MARTINI_enrich_BERTopic_Middle_East_Spectator

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("AIDA-UPM/MARTINI_enrich_BERTopic_Middle_East_Spectator")

topic_model.get_topic_info()

Topic overview

• Number of topics: 34
• Number of training documents: 3345

Click here for an overview of all topics.

Topic ID	Topic Keywords	Topic Frequency	Label
-1	hezbollah - khamenei - gaza - jerusalem - missiles	20	-1_hezbollah_khamenei_gaza_jerusalem
0	iraqi - assad - airstrikes - faction - ismael	1543	0_iraqi_assad_airstrikes_faction
1	palestine - nasrallah - jihad - martyrs - victory	194	1_palestine_nasrallah_jihad_martyrs
2	channel - news - subscribers - censored - unbiased	166	2_channel_news_subscribers_censored
3	gaza - israelis - egyptians - suez - libyan	126	3_gaza_israelis_egyptians_suez
4	netanyahu - hezbollah - galilee - yoav - threatens	103	4_netanyahu_hezbollah_galilee_yoav
5	karabakh - nakhchivan - azerbaijani - armenians - yerevan	98	5_karabakh_nakhchivan_azerbaijani_armenians
6	yemen - warship - missiles - maersk - gulf	92	6_yemen_warship_missiles_maersk
7	saudi - khamenei - bahrain - faisal - zayed	86	7_saudi_khamenei_bahrain_faisal
8	gaza - civilians - bombed - younis - tunnels	83	8_gaza_civilians_bombed_younis
9	iran - abdollahian - ambassador - doha - sanctioned	74	9_iran_abdollahian_ambassador_doha
10	missiles - iran - hypersonic - baikonur - launched	69	10_missiles_iran_hypersonic_baikonur
11	kadyrov - voronezh - gerasimov - regiment - massacre	54	11_kadyrov_voronezh_gerasimov_regiment
12	hezbollah - drone - haifa - launched - zabdin	47	12_hezbollah_drone_haifa_launched
13	soleimani - mousavi - terrorists - damascus - martyred	44	13_soleimani_mousavi_terrorists_damascus
14	iranians - hamedan - allahu - كير - الاحرار	43	14_iranians_hamedan_allahu_كير
15	hezbollah - khirbet - ramyeh - ambush - sites	41	15_hezbollah_khirbet_ramyeh_ambush
16	sukhoi - drone - turbojet - squadrons - tatarstan	35	16_sukhoi_drone_turbojet_squadrons
17	belgorod - zaporizhia - volodymyr - sevastopol - reinforcements	33	17_belgorod_zaporizhia_volodymyr_sevastopol
18	hezbollah - mujahid - hassan - haidar - martyrs	31	18_hezbollah_mujahid_hassan_haidar
19	gaza - airstrikes - ashkelon - merkava - update	31	19_gaza_airstrikes_ashkelon_merkava
20	biden - netanyahu - cnn - ayatollahs - interviewed	31	20_biden_netanyahu_cnn_ayatollahs
21	jew - אילן - kanye - musk - goddamn	28	21_jew_אילן_kanye_musk
22	khuzestan - khorramabad - taliban - armored - irgc	28	22_khuzestan_khorramabad_taliban_armored
23	intifada - qassam - hamza - spokesman - obeida	28	23_intifada_qassam_hamza_spokesman
24	iran - balochistan - terrorists - chabahar - mashhad	27	24_iran_balochistan_terrorists_chabahar
25	iran - nuclear - cnn - retaliate - notified	26	25_iran_nuclear_cnn_retaliate
26	hezbollah - katyusha - missiles - barrage - baalbek	26	26_hezbollah_katyusha_missiles_barrage
27	donald - democrats - newsom - ballot - dumbest	25	27_donald_democrats_newsom_ballot
28	lebanon - gunfire - outposts - idf - tanks	24	28_lebanon_gunfire_outposts_idf
29	russia - attackers - bryansk - kiev - terrorist	24	29_russia_attackers_bryansk_kiev
30	hormuz - tankers - strait - submarine - seized	23	30_hormuz_tankers_strait_submarine
31	gaza - donate - inshaallah - subscribers - delivered	21	31_gaza_donate_inshaallah_subscribers
32	palestinian - ashkelon - gunfights - infiltrators - rohovot	21	32_palestinian_ashkelon_gunfights_infiltrators

Training hyperparameters

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

Framework versions

• Numpy: 1.26.4
• HDBSCAN: 0.8.40
• UMAP: 0.5.7
• Pandas: 2.2.3
• Scikit-Learn: 1.5.2
• Sentence-transformers: 3.3.1
• Transformers: 4.46.3
• Numba: 0.60.0
• Plotly: 5.24.1
• Python: 3.10.12