Add BERTopic model

README.md

@@ -0,0 +1,75 @@
+
+---
+tags:
+- bertopic
+library_name: bertopic
+pipeline_tag: text-classification
+---
+
+# BERTopic_astrosenmovimiento
+
+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("sdantonio/BERTopic_astrosenmovimiento")
+
+topic_model.get_topic_info()
+```
+
+## Topic overview
+
+* Number of topics: 6
+* Number of training documents: 404
+
+<details>
+  <summary>Click here for an overview of all topics.</summary>
+  
+  | Topic ID | Topic Keywords | Topic Frequency | Label | 
+|----------|----------------|-----------------|-------| 
+| -1 | inenarrable - queridas - encuadrando - reiniciar - encapsulan | 16 | -1_inenarrable_queridas_encuadrando_reiniciar | 
+| 0 | genes - tardes - bellas - mercurio - venus | 6 | 0_genes_tardes_bellas_mercurio | 
+| 1 | adentro - venus - mercurio - escorpio - suen | 151 | 1_adentro_venus_mercurio_escorpio | 
+| 2 | bellas - venus - eclipse - comparto - pluto | 129 | 2_bellas_venus_eclipse_comparto | 
+| 3 | bellas - mercurio - escorpio - venus - comparto | 58 | 3_bellas_mercurio_escorpio_venus | 
+| 4 | historias - lxs - sinergia - bellas - venus | 44 | 4_historias_lxs_sinergia_bellas |
+  
+</details>
+
+## Training hyperparameters
+
+* calculate_probabilities: False
+* 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: 1.23.5
+* HDBSCAN: 0.8.38.post1
+* UMAP: 0.5.6
+* Pandas: 2.2.2
+* Scikit-Learn: 1.5.1
+* Sentence-transformers: 3.0.1
+* Transformers: 4.44.2
+* Numba: 0.60.0
+* Plotly: 5.24.0
+* Python: 3.10.12

config.json

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+{
+  "calculate_probabilities": false,
+  "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 sha256:59a85f8d000559124f24c0820f4736fffec61dada01e0608f80ed6acea679638
+size 216020

topic_embeddings.safetensors

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+oid sha256:6522b9f386dc44968d8b5e671b2ffb829c0dbb679d1d5599c05411ab3f9be9f3
+size 24664

topics.json

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+{
+  "topic_representations": {
+    "-1": [
+      [
+        "inenarrable",
+        0.9928661584854126
+      ],
+      [
+        "queridas",
+        0.9925734400749207
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+      [
+        "encuadrando",
+        0.9918133020401001
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+      [
+        "reiniciar",
+        0.9914272427558899
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+      [
+        "encapsulan",
+        0.9913591742515564
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+      [
+        "justxs",
+        0.9912671446800232
+      ],
+      [
+        "comparto",
+        0.9909676313400269
+      ],
+      [
+        "contemplarlas",
+        0.9907957911491394
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+      [
+        "mentoras",
+        0.9907957315444946
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+      [
+        "aislada",
+        0.9907400608062744
+      ]
+    ],
+    "0": [
+      [
+        "genes",
+        0.9928173422813416
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+      [
+        "tardes",
+        0.9923921227455139
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+      [
+        "bellas",
+        0.9923911094665527
+      ],
+      [
+        "mercurio",
+        0.992171585559845
+      ],
+      [
+        "venus",
+        0.9920682311058044
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+      [
+        "comparto",
+        0.9919589161872864
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+      [
+        "pluto",
+        0.9919396042823792
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+      [
+        "preludio",
+        0.9918721914291382
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+      [
+        "marte",
+        0.9917718768119812
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+      [
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+        0.9917409420013428
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+    "1": [
+      [
+        "adentro",
+        0.9881443977355957
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+      [
+        "venus",
+        0.98813796043396
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+      [
+        "mercurio",
+        0.9880510568618774
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+      [
+        "escorpio",
+        0.9879761934280396
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+      [
+        "suen",
+        0.9875411987304688
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+      [
+        "marte",
+        0.9873085618019104
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+      [
+        "conjuncio",
+        0.9868541359901428
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+      [
+        "consciencia",
+        0.9868273735046387
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+      [
+        "capricornio",
+        0.9862940907478333
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+      [
+        "ndose",
+        0.9861818552017212
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+    "2": [
+      [
+        "bellas",
+        0.9899139404296875
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+      [
+        "venus",
+        0.9897359609603882
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+      [
+        "eclipse",
+        0.9895275235176086
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+      [
+        "comparto",
+        0.9893816113471985
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+      [
+        "pluto",
+        0.9892137050628662
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+      [
+        "ciclaje",
+        0.9891499876976013
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+      [
+        "marte",
+        0.9889230728149414
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+      [
+        "plenilunio",
+        0.9888471961021423
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+      [
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+        0.9887511730194092
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+      [
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+    "3": [
+      [
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+        0.9917415380477905
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+      [
+        "mercurio",
+        0.9916486740112305
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+      [
+        "escorpio",
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+      [
+        "venus",
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+      [
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+      [
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+      [
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+      [
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+    "4": [
+      [
+        "historias",
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+      [
+        "lxs",
+        0.9908130168914795
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+      [
+        "sinergia",
+        0.9907007217407227
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+      [
+        "bellas",
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+      [
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+      [
+        "ltimos",
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+      [
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+        0.9900380969047546
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+      [
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+      [
+        "ciclaje",
+        0.9899183511734009
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+      [
+        "deo",
+        0.9897480607032776
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+    ]
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+    "0": "0_genes_tardes_bellas_mercurio",
+    "1": "1_adentro_venus_mercurio_escorpio",
+    "2": "2_bellas_venus_eclipse_comparto",
+    "3": "3_bellas_mercurio_escorpio_venus",
+    "4": "4_historias_lxs_sinergia_bellas"
+  },
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+  "_outliers": 1,
+  "topic_aspects": {}
+}