Add BERTopic model

README.md

@@ -0,0 +1,74 @@
+
+---
+tags:
+- bertopic
+library_name: bertopic
+pipeline_tag: text-classification
+---
+
+# MARTINI_enrich_BERTopic_CACUKsupport
+
+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_CACUKsupport")
+
+topic_model.get_topic_info()
+```
+
+## Topic overview
+
+* Number of topics: 5
+* Number of training documents: 322
+
+<details>
+  <summary>Click here for an overview of all topics.</summary>
+  
+  | Topic ID | Topic Keywords | Topic Frequency | Label | 
+|----------|----------------|-----------------|-------| 
+| -1 | pandemic - rights - nhs - mandates - cannot | 22 | -1_pandemic_rights_nhs_mandates | 
+| 0 | buddhahood - affirmations - zoom - chant - kyo | 202 | 0_buddhahood_affirmations_zoom_chant | 
+| 1 | vaccines - misinformation - mandates - spreading - mask | 39 | 1_vaccines_misinformation_mandates_spreading | 
+| 2 | tapintofreedom - cacuksupport - webinar - 2022 - call | 31 | 2_tapintofreedom_cacuksupport_webinar_2022 | 
+| 3 | vaccination - saveourrightsuk - mandatory - employers - exempt | 28 | 3_vaccination_saveourrightsuk_mandatory_employers |
+  
+</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 sha256:215755798c8185e284447f009b321575433c66074430990d44bb8b4bec7bdf8c
+size 116392

topic_embeddings.safetensors

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+version https://git-lfs.github.com/spec/v1
+oid sha256:35b636767561cf9aab5c93fb4945ef58a8136a42c45b54b8db0703d6f925599e
+size 20568

topics.json

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+{
+  "topic_representations": {
+    "-1": [
+      [
+        "pandemic",
+        0.5214341878890991
+      ],
+      [
+        "rights",
+        0.5198919773101807
+      ],
+      [
+        "nhs",
+        0.5173158645629883
+      ],
+      [
+        "mandates",
+        0.5151352882385254
+      ],
+      [
+        "cannot",
+        0.46023622155189514
+      ]
+    ],
+    "0": [
+      [
+        "buddhahood",
+        0.520936906337738
+      ],
+      [
+        "affirmations",
+        0.46484145522117615
+      ],
+      [
+        "zoom",
+        0.4553733468055725
+      ],
+      [
+        "chant",
+        0.45360738039016724
+      ],
+      [
+        "kyo",
+        0.43598878383636475
+      ]
+    ],
+    "1": [
+      [
+        "vaccines",
+        0.6139119863510132
+      ],
+      [
+        "misinformation",
+        0.5341782569885254
+      ],
+      [
+        "mandates",
+        0.48899129033088684
+      ],
+      [
+        "spreading",
+        0.48726773262023926
+      ],
+      [
+        "mask",
+        0.48683416843414307
+      ]
+    ],
+    "2": [
+      [
+        "tapintofreedom",
+        0.5322668552398682
+      ],
+      [
+        "cacuksupport",
+        0.48323822021484375
+      ],
+      [
+        "webinar",
+        0.4685057997703552
+      ],
+      [
+        "2022",
+        0.4282223880290985
+      ],
+      [
+        "call",
+        0.413186252117157
+      ]
+    ],
+    "3": [
+      [
+        "vaccination",
+        0.5704164505004883
+      ],
+      [
+        "saveourrightsuk",
+        0.541172206401825
+      ],
+      [
+        "mandatory",
+        0.4854751229286194
+      ],
+      [
+        "employers",
+        0.4746055006980896
+      ],
+      [
+        "exempt",
+        0.4465721845626831
+      ]
+    ]
+  },
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+    "-1": "-1_pandemic_rights_nhs_mandates",
+    "0": "0_buddhahood_affirmations_zoom_chant",
+    "1": "1_vaccines_misinformation_mandates_spreading",
+    "2": "2_tapintofreedom_cacuksupport_webinar_2022",
+    "3": "3_vaccination_saveourrightsuk_mandatory_employers"
+  },
+  "custom_labels": null,
+  "_outliers": 1,
+  "topic_aspects": {}
+}