Add BERTopic model

README.md

@@ -0,0 +1,72 @@
+
+---
+tags:
+- bertopic
+library_name: bertopic
+pipeline_tag: text-classification
+---
+
+# MARTINI_enrich_BERTopic_mikesdigest
+
+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_mikesdigest")
+
+topic_model.get_topic_info()
+```
+
+## Topic overview
+
+* Number of topics: 3
+* Number of training documents: 199
+
+<details>
+  <summary>Click here for an overview of all topics.</summary>
+  
+  | Topic ID | Topic Keywords | Topic Frequency | Label | 
+|----------|----------------|-----------------|-------| 
+| -1 | extraterrestrial - climatarian - plural - ominous - swamp | 53 | -1_extraterrestrial_climatarian_plural_ominous | 
+| 0 | suddenly - every - walked - fear - head | 14 | 0_suddenly_every_walked_fear | 
+| 1 | bigfoot - sightings - ufo - conspiracy - alleged | 132 | 1_bigfoot_sightings_ufo_conspiracy |
+  
+</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:e5a8f2c12ae23e3290a3a97153d6676c6ceb63945885a8e848d5356056e99e9b
+size 130804

topic_embeddings.safetensors

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+version https://git-lfs.github.com/spec/v1
+oid sha256:f70d67174e665f67e6ac9e9738db2a8a1810231f348c6f785ba81227c9871a9b
+size 12376

topics.json

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+{
+  "topic_representations": {
+    "-1": [
+      [
+        "extraterrestrial",
+        0.5718045234680176
+      ],
+      [
+        "climatarian",
+        0.541415274143219
+      ],
+      [
+        "plural",
+        0.5203798413276672
+      ],
+      [
+        "ominous",
+        0.518060564994812
+      ],
+      [
+        "swamp",
+        0.512150764465332
+      ]
+    ],
+    "0": [
+      [
+        "suddenly",
+        0.5722545981407166
+      ],
+      [
+        "every",
+        0.5308952331542969
+      ],
+      [
+        "walked",
+        0.5263108015060425
+      ],
+      [
+        "fear",
+        0.5016676783561707
+      ],
+      [
+        "head",
+        0.49860572814941406
+      ]
+    ],
+    "1": [
+      [
+        "bigfoot",
+        0.6727191209793091
+      ],
+      [
+        "sightings",
+        0.6131260395050049
+      ],
+      [
+        "ufo",
+        0.585844874382019
+      ],
+      [
+        "conspiracy",
+        0.567592203617096
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+      [
+        "alleged",
+        0.5327224135398865
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+    ]
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+    "0": "0_suddenly_every_walked_fear",
+    "1": "1_bigfoot_sightings_ufo_conspiracy"
+  },
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+  "_outliers": 1,
+  "topic_aspects": {}
+}