BERTopic-Israel-Palestine-Description

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-Description")

topic_model.get_topic_info()

Topic overview

• Number of topics: 33
• Number of training documents: 1369

Click here for an overview of all topics.

Topic ID	Topic Keywords	Topic Frequency	Label
-1	the - https - com - and - to	12	-1_the_https_com_and
0	palestine - celebrities - support - israel - the	419	0_palestine_celebrities_support_israel
1	hamas - the - hostages - https - and	106	1_hamas_the_hostages_https
2	com - https - hamas - news - firstpost	84	2_com_https_hamas_news
3	news - www tv9hindi - https www tv9hindi - tv9hindi - tv9hindi com	79	3_news_www tv9hindi_https www tv9hindi_tv9hindi
4	trendingnow - news breakingnews - news - the - breakingnews	46	4_trendingnow_news breakingnews_news_the
5	bendera - menggambarbendera - menggambar - palestina - prayforpalestine	45	5_bendera_menggambarbendera_menggambar_palestina
6	israel - humanity - the - news - palestine	44	6_israel_humanity_the_news
7	the - and - this - in - to	41	7_the_and_this_in
8	reviews - news movie - produce - retroluxe - movie	39	8_reviews_news movie_produce_retroluxe
9	https - com - ajplus - on - www	34	9_https_com_ajplus_on
10	allah - allah di - gaza - pertolongan - pertolongan allah	29	10_allah_allah di_gaza_pertolongan
11	piers - piers morgan - morgan - shorts - podcast	28	11_piers_piers morgan_morgan_shorts
12	the - to - freepalestine - it - africa	26	12_the_to_freepalestine_it
13	the - crisis - conflict - and - international relations	23	13_the_crisis_conflict_and
14	https - com - https bit - https bit ly - bit ly	22	14_https_com_https bit_https bit ly
15	the - genocide - israel - gaza - of	22	15_the_genocide_israel_gaza
16	sakura - palestina - sakura school - drama sakura school simulator - school simulator	21	16_sakura_palestina_sakura school_drama sakura school simulator
17	middleeasteye - com middleeasteye - https - com - us on	20	17_middleeasteye_com middleeasteye_https_com
18	status - whatsapp - shorts - countries - shorts shorts	19	18_status_whatsapp_shorts_countries
19	ronaldo - palestine - footballers - support - israel	19	19_ronaldo_palestine_footballers_support
20	the - voanews - of - on - https	18	20_the_voanews_of_on
21	israel - gaza - palestine - news - war	18	21_israel_gaza_palestine_news
22	the - on - in - to - of	17	22_the_on_in_to
23	israel - malayalam - palestine - war - malayalam israel	17	23_israel_malayalam_palestine_war
24	bts - khan sir - sir - khan - video	17	24_bts_khan sir_sir_khan
25	https - com - us on - us - www	17	25_https_com_us on_us
26	the - history - of - pyramids - of the	16	26_the_history_of_pyramids
27	russian - nbc - nbcnews - arma - nbc news	15	27_russian_nbc_nbcnews_arma
28	news - bit ly - bit - ly - the	15	28_news_bit ly_bit_ly
29	palestine - israel - palestine israel - celebrities - israel palestine	14	29_palestine_israel_palestine israel_celebrities
30	liriklagu - lirikgoogle - fypシ - lirik - liriklagu lirikgoogle	14	30_liriklagu_lirikgoogle_fypシ_lirik
31	the - force - and - of - com	13	31_the_force_and_of

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: 2.3.1
• Transformers: 4.36.2
• Numba: 0.58.1
• Plotly: 5.16.1
• Python: 3.10.12