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BERTopic-Israel-Palestine-Title3

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:

from bertopic import BERTopic
topic_model = BERTopic.load("geektech/BERTopic-Israel-Palestine-Title3")

topic_model.get_topic_info()

Topic overview

  • Number of topics: 150
  • Number of training documents: 8456
Click here for an overview of all topics.
Topic ID Topic Keywords Topic Frequency Label
-1 israel - humanity - shorts - gaza - palestine 10 -1_israel_humanity_shorts_gaza
0 support - palestine support - support palestine - palestine support palestine - palestine 2831 0_support_palestine support_support palestine_palestine support palestine
1 celebrities - celebrities who - who - who support - celebrities who support 239 1_celebrities_celebrities who_who_who support
2 pray for - pray - pray for palestine - for palestine - for 204 2_pray for_pray_pray for palestine_for palestine
3 strikes - air - air strikes - israeli air - israeli air strikes 197 3_strikes_air_air strikes_israeli air
4 prayforpalestine - prayforpalestine palestine - palestine prayforpalestine - savepalestine - freepalestine 190 4_prayforpalestine_prayforpalestine palestine_palestine prayforpalestine_savepalestine
5 hostage - israeli hostage - hostages - released - israeli 145 5_hostage_israeli hostage_hostages_released
6 vs - israel vs - vs israel - vs palestine - palestine vs 133 6_vs_israel vs_vs israel_vs palestine
7 humanitarian - crisis - humanitarian crisis - in gaza - crisis in gaza 129 7_humanitarian_crisis_humanitarian crisis_in gaza
8 இஸ - israel war - umapathy israel - umapathy - israel 124 8_இஸ_israel war_umapathy israel_umapathy
9 freedom fighters - fighters - freedom - palestine freedom - palestine freedom fighters 121 9_freedom fighters_fighters_freedom_palestine freedom
10 warzone - israel warzone - warzone palestine - israel - israel warzone palestine 107 10_warzone_israel warzone_warzone palestine_israel
11 save gaza - save - palestine save gaza - gaza palestine - save gaza palestine 98 11_save gaza_save_palestine save gaza_gaza palestine
12 gaza humanity - allah islam - humanity sad allah islam - sad allah islam - sad allah 83 12_gaza humanity_allah islam_humanity sad allah islam_sad allah islam
13 hamas - hamas war - israel hamas war - israel hamas - war 79 13_hamas_hamas war_israel hamas war_israel hamas
14 protest - children - freepalaestine - savepalestine - pray 77 14_protest_children_freepalaestine_savepalestine
15 beautiful - military - girls - beautiful israel - israel military 77 15_beautiful_military_girls_beautiful israel
16 truce - hamas truce - israel hamas truce - israel hamas - hamas 76 16_truce_hamas truce_israel hamas truce_israel hamas
17 al aqsa - al aqsa mosque - aqsa mosque - aqsa - mosque 65 17_al aqsa_al aqsa mosque_aqsa mosque_aqsa
18 west bank - bank - west - in west bank - in west 63 18_west bank_bank_west_in west bank
19 shorts - trendingshorts freepalestine shorts - trendingshorts freepalestine - trendingshorts - cover 62 19_shorts_trendingshorts freepalestine shorts_trendingshorts freepalestine_trendingshorts
20 free palestine - free - palestine freepalestine - freepalestine - free palestine freepalestine 62 20_free palestine_free_palestine freepalestine_freepalestine
21 video - footage - shows - releases - drone 62 21_video_footage_shows_releases
22 dance - beautiful - military - usa gaza - israel military 61 22_dance_beautiful_military_usa gaza
23 free - humanity - free palestine - freedom - freepalestine humanity 60 23_free_humanity_free palestine_freedom
24 election - freegaza - gaza election - bts - freepalestine gaza 58 24_election_freegaza_gaza election_bts
25 comparison - power - military power - vs - vs israel military 58 25_comparison_power_military power_vs
26 police - the - are people - gangster - spy 58 26_police_the_are people_gangster
27 hamas - subscribe to firstpost - to firstpost - firstpost - subscribe to 57 27_hamas_subscribe to firstpost_to firstpost_firstpost
28 protest - protest in - protesters - protests - in 55 28_protest_protest in_protesters_protests
29 israel palestine - palestine conflict - conflict - israel palestine conflict - israel palestine war 54 29_israel palestine_palestine conflict_conflict_israel palestine conflict
30 art - drawing - free palestine - lovepalestine - art free 52 30_art_drawing_free palestine_lovepalestine
31 prayforpalestine - freepalestine prayforpalestine - prayforpalestine savepalestine - freepalestine - freepalestine prayforpalestine savepalestine 52 31_prayforpalestine_freepalestine prayforpalestine_prayforpalestine savepalestine_freepalestine
32 savegazapalestine - freepalestine savegazapalestine - savegazapalestine freepalestine - freepalestine - savepalestine savegazapalestine 51 32_savegazapalestine_freepalestine savegazapalestine_savegazapalestine freepalestine_freepalestine
33 prophetmuhammadﷺ - prayforpalestine - allah - prophetmuhammadﷺ allah - allah palestine prayforpalestine 50 33_prophetmuhammadﷺ_prayforpalestine_allah_prophetmuhammadﷺ allah
34 hindu - india - dr - pm - vs 49 34_hindu_india_dr_pm
35 viral - viral prayforpalestine - viral prayforpalestine gaza - viral prayforpalestine gaza hamas - prayforpalestine gaza hamas 49 35_viral_viral prayforpalestine_viral prayforpalestine gaza_viral prayforpalestine gaza hamas
36 sakuraschoolsimulator - sakura - dramasakura - palestine sakuraschoolsimulator - free palestine sakuraschoolsimulator 49 36_sakuraschoolsimulator_sakura_dramasakura_palestine sakuraschoolsimulator
37 shorts - trending - finland - pangea - usa ww2 46 37_shorts_trending_finland_pangea
38 free palestine shorts - palestine shorts - shorts free palestine - shorts free - free palestine 46 38_free palestine shorts_palestine shorts_shorts free palestine_shorts free
39 free palestine free - free palestine free palestine - palestine free palestine free - palestine free palestine - palestine free 44 39_free palestine free_free palestine free palestine_palestine free palestine free_palestine free palestine
40 countries - countries that - countries that support - that support - that 44 40_countries_countries that_countries that support_that support
41 war - warzone - israel warzone - warzone war - israel 43 41_war_warzone_israel warzone_warzone war
42 savegazapalestine - freepalestine savegazapalestine - savepalestina - savegazapalestine savepalestina - palestina 42 42_savegazapalestine_freepalestine savegazapalestine_savepalestina_savegazapalestine savepalestina
43 hamas - freedom fighters - freedom - fighters - hamas are 40 43_hamas_freedom fighters_freedom_fighters
44 youtubeshorts - free - youtube - free palestine - palestine youtubeshorts 39 44_youtubeshorts_free_youtube_free palestine
45 song - lagu - palestine song - singing - yeshua 38 45_song_lagu_palestine song_singing
46 boycott - products - boycott israel - boycottisraeliproducts - israel products 38 46_boycott_products_boycott israel_boycottisraeliproducts
47 humanitarian - crisis - humanitarian crisis - crisis in - crisis in gaza 38 47_humanitarian_crisis_humanitarian crisis_crisis in
48 she - girl - her - brave - woman 36 48_she_girl_her_brave
49 gaza savepalestina savegazapalestine - freepalestine palestine gaza savepalestina - palestine gaza savepalestina savegazapalestine - palestine gaza savepalestina - freepalestine palestine gaza 35 49_gaza savepalestina savegazapalestine_freepalestine palestine gaza savepalestina_palestine gaza savepalestina savegazapalestine_palestine gaza savepalestina
50 shorts israel palestine - shorts israel palestine war - israel palestine war - shorts israel - palestine war 35 50_shorts israel palestine_shorts israel palestine war_israel palestine war_shorts israel
51 bible - jesus - god - biblestorying - prophecy 34 51_bible_jesus_god_biblestorying
52 trendingnow - war update - breakingnews - update - war update news 33 52_trendingnow_war update_breakingnews_update
53 bendera - flag - palestine flag - bendera palestine - dan 33 53_bendera_flag_palestine flag_bendera palestine
54 genocide - case - south - south africa - genocide in 32 54_genocide_case_south_south africa
55 mohammedﷺ - madinasharif - madarsa - viralsupport - frinds 31 55_mohammedﷺ_madinasharif_madarsa_viralsupport
56 drone - drones - helikopter - military - vehicles 31 56_drone_drones_helikopter_military
57 save - children - save children - children save - children humanity gaza 31 57_save_children_save children_children save
58 forces kill - israeli forces kill - kill - israeli forces - forces 30 58_forces kill_israeli forces kill_kill_israeli forces
59 bendera - menggambar bendera - menggambar - prayforpalestine menggambar - prayforpalestine menggambar bendera 30 59_bendera_menggambar bendera_menggambar_prayforpalestine menggambar
60 palestinians - jenin - raid - kill - israeli forces kill 29 60_palestinians_jenin_raid_kill
61 israeli forces - forces - shorts israeli forces - fire - ground 29 61_israeli forces_forces_shorts israeli forces_fire
62 allah - ya - ya allah - islam - oh 29 62_allah_ya_ya allah_islam
63 humanitarian - crisis - humanitarian crisis - and - in gaza 29 63_humanitarian_crisis_humanitarian crisis_and
64 iran - attack on - jets - fighter - fighter jets 28 64_iran_attack on_jets_fighter
65 freepalestine ceasefire humanity gaza - freepalestine ceasefire humanity - freepalestine ceasefire - ceasefire humanity gaza - ceasefire 28 65_freepalestine ceasefire humanity gaza_freepalestine ceasefire humanity_freepalestine ceasefire_ceasefire humanity gaza
66 ronaldo - footballers - messi - palestine ronaldo - support 28 66_ronaldo_footballers_messi_palestine ronaldo
67 de - de 2023 - 2023 - de agosto de 2023 - de agosto de 27 67_de_de 2023_2023_de agosto de 2023
68 child - palestinian - ceasefireingazanow ceasefire - palestine child - anak 27 68_child_palestinian_ceasefireingazanow ceasefire_palestine child
69 trending - israel warzone - trending viral - trending viral israel - warzone 26 69_trending_israel warzone_trending viral_trending viral israel
70 support israel - support - companies - that support israel - that support 26 70_support israel_support_companies_that support israel
71 israel palestine conflict - israel palestine - palestine conflict - conflict - israel palestine conflict shorts 25 71_israel palestine conflict_israel palestine_palestine conflict_conflict
72 stand with - stand - stand with palestine - with palestine - with 25 72_stand with_stand_stand with palestine_with palestine
73 israeli air - air - israeli air strikes - air strikes - strikes 24 73_israeli air_air_israeli air strikes_air strikes
74 settlements - settlements in - west bank - bank - west 24 74_settlements_settlements in_west bank_bank
75 israeli forces demolish - demolish - forces demolish - israeli forces demolish palestinian - forces demolish palestinian 24 75_israeli forces demolish_demolish_forces demolish_israeli forces demolish palestinian
76 com aline - aline - israel com - israel com aline - com 23 76_com aline_aline_israel com_israel com aline
77 funeral - killed - funeral for - mourners - killed in israeli 23 77_funeral_killed_funeral for_mourners
78 freepalaestine protest gazaunderattack savepalestine - religion freepalaestine protest - religion freepalaestine protest gazaunderattack - freepalaestine protest gazaunderattack - freepalaestine protest 22 78_freepalaestine protest gazaunderattack savepalestine_religion freepalaestine protest_religion freepalaestine protest gazaunderattack_freepalaestine protest gazaunderattack
79 speech - dj - speak - speaking - minister rishi 22 79_speech_dj_speak_speaking
80 youtubeshorts - shorts youtubeshorts - youtubeshorts shorts - freepalaestine youtubeshorts - youtubeshorts palestine 22 80_youtubeshorts_shorts youtubeshorts_youtubeshorts shorts_freepalaestine youtubeshorts
81 cat - kucing - crow - kitten - catshorts 22 81_cat_kucing_crow_kitten
82 childhood children - childhood - childhood children humanity gaza - childhood children humanity - children humanity 22 82_childhood children_childhood_childhood children humanity gaza_childhood children humanity
83 bank - west - west bank - squash - westbank 22 83_bank_west_west bank_squash
84 humanitarian - crisis - humanitarian crisis - global - crisis in israel 21 84_humanitarian_crisis_humanitarian crisis_global
85 warzone - israel warzone - youtubeshorts israel warzone - youtubeshorts - youtubeshorts israel 21 85_warzone_israel warzone_youtubeshorts israel warzone_youtubeshorts
86 humanity gaza - freepalestine palestine humanity gaza - freepalestine gaza humanity - palestine humanity gaza - freepalestine palestine humanity 21 86_humanity gaza_freepalestine palestine humanity gaza_freepalestine gaza humanity_palestine humanity gaza
87 shortvideo palestine ytshorts - humanity attitude islam - humanity attitude - attitude islam - attitude islam shortvideo 21 87_shortvideo palestine ytshorts_humanity attitude islam_humanity attitude_attitude islam
88 conflict what - hamas conflict what - hamas conflict what you - israel hamas conflict what - behind the israel hamas 21 88_conflict what_hamas conflict what_hamas conflict what you_israel hamas conflict what
89 stand - stand with - with palestine - stand with palestine - with 20 89_stand_stand with_with palestine_stand with palestine
90 food - אוכל - israel food - סוכרת אוכל - סוכרת 20 90_food_אוכל_israel food_סוכרת אוכל
91 israeli army israeli army - army israeli - army israeli army - israeli army israeli - israeli army 20 91_israeli army israeli army_army israeli_army israeli army_israeli army israeli
92 strongest - russian - navy - usa - strongest navy 19 92_strongest_russian_navy_usa
93 ronaldo - cristiano ronaldo - cristiano - football - ronaldo muslim 19 93_ronaldo_cristiano ronaldo_cristiano_football
94 emotional - islamic - islamic motivation - viral trending allah - motivation 19 94_emotional_islamic_islamic motivation_viral trending allah
95 save palestine - save - shorts save palestine - shorts save - palestine savepalestine 19 95_save palestine_save_shorts save palestine_shorts save
96 savegazapalestine - savepalestina - mashaallah - savepalestina savegazapalestine - savegazapalestine savegaza 19 96_savegazapalestine_savepalestina_mashaallah_savepalestina savegazapalestine
97 humanity - humanrights - peace - israel america - ytshorts humanity 18 97_humanity_humanrights_peace_israel america
98 shapiro - ben shapiro - ben - andrew - andrew tate 18 98_shapiro_ben shapiro_ben_andrew
99 save humanity - savehumanity - save - savehumanity savepalastine palestine humanity - savepalastine palestine humanity 17 99_save humanity_savehumanity_save_savehumanity savepalastine palestine humanity
100 ytshorts shortsfeed israel - shorts israel - kon - shortsfeed israel - ytshorts shortsfeed 17 100_ytshorts shortsfeed israel_shorts israel_kon_shortsfeed israel
101 israel military - power - military - israel military power - military power 16 101_israel military_power_military_israel military power
102 اولى القبلتين savegazapalestine shorts - القبلتين - vs israel اولى - israel اولى - israel اولى القبلتين 16 102_اولى القبلتين savegazapalestine shorts_القبلتين_vs israel اولى_israel اولى
103 this is humanity - humanity - is humanity - humanity palestine - kerosene 16 103_this is humanity_humanity_is humanity_humanity palestine
104 raid - israeli forces raid - forces raid - raid west bank - raid west 16 104_raid_israeli forces raid_forces raid_raid west bank
105 whatsapp - whatsapp status - sufyanashrfi - whatsapp status shorts - status 16 105_whatsapp_whatsapp status_sufyanashrfi_whatsapp status shorts
106 against humanity - keluargaperantau gaza war - crime - crimes - keluargaperantau gaza 16 106_against humanity_keluargaperantau gaza war_crime_crimes
107 history - evolution - israel history - of israel - evolution of 15 107_history_evolution_israel history_of israel
108 status - palestine attitude status - palestine attitude - attitude status - shorts viral palestine 15 108_status_palestine attitude status_palestine attitude_attitude status
109 malema - julius - julius malema - eff - eff leader 15 109_malema_julius_julius malema_eff
110 jews - orthodox - jews in - यह - jew 15 110_jews_orthodox_jews in_यह
111 sisters - shorts news - in west bank - in west - dies 15 111_sisters_shorts news_in west bank_in west
112 bike - superbike - saazidsaifi72 - bikelover - shorts bike 15 112_bike_superbike_saazidsaifi72_bikelover
113 israeli forces - forces - detained - detain - palestinian 14 113_israeli forces_forces_detained_detain
114 ll free - palestine ll free - palestine ll free palestine - ll free palestine - palestine ll 14 114_ll free_palestine ll free_palestine ll free palestine_ll free palestine
115 humanity - humanity is - israelpalestineconflict israel war - more humanity in - only formality humanity 14 115_humanity_humanity is_israelpalestineconflict israel war_more humanity in
116 hamas - israel hits hamas - israel hits hamas targets - hits hamas targets - hits hamas targets in 14 116_hamas_israel hits hamas_israel hits hamas targets_hits hamas targets
117 child - palestinian child - after - israeli air strikes - air strikes 14 117_child_palestinian child_after_israeli air strikes
118 race freepalestine viral - video shorts short - race - palestine vs israel simple - simple marbal race 14 118_race freepalestine viral_video shorts short_race_palestine vs israel simple
119 yemen - usa - war with the - and usa - یمن 14 119_yemen_usa_war with the_and usa
120 palestinian woman - woman - woman in - palestinian - israeli forces 14 120_palestinian woman_woman_woman in_palestinian
121 indonesia - dunia - piala - piala dunia - timnas israel 14 121_indonesia_dunia_piala_piala dunia
122 youtubeshorts - youtubeshorts shorts - youtube - india shorts - shorts youtubeshorts 13 122_youtubeshorts_youtubeshorts shorts_youtube_india shorts
123 will be free - be free - will be - palestine will be free - palestine will be 13 123_will be free_be free_will be_palestine will be free
124 killed - palestinian killed - palestinian - west bank - bank 13 124_killed_palestinian killed_palestinian_west bank
125 hospital in - watch israeli forces raid - watch israeli forces - hospital in gaza - hospital 13 125_hospital in_watch israeli forces raid_watch israeli forces_hospital in gaza
126 palestine aqsa masjeed - aqsa masjeed - masjeed - palestine aqsa - palestine support palestine aqsa 12 126_palestine aqsa masjeed_aqsa masjeed_masjeed_palestine aqsa
127 list of - palestine and israel informative - list of celebrities - informative - informative video 12 127_list of_palestine and israel informative_list of celebrities_informative
128 india - warzone india - india supports - india support - israel warzone india 12 128_india_warzone india_india supports_india support
129 nancy - south korea 4k status - south korea 4k - queen of south korea - queen of south 12 129_nancy_south korea 4k status_south korea 4k_queen of south korea
130 three - three palestinians - kill three - kill - forces kill 12 130_three_three palestinians_kill three_kill
131 dream - shorts islam - egypt israel - free palestine - islam trending allah 12 131_dream_shorts islam_egypt israel_free palestine
132 love - we love - love palestine - we - freepalestine love 12 132_love_we love_love palestine_we
133 salam - salam ya - ya - humanity salam ya - humanity salam 12 133_salam_salam ya_ya_humanity salam ya
134 save - save gaza - shorts save gaza - shorts save - save gaza save palestine 12 134_save_save gaza_shorts save gaza_shorts save
135 china - chinese - with palki sharma - vantage with palki - vantage with palki sharma 12 135_china_chinese_with palki sharma_vantage with palki
136 quotes - benjamin netanyahu quotes - benjaminnetanyahu israel - netanyahu quotes - viral benjaminnetanyahu israel warzone 12 136_quotes_benjamin netanyahu quotes_benjaminnetanyahu israel_netanyahu quotes
137 military - training - israel military - military israel - israel military training 11 137_military_training_israel military_military israel
138 australia - gaza humanity pray - gaza humanity pray savepalestine - humanity pray savepalestine - pray savepalestine 11 138_australia_gaza humanity pray_gaza humanity pray savepalestine_humanity pray savepalestine
139 settlements - bank city of nablus - occupied west bank city - city of nablus - of nablus 11 139_settlements_bank city of nablus_occupied west bank city_city of nablus
140 hate - hate israel - that hate - countries that hate - that hate israel 11 140_hate_hate israel_that hate_countries that hate
141 videos - islamic videos - religion - islamic - allah 11 141_videos_islamic videos_religion_islamic
142 genocide - stop - stopwars israel - stopwars israel palestine - the genocide 11 142_genocide_stop_stopwars israel_stopwars israel palestine
143 islam - palestine islam free palestine - palestine islam free - islam free palestine - free 11 143_islam_palestine islam free palestine_palestine islam free_islam free palestine
144 freepalestine palestina 2023 - gaza freepalestine palestina - gaza freepalestine palestina 2023 - palestina 2023 - ytshorts غزة 11 144_freepalestine palestina 2023_gaza freepalestine palestina_gaza freepalestine palestina 2023_palestina 2023
145 history - history palestine - of palestine palestine gaza - history of palestine palestine - history of palestine 10 145_history_history palestine_of palestine palestine gaza_history of palestine palestine
146 deepens - humanitarian crisis deepens - crisis deepens - humanitarian crisis - crisis 10 146_deepens_humanitarian crisis deepens_crisis deepens_humanitarian crisis
147 allah save - allah save gaza - allah - ya allah save gaza - ya allah save 10 147_allah save_allah save gaza_allah_ya allah save gaza
148 rally - palestine rally - kingdom shorts freepalestine - kingdom shorts - in united kingdom 10 148_rally_palestine rally_kingdom shorts freepalestine_kingdom shorts

Training hyperparameters

  • calculate_probabilities: False
  • language: multilingual
  • low_memory: False
  • min_topic_size: 10
  • n_gram_range: (1, 4)
  • nr_topics: None
  • seed_topic_list: None
  • top_n_words: 25
  • verbose: False
  • zeroshot_min_similarity: 0.7
  • zeroshot_topic_list: None

Framework versions

  • Numpy: 1.24.3
  • HDBSCAN: 0.8.33
  • UMAP: 0.5.5
  • Pandas: 2.1.4
  • Scikit-Learn: 1.2.2
  • Sentence-transformers: 2.2.2
  • Transformers: 4.36.2
  • Numba: 0.58.1
  • Plotly: 5.16.1
  • Python: 3.10.12
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