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KingKazma/cnn_dailymail_108_50000_25000_validation

sourceHugging Faceupdated 3y agoView on Hugging Face
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tags:

  • —bertopic libraryname: bertopic pipelinetag: text-classification ---

cnndailymail1085000025000_validation

This is a BERTopic model. BERTopic is a flexible and modular topic modeling framework that allows for the generation of easily interpretable topics from large datasets.

Usage

To use this model, please install BERTopic:

pip install -U bertopic

You can use the model as follows:

python
from bertopic import BERTopic
topic_model = BERTopic.load("KingKazma/cnn_dailymail_108_50000_25000_validation")

topic_model.get_topic_info()

Topic overview

  • —Number of topics: 92
  • —Number of training documents: 13368

<details> <summary>Click here for an overview of all topics.</summary>

Topic IDTopic KeywordsTopic FrequencyLabel
-1said - police - one - year - also5-1saidpoliceoneyear
0league - game - player - goal - season49180leaguegameplayergoal
1isis - syria - islamic - group - iraq27001isissyriaislamicgroup
2dog - animal - elephant - bear - cat4152doganimalelephantbear
3labour - mr - party - election - cameron3863labourmrpartyelection
4flight - plane - aircraft - pilot - crash3404flightplaneaircraftpilot
5hair - fashion - dress - look - model2485hairfashiondresslook
6car - driver - driving - road - police2276cardriverdrivingroad
7food - cent - sugar - health - per2217foodcentsugarhealth
8police - officer - shooting - shot - said2158policeofficershootingshot
9clinton - email - obama - president - state2139clintonemailobamapresident
10cricket - england - cup - world - zealand19110cricketenglandcupworld
11property - house - home - room - price18411propertyhousehomeroom
12fight - pacquiao - mayweather - manny - floyd17112fightpacquiaomayweathermanny
13hamilton - mercedes - race - prix - rosberg13513hamiltonmercedesraceprix
14baby - hospital - birth - mother - child12714babyhospitalbirthmother
15murray - wells - tennis - andy - match12715murraywellstennisandy
16eclipse - earth - solar - sun - planet10216eclipseearthsolarsun
17police - abuse - sex - sexual - child9817policeabusesexsexual
18apple - watch - device - user - google9618applewatchdeviceuser
19netanyahu - iran - nuclear - israel - israeli8319netanyahuirannuclearisrael
20putin - russian - nemtsov - moscow - russia8220putinrussiannemtsovmoscow
21weight - fat - diet - size - stone8121weightfatdietsize
22race - armstrong - doping - world - tour7822racearmstrongdopingworld
23court - fraud - money - bank - mr7623courtfraudmoneybank
24cheltenham - hurdle - horse - race - jockey7424cheltenhamhurdlehorserace
25mcilroy - round - masters - woods - golf7225mcilroyroundmasterswoods
26prince - charles - royal - duchess - camilla7226princecharlesroyalduchess
27fraternity - university - sae - chapter - oklahoma6827fraternityuniversitysaechapter
28chan - sukumaran - bali - indonesian - mack6528chansukumaranbaliindonesian
29ebola - sierra - virus - leone - disease6429ebolasierravirusleone
30school - teacher - student - girl - sexual5830schoolteacherstudentgirl
31fire - building - explosion - blaze - firefighter5231firebuildingexplosionblaze
32nfl - borland - football - 49ers - season5232nflborlandfootball49ers
33clarkson - bbc - gear - top - jeremy5033clarksonbbcgeartop
34ski - skier - mountain - avalanche - rock4734skiskiermountainavalanche
35patient - nhs - ae - cancer - hospital4635patientnhsaecancer
36india - rape - documentary - indian - singh4536indiarapedocumentaryindian
37mr - death - court - emery - miss4337mrdeathcourtemery
38show - corden - host - stewart - williams4238showcordenhoststewart
39car - vehicle - electric - cars - tesla4039carvehicleelectriccars
40school - child - education - porn - sex3840schoolchildeducationporn
41boko - haram - nigeria - nigerian - nigerias3741bokoharamnigerianigerian
42marijuana - drug - cannabis - colorado - lsd3442marijuanadrugcannabiscolorado
43law - indiana - gay - marriage - religious3343lawindianagaymarriage
44ferguson - department - police - justice - report3244fergusondepartmentpolicejustice
45image - photographer - photography - photograph - photo3145imagephotographerphotographyphotograph
46snow - inch - winter - ice - storm3046snowinchwinterice
47basketball - ncaa - coach - tournament - game3047basketballncaacoachtournament
48tsarnaev - boston - dzhokhar - tamerlan - tsarnaevs3048tsarnaevbostondzhokhartamerlan
49durst - dursts - berman - orleans - robert2949durstdurstsbermanorleans
50jesus - ancient - stone - cave - circle2950jesusancientstonecave
51zayn - band - direction - singer - dance2951zaynbanddirectionsinger
52film - movie - vivian - hollywood - script2352filmmovievivianhollywood
53korean - korea - kim - north - lippert2353koreankoreakimnorth
54weather - rain - temperature - snow - today2354weatherraintemperaturesnow
55robbery - woodger - store - cash - police2255robberywoodgerstorecash
56parade - patricks - st - irish - green2156paradepatricksstirish
57secret - clancy - service - agent - white2057secretclancyserviceagent
58hernandez - lloyd - jenkins - hernandezs - lloyds2058hernandezlloydjenkinshernandezs
59nazi - anne - nazis - war - camp2059naziannenaziswar
60snowden - intelligence - gchq - security - agency1860snowdenintelligencegchqsecurity
61huang - chinese - china - mingxi - chen1761huangchinesechinamingxi
62wedding - married - marlee - platt - woodyard1762weddingmarriedmarleeplatt
63drug - cocaine - jailed - cannabis - tobacco1763drugcocainejailedcannabis
64cnn - transcript - student - news - roll1764cnntranscriptstudentnews
65pope - francis - vatican - naples - pontiff1765popefrancisvaticannaples
66richard - iii - leicester - king - iiis1766richardiiileicesterking
67chinese - tourist - temple - thailand - buddhist1667chinesetouristtemplethailand
68china - chinese - internet - chai - stopera1668chinachineseinternetchai
69execution - lethal - gissendaner - injection - drug1669executionlethalgissendanerinjection
70woman - marriage - men - attractive - chalmers1570womanmarriagemenattractive
71vanuatu - cyclone - vila - port - pam1571vanuatucyclonevilaport
72poldark - turner - demelza - aidan - drama1572poldarkturnerdemelzaaidan
73point - rebound - scored - points - harden1473pointreboundscoredpoints
74rail - calais - parking - migrant - dickens1374railcalaisparkingmigrant
75johnson - student - virginia - charlottesville - uva1375johnsonstudentvirginiacharlottesville
76cuba - havana - cuban - rousseff - us1376cubahavanacubanrousseff
77paris - attack - synagogue - hebdo - charlie1377parisattacksynagoguehebdo
78duckenfield - mr - gate - hillsborough - disaster1278duckenfieldmrgatehillsborough
79gordon - bobbi - kristina - phil - dr1279gordonbobbikristinaphil
80knox - sollecito - kercher - raffaele - amanda1280knoxsollecitokercherraffaele
81coin - medal - war - auction - cross1281coinmedalwarauction
82starbucks - schultz - race - racial - campaign1282starbucksschultzraceracial
83cosby - cosbys - thompson - bill - welles1183cosbycosbysthompsonbill
84jeffs - flds - rivette - compound - speer1084jeffsfldsrivettecompound
85selma - alabama - march - bridge - civil885selmaalabamamarchbridge
86jobs - naomi - fortune - redballoon - bn886jobsnaomifortuneredballoon
87brain - object - retina - neuron - word887brainobjectretinaneuron
88netflix - tv - content - streaming - screen888netflixtvcontentstreaming
89social - user - tweet - twitter - tool789socialusertweettwitter
90cunard - bird - darshan - ship - liner690cunardbirddarshanship

</details>

Training hyperparameters

  • —calculate_probabilities: True
  • —language: english
  • —low_memory: False
  • —mintopicsize: 10
  • —ngramrange: (1, 1)
  • —nr_topics: None
  • —seedtopiclist: None
  • —topnwords: 10
  • —verbose: False

Framework versions

  • —Numpy: 1.22.4
  • —HDBSCAN: 0.8.33
  • —UMAP: 0.5.3
  • —Pandas: 1.5.3
  • —Scikit-Learn: 1.2.2
  • —Sentence-transformers: 2.2.2
  • —Transformers: 4.31.0
  • —Numba: 0.57.1
  • —Plotly: 5.13.1
  • —Python: 3.10.12