Add BERTopic model

README.md

@@ -0,0 +1,138 @@
+
+---
+tags:
+- bertopic
+library_name: bertopic
+pipeline_tag: text-classification
+---
+
+# MARTINI_enrich_BERTopic_elconocimientoespoderoficial
+
+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("AIDA-UPM/MARTINI_enrich_BERTopic_elconocimientoespoderoficial")
+
+topic_model.get_topic_info()
+```
+
+## Topic overview
+
+* Number of topics: 69
+* Number of training documents: 4059
+
+<details>
+  <summary>Click here for an overview of all topics.</summary>
+  
+  | Topic ID | Topic Keywords | Topic Frequency | Label | 
+|----------|----------------|-----------------|-------| 
+| -1 | experiencia - esenciales - reiki - metodos - montessori | 20 | -1_experiencia_esenciales_reiki_metodos | 
+| 0 | canva - profesionaliza - monetiza - mailchimp - productos | 1507 | 0_canva_profesionaliza_monetiza_mailchimp | 
+| 1 | ejercicios - musculacion - fisioterapeutas - gluteos - hipertrofia | 111 | 1_ejercicios_musculacion_fisioterapeutas_gluteos | 
+| 2 | acupunturales - reflexoterapia - digitopuntura - masajear - diplomatura | 96 | 2_acupunturales_reflexoterapia_digitopuntura_masajear | 
+| 3 | hidroponicos - jardinero - suculentas - purificadoras - sistemas | 91 | 3_hidroponicos_jardinero_suculentas_purificadoras | 
+| 4 | supervivencia - certificacion - practicos - empleabilidad - audiolectura | 90 | 4_supervivencia_certificacion_practicos_empleabilidad | 
+| 5 | carbohidratos - gluten - harinas - ingredientes - madre | 81 | 5_carbohidratos_gluten_harinas_ingredientes | 
+| 6 | aromaterapia - ansiedad - cuidar - trastatarabuelos - cutanea | 79 | 6_aromaterapia_ansiedad_cuidar_trastatarabuelos | 
+| 7 | aprendizaje - preescolar - casa - actividades - estrategias | 70 | 7_aprendizaje_preescolar_casa_actividades | 
+| 8 | autohipnosis - hipnotizar - subconsciente - exito - reprogramacion | 68 | 8_autohipnosis_hipnotizar_subconsciente_exito | 
+| 9 | lecciones - oraciones - pronunciacion - hispanoparlantes - alfabeto | 64 | 9_lecciones_oraciones_pronunciacion_hispanoparlantes | 
+| 10 | organicos - fertilizarlas - agroquimicos - cultivas - jardineria | 63 | 10_organicos_fertilizarlas_agroquimicos_cultivas | 
+| 11 | orgasmos - impotencia - mujeres - satisfecha - cursos | 61 | 11_orgasmos_impotencia_mujeres_satisfecha | 
+| 12 | velas - artesanales - decorativas - vendemos - aromatizarlas | 58 | 12_velas_artesanales_decorativas_vendemos | 
+| 13 | sexo - hijos - hablarle - educador - conscientes | 48 | 13_sexo_hijos_hablarle_educador | 
+| 14 | perdonar - transmitirlos - profundizar - comenzar - repetitivos | 47 | 14_perdonar_transmitirlos_profundizar_comenzar | 
+| 15 | recetas - pasteleras - cupcakes - fondant - decoraciones | 44 | 15_recetas_pasteleras_cupcakes_fondant | 
+| 16 | relacionarte - parejas - recuperar - solteras - erotismo | 43 | 16_relacionarte_parejas_recuperar_solteras | 
+| 17 | camisas - modas - pantalones - pijamas - moldes | 42 | 17_camisas_modas_pantalones_pijamas | 
+| 18 | fitoterapia - auriculoterapia - alternativas - medicinal - alcalina | 42 | 18_fitoterapia_auriculoterapia_alternativas_medicinal | 
+| 19 | musicales - produccion - masterizar - grabacion - mezcla | 41 | 19_musicales_produccion_masterizar_grabacion | 
+| 20 | telepatia - meditacion - activar - fuerza - magnetoterapia | 39 | 20_telepatia_meditacion_activar_fuerza | 
+| 21 | alimentarlos - mascotas - barf - cachorro - felina | 39 | 21_alimentarlos_mascotas_barf_cachorro | 
+| 22 | brujeria - energias - salvaguardar - kabbalah - druidicas | 36 | 22_brujeria_energias_salvaguardar_kabbalah | 
+| 23 | maternidad - prematuridad - estimulacion - sensorial - mama | 36 | 23_maternidad_prematuridad_estimulacion_sensorial | 
+| 24 | financieramente - ahorrar - aprendieron - creditos - poderosos | 35 | 24_financieramente_ahorrar_aprendieron_creditos | 
+| 25 | prematuramente - eyaculacion - duraderas - efectividad - sexualmete | 35 | 25_prematuramente_eyaculacion_duraderas_efectividad | 
+| 26 | maquillajes - esteticista - aerografo - automaquillaje - perfecto | 35 | 26_maquillajes_esteticista_aerografo_automaquillaje | 
+| 27 | dieta - habitos - saludable - siempre - implementar | 34 | 27_dieta_habitos_saludable_siempre | 
+| 28 | astrologa - manifestarlos - universo - planetas - mapa | 33 | 28_astrologa_manifestarlos_universo_planetas | 
+| 29 | meditacion - mindfulness - calma - sentirnos - ansiosos | 33 | 29_meditacion_mindfulness_calma_sentirnos | 
+| 30 | maderas - tapiceria - muebles - reparacion - adhesivos | 33 | 30_maderas_tapiceria_muebles_reparacion | 
+| 31 | adelgazar - dieta - macronutrientes - cirugias - cetogenica | 32 | 31_adelgazar_dieta_macronutrientes_cirugias | 
+| 32 | abundancia - subconsciente - expandirse - seminario - magicos | 31 | 32_abundancia_subconsciente_expandirse_seminario | 
+| 33 | adwords - youtube - webinar - requisitos - anuncio | 30 | 33_adwords_youtube_webinar_requisitos | 
+| 34 | importaciones - dolares - paypal - cuentas - teletrabajando | 30 | 34_importaciones_dolares_paypal_cuentas | 
+| 35 | primeros - socorrismo - accidentes - prevenir - rcp | 29 | 35_primeros_socorrismo_accidentes_prevenir | 
+| 36 | prediabeticos - glucemico - insulina - azucar - menu | 29 | 36_prediabeticos_glucemico_insulina_azucar | 
+| 37 | paellas - cocinero - pastosos - emprender - perfectos | 28 | 37_paellas_cocinero_pastosos_emprender | 
+| 38 | coaching - psicologicos - certificacion - excelencia - facilitador | 28 | 38_coaching_psicologicos_certificacion_excelencia | 
+| 39 | bolsa - traders - inversionista - especializamos - etfs | 27 | 39_bolsa_traders_inversionista_especializamos | 
+| 40 | pinturas - denim - dibuje - personalizar - lettering | 27 | 40_pinturas_denim_dibuje_personalizar | 
+| 41 | hablaras - videopresentacion - speaker - conferencistas - oratoria | 27 | 41_hablaras_videopresentacion_speaker_conferencistas | 
+| 42 | empoderada - consciencia - descubriremos - modificarlos - clases | 27 | 42_empoderada_consciencia_descubriremos_modificarlos | 
+| 43 | trigliceridos - autocoaching - curativas - dieta - miocardio | 25 | 43_trigliceridos_autocoaching_curativas_dieta | 
+| 44 | cocteles - bartender - habilidades - simplemente - bar | 25 | 44_cocteles_bartender_habilidades_simplemente | 
+| 45 | rejuvenecimiento - facial - aromaterapia - yoga - masajes | 25 | 45_rejuvenecimiento_facial_aromaterapia_yoga | 
+| 46 | insomnio - durmieron - despertador - diagnosticar - docentes | 25 | 46_insomnio_durmieron_despertador_diagnosticar | 
+| 47 | cosmeticos - marcas - crearlos - comercializando - productos | 24 | 47_cosmeticos_marcas_crearlos_comercializando | 
+| 48 | deliciosos - salsas - beneficiosos - envasados - chutneys | 24 | 48_deliciosos_salsas_beneficiosos_envasados | 
+| 49 | masajistas - spa - tutora - kazumi - rentabilidades | 24 | 49_masajistas_spa_tutora_kazumi | 
+| 50 | chocolateria - masterclass - deliciosos - productos - plantillas | 23 | 50_chocolateria_masterclass_deliciosos_productos | 
+| 51 | ansiedad - panico - miedos - aerofobia - turbulencias | 23 | 51_ansiedad_panico_miedos_aerofobia | 
+| 52 | celiacos - intolerancia - inmunologicos - geneticamente - hla | 23 | 52_celiacos_intolerancia_inmunologicos_geneticamente | 
+| 53 | reprogramar - subconsciente - reconstruirse - mentores - empoderado | 23 | 53_reprogramar_subconsciente_reconstruirse_mentores | 
+| 54 | paginas - squarespace - elementor - comerciales - personalizaciones | 23 | 54_paginas_squarespace_elementor_comerciales | 
+| 55 | autocad - mecanicos - tutoriales - autoconstruccion - arquitectonicos | 23 | 55_autocad_mecanicos_tutoriales_autoconstruccion | 
+| 56 | micropigmentacion - microblading - henna - tatuadas - balayage | 23 | 56_micropigmentacion_microblading_henna_tatuadas | 
+| 57 | defenderse - prevencion - violencia - aprendera - independientemente | 22 | 57_defenderse_prevencion_violencia_aprendera | 
+| 58 | chakras - meditaciones - pranayamas - seven - activa | 22 | 58_chakras_meditaciones_pranayamas_seven | 
+| 59 | biomagnetismo - electromagneticos - pulsados - homeopatas - oxigenoterapia | 21 | 59_biomagnetismo_electromagneticos_pulsados_homeopatas | 
+| 60 | inseminacion - masculinos - reproductivo - multiorgasmico - bovinos | 21 | 60_inseminacion_masculinos_reproductivo_multiorgasmico | 
+| 61 | tarot - espiritualidad - intuitivos - numerologico - osho | 21 | 61_tarot_espiritualidad_intuitivos_numerologico | 
+| 62 | reparaciones - refrigerantes - inverter - compresor - componentes | 20 | 62_reparaciones_refrigerantes_inverter_compresor | 
+| 63 | reiki - activa - maestro - holistico - certificados | 20 | 63_reiki_activa_maestro_holistico | 
+| 64 | limpiar - subconsciente - cuantica - abundancia - visualizar | 20 | 64_limpiar_subconsciente_cuantica_abundancia | 
+| 65 | electricos - automotriz - ohm - amperimetrica - basica | 20 | 65_electricos_automotriz_ohm_amperimetrica | 
+| 66 | neurodegenerativas - cognitiva - motricidad - actividades - retardar | 20 | 66_neurodegenerativas_cognitiva_motricidad_actividades | 
+| 67 | fotovoltaica - instalarlos - paneles - hogar - conoceremos | 20 | 67_fotovoltaica_instalarlos_paneles_hogar |
+  
+</details>
+
+## 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

config.json

@@ -0,0 +1,16 @@
+{
+  "calculate_probabilities": true,
+  "language": null,
+  "low_memory": false,
+  "min_topic_size": 10,
+  "n_gram_range": [
+    1,
+    1
+  ],
+  "nr_topics": null,
+  "seed_topic_list": null,
+  "top_n_words": 10,
+  "verbose": false,
+  "zeroshot_min_similarity": 0.7,
+  "zeroshot_topic_list": null
+}

ctfidf.safetensors

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+size 707532

topic_embeddings.safetensors

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topics.json

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+{
+  "topic_representations": {
+    "-1": [
+      [
+        "experiencia",
+        0.48758643865585327
+      ],
+      [
+        "esenciales",
+        0.48673367500305176
+      ],
+      [
+        "reiki",
+        0.46824297308921814
+      ],
+      [
+        "metodos",
+        0.446960985660553
+      ],
+      [
+        "montessori",
+        0.43349558115005493
+      ]
+    ],
+    "0": [
+      [
+        "canva",
+        0.5467099547386169
+      ],
+      [
+        "profesionaliza",
+        0.5380203723907471
+      ],
+      [
+        "monetiza",
+        0.5071068406105042
+      ],
+      [
+        "mailchimp",
+        0.5033009648323059
+      ],
+      [
+        "productos",
+        0.4611697793006897
+      ]
+    ],
+    "1": [
+      [
+        "ejercicios",
+        0.549343466758728
+      ],
+      [
+        "musculacion",
+        0.5049776434898376
+      ],
+      [
+        "fisioterapeutas",
+        0.4996142089366913
+      ],
+      [
+        "gluteos",
+        0.4599834978580475
+      ],
+      [
+        "hipertrofia",
+        0.45402970910072327
+      ]
+    ],
+    "2": [
+      [
+        "acupunturales",
+        0.6073814630508423
+      ],
+      [
+        "reflexoterapia",
+        0.5947368144989014
+      ],
+      [
+        "digitopuntura",
+        0.5143988132476807
+      ],
+      [
+        "masajear",
+        0.4112702012062073
+      ],
+      [
+        "diplomatura",
+        0.40577688813209534
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+    "3": [
+      [
+        "hidroponicos",
+        0.6008155941963196
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+      [
+        "jardinero",
+        0.43272480368614197
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+      [
+        "suculentas",
+        0.4183054566383362
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+      [
+        "purificadoras",
+        0.3899660110473633
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+      [
+        "sistemas",
+        0.3859912157058716
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+    "4": [
+      [
+        "supervivencia",
+        0.5494800806045532
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+      [
+        "certificacion",
+        0.4911828935146332
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+      [
+        "practicos",
+        0.45138072967529297
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+      [
+        "empleabilidad",
+        0.44839590787887573
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+      [
+        "audiolectura",
+        0.41096436977386475
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+    "5": [
+      [
+        "carbohidratos",
+        0.5030340552330017
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+      [
+        "gluten",
+        0.4514123797416687
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+      [
+        "harinas",
+        0.4473559260368347
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+      [
+        "ingredientes",
+        0.41631078720092773
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+      [
+        "madre",
+        0.38901662826538086
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+    "6": [
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+        "aromaterapia",
+        0.6421833634376526
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+      [
+        "ansiedad",
+        0.5165619254112244
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+      [
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+        0.4343421161174774
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+      [
+        "trastatarabuelos",
+        0.4117967486381531
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+      [
+        "cutanea",
+        0.39531707763671875
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+    "7": [
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+        0.5609743595123291
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+      [
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+      [
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+      [
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+      [
+        "felina",
+        0.4615976810455322
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+    "22": [
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