Add BERTopic model

README.md

@@ -0,0 +1,74 @@
+
+---
+tags:
+- bertopic
+library_name: bertopic
+pipeline_tag: text-classification
+---
+
+# MARTINI_enrich_BERTopic_PAYorkshire
+
+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_PAYorkshire")
+
+topic_model.get_topic_info()
+```
+
+## Topic overview
+
+* Number of topics: 5
+* Number of training documents: 387
+
+<details>
+  <summary>Click here for an overview of all topics.</summary>
+  
+  | Topic ID | Topic Keywords | Topic Frequency | Label | 
+|----------|----------------|-----------------|-------| 
+| -1 | patrioticalternative - protest - wales - everybody - speeches | 28 | -1_patrioticalternative_protest_wales_everybody | 
+| 0 | migrants - britain - village - cottingham - centres | 192 | 0_migrants_britain_village_cottingham | 
+| 1 | patrioticalternative - lancastrian - celebrated - whitby - supporters | 70 | 1_patrioticalternative_lancastrian_celebrated_whitby | 
+| 2 | livestream - 7pm - paul - nationalist - white | 52 | 2_livestream_7pm_paul_nationalist | 
+| 3 | patrioticalternative - sheffield - flyering - active - megaphone | 45 | 3_patrioticalternative_sheffield_flyering_active |
+  
+</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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+version https://git-lfs.github.com/spec/v1
+oid sha256:4b1f12084d7b0299f6dff0169af8b0675a674d251971d0726554457928aa0c86
+size 105696

topic_embeddings.safetensors

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+version https://git-lfs.github.com/spec/v1
+oid sha256:b6770159170d50a6c61c0ecb3b94c73476f41de0206f532dc7e4fd358f46134d
+size 20568

topics.json

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+{
+  "topic_representations": {
+    "-1": [
+      [
+        "patrioticalternative",
+        0.6204352378845215
+      ],
+      [
+        "protest",
+        0.5152460336685181
+      ],
+      [
+        "wales",
+        0.49220985174179077
+      ],
+      [
+        "everybody",
+        0.4568079710006714
+      ],
+      [
+        "speeches",
+        0.44470688700675964
+      ]
+    ],
+    "0": [
+      [
+        "migrants",
+        0.533321738243103
+      ],
+      [
+        "britain",
+        0.4930104613304138
+      ],
+      [
+        "village",
+        0.4613107740879059
+      ],
+      [
+        "cottingham",
+        0.46012580394744873
+      ],
+      [
+        "centres",
+        0.45590683817863464
+      ]
+    ],
+    "1": [
+      [
+        "patrioticalternative",
+        0.49453204870224
+      ],
+      [
+        "lancastrian",
+        0.4798000156879425
+      ],
+      [
+        "celebrated",
+        0.47461968660354614
+      ],
+      [
+        "whitby",
+        0.4664357304573059
+      ],
+      [
+        "supporters",
+        0.4433601498603821
+      ]
+    ],
+    "2": [
+      [
+        "livestream",
+        0.5316281318664551
+      ],
+      [
+        "7pm",
+        0.5087007284164429
+      ],
+      [
+        "paul",
+        0.4712033271789551
+      ],
+      [
+        "nationalist",
+        0.46029651165008545
+      ],
+      [
+        "white",
+        0.4415900409221649
+      ]
+    ],
+    "3": [
+      [
+        "patrioticalternative",
+        0.5395963191986084
+      ],
+      [
+        "sheffield",
+        0.5378563404083252
+      ],
+      [
+        "flyering",
+        0.4957074522972107
+      ],
+      [
+        "active",
+        0.4651254713535309
+      ],
+      [
+        "megaphone",
+        0.43203818798065186
+      ]
+    ]
+  },
+  "topics": [
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+  "topic_sizes": {
+    "-1": 192,
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+    "2": 45,
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+    "-1": "-1_patrioticalternative_protest_wales_everybody",
+    "0": "0_migrants_britain_village_cottingham",
+    "1": "1_patrioticalternative_lancastrian_celebrated_whitby",
+    "2": "2_livestream_7pm_paul_nationalist",
+    "3": "3_patrioticalternative_sheffield_flyering_active"
+  },
+  "custom_labels": null,
+  "_outliers": 1,
+  "topic_aspects": {}
+}