Add BERTopic model
Browse files- README.md +73 -0
- config.json +16 -0
- ctfidf.safetensors +3 -0
- ctfidf_config.json +2336 -0
- topic_embeddings.safetensors +3 -0
- topics.json +419 -0
README.md
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---
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tags:
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- bertopic
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library_name: bertopic
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pipeline_tag: text-classification
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---
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# MARTINI_enrich_BERTopic_protest
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This is a [BERTopic](https://github.com/MaartenGr/BERTopic) model.
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BERTopic is a flexible and modular topic modeling framework that allows for the generation of easily interpretable topics from large datasets.
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## Usage
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To use this model, please install BERTopic:
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```
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pip install -U bertopic
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```
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You can use the model as follows:
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```python
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from bertopic import BERTopic
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topic_model = BERTopic.load("AIDA-UPM/MARTINI_enrich_BERTopic_protest")
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topic_model.get_topic_info()
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```
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## Topic overview
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* Number of topics: 4
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* Number of training documents: 288
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<details>
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<summary>Click here for an overview of all topics.</summary>
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| Topic ID | Topic Keywords | Topic Frequency | Label |
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|----------|----------------|-----------------|-------|
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| -1 | nationalists - trudeau - crash - news - tbilisi | 58 | -1_nationalists_trudeau_crash_news |
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| 0 | palestinians - hamas - protestors - antifa - march | 55 | 0_palestinians_hamas_protestors_antifa |
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| 1 | protesting - ukraine - europe - farmer - tyranny | 106 | 1_protesting_ukraine_europe_farmer |
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| 2 | riots - macron - rennes - pension - parliament | 69 | 2_riots_macron_rennes_pension |
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</details>
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## Training hyperparameters
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* calculate_probabilities: True
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* language: None
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* low_memory: False
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* min_topic_size: 10
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* n_gram_range: (1, 1)
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* nr_topics: None
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* seed_topic_list: None
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* top_n_words: 10
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* verbose: False
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* zeroshot_min_similarity: 0.7
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* zeroshot_topic_list: None
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## Framework versions
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* Numpy: 1.26.4
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* HDBSCAN: 0.8.40
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* UMAP: 0.5.7
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* Pandas: 2.2.3
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* Scikit-Learn: 1.5.2
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* Sentence-transformers: 3.3.1
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* Transformers: 4.46.3
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* Numba: 0.60.0
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* Plotly: 5.24.1
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* Python: 3.10.12
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config.json
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{
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"calculate_probabilities": true,
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"language": null,
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"low_memory": false,
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"min_topic_size": 10,
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"n_gram_range": [
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],
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"nr_topics": null,
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"seed_topic_list": null,
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"top_n_words": 10,
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"verbose": false,
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"zeroshot_min_similarity": 0.7,
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"zeroshot_topic_list": null
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}
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ctfidf.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:7e2f7d6dd75376504df45e595864426bfa82a2384c24a845aa3d001e2ae29e3a
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size 50452
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ctfidf_config.json
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|
| 1 |
+
{
|
| 2 |
+
"ctfidf_model": {
|
| 3 |
+
"bm25_weighting": false,
|
| 4 |
+
"reduce_frequent_words": true
|
| 5 |
+
},
|
| 6 |
+
"vectorizer_model": {
|
| 7 |
+
"params": {
|
| 8 |
+
"analyzer": "word",
|
| 9 |
+
"binary": false,
|
| 10 |
+
"decode_error": "strict",
|
| 11 |
+
"encoding": "utf-8",
|
| 12 |
+
"input": "content",
|
| 13 |
+
"lowercase": true,
|
| 14 |
+
"max_df": 0.8,
|
| 15 |
+
"max_features": null,
|
| 16 |
+
"min_df": 1,
|
| 17 |
+
"ngram_range": [
|
| 18 |
+
1,
|
| 19 |
+
1
|
| 20 |
+
],
|
| 21 |
+
"stop_words": [
|
| 22 |
+
"i",
|
| 23 |
+
"me",
|
| 24 |
+
"my",
|
| 25 |
+
"myself",
|
| 26 |
+
"we",
|
| 27 |
+
"our",
|
| 28 |
+
"ours",
|
| 29 |
+
"ourselves",
|
| 30 |
+
"you",
|
| 31 |
+
"you're",
|
| 32 |
+
"you've",
|
| 33 |
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| 2183 |
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| 2211 |
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| 2265 |
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| 2266 |
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| 2267 |
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| 2269 |
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| 2272 |
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| 2273 |
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| 2274 |
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| 2282 |
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| 2285 |
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| 2286 |
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|
| 2287 |
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|
| 2288 |
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|
| 2289 |
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|
| 2290 |
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|
| 2291 |
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|
| 2292 |
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|
| 2293 |
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|
| 2294 |
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|
| 2295 |
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|
| 2296 |
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|
| 2297 |
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|
| 2298 |
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|
| 2299 |
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|
| 2300 |
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|
| 2301 |
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|
| 2302 |
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|
| 2303 |
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|
| 2304 |
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|
| 2305 |
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|
| 2306 |
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|
| 2307 |
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|
| 2308 |
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|
| 2309 |
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|
| 2310 |
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|
| 2311 |
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|
| 2312 |
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|
| 2313 |
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|
| 2314 |
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|
| 2315 |
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|
| 2316 |
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|
| 2317 |
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|
| 2318 |
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|
| 2319 |
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|
| 2320 |
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|
| 2321 |
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|
| 2322 |
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|
| 2323 |
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"problem": 1468,
|
| 2324 |
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"treating": 1942,
|
| 2325 |
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"patients": 1395,
|
| 2326 |
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"cope": 461,
|
| 2327 |
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"backlog": 180,
|
| 2328 |
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"interior": 1002,
|
| 2329 |
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"raising": 1513,
|
| 2330 |
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"number": 1329,
|
| 2331 |
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"quarterly": 1498,
|
| 2332 |
+
"contributions": 455,
|
| 2333 |
+
"needed": 1300
|
| 2334 |
+
}
|
| 2335 |
+
}
|
| 2336 |
+
}
|
topic_embeddings.safetensors
ADDED
|
@@ -0,0 +1,3 @@
|
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|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:50b942e14b0402ca0b463ea58a9e8bed530e069d5f016c78cbd9565334158ddf
|
| 3 |
+
size 16472
|
topics.json
ADDED
|
@@ -0,0 +1,419 @@
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