Add BERTopic model
Browse files- README.md +286 -0
- config.json +16 -0
- ctfidf.safetensors +3 -0
- ctfidf_config.json +0 -0
- topic_embeddings.safetensors +3 -0
- topics.json +0 -0
README.md
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| 1 |
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| 2 |
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---
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tags:
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- bertopic
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library_name: bertopic
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pipeline_tag: text-classification
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---
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# MARTINI_enrich_BERTopic_intelslava
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This is a [BERTopic](https://github.com/MaartenGr/BERTopic) model.
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BERTopic is a flexible and modular topic modeling framework that allows for the generation of easily interpretable topics from large datasets.
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## Usage
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To use this model, please install BERTopic:
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```
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pip install -U bertopic
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```
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You can use the model as follows:
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```python
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from bertopic import BERTopic
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topic_model = BERTopic.load("AIDA-UPM/MARTINI_enrich_BERTopic_intelslava")
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topic_model.get_topic_info()
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```
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## Topic overview
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* Number of topics: 217
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* Number of training documents: 30648
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<details>
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<summary>Click here for an overview of all topics.</summary>
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| Topic ID | Topic Keywords | Topic Frequency | Label |
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|----------|----------------|-----------------|-------|
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| 41 |
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| -1 | donetsk - mariupol - zelensky - militants - afghanistan | 20 | -1_donetsk_mariupol_zelensky_militants |
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| 42 |
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| 0 | mercenaries - killed - vekoslav - andrew - georgians | 18718 | 0_mercenaries_killed_vekoslav_andrew |
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| 43 |
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| 1 | vinnitsa - oleksyuk - makhno - colonel - shakhov | 252 | 1_vinnitsa_oleksyuk_makhno_colonel |
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| 44 |
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| 2 | kharkiv - outages - zhytomyr - ukrenergo - tymoshenko | 216 | 2_kharkiv_outages_zhytomyr_ukrenergo |
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| 45 |
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| 3 | nato - ryabkov - negotiations - sochi - blinken | 214 | 3_nato_ryabkov_negotiations_sochi |
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| 46 |
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| 4 | severodonetsk - luhansk - lisichansk - aleksandrovka - novomayorskoye | 204 | 4_severodonetsk_luhansk_lisichansk_aleksandrovka |
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| 47 |
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| 5 | lukashenko - belarussians - podlaskie - sejm - deported | 182 | 5_lukashenko_belarussians_podlaskie_sejm |
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| 48 |
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| 6 | yuzhnodonetsk - airstrikes - detonating - avdiivka - koksokhimzavod | 162 | 6_yuzhnodonetsk_airstrikes_detonating_avdiivka |
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| 49 |
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| 7 | crimea - lipetsk - terrorists - detonators - dagestan | 162 | 7_crimea_lipetsk_terrorists_detonators |
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| 50 |
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| 8 | dnepropetrovsk - frankivsk - explosions - khmelnytsky - zhytomyr | 151 | 8_dnepropetrovsk_frankivsk_explosions_khmelnytsky |
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| 51 |
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| 9 | karabakh - stepanakert - pashinyan - azerbaijani - grigoryan | 148 | 9_karabakh_stepanakert_pashinyan_azerbaijani |
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| 52 |
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| 10 | novodonetsk - tank - m113a3 - wrecked - bushmaster | 143 | 10_novodonetsk_tank_m113a3_wrecked |
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| 53 |
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| 11 | helicopters - khuseevich - overflight - autocannon - footage | 141 | 11_helicopters_khuseevich_overflight_autocannon |
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| 54 |
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| 12 | taiwan - pelosi - weihua - diplomatic - visits | 128 | 12_taiwan_pelosi_weihua_diplomatic |
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| 55 |
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| 13 | ukrainians - conscript - chernivtsi - moldova - commissars | 124 | 13_ukrainians_conscript_chernivtsi_moldova |
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| 56 |
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| 14 | drone - infantry - pilots - lukashovka - operators | 122 | 14_drone_infantry_pilots_lukashovka |
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| 57 |
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| 15 | serbia - kosovska - mitrovica - herzegovina - pristina | 119 | 15_serbia_kosovska_mitrovica_herzegovina |
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| 58 |
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| 16 | bakhmutskaya - bogdanovka - paraskoviyivka - ozaryanovka - wagnerites | 119 | 16_bakhmutskaya_bogdanovka_paraskoviyivka_ozaryanovka |
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| 59 |
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| 17 | nato - stoltenberg - baltic - yeltsin - bucharest | 118 | 17_nato_stoltenberg_baltic_yeltsin |
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| 60 |
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| 18 | iraqis - airstrikes - soleimani - الامريكي - اللوجستي | 115 | 18_iraqis_airstrikes_soleimani_الامريكي |
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| 61 |
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| 19 | riots - marseille - lockdown - athens - masks | 113 | 19_riots_marseille_lockdown_athens |
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| 62 |
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| 20 | deficits - treasuries - gdp - stimulus - trillion | 113 | 20_deficits_treasuries_gdp_stimulus |
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| 63 |
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| 21 | kazakhstan - rioters - almaty - atyrau - pogroms | 112 | 21_kazakhstan_rioters_almaty_atyrau |
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| 64 |
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| 22 | terrorists - crocus - rakhmonov - isroilovich - defendants | 111 | 22_terrorists_crocus_rakhmonov_isroilovich |
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| 65 |
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| 23 | hungary - slovaks - bucharest - transcarpathian - zoltan | 110 | 23_hungary_slovaks_bucharest_transcarpathian |
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| 66 |
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| 24 | embassy - navalny - smolenskaya - expels - nonimmigrant | 107 | 24_embassy_navalny_smolenskaya_expels |
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| 67 |
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| 25 | chernigovka - novopokrovskoye - semyonovka - shevchenkovo - kotlyarivka | 107 | 25_chernigovka_novopokrovskoye_semyonovka_shevchenkovo |
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| 68 |
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| 26 | ukrainians - reznikov - counterattack - 2025 - newspaper | 104 | 26_ukrainians_reznikov_counterattack_2025 |
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| 69 |
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| 27 | kandahar - wakhan - zabul - faizabad - provinces | 102 | 27_kandahar_wakhan_zabul_faizabad |
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| 70 |
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| 28 | uavs - moscow - kaluga - kursk - bryansk | 101 | 28_uavs_moscow_kaluga_kursk |
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| 71 |
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| 29 | kremlin - beijing - xi - wang - visit | 100 | 29_kremlin_beijing_xi_wang |
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| 72 |
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| 30 | kamikaze - howitzer - drone - m109a3gn - ugledarskoye | 98 | 30_kamikaze_howitzer_drone_m109a3gn |
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| 73 |
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| 31 | soyuz - baikonur - plesetsk - cosmodrome - launched | 96 | 31_soyuz_baikonur_plesetsk_cosmodrome |
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| 74 |
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| 32 | sanctions - magnitsky - sechin - bortnikov - sberbank | 95 | 32_sanctions_magnitsky_sechin_bortnikov |
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| 75 |
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| 33 | pfizer - vaccinated - fauci - omicron - lockdown | 95 | 33_pfizer_vaccinated_fauci_omicron |
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| 76 |
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| 34 | hezbollah - merkava - galilee - shebaa - infiltrated | 94 | 34_hezbollah_merkava_galilee_shebaa |
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| 77 |
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| 35 | embassy - evacuate - transnistria - lviv - cnn | 91 | 35_embassy_evacuate_transnistria_lviv |
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| 78 |
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| 36 | belarus - paratroopers - grodno - readiness - allied | 91 | 36_belarus_paratroopers_grodno_readiness |
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| 79 |
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| 37 | yemen - missiles - mandeb - maersk - frigate | 89 | 37_yemen_missiles_mandeb_maersk |
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| 80 |
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| 38 | kremlin - sergey - rudenko - negotiations - blitzkrieg | 87 | 38_kremlin_sergey_rudenko_negotiations |
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| 81 |
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| 39 | capitol - fbi - insurrectionists - marshals - michigan | 85 | 39_capitol_fbi_insurrectionists_marshals |
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| 82 |
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| 40 | pyongyang - kumgangsan - yongbyon - reunification - icbms | 82 | 40_pyongyang_kumgangsan_yongbyon_reunification |
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| 83 |
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| 41 | helicopters - sergeevka - novoakhtyrka - bayraktar - crashed | 81 | 41_helicopters_sergeevka_novoakhtyrka_bayraktar |
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| 84 |
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| 42 | crashed - rosaviatsia - helicopter - passengers - yevgeny | 81 | 42_crashed_rosaviatsia_helicopter_passengers |
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| 85 |
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| 43 | britain - zelenskyy - draghi - whitehall - calais | 79 | 43_britain_zelenskyy_draghi_whitehall |
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| 86 |
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| 44 | burkina - niamey - algeria - ouagadougou - sahel | 77 | 44_burkina_niamey_algeria_ouagadougou |
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| 87 |
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| 45 | telegram - censorship - roskomnadzor - zuckerberg - blocked | 77 | 45_telegram_censorship_roskomnadzor_zuckerberg |
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| 88 |
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| 46 | cossackgundi - surrendered - servicemen - mobilized - serdyukova | 76 | 46_cossackgundi_surrendered_servicemen_mobilized |
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| 89 |
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| 47 | mariupol - azovites - levoberezhny - battalions - nazi | 75 | 47_mariupol_azovites_levoberezhny_battalions |
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| 90 |
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| 48 | gaza - unrwa - airstrike - martyrs - ghebreyesus | 74 | 48_gaza_unrwa_airstrike_martyrs |
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| 91 |
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| 49 | zelensky - volodymyr - coup - illegitimately - tweet | 74 | 49_zelensky_volodymyr_coup_illegitimately |
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| 92 |
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| 50 | crimean - bridge - crane - crashed - trains | 74 | 50_crimean_bridge_crane_crashed |
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| 93 |
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| 51 | netanyahu - gaza - naftali - itamar - atrocities | 72 | 51_netanyahu_gaza_naftali_itamar |
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| 94 |
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| 52 | infantryman - avdievka - bradley - m1a1sa - tank | 72 | 52_infantryman_avdievka_bradley_m1a1sa |
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| 95 |
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| 53 | finland - nato - stoltenberg - erdogan - ratification | 72 | 53_finland_nato_stoltenberg_erdogan |
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| 96 |
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| 54 | texas - secession - antietam - federalizes - guard | 70 | 54_texas_secession_antietam_federalizes |
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| 97 |
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| 55 | medvedev - shoigu - inauguration - convened - apec | 70 | 55_medvedev_shoigu_inauguration_convened |
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| 98 |
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| 56 | gunman - nashville - stabbed - abdeslam - policewoman | 70 | 56_gunman_nashville_stabbed_abdeslam |
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| 99 |
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| 57 | airstrikes - siria - aleppo - ruaf - bomba | 69 | 57_airstrikes_siria_aleppo_ruaf |
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| 100 |
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| 58 | servicemen - mykolayiv - delivered - blagodatnoe - bread | 69 | 58_servicemen_mykolayiv_delivered_blagodatnoe |
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| 101 |
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| 59 | munitions - stockpiles - shortage - 110bn - tarnavskyi | 66 | 59_munitions_stockpiles_shortage_110bn |
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| 102 |
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| 60 | biden - kremlin - geneva - joe - videoconference | 66 | 60_biden_kremlin_geneva_joe |
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| 103 |
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| 61 | rubles - crudes - lukoil - sakhalin - embargo | 66 | 61_rubles_crudes_lukoil_sakhalin |
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| 104 |
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| 62 | sinaloa - cartels - tijuana - guzman - trump | 64 | 62_sinaloa_cartels_tijuana_guzman |
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| 105 |
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| 63 | schumer - senators - bipartisan - bernie - amendments | 64 | 63_schumer_senators_bipartisan_bernie |
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| 106 |
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| 64 | cyberattackers - hacked - mandiant - killnet - kyivstar | 63 | 64_cyberattackers_hacked_mandiant_killnet |
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| 107 |
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| 65 | kadyrov - grozny - chechen - tushaev - battalions | 62 | 65_kadyrov_grozny_chechen_tushaev |
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| 108 |
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| 66 | lukashenka - dushanbe - semashko - meeting - merged | 62 | 66_lukashenka_dushanbe_semashko_meeting |
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| 109 |
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| 67 | tajikistan - bishkek - ceasefire - skirmishes - border | 62 | 67_tajikistan_bishkek_ceasefire_skirmishes |
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| 110 |
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| 68 | drones - mykolaiv - kamikaze - dnepropetrovsk - uav | 61 | 68_drones_mykolaiv_kamikaze_dnepropetrovsk |
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| 111 |
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| 69 | lugansk - zaporizhzhia - referenda - khoroshilov - results | 60 | 69_lugansk_zaporizhzhia_referenda_khoroshilov |
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| 112 |
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| 70 | gaza - unsc - jerusalem - vetoing - hostages | 60 | 70_gaza_unsc_jerusalem_vetoing |
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| 113 |
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| 71 | howitzer - lancets - gvozdika - pervomaisk - demilitarized | 58 | 71_howitzer_lancets_gvozdika_pervomaisk |
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| 114 |
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| 72 | missiles - raytheon - atgms - swat - delivered | 58 | 72_missiles_raytheon_atgms_swat |
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| 115 |
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| 73 | kakhovka - dnieper - hydroelectric - spillway - novodniestrovskaya | 56 | 73_kakhovka_dnieper_hydroelectric_spillway |
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| 116 |
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| 74 | flamethrower - solntsepek - thermobaric - salvo - omsktransmash | 56 | 74_flamethrower_solntsepek_thermobaric_salvo |
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| 117 |
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| 75 | palestinians - ramallah - jerusalemite - bethlehem - clashes | 55 | 75_palestinians_ramallah_jerusalemite_bethlehem |
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| 118 |
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| 76 | artillerymen - novolugansk - dpr - battalion - pervomaisky | 53 | 76_artillerymen_novolugansk_dpr_battalion |
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| 119 |
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| 77 | donetsk - pridnestrovie - medvedev - parliamentarians - ratified | 53 | 77_donetsk_pridnestrovie_medvedev_parliamentarians |
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| 120 |
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| 78 | parades - vladivostok - victory - katyusha - spasskaya | 52 | 78_parades_vladivostok_victory_katyusha |
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| 121 |
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| 79 | zaporizhzhya - rosenergoatom - demilitarized - terrorists - npp | 51 | 79_zaporizhzhya_rosenergoatom_demilitarized_terrorists |
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| 122 |
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| 80 | gaza - hamas - netanyahu - huffpost - rafah | 51 | 80_gaza_hamas_netanyahu_huffpost |
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| 123 |
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| 81 | kurdistan - erdogan - hurriyet - aleppo - terrorists | 51 | 81_kurdistan_erdogan_hurriyet_aleppo |
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| 124 |
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| 82 | artemivsk - kostiantynivka - battalions - counterattack - thermopylae | 50 | 82_artemivsk_kostiantynivka_battalions_counterattack |
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| 125 |
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| 83 | kharkiv - shevchenkovo - daryevka - verkhnekamenskoye - novoandreevka | 50 | 83_kharkiv_shevchenkovo_daryevka_verkhnekamenskoye |
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| 126 |
+
| 84 | ukraines - albania - demographic - childbearing - 2030s | 49 | 84_ukraines_albania_demographic_childbearing |
|
| 127 |
+
| 85 | rheinmetall - panzerhaubitze - denmark - leopard - suddeutsche | 49 | 85_rheinmetall_panzerhaubitze_denmark_leopard |
|
| 128 |
+
| 86 | putin - sovereignty - bolsheviks - caucasus - satanism | 48 | 86_putin_sovereignty_bolsheviks_caucasus |
|
| 129 |
+
| 87 | sanctions - eurodiplomacy - impose - dombrovskis - imports | 48 | 87_sanctions_eurodiplomacy_impose_dombrovskis |
|
| 130 |
+
| 88 | treason - fsb - simferopol - khabarovsk - spied | 47 | 88_treason_fsb_simferopol_khabarovsk |
|
| 131 |
+
| 89 | gaza - firefight - merkava - zaytoun - outposts | 47 | 89_gaza_firefight_merkava_zaytoun |
|
| 132 |
+
| 90 | bayraktar - drones - mikolayiv - strizh - superweapon | 46 | 90_bayraktar_drones_mikolayiv_strizh |
|
| 133 |
+
| 91 | prigozhin - petersburg - lipetsk - headquarters - artilleryman | 45 | 91_prigozhin_petersburg_lipetsk_headquarters |
|
| 134 |
+
| 92 | france - macron - goncharenko - blair - tf1 | 44 | 92_france_macron_goncharenko_blair |
|
| 135 |
+
| 93 | zaporozhye - brazhkovka - yegorovka - regiments - staromayorskoye | 44 | 93_zaporozhye_brazhkovka_yegorovka_regiments |
|
| 136 |
+
| 94 | burials - corpses - soldiers - kholodny - novotashkovsky | 44 | 94_burials_corpses_soldiers_kholodny |
|
| 137 |
+
| 95 | erdogan - ataturk - kılıcdaroglu - israeli - adolf | 44 | 95_erdogan_ataturk_kılıcdaroglu_israeli |
|
| 138 |
+
| 96 | evacuees - voronezh - dpr - shevchenko - trains | 44 | 96_evacuees_voronezh_dpr_shevchenko |
|
| 139 |
+
| 97 | balochistan - kandahar - paktia - blasts - casualties | 43 | 97_balochistan_kandahar_paktia_blasts |
|
| 140 |
+
| 98 | kabul - evacuated - airport - doha - wikileaks | 43 | 98_kabul_evacuated_airport_doha |
|
| 141 |
+
| 99 | earthquakes - tsunami - fukushima - miyakojima - amplitude | 43 | 99_earthquakes_tsunami_fukushima_miyakojima |
|
| 142 |
+
| 100 | bokoharam - jihadists - adamawa - algerian - nigerien | 43 | 100_bokoharam_jihadists_adamawa_algerian |
|
| 143 |
+
| 101 | bombers - airfield - kurganург - attack - avdiivka | 43 | 101_bombers_airfield_kurganург_attack |
|
| 144 |
+
| 102 | navalny - khabarovsk - matrosskaya - primorye - tomsk | 43 | 102_navalny_khabarovsk_matrosskaya_primorye |
|
| 145 |
+
| 103 | gaza - morsi - sinai - egyptians - refugees | 42 | 103_gaza_morsi_sinai_egyptians |
|
| 146 |
+
| 104 | medals - zhukov - colonel - paratroopers - courageous | 42 | 104_medals_zhukov_colonel_paratroopers |
|
| 147 |
+
| 105 | danilov - litvinenko - secretary - romania - nsdc | 42 | 105_danilov_litvinenko_secretary_romania |
|
| 148 |
+
| 106 | iran - israeli - retaliatory - jerusalem - geostrategic | 40 | 106_iran_israeli_retaliatory_jerusalem |
|
| 149 |
+
| 107 | ukrainians - casualties - lutsenko - afu - lostarmor | 40 | 107_ukrainians_casualties_lutsenko_afu |
|
| 150 |
+
| 108 | krasnogorovka - artillerymen - artemovsky - hangar - pinpoint | 40 | 108_krasnogorovka_artillerymen_artemovsky_hangar |
|
| 151 |
+
| 109 | europride - flags - uruguay - athletes - booed | 40 | 109_europride_flags_uruguay_athletes |
|
| 152 |
+
| 110 | poland - slovak - mig - fighter - skurkiewicz | 40 | 110_poland_slovak_mig_fighter |
|
| 153 |
+
| 111 | gazprombank - transneft - europe - refineries - ruble | 40 | 111_gazprombank_transneft_europe_refineries |
|
| 154 |
+
| 112 | gas - exceeded - 1000 - megawatt - volatility | 39 | 112_gas_exceeded_1000_megawatt |
|
| 155 |
+
| 113 | sevastopol - unmanned - frigate - attacking - kunikov | 38 | 113_sevastopol_unmanned_frigate_attacking |
|
| 156 |
+
| 114 | aeroflot - bombers - pilots - convair - turboprop | 38 | 114_aeroflot_bombers_pilots_convair |
|
| 157 |
+
| 115 | kabul - airlift - runways - qataris - firefights | 38 | 115_kabul_airlift_runways_qataris |
|
| 158 |
+
| 116 | guyana - venezuelans - ecuador - bogota - arauca | 38 | 116_guyana_venezuelans_ecuador_bogota |
|
| 159 |
+
| 117 | eurozone - gdp - polycrisis - decline - german | 38 | 117_eurozone_gdp_polycrisis_decline |
|
| 160 |
+
| 118 | volodymyr - zaluzhny - kakhovka - commanders - blitzer | 38 | 118_volodymyr_zaluzhny_kakhovka_commanders |
|
| 161 |
+
| 119 | hamas - mujahedeen - jerusalem - qasim - hazem | 37 | 119_hamas_mujahedeen_jerusalem_qasim |
|
| 162 |
+
| 120 | paratroopers - footage - petropavlovka - operation - rf | 37 | 120_paratroopers_footage_petropavlovka_operation |
|
| 163 |
+
| 121 | kazakhstan - spetsnaz - kostromskaya - airfields - ivanovsk | 36 | 121_kazakhstan_spetsnaz_kostromskaya_airfields |
|
| 164 |
+
| 122 | azerbaijan - nakhichevan - hoveyzeh - m119a1 - infanteria | 36 | 122_azerbaijan_nakhichevan_hoveyzeh_m119a1 |
|
| 165 |
+
| 123 | ammunition - pentagon - billion - package - auxiliary | 36 | 123_ammunition_pentagon_billion_package |
|
| 166 |
+
| 124 | gaza - newsisrael - truce - hostage - qatari | 36 | 124_gaza_newsisrael_truce_hostage |
|
| 167 |
+
| 125 | zaporizhzhya - rosenergoatom - interfax - novoaleksandrivka - inspectors | 36 | 125_zaporizhzhya_rosenergoatom_interfax_novoaleksandrivka |
|
| 168 |
+
| 126 | belgorod - kursk - shchetinovka - casualties - krasnooktyabrsky | 34 | 126_belgorod_kursk_shchetinovka_casualties |
|
| 169 |
+
| 127 | myanmar - rangoon - dissidents - lndonesia - bangkok | 34 | 127_myanmar_rangoon_dissidents_lndonesia |
|
| 170 |
+
| 128 | sanctions - blinken - germany - transatlantic - pipeline | 33 | 128_sanctions_blinken_germany_transatlantic |
|
| 171 |
+
| 129 | sukhoi - komsomolsk - supersonic - fighter - manturov | 33 | 129_sukhoi_komsomolsk_supersonic_fighter |
|
| 172 |
+
| 130 | ukrainians - returned - saraliyev - sergeants - prisoner | 33 | 130_ukrainians_returned_saraliyev_sergeants |
|
| 173 |
+
| 131 | ashkelon - sderot - rockets - aljazeera - nitzanim | 33 | 131_ashkelon_sderot_rockets_aljazeera |
|
| 174 |
+
| 132 | drones - iran - warhead - mi6 - vadym | 32 | 132_drones_iran_warhead_mi6 |
|
| 175 |
+
| 133 | mariupol - chelyabinsk - azovmash - demolished - deputy | 32 | 133_mariupol_chelyabinsk_azovmash_demolished |
|
| 176 |
+
| 134 | blinken - diplomatic - annexation - kiyv - undermine | 32 | 134_blinken_diplomatic_annexation_kiyv |
|
| 177 |
+
| 135 | kazakhstan - nazarbayev - karimov - kamenogorsk - revolutions | 32 | 135_kazakhstan_nazarbayev_karimov_kamenogorsk |
|
| 178 |
+
| 136 | china - wenbing - militarization - yellen - spokeswoman | 32 | 136_china_wenbing_militarization_yellen |
|
| 179 |
+
| 137 | artillerymen - platoons - svyatogorsk - fortifications - demilitarized | 32 | 137_artillerymen_platoons_svyatogorsk_fortifications |
|
| 180 |
+
| 138 | dollarisation - renminbi - treasuries - greenback - petroyuan | 32 | 138_dollarisation_renminbi_treasuries_greenback |
|
| 181 |
+
| 139 | ethiopia - somaliland - libya - sudanese - abdi | 32 | 139_ethiopia_somaliland_libya_sudanese |
|
| 182 |
+
| 140 | aircraft - afb - tanker - arrived - riga | 31 | 140_aircraft_afb_tanker_arrived |
|
| 183 |
+
| 141 | superweapon - warheads - icbm - severodvinsk - submarines | 31 | 141_superweapon_warheads_icbm_severodvinsk |
|
| 184 |
+
| 142 | shoigu - salyukov - colonel - kolyasnikov - muradov | 31 | 142_shoigu_salyukov_colonel_kolyasnikov |
|
| 185 |
+
| 143 | belgorod - explosion - victims - collapsed - rescued | 31 | 143_belgorod_explosion_victims_collapsed |
|
| 186 |
+
| 144 | bellumactanews - cultures_of_resistance - congratulations - subscribers - 2rise | 31 | 144_bellumactanews_cultures_of_resistance_congratulations_subscribers |
|
| 187 |
+
| 145 | oilfields - bbl - saudi - commodity - deflation | 31 | 145_oilfields_bbl_saudi_commodity |
|
| 188 |
+
| 146 | dilma - barroso - janeiro - paulo - impeached | 31 | 146_dilma_barroso_janeiro_paulo |
|
| 189 |
+
| 147 | pipelines - balticconnector - gazprom - torpedo - estonia | 30 | 147_pipelines_balticconnector_gazprom_torpedo |
|
| 190 |
+
| 148 | bangui - rwanda - peacekeepers - mutiny - boziza | 30 | 148_bangui_rwanda_peacekeepers_mutiny |
|
| 191 |
+
| 149 | suez - panamax - tankers - maersk - logistics | 30 | 149_suez_panamax_tankers_maersk |
|
| 192 |
+
| 150 | belarus - warheads - icbms - deploying - nagasaki | 30 | 150_belarus_warheads_icbms_deploying |
|
| 193 |
+
| 151 | missiles - britain - howitzers - supplied - m270 | 30 | 151_missiles_britain_howitzers_supplied |
|
| 194 |
+
| 152 | gaza - airstrikes - bombed - strip - balloons | 30 | 152_gaza_airstrikes_bombed_strip |
|
| 195 |
+
| 153 | starlink - geostationary - ukrpatent - borshchevik - countermeasures | 30 | 153_starlink_geostationary_ukrpatent_borshchevik |
|
| 196 |
+
| 154 | erdogan - sochi - negotiations - uzbekistan - sabah | 30 | 154_erdogan_sochi_negotiations_uzbekistan |
|
| 197 |
+
| 155 | donetsk - gorlovka - grenades - attacked - komminternovo | 29 | 155_donetsk_gorlovka_grenades_attacked |
|
| 198 |
+
| 156 | taiwan - fujian - hualien - amphibious - blockade | 29 | 156_taiwan_fujian_hualien_amphibious |
|
| 199 |
+
| 157 | zelensky - cnn - invasion - imminent - natasha | 29 | 157_zelensky_cnn_invasion_imminent |
|
| 200 |
+
| 158 | mariupol - novoazovsk - surrendered - paramilitary - svyatoslav | 29 | 158_mariupol_novoazovsk_surrendered_paramilitary |
|
| 201 |
+
| 159 | kherson - vasilyevka - flagpole - melitopol - victory | 28 | 159_kherson_vasilyevka_flagpole_melitopol |
|
| 202 |
+
| 160 | kazakhstan - peacekeepers - tokayev - kalashnikov - serdyukov | 28 | 160_kazakhstan_peacekeepers_tokayev_kalashnikov |
|
| 203 |
+
| 161 | missile - destroyed - mykolaiv - ostroverkhovka - tunguska | 28 | 161_missile_destroyed_mykolaiv_ostroverkhovka |
|
| 204 |
+
| 162 | dnieper - bridges - chernihiv - makeevka - bogorodichnoye | 28 | 162_dnieper_bridges_chernihiv_makeevka |
|
| 205 |
+
| 163 | yemen - houthi - saudi - ansarallah - hajjah | 28 | 163_yemen_houthi_saudi_ansarallah |
|
| 206 |
+
| 164 | eu - billion - grants - commissioner - tranche | 28 | 164_eu_billion_grants_commissioner |
|
| 207 |
+
| 165 | khamenei - vahid - volodin - riyadh - ghalibaf | 27 | 165_khamenei_vahid_volodin_riyadh |
|
| 208 |
+
| 166 | kilauea - volcanic - eruptive - fagradalsfjall - archipelago | 27 | 166_kilauea_volcanic_eruptive_fagradalsfjall |
|
| 209 |
+
| 167 | lukashenka - interfax - negotiations - pripyat - postponed | 27 | 167_lukashenka_interfax_negotiations_pripyat |
|
| 210 |
+
| 168 | kabul - ambassador - zabihullah - zakharova - qatar | 27 | 168_kabul_ambassador_zabihullah_zakharova |
|
| 211 |
+
| 169 | kherson - grenades - detained - saboteurs - uzrgn | 27 | 169_kherson_grenades_detained_saboteurs |
|
| 212 |
+
| 170 | bundeswehr - rheinmetall - marder - steinmeier - sonntag | 26 | 170_bundeswehr_rheinmetall_marder_steinmeier |
|
| 213 |
+
| 171 | saakashvili - tbilisi - zurabishvili - kobakhidze - protesters | 26 | 171_saakashvili_tbilisi_zurabishvili_kobakhidze |
|
| 214 |
+
| 172 | milley - chairman - neocons - stalemate - zaluzhny | 26 | 172_milley_chairman_neocons_stalemate |
|
| 215 |
+
| 173 | bryansk - frankivsk - targets - launched - unmanned | 26 | 173_bryansk_frankivsk_targets_launched |
|
| 216 |
+
| 174 | bukovel - dzerzhinsk - missilemen - brigade - nimirovskoye | 26 | 174_bukovel_dzerzhinsk_missilemen_brigade |
|
| 217 |
+
| 175 | zaporizhzhya - dnipropetrovsk - referendum - annexation - solovyov | 25 | 175_zaporizhzhya_dnipropetrovsk_referendum_annexation |
|
| 218 |
+
| 176 | 120bn - marchenko - deficit - expenditures - pimco | 25 | 176_120bn_marchenko_deficit_expenditures |
|
| 219 |
+
| 177 | krasnolimansky - artillerymen - donets - captured - checkpoints | 25 | 177_krasnolimansky_artillerymen_donets_captured |
|
| 220 |
+
| 178 | odessa - missile - yuzhny - explosions - targets | 25 | 178_odessa_missile_yuzhny_explosions |
|
| 221 |
+
| 179 | biden - putin - communicated - white - sanctioning | 25 | 179_biden_putin_communicated_white |
|
| 222 |
+
| 180 | makiivka - killed - gorlovka - alchevsk - terrorists | 25 | 180_makiivka_killed_gorlovka_alchevsk |
|
| 223 |
+
| 181 | afghan - karzai - kandahar - mullah - fazal | 25 | 181_afghan_karzai_kandahar_mullah |
|
| 224 |
+
| 182 | reservists - mobilized - conscription - volodin - partial | 24 | 182_reservists_mobilized_conscription_volodin |
|
| 225 |
+
| 183 | chernomorsk - seaports - cavusoglu - shipping - black | 24 | 183_chernomorsk_seaports_cavusoglu_shipping |
|
| 226 |
+
| 184 | trump - melania - supporters - ceremony - january | 24 | 184_trump_melania_supporters_ceremony |
|
| 227 |
+
| 185 | khamenei - rouhani - keyhan - uranium - negotiations | 24 | 185_khamenei_rouhani_keyhan_uranium |
|
| 228 |
+
| 186 | ukrainians - bulgaria - refugees - warsaw - hotels | 24 | 186_ukrainians_bulgaria_refugees_warsaw |
|
| 229 |
+
| 187 | belgorod - kantemirovka - 72b3 - 5km - avtozaks | 24 | 187_belgorod_kantemirovka_72b3_5km |
|
| 230 |
+
| 188 | ballots - constituency - novgorod - communist - leading | 24 | 188_ballots_constituency_novgorod_communist |
|
| 231 |
+
| 189 | vladivostok - submarines - admiral - suvorov - shaposhnikov | 23 | 189_vladivostok_submarines_admiral_suvorov |
|
| 232 |
+
| 190 | brigade - deserters - pervomayskoye - understaffing - 132nd | 23 | 190_brigade_deserters_pervomayskoye_understaffing |
|
| 233 |
+
| 191 | pilots - fighter - romania - uaf - dutch | 23 | 191_pilots_fighter_romania_uaf |
|
| 234 |
+
| 192 | iran - tanker - warship - gulf - hijacked | 23 | 192_iran_tanker_warship_gulf |
|
| 235 |
+
| 193 | minefields - makiivka - unexploded - sapper - ordnance | 23 | 193_minefields_makiivka_unexploded_sapper |
|
| 236 |
+
| 194 | kremlin - macron - discussed - normandy - hiroshima | 23 | 194_kremlin_macron_discussed_normandy |
|
| 237 |
+
| 195 | sanctions - minsk - eu - aeroflot - blacklist | 23 | 195_sanctions_minsk_eu_aeroflot |
|
| 238 |
+
| 196 | missiles - israeli - drones - isfahan - pakistan | 22 | 196_missiles_israeli_drones_isfahan |
|
| 239 |
+
| 197 | vasilyevka - bogdanovka - krasnoye - paramilitary - canal | 22 | 197_vasilyevka_bogdanovka_krasnoye_paramilitary |
|
| 240 |
+
| 198 | donetsk - dokuchaievsk - shrapnel - oktyabrsky - spartak | 22 | 198_donetsk_dokuchaievsk_shrapnel_oktyabrsky |
|
| 241 |
+
| 199 | biden - demented - chernenko - maloney - michigan | 22 | 199_biden_demented_chernenko_maloney |
|
| 242 |
+
| 200 | novolugansk - bakhmutovskoye - paraskeevka - battles - artyomsol | 21 | 200_novolugansk_bakhmutovskoye_paraskeevka_battles |
|
| 243 |
+
| 201 | stavropol - antiterrorist - leningrad - mayor - golubev | 21 | 201_stavropol_antiterrorist_leningrad_mayor |
|
| 244 |
+
| 202 | kherson - verkhovna - kaliningrad - referendum - stremousov | 21 | 202_kherson_verkhovna_kaliningrad_referendum |
|
| 245 |
+
| 203 | holodomor - grain - exports - bortnikov - danube | 21 | 203_holodomor_grain_exports_bortnikov |
|
| 246 |
+
| 204 | pashinyan - gasparyan - armenia - impeaching - resigned | 21 | 204_pashinyan_gasparyan_armenia_impeaching |
|
| 247 |
+
| 205 | medvedev - fatherland - patriotism - comrades - winners | 21 | 205_medvedev_fatherland_patriotism_comrades |
|
| 248 |
+
| 206 | biolaboratories - anthrax - pathogens - tularemia - documents | 21 | 206_biolaboratories_anthrax_pathogens_tularemia |
|
| 249 |
+
| 207 | luhansk - infantry - novomikhailovka - minefields - footage | 20 | 207_luhansk_infantry_novomikhailovka_minefields |
|
| 250 |
+
| 208 | khartoum - ambassadors - suleiman - algerians - qatar | 20 | 208_khartoum_ambassadors_suleiman_algerians |
|
| 251 |
+
| 209 | eurodiplomacy - josep - afganistan - mobilize - ministers | 20 | 209_eurodiplomacy_josep_afganistan_mobilize |
|
| 252 |
+
| 210 | airbaltic - planes - belarus - cancellations - uia | 20 | 210_airbaltic_planes_belarus_cancellations |
|
| 253 |
+
| 211 | rubles - dollarization - yuan - billion - india | 20 | 211_rubles_dollarization_yuan_billion |
|
| 254 |
+
| 212 | gaza - לישראל - zilberman - brigadier - idf | 20 | 212_gaza_לישראל_zilberman_brigadier |
|
| 255 |
+
| 213 | tanks - pentagon - m1a1 - uranium - upgraded | 20 | 213_tanks_pentagon_m1a1_uranium |
|
| 256 |
+
| 214 | taiwan - warplanes - hualien - flew - yun | 20 | 214_taiwan_warplanes_hualien_flew |
|
| 257 |
+
| 215 | afghanistan - mujahideen - massoud - amrullah - badakhshan | 20 | 215_afghanistan_mujahideen_massoud_amrullah |
|
| 258 |
+
|
| 259 |
+
</details>
|
| 260 |
+
|
| 261 |
+
## Training hyperparameters
|
| 262 |
+
|
| 263 |
+
* calculate_probabilities: True
|
| 264 |
+
* language: None
|
| 265 |
+
* low_memory: False
|
| 266 |
+
* min_topic_size: 10
|
| 267 |
+
* n_gram_range: (1, 1)
|
| 268 |
+
* nr_topics: None
|
| 269 |
+
* seed_topic_list: None
|
| 270 |
+
* top_n_words: 10
|
| 271 |
+
* verbose: False
|
| 272 |
+
* zeroshot_min_similarity: 0.7
|
| 273 |
+
* zeroshot_topic_list: None
|
| 274 |
+
|
| 275 |
+
## Framework versions
|
| 276 |
+
|
| 277 |
+
* Numpy: 1.26.4
|
| 278 |
+
* HDBSCAN: 0.8.40
|
| 279 |
+
* UMAP: 0.5.7
|
| 280 |
+
* Pandas: 2.2.3
|
| 281 |
+
* Scikit-Learn: 1.5.2
|
| 282 |
+
* Sentence-transformers: 3.3.1
|
| 283 |
+
* Transformers: 4.46.3
|
| 284 |
+
* Numba: 0.60.0
|
| 285 |
+
* Plotly: 5.24.1
|
| 286 |
+
* Python: 3.10.12
|
config.json
ADDED
|
@@ -0,0 +1,16 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"calculate_probabilities": true,
|
| 3 |
+
"language": null,
|
| 4 |
+
"low_memory": false,
|
| 5 |
+
"min_topic_size": 10,
|
| 6 |
+
"n_gram_range": [
|
| 7 |
+
1,
|
| 8 |
+
1
|
| 9 |
+
],
|
| 10 |
+
"nr_topics": null,
|
| 11 |
+
"seed_topic_list": null,
|
| 12 |
+
"top_n_words": 10,
|
| 13 |
+
"verbose": false,
|
| 14 |
+
"zeroshot_min_similarity": 0.7,
|
| 15 |
+
"zeroshot_topic_list": null
|
| 16 |
+
}
|
ctfidf.safetensors
ADDED
|
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| 1 |
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version https://git-lfs.github.com/spec/v1
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+
oid sha256:474dd6b277d8e3dadafcf6cf85f6ca4c1eacc96baa1c1a82a91d9a0161ecc145
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| 3 |
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size 2171300
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ctfidf_config.json
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topic_embeddings.safetensors
ADDED
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| 1 |
+
version https://git-lfs.github.com/spec/v1
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| 2 |
+
oid sha256:b4f7ae6f1f8fb14ea08129c49e2ef3cd88a85ca7ab24c1a1795844d0fa57b594
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| 3 |
+
size 888928
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topics.json
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