| 317 | bbc - corporation - yentob - staff - bbcs | 5 | 317_bbc_corporation_yentob_staff |
|
| 360 |
+
| 318 | cicinelli - ramos - thomas - channing - hartwig | 5 | 318_cicinelli_ramos_thomas_channing |
|
| 361 |
+
| 319 | apartment - porsche - suite - building - nawaf | 5 | 319_apartment_porsche_suite_building |
|
| 362 |
+
| 320 | restaurant - attica - airport - melbourne - sepia | 5 | 320_restaurant_attica_airport_melbourne |
|
| 363 |
+
| 321 | fountain - phantom - rap - coronation - actor | 5 | 321_fountain_phantom_rap_coronation |
|
| 364 |
+
| 322 | hutton - hamzah - mchale - byrne - levina | 5 | 322_hutton_hamzah_mchale_byrne |
|
| 365 |
+
| 323 | breastfeeding - carene - breast - prediction - gender | 5 | 323_breastfeeding_carene_breast_prediction |
|
| 366 |
+
| 324 | driscoll - church - penis - mcfarland - pastor | 5 | 324_driscoll_church_penis_mcfarland |
|
| 367 |
+
| 325 | garden - plant - kew - wisteria - flower | 5 | 325_garden_plant_kew_wisteria |
|
| 368 |
+
|
| 369 |
+
</details>
|
| 370 |
+
|
| 371 |
+
## Training hyperparameters
|
| 372 |
+
|
| 373 |
+
* calculate_probabilities: True
|
| 374 |
+
* language: english
|
| 375 |
+
* low_memory: False
|
| 376 |
+
* min_topic_size: 10
|
| 377 |
+
* n_gram_range: (1, 1)
|
| 378 |
+
* nr_topics: None
|
| 379 |
+
* seed_topic_list: None
|
| 380 |
+
* top_n_words: 10
|
| 381 |
+
* verbose: False
|
| 382 |
+
|
| 383 |
+
## Framework versions
|
| 384 |
+
|
| 385 |
+
* Numpy: 1.22.4
|
| 386 |
+
* HDBSCAN: 0.8.33
|
| 387 |
+
* UMAP: 0.5.3
|
| 388 |
+
* Pandas: 1.5.3
|
| 389 |
+
* Scikit-Learn: 1.2.2
|
| 390 |
+
* Sentence-transformers: 2.2.2
|
| 391 |
+
* Transformers: 4.31.0
|
| 392 |
+
* Numba: 0.57.1
|
| 393 |
+
* Plotly: 5.13.1
|
| 394 |
+
* Python: 3.10.12
|
config.json
ADDED
|
@@ -0,0 +1,15 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"calculate_probabilities": true,
|
| 3 |
+
"language": "english",
|
| 4 |
+
"low_memory": false,
|
| 5 |
+
"min_topic_size": 10,
|
| 6 |
+
"n_gram_range": [
|
| 7 |
+
1,
|
| 8 |
+
1
|
| 9 |
+
],
|
| 10 |
+
"nr_topics": null,
|
| 11 |
+
"seed_topic_list": null,
|
| 12 |
+
"top_n_words": 10,
|
| 13 |
+
"verbose": false,
|
| 14 |
+
"embedding_model": "sentence-transformers/all-MiniLM-L6-v2"
|
| 15 |
+
}
|
topic_embeddings.safetensors
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:61ed4e3a7b06b20262a0bae2865c64342cd9ae0c009999fc6d2c69fcb912285b
|
| 3 |
+
size 502360
|
topics.json
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|