Add BERTopic model

README.md

@@ -0,0 +1,74 @@
+
+---
+tags:
+- bertopic
+library_name: bertopic
+pipeline_tag: text-classification
+---
+
+# MARTINI_enrich_BERTopic_RestoredPuritanism
+
+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_RestoredPuritanism")
+
+topic_model.get_topic_info()
+```
+
+## Topic overview
+
+* Number of topics: 5
+* Number of training documents: 331
+
+<details>
+  <summary>Click here for an overview of all topics.</summary>
+  
+  | Topic ID | Topic Keywords | Topic Frequency | Label | 
+|----------|----------------|-----------------|-------| 
+| -1 | israelites - genesis - souls - christian - scripture | 20 | -1_israelites_genesis_souls_christian | 
+| 0 | population - abortion - decline - china - 2022 | 215 | 0_population_abortion_decline_china | 
+| 1 | caucasians - adamic - solomon - genesis - hyperdepigmentised | 47 | 1_caucasians_adamic_solomon_genesis | 
+| 2 | caucasians - neanderthals - haplogroups - ethnogenesis - siberian | 25 | 2_caucasians_neanderthals_haplogroups_ethnogenesis | 
+| 3 | protestantism - catechism - preterism - orthodox - puritan | 24 | 3_protestantism_catechism_preterism_orthodox |
+  
+</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 sha256:3941ac6956bd76a275caa0699c974ef877a1986602559781d4d59bc7bdd043ce
+size 210960

topic_embeddings.safetensors

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+version https://git-lfs.github.com/spec/v1
+oid sha256:e630611f8f2509441fee88728478f45bf591a6712909be8fe80fdabaab34999f
+size 20568

topics.json

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+{
+  "topic_representations": {
+    "-1": [
+      [
+        "israelites",
+        0.581637442111969
+      ],
+      [
+        "genesis",
+        0.5764267444610596
+      ],
+      [
+        "souls",
+        0.5424519181251526
+      ],
+      [
+        "christian",
+        0.5219671726226807
+      ],
+      [
+        "scripture",
+        0.5208417177200317
+      ]
+    ],
+    "0": [
+      [
+        "population",
+        0.5678433179855347
+      ],
+      [
+        "abortion",
+        0.517209529876709
+      ],
+      [
+        "decline",
+        0.4902135133743286
+      ],
+      [
+        "china",
+        0.4678730368614197
+      ],
+      [
+        "2022",
+        0.4570675492286682
+      ]
+    ],
+    "1": [
+      [
+        "caucasians",
+        0.5870243906974792
+      ],
+      [
+        "adamic",
+        0.5478933453559875
+      ],
+      [
+        "solomon",
+        0.5107927322387695
+      ],
+      [
+        "genesis",
+        0.5088626146316528
+      ],
+      [
+        "hyperdepigmentised",
+        0.43542546033859253
+      ]
+    ],
+    "2": [
+      [
+        "caucasians",
+        0.629845142364502
+      ],
+      [
+        "neanderthals",
+        0.5478528738021851
+      ],
+      [
+        "haplogroups",
+        0.5312052965164185
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+      [
+        "ethnogenesis",
+        0.5104053020477295
+      ],
+      [
+        "siberian",
+        0.48684149980545044
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+    ],
+    "3": [
+      [
+        "protestantism",
+        0.6314404010772705
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+      [
+        "catechism",
+        0.6196143627166748
+      ],
+      [
+        "preterism",
+        0.6127315759658813
+      ],
+      [
+        "orthodox",
+        0.602478563785553
+      ],
+      [
+        "puritan",
+        0.5797485113143921
+      ]
+    ]
+  },
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+    "0": "0_population_abortion_decline_china",
+    "1": "1_caucasians_adamic_solomon_genesis",
+    "2": "2_caucasians_neanderthals_haplogroups_ethnogenesis",
+    "3": "3_protestantism_catechism_preterism_orthodox"
+  },
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+  "_outliers": 1,
+  "topic_aspects": {}
+}