README.md

---
tags:
- bertopic
library_name: bertopic
pipeline_tag: text-classification
---

# BERTopic-Israel-Palestine-Title2

This is a [BERTopic](https://github.com/MaartenGr/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("geektech/BERTopic-Israel-Palestine-Title2")

topic_model.get_topic_info()
```

## Topic overview

* Number of topics: 140
* Number of training documents: 8456

<details>
  <summary>Click here for an overview of all topics.</summary>
  
  | Topic ID | Topic Keywords | Topic Frequency | Label | 
|----------|----------------|-----------------|-------| 
| -1 | israel - humanity - palestine - gaza - shorts | 10 | -1_israel_humanity_palestine_gaza | 
| 0 | humanitarian - crisis - humanitarian crisis - crisis in - humanitarian crisis in | 2687 | 0_humanitarian_crisis_humanitarian crisis_crisis in | 
| 1 | celebrities - celebrities who - who - who support - celebrities who support | 385 | 1_celebrities_celebrities who_who_who support | 
| 2 | pray for - pray - pray for palestine - for palestine - for | 218 | 2_pray for_pray_pray for palestine_for palestine | 
| 3 | support - support palestine - palestine support - palestine support palestine - palestine | 198 | 3_support_support palestine_palestine support_palestine support palestine | 
| 4 | youtubeshorts - shorts youtubeshorts - youtube - video - viral | 189 | 4_youtubeshorts_shorts youtubeshorts_youtube_video | 
| 5 | free - free palestine - free palestine shorts - palestine shorts - shorts free | 177 | 5_free_free palestine_free palestine shorts_palestine shorts | 
| 6 | hostage - israeli hostage - hostages - released - israeli | 163 | 6_hostage_israeli hostage_hostages_released | 
| 7 | prayforpalestine - prayforpalestine palestine - palestine prayforpalestine - freepalestine prayforpalestine - freepalestine | 159 | 7_prayforpalestine_prayforpalestine palestine_palestine prayforpalestine_freepalestine prayforpalestine | 
| 8 | shorts - bike - class - freepalestine shorts - exam | 127 | 8_shorts_bike_class_freepalestine shorts | 
| 9 | allah - prophetmuhammadﷺ - prayforpalestine - islam - prophetmuhammadﷺ allah | 125 | 9_allah_prophetmuhammadﷺ_prayforpalestine_islam | 
| 10 | protest - protest in - protests - in - rally | 113 | 10_protest_protest in_protests_in | 
| 11 | இஸ - israel war - umapathy - umapathy israel - krishnavel | 100 | 11_இஸ_israel war_umapathy_umapathy israel | 
| 12 | truce - hamas truce - israel hamas truce - israel hamas - hamas | 89 | 12_truce_hamas truce_israel hamas truce_israel hamas | 
| 13 | beautiful - military - girls - israel military - beautiful israel | 86 | 13_beautiful_military_girls_israel military | 
| 14 | air - strikes - air strikes - israeli air - israeli air strikes | 82 | 14_air_strikes_air strikes_israeli air | 
| 15 | gaza humanity - allah islam - gaza humanity sad allah - gaza humanity sad - humanity sad allah | 78 | 15_gaza humanity_allah islam_gaza humanity sad allah_gaza humanity sad | 
| 16 | freedom fighters - fighters - freedom - fighters palestine - freedom fighters palestine | 74 | 16_freedom fighters_fighters_freedom_fighters palestine | 
| 17 | al aqsa - mosque - al - aqsa - al aqsa mosque | 70 | 17_al aqsa_mosque_al_aqsa | 
| 18 | free palestine - free - free palestine palestine - palestine freepalestine - free palestine palestine freepalestine | 70 | 18_free palestine_free_free palestine palestine_palestine freepalestine | 
| 19 | comparison - military power - power - vs israel military - vs | 68 | 19_comparison_military power_power_vs israel military | 
| 20 | 𝙶𝙰𝚉𝙰 - neet - boss - funny - make | 66 | 20_𝙶𝙰𝚉𝙰_neet_boss_funny | 
| 21 | military - israel military - army - israeli army - israeli army israeli army | 66 | 21_military_israel military_army_israeli army | 
| 22 | israeli forces - forces - tentara - tentara israel - military | 63 | 22_israeli forces_forces_tentara_tentara israel | 
| 23 | prayforpalestine - freepalestine prayforpalestine - prayforpalestine savepalestine - freepalestine - savepalestine | 62 | 23_prayforpalestine_freepalestine prayforpalestine_prayforpalestine savepalestine_freepalestine | 
| 24 | stand - stand with - stand with palestine - with palestine - with | 59 | 24_stand_stand with_stand with palestine_with palestine | 
| 25 | shorts - palestine support shorts - support shorts - shortvideo - shorts shortvideo | 59 | 25_shorts_palestine support shorts_support shorts_shortvideo | 
| 26 | savegazapalestine - freepalestine savegazapalestine - savegazapalestine freepalestine - freepalestine - savepalestine savegazapalestine | 58 | 26_savegazapalestine_freepalestine savegazapalestine_savegazapalestine freepalestine_freepalestine | 
| 27 | vs - israel vs - vs palestine - vs israel - israel vs palestine | 58 | 27_vs_israel vs_vs palestine_vs israel | 
| 28 | election - freegaza - gaza election - bts - freepalestine gaza | 55 | 28_election_freegaza_gaza election_bts | 
| 29 | war - warzone - israel warzone - hamas - hamas war | 54 | 29_war_warzone_israel warzone_hamas | 
| 30 | art - drawing - free palestine - free - lovepalestine | 54 | 30_art_drawing_free palestine_free | 
| 31 | hamas - subscribe to firstpost - to firstpost - in - firstpost | 52 | 31_hamas_subscribe to firstpost_to firstpost_in | 
| 32 | savepalestina savegazapalestine - freepalestine palestine gaza savepalestina - palestine gaza savepalestina savegazapalestine - gaza savepalestina savegazapalestine - palestine gaza savepalestina | 49 | 32_savepalestina savegazapalestine_freepalestine palestine gaza savepalestina_palestine gaza savepalestina savegazapalestine_gaza savepalestina savegazapalestine | 
| 33 | support israel - support - india - israel - warzone support | 47 | 33_support israel_support_india_israel | 
| 34 | countries - countries that - countries that support - that support - that | 46 | 34_countries_countries that_countries that support_that support | 
| 35 | video - footage - shows - drone - of | 45 | 35_video_footage_shows_drone | 
| 36 | bank - west - west bank - squash - cafe | 45 | 36_bank_west_west bank_squash | 
| 37 | shorts israel palestine war - shorts israel palestine - israel palestine war - palestine war - shorts israel | 44 | 37_shorts israel palestine war_shorts israel palestine_israel palestine war_palestine war | 
| 38 | dance - military - beautiful - army - fun | 42 | 38_dance_military_beautiful_army | 
| 39 | sakuraschoolsimulator - palestine sakuraschoolsimulator - sakura - free palestine sakuraschoolsimulator - dramasakura | 41 | 39_sakuraschoolsimulator_palestine sakuraschoolsimulator_sakura_free palestine sakuraschoolsimulator | 
| 40 | boycott - products - boycott israel - palestine boycott - boycottisraeliproducts | 41 | 40_boycott_products_boycott israel_palestine boycott | 
| 41 | bendera - flag - bendera palestine - dan - bendera palestina | 41 | 41_bendera_flag_bendera palestine_dan | 
| 42 | save gaza - save - gaza palestine - palestine save gaza - palestine save | 41 | 42_save gaza_save_gaza palestine_palestine save gaza | 
| 43 | terror - hamas - or freedom - or - hamas terror or | 40 | 43_terror_hamas_or freedom_or | 
| 44 | de - 2023 - de 2023 - ytshorts shorts fyp trending - quotes ytshorts shorts | 38 | 44_de_2023_de 2023_ytshorts shorts fyp trending | 
| 45 | warzone - israel warzone - palestine israel warzone - warzone palestine - palestine israel | 37 | 45_warzone_israel warzone_palestine israel warzone_warzone palestine | 
| 46 | settlers - violence - west bank - bank - west | 37 | 46_settlers_violence_west bank_bank | 
| 47 | trending - israel warzone - trending viral - warzone - viral | 37 | 47_trending_israel warzone_trending viral_warzone | 
| 48 | child - palestinian child - israeli air strikes - children - air strikes | 37 | 48_child_palestinian child_israeli air strikes_children | 
| 49 | genocide - stop - humanity - killing - syed | 37 | 49_genocide_stop_humanity_killing | 
| 50 | free palestine free palestine - free palestine free - palestine free palestine - palestine free palestine free - palestine free | 36 | 50_free palestine free palestine_free palestine free_palestine free palestine_palestine free palestine free | 
| 51 | vs - vs israel - palestine vs israel - palestine vs - israel vs | 36 | 51_vs_vs israel_palestine vs israel_palestine vs | 
| 52 | song - chant - palestine song - yeshua - music | 36 | 52_song_chant_palestine song_yeshua | 
| 53 | humanity - humanity palestine - freepalestine - freepalestine palestine public - palestine public | 34 | 53_humanity_humanity palestine_freepalestine_freepalestine palestine public | 
| 54 | humanity gaza - humanity - freepalestine palestine humanity gaza - freepalestine gaza humanity - palestine humanity gaza | 32 | 54_humanity gaza_humanity_freepalestine palestine humanity gaza_freepalestine gaza humanity | 
| 55 | palestinian - child - palestinian children - palestinian boy - boy | 32 | 55_palestinian_child_palestinian children_palestinian boy | 
| 56 | mohammedﷺ - madarsa - madinasharif - frinds - viralsupport | 32 | 56_mohammedﷺ_madarsa_madinasharif_frinds | 
| 57 | n18s - n18s shorts - hamas war - n18s shorts israel - israel hamas war | 32 | 57_n18s_n18s shorts_hamas war_n18s shorts israel | 
| 58 | palestinians - killed - jenin - raid - israeli forces kill | 31 | 58_palestinians_killed_jenin_raid | 
| 59 | bible - jesus - god - biblestorying - christians | 30 | 59_bible_jesus_god_biblestorying | 
| 60 | forces - israeli forces - forces attack - israeli forces attack - israeli | 29 | 60_forces_israeli forces_forces attack_israeli forces attack | 
| 61 | children - save - save children - children save - children humanity gaza | 29 | 61_children_save_save children_children save | 
| 62 | genocide - case - case against israel - case against - genocide in | 29 | 62_genocide_case_case against israel_case against | 
| 63 | israeli forces demolish - demolish - forces demolish - palestinian - forces demolish palestinian | 29 | 63_israeli forces demolish_demolish_forces demolish_palestinian | 
| 64 | israeli air - air - israeli air strikes - air strikes - killed | 29 | 64_israeli air_air_israeli air strikes_air strikes | 
| 65 | airstrikes - israeli airstrikes - airstrikes in - israeli - israeli airstrikes on | 27 | 65_airstrikes_israeli airstrikes_airstrikes in_israeli | 
| 66 | menggambar bendera - bendera - menggambar - prayforpalestine menggambar bendera - prayforpalestine menggambar | 27 | 66_menggambar bendera_bendera_menggambar_prayforpalestine menggambar bendera | 
| 67 | kucing - cat - dramasakura - kucing palestina - sakura | 27 | 67_kucing_cat_dramasakura_kucing palestina | 
| 68 | save - shorts save - save palestine - shorts save palestine - palestine save | 26 | 68_save_shorts save_save palestine_shorts save palestine | 
| 69 | attack on - iran - jets - fighter - attack | 26 | 69_attack on_iran_jets_fighter | 
| 70 | childhood children - childhood - children - childhood children humanity - childhood children humanity gaza | 26 | 70_childhood children_childhood_children_childhood children humanity | 
| 71 | settlements - settlements in - illegal - west bank - bank | 25 | 71_settlements_settlements in_illegal_west bank | 
| 72 | freepalestine ceasefire humanity gaza - freepalestine ceasefire humanity - ceasefire humanity gaza - freepalestine ceasefire - ceasefire humanity | 25 | 72_freepalestine ceasefire humanity gaza_freepalestine ceasefire humanity_ceasefire humanity gaza_freepalestine ceasefire | 
| 73 | israeli forces - forces - forces kill - israeli forces kill - kill | 25 | 73_israeli forces_forces_forces kill_israeli forces kill | 
| 74 | youtubeshorts - warzone - israel warzone - trending - youtubeshorts israel | 24 | 74_youtubeshorts_warzone_israel warzone_trending | 
| 75 | attack - israeli forces - forces - gaza israel - gaza under attack | 23 | 75_attack_israeli forces_forces_gaza israel | 
| 76 | raid - forces raid - israeli forces raid - raid west bank - raid west | 23 | 76_raid_forces raid_israeli forces raid_raid west bank | 
| 77 | adani - india - pm - sandeep maheshwari - adani adani | 22 | 77_adani_india_pm_sandeep maheshwari | 
| 78 | funeral - killed - funeral for - mourners - killed in israeli | 22 | 78_funeral_killed_funeral for_mourners | 
| 79 | viralshorts humanity - viralshorts humanity support - humanity support - viral palestine islamic - islamic فلسطين | 22 | 79_viralshorts humanity_viralshorts humanity support_humanity support_viral palestine islamic | 
| 80 | truth behind - conflict what - behind the israel hamas - behind the israel - israel hamas conflict what | 21 | 80_truth behind_conflict what_behind the israel hamas_behind the israel | 
| 81 | religion freepalaestine protest - religion freepalaestine protest gazaunderattack - palestine religion freepalaestine - palestine religion - freepalaestine protest gazaunderattack savepalestine | 21 | 81_religion freepalaestine protest_religion freepalaestine protest gazaunderattack_palestine religion freepalaestine_palestine religion | 
| 82 | savegazapalestine - savepalestina - palestina palestine freepalestine savegazapalestine - palestine freepalestine savegazapalestine savepalestina - freepalestine savegazapalestine | 21 | 82_savegazapalestine_savepalestina_palestina palestine freepalestine savegazapalestine_palestine freepalestine savegazapalestine savepalestina | 
| 83 | saat ronaldo - kiamat - heboh - saat - israel | 20 | 83_saat ronaldo_kiamat_heboh_saat | 
| 84 | viral prayforpalestine gaza - viral prayforpalestine - viral prayforpalestine gaza hamas - prayforpalestine gaza hamas - prayforpalestine gaza | 20 | 84_viral prayforpalestine gaza_viral prayforpalestine_viral prayforpalestine gaza hamas_prayforpalestine gaza hamas | 
| 85 | israel palestine conflict - palestine conflict - conflict - israel palestine - israeli palestinian | 20 | 85_israel palestine conflict_palestine conflict_conflict_israel palestine | 
| 86 | humanity - israel humanity - kerosene - on humanity - israel | 20 | 86_humanity_israel humanity_kerosene_on humanity | 
| 87 | jews - jew - judaism - shorts jews - orthodox | 19 | 87_jews_jew_judaism_shorts jews | 
| 88 | savegazapalestine - freepalestine savegazapalestine - free palestine savegazapalestine - free - freepalestine | 19 | 88_savegazapalestine_freepalestine savegazapalestine_free palestine savegazapalestine_free | 
| 89 | palestine support - shortvideo palestine support - support - palestine support palestine support - support shortvideo palestine support | 19 | 89_palestine support_shortvideo palestine support_support_palestine support palestine support | 
| 90 | protest freepalaestine - gazaunderattack - freepalaestine - protest - protest freepalaestine savepalestine | 19 | 90_protest freepalaestine_gazaunderattack_freepalaestine_protest | 
| 91 | freepalaestine - protest - savepalestine children - palestine protest - children freepalaestine | 19 | 91_freepalaestine_protest_savepalestine children_palestine protest | 
| 92 | war update - trendingnow - update - war update news - update news | 18 | 92_war update_trendingnow_update_war update news | 
| 93 | islam - jihadi john - jihadijohn shorts edit - jihadijohn shorts - jihadijohn | 18 | 93_islam_jihadi john_jihadijohn shorts edit_jihadijohn shorts | 
| 94 | freepalestine free palestine gaza - free palestine gaza - save freepalestine free - save freepalestine free palestine - save freepalestine | 18 | 94_freepalestine free palestine gaza_free palestine gaza_save freepalestine free_save freepalestine free palestine | 
| 95 | salam - salam ya - ya - gaza freepalestine hamas humanity - freepalestine hamas humanity | 18 | 95_salam_salam ya_ya_gaza freepalestine hamas humanity | 
| 96 | footballers - football - players - ronaldo - footballers that | 17 | 96_footballers_football_players_ronaldo | 
| 97 | war - war palestine - war palestine israel - war palestine israel warzone - palestine war | 17 | 97_war_war palestine_war palestine israel_war palestine israel warzone | 
| 98 | 2024 - ceasefire - 2023 palestine - gaza freepalestine palestina 2023 - freepalestine palestina 2023 | 17 | 98_2024_ceasefire_2023 palestine_gaza freepalestine palestina 2023 | 
| 99 | status - palestine attitude status - palestine attitude - attitude status - palestine palestine attitude status | 17 | 99_status_palestine attitude status_palestine attitude_attitude status | 
| 100 | whatsapp status - whatsapp - sufyanashrfi - whatsapp status shorts - status shorts | 17 | 100_whatsapp status_whatsapp_sufyanashrfi_whatsapp status shorts | 
| 101 | dj - speaking - speech - dj khalid - chat | 16 | 101_dj_speaking_speech_dj khalid | 
| 102 | save gaza - palestine save gaza - save - palestine save - save gaza palestine | 16 | 102_save gaza_palestine save gaza_save_palestine save | 
| 103 | subscribe - subscribetomychannel - subscribe freepalestine - palestine savegazapalestine - savegazapalestine | 15 | 103_subscribe_subscribetomychannel_subscribe freepalestine_palestine savegazapalestine | 
| 104 | be free - will be - palestine will be - will be free - palestine will | 15 | 104_be free_will be_palestine will be_will be free | 
| 105 | drone - drones - idf - down - israel gaza hamas idf | 15 | 105_drone_drones_idf_down | 
| 106 | free - free palestine - free palestine freepalestine palestine - palestine freepalestine palestine - islam | 15 | 106_free_free palestine_free palestine freepalestine palestine_palestine freepalestine palestine | 
| 107 | prayforpalestine - prayforpalestine palestine - ina - prayforpalestine shorts - shorts prayforpalestine | 14 | 107_prayforpalestine_prayforpalestine palestine_ina_prayforpalestine shorts | 
| 108 | palestine youtuberts ytshortsindia - palestine youtuberts ytshortsindia freepaiestine - free palestine youtuberts - free palestine youtuberts ytshortsindia - youtuberts | 14 | 108_palestine youtuberts ytshortsindia_palestine youtuberts ytshortsindia freepaiestine_free palestine youtuberts_free palestine youtuberts ytshortsindia | 
| 109 | food - סוכרת אוכל - אוכל - טעים - סוכרת | 14 | 109_food_סוכרת אוכל_אוכל_טעים | 
| 110 | warzone - israel warzone - palestine iran - germany - iran | 14 | 110_warzone_israel warzone_palestine iran_germany | 
| 111 | three - kill - forces kill - israeli forces kill - three palestinians | 14 | 111_three_kill_forces kill_israeli forces kill | 
| 112 | gaza shortsvideo - gaza shortsvideo israelarmy2023 - shortsvideo israelarmy2023 - usa gaza shortsvideo israelarmy2023 - israel military usa gaza | 14 | 112_gaza shortsvideo_gaza shortsvideo israelarmy2023_shortsvideo israelarmy2023_usa gaza shortsvideo israelarmy2023 | 
| 113 | sisters - shorts news - in west bank - in west - dies | 14 | 113_sisters_shorts news_in west bank_in west | 
| 114 | free - palestin palestine gaza war - palestin palestine gaza - war israel free - free palestin palestine | 14 | 114_free_palestin palestine gaza war_palestin palestine gaza_war israel free | 
| 115 | this is humanity - humanity - human - is humanity - this is humanity gaza | 14 | 115_this is humanity_humanity_human_is humanity | 
| 116 | savegazapalestine - freepalestine savegazapalestine - ambnews - savepalestine - savegazapalestine savepalestine | 13 | 116_savegazapalestine_freepalestine savegazapalestine_ambnews_savepalestine | 
| 117 | indonesia - kohli - kohli fan palestine - boy icc world - boy icc world cup | 13 | 117_indonesia_kohli_kohli fan palestine_boy icc world | 
| 118 | dari - uzi - 9mm - diam - weapon | 13 | 118_dari_uzi_9mm_diam | 
| 119 | freedom - freedom fighters - fighters - filistinin - philistines | 13 | 119_freedom_freedom fighters_fighters_filistinin | 
| 120 | yemen - usa - ایران - and usa - یمن | 13 | 120_yemen_usa_ایران_and usa | 
| 121 | nancy - of south korea - south korea 4k - korea 4k status - korea 4k | 13 | 121_nancy_of south korea_south korea 4k_korea 4k status | 
| 122 | atau - atau israel - viral prayforpalestine - palestina atau - palestina atau israel | 13 | 122_atau_atau israel_viral prayforpalestine_palestina atau | 
| 123 | இஸ லஸ - இஸ லஸ னம - warzone shortvideo shorts - லஸ னம - னம | 13 | 123_இஸ லஸ_இஸ லஸ னம_warzone shortvideo shorts_லஸ னம | 
| 124 | love - we love - love palestine - love palestina - pisang | 12 | 124_love_we love_love palestine_love palestina | 
| 125 | detained - israeli forces - forces - palestinian - israeli forces detained | 12 | 125_detained_israeli forces_forces_palestinian | 
| 126 | shapiro - ben shapiro - ben - pro palestinian - student | 12 | 126_shapiro_ben shapiro_ben_pro palestinian | 
| 127 | save - save palestine - palestine save - save palestine save - islam save palestine save | 12 | 127_save_save palestine_palestine save_save palestine save | 
| 128 | her - lost her - lost - she - husband | 12 | 128_her_lost her_lost_she | 
| 129 | palestine war shorts - israel palestine war shorts - war shorts - israel palestine - the israel palestine war | 12 | 129_palestine war shorts_israel palestine war shorts_war shorts_israel palestine | 
| 130 | that hate - countries that hate - negara - that hate israel - countries that hate israel | 12 | 130_that hate_countries that hate_negara_that hate israel | 
| 131 | gaza free palestine shorts - save gaza free palestine - save gaza free - gaza free palestine - gaza free | 12 | 131_gaza free palestine shorts_save gaza free palestine_save gaza free_gaza free palestine | 
| 132 | julius malema - julius - malema - palestine julius malema - palestine julius | 12 | 132_julius malema_julius_malema_palestine julius malema | 
| 133 | police - spy - cop - officer - shield | 11 | 133_police_spy_cop_officer | 
| 134 | israel informative - informative - israel informative video - of celebrities who support - palestine and israel informative | 11 | 134_israel informative_informative_israel informative video_of celebrities who support | 
| 135 | attack - on israel - attack israel warzone - attack on - israel warzone | 11 | 135_attack_on israel_attack israel warzone_attack on | 
| 136 | australia - gaza humanity pray savepalestine - gaza humanity pray - humanity pray savepalestine - pray savepalestine | 11 | 136_australia_gaza humanity pray savepalestine_gaza humanity pray_humanity pray savepalestine | 
| 137 | gazaunderattak gaza protest - gazaunderattak gaza protest palestine - freepalaestine pray gazaunderattak - children freepalaestine pray gazaunderattak - pray gazaunderattak | 11 | 137_gazaunderattak gaza protest_gazaunderattak gaza protest palestine_freepalaestine pray gazaunderattak_children freepalaestine pray gazaunderattak | 
| 138 | russian - delegate - flag at - ukrainian - soldier | 11 | 138_russian_delegate_flag at_ukrainian |
  
</details>

## 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: 2.0.3
* Scikit-Learn: 1.2.2
* Sentence-transformers: 2.2.2
* Transformers: 4.36.2
* Numba: 0.57.1
* Plotly: 5.16.1
* Python: 3.10.12