Add BERTopic model

README.md

@@ -0,0 +1,74 @@
+
+---
+tags:
+- bertopic
+library_name: bertopic
+pipeline_tag: text-classification
+---
+
+# MARTINI_enrich_BERTopic_truthwins888
+
+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_truthwins888")
+
+topic_model.get_topic_info()
+```
+
+## Topic overview
+
+* Number of topics: 5
+* Number of training documents: 459
+
+<details>
+  <summary>Click here for an overview of all topics.</summary>
+  
+  | Topic ID | Topic Keywords | Topic Frequency | Label | 
+|----------|----------------|-----------------|-------| 
+| -1 | protests - tyranny - fauci - everyone - sweden | 23 | -1_protests_tyranny_fauci_everyone | 
+| 0 | vaccinated - fauci - deaths - 2021 - myocarditis | 264 | 0_vaccinated_fauci_deaths_2021 | 
+| 1 | guadeloupe - protests - toulon - genova - green | 109 | 1_guadeloupe_protests_toulon_genova | 
+| 2 | austria - compulsory - vaccinated - restrictions - nationalists | 34 | 2_austria_compulsory_vaccinated_restrictions | 
+| 3 | australia - tyranny - protest - leader - umberto | 29 | 3_australia_tyranny_protest_leader |
+  
+</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 sha256:44e367b60494e177a1e81596c8cfa8607e42bba3f40e175c8bef15c4313bd6e2
+size 105756

topic_embeddings.safetensors

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+version https://git-lfs.github.com/spec/v1
+oid sha256:fe8a69c32d69d6c71af37b50a3732eac7ffe1a82c5efd9b882b2f937fb8ff437
+size 20568

topics.json

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+{
+  "topic_representations": {
+    "-1": [
+      [
+        "protests",
+        0.590228796005249
+      ],
+      [
+        "tyranny",
+        0.526910662651062
+      ],
+      [
+        "fauci",
+        0.5227830410003662
+      ],
+      [
+        "everyone",
+        0.49442145228385925
+      ],
+      [
+        "sweden",
+        0.48835963010787964
+      ]
+    ],
+    "0": [
+      [
+        "vaccinated",
+        0.6199644804000854
+      ],
+      [
+        "fauci",
+        0.5790196657180786
+      ],
+      [
+        "deaths",
+        0.5278588533401489
+      ],
+      [
+        "2021",
+        0.4666038155555725
+      ],
+      [
+        "myocarditis",
+        0.4568958282470703
+      ]
+    ],
+    "1": [
+      [
+        "guadeloupe",
+        0.6012896299362183
+      ],
+      [
+        "protests",
+        0.5979149341583252
+      ],
+      [
+        "toulon",
+        0.54925537109375
+      ],
+      [
+        "genova",
+        0.5330566763877869
+      ],
+      [
+        "green",
+        0.5111173391342163
+      ]
+    ],
+    "2": [
+      [
+        "austria",
+        0.5842912197113037
+      ],
+      [
+        "compulsory",
+        0.5449857115745544
+      ],
+      [
+        "vaccinated",
+        0.5443344116210938
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+      [
+        "restrictions",
+        0.4983295202255249
+      ],
+      [
+        "nationalists",
+        0.49358806014060974
+      ]
+    ],
+    "3": [
+      [
+        "australia",
+        0.6613942384719849
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+      [
+        "tyranny",
+        0.5437164306640625
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+      [
+        "protest",
+        0.5156422853469849
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+      [
+        "leader",
+        0.492281973361969
+      ],
+      [
+        "umberto",
+        0.477047860622406
+      ]
+    ]
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+}