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cnn_dailymail_22457_3000_1500_test

Text Classification
BERTopic
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  1. README.md +76 -0
  2. config.json +15 -0
  3. topic_embeddings.safetensors +3 -0
  4. topics.json +1956 -0
README.md ADDED
@@ -0,0 +1,76 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+
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+ ---
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+ tags:
4
+ - bertopic
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+ library_name: bertopic
6
+ pipeline_tag: text-classification
7
+ ---
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+
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+ # cnn_dailymail_22457_3000_1500_test
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+
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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.
13
+
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+ ## Usage
15
+
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+ To use this model, please install BERTopic:
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+
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+ ```
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+ pip install -U bertopic
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+ ```
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+
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+ You can use the model as follows:
23
+
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+ ```python
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+ from bertopic import BERTopic
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+ topic_model = BERTopic.load("KingKazma/cnn_dailymail_22457_3000_1500_test")
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+
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+ topic_model.get_topic_info()
29
+ ```
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+
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+ ## Topic overview
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+
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+ * Number of topics: 9
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+ * Number of training documents: 1500
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+
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+ <details>
37
+ <summary>Click here for an overview of all topics.</summary>
38
+
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+ | Topic ID | Topic Keywords | Topic Frequency | Label |
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+ |----------|----------------|-----------------|-------|
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+ | -1 | mccoy - jockey - ap - champion - winner | 15 | -1_mccoy_jockey_ap_champion |
42
+ | 0 | said - one - year - also - told | 9 | 0_said_one_year_also |
43
+ | 1 | league - season - player - goal - game | 994 | 1_league_season_player_goal |
44
+ | 2 | labour - mr - said - miliband - leader | 290 | 2_labour_mr_said_miliband |
45
+ | 3 | race - hamilton - rosberg - mercedes - marathon | 84 | 3_race_hamilton_rosberg_mercedes |
46
+ | 4 | england - cricket - test - pietersen - anderson | 32 | 4_england_cricket_test_pietersen |
47
+ | 5 | ncaa - first - game - college - basketball | 30 | 5_ncaa_first_game_college |
48
+ | 6 | masters - spieth - augusta - hole - round | 28 | 6_masters_spieth_augusta_hole |
49
+ | 7 | mayweather - fight - pacquiao - boxing - vegas | 18 | 7_mayweather_fight_pacquiao_boxing |
50
+
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+ </details>
52
+
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+ ## Training hyperparameters
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+
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+ * calculate_probabilities: True
56
+ * language: english
57
+ * low_memory: False
58
+ * min_topic_size: 10
59
+ * n_gram_range: (1, 1)
60
+ * nr_topics: None
61
+ * seed_topic_list: None
62
+ * top_n_words: 10
63
+ * verbose: False
64
+
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+ ## Framework versions
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+
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+ * Numpy: 1.22.4
68
+ * HDBSCAN: 0.8.33
69
+ * UMAP: 0.5.3
70
+ * Pandas: 1.5.3
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+ * Scikit-Learn: 1.2.2
72
+ * Sentence-transformers: 2.2.2
73
+ * Transformers: 4.31.0
74
+ * Numba: 0.56.4
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+ * Plotly: 5.13.1
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+ * Python: 3.10.6
config.json ADDED
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+ {
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+ "calculate_probabilities": true,
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+ "language": "english",
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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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+ 1,
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+ 1
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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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+ "embedding_model": "sentence-transformers/all-MiniLM-L6-v2"
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+ }
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:9a608e58123faadea2e9299612faab654fddc199ec91a44912e8b2cdf6111d27
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+ size 13912
topics.json ADDED
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