Add BERTopic model

README.md

@@ -0,0 +1,84 @@
+
+---
+tags:
+- bertopic
+library_name: bertopic
+pipeline_tag: text-classification
+---
+
+# MARTINI_enrich_BERTopic_ActiveClubXIV
+
+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_ActiveClubXIV")
+
+topic_model.get_topic_info()
+```
+
+## Topic overview
+
+* Number of topics: 15
+* Number of training documents: 1103
+
+<details>
+  <summary>Click here for an overview of all topics.</summary>
+  
+  | Topic ID | Topic Keywords | Topic Frequency | Label | 
+|----------|----------------|-----------------|-------| 
+| -1 | antifa - patriot - fight - zealandia - live | 20 | -1_antifa_patriot_fight_zealandia | 
+| 0 | commemoration - comrades - kosovo - marched - athens | 564 | 0_commemoration_comrades_kosovo_marched | 
+| 1 | motto - nietzsche - legion - struggle - victory | 79 | 1_motto_nietzsche_legion_struggle | 
+| 2 | clubs - activities - brotherhood - canadian - accomplish | 57 | 2_clubs_activities_brotherhood_canadian | 
+| 3 | will2rise - shopw2r - shirts - asgardbrand - website | 54 | 3_will2rise_shopw2r_shirts_asgardbrand | 
+| 4 | activitist - active_club_latvia - protonmail - mayday - stencil | 48 | 4_activitist_active_club_latvia_protonmail_mayday | 
+| 5 | indiana - nationalists - protesters - white - gathered | 41 | 5_indiana_nationalists_protesters_white | 
+| 6 | nationalistes - bulgarie - groupe - musculaire - activites | 37 | 6_nationalistes_bulgarie_groupe_musculaire | 
+| 7 | kampf - antifa - legiohungaria - madrid - apoel | 37 | 7_kampf_antifa_legiohungaria_madrid | 
+| 8 | mindset - strive - warrior - exercise - stronger | 34 | 8_mindset_strive_warrior_exercise | 
+| 9 | media2rise - upcoming - documentary - patriot - journalist | 33 | 9_media2rise_upcoming_documentary_patriot | 
+| 10 | australians - tribe - eam - qld - organisations | 26 | 10_australians_tribe_eam_qld | 
+| 11 | activists - patriot - rallies - marched - illinois | 26 | 11_activists_patriot_rallies_marched | 
+| 12 | antifa - rioters - arrests - robert - defendants | 25 | 12_antifa_rioters_arrests_robert | 
+| 13 | nationalist - activists - brotherhood - guerilla - edge | 22 | 13_nationalist_activists_brotherhood_guerilla |
+  
+</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

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+{
+  "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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+oid sha256:a889cf0f0fe223fea9d93c6793a939957543f71e8c25b23285dd7abc1f3519a3
+size 285656

topic_embeddings.safetensors

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+oid sha256:f51e0ed3cdb9c0c3e912113bde4ac362e7c9bd86de2e81a2d8154fa94731f545
+size 61528

topics.json

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+{
+  "topic_representations": {
+    "-1": [
+      [
+        "antifa",
+        0.6042022109031677
+      ],
+      [
+        "patriot",
+        0.5461328029632568
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+      [
+        "fight",
+        0.47936493158340454
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+      [
+        "zealandia",
+        0.4656068682670593
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+      [
+        "live",
+        0.4606611132621765
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+    "0": [
+      [
+        "commemoration",
+        0.5455042123794556
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+      [
+        "comrades",
+        0.5403479337692261
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+      [
+        "kosovo",
+        0.5275221467018127
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+      [
+        "marched",
+        0.49670106172561646
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+      [
+        "athens",
+        0.4956873953342438
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+    "1": [
+      [
+        "motto",
+        0.5591269731521606
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+      [
+        "nietzsche",
+        0.5572812557220459
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+      [
+        "legion",
+        0.5497373342514038
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+      [
+        "struggle",
+        0.5032686591148376
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+      [
+        "victory",
+        0.4857215881347656
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+        "clubs",
+        0.5805450081825256
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+      [
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+        0.5508737564086914
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+      [
+        "brotherhood",
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+      [
+        "canadian",
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+      [
+        "accomplish",
+        0.4563656449317932
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+    "3": [
+      [
+        "will2rise",
+        0.6488661766052246
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+      [
+        "shopw2r",
+        0.5913403630256653
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+      [
+        "shirts",
+        0.5466127991676331
+      ],
+      [
+        "asgardbrand",
+        0.5166813135147095
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+      [
+        "website",
+        0.48555076122283936
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+        "activitist",
+        0.6810882687568665
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+      [
+        "active_club_latvia",
+        0.6510947942733765
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+      [
+        "protonmail",
+        0.540762722492218
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+      [
+        "mayday",
+        0.5386785864830017
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+      [
+        "stencil",
+        0.5317658185958862
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+      [
+        "indiana",
+        0.5792385935783386
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+      [
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+        0.5676206946372986
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+      [
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+        0.43883752822875977
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+      [
+        "nationalistes",
+        0.5092980265617371
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+      [
+        "bulgarie",
+        0.4916374683380127
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+      [
+        "groupe",
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+      [
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+        0.4711230397224426
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+      [
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+        0.4640084505081177
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+        "kampf",
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+      [
+        "antifa",
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+      [
+        "legiohungaria",
+        0.5461164712905884
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+      [
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+      [
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+        0.4903818368911743
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+        0.46832162141799927
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+      [
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+      [
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