Add BERTopic model

README.md

@@ -0,0 +1,102 @@
+
+---
+tags:
+- bertopic
+library_name: bertopic
+pipeline_tag: text-classification
+---
+
+# BERTopic-Israel-Palestine-Description
+
+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("geektech/BERTopic-Israel-Palestine-Description")
+
+topic_model.get_topic_info()
+```
+
+## Topic overview
+
+* Number of topics: 33
+* Number of training documents: 1369
+
+<details>
+  <summary>Click here for an overview of all topics.</summary>
+  
+  | Topic ID | Topic Keywords | Topic Frequency | Label | 
+|----------|----------------|-----------------|-------| 
+| -1 | the - https - com - and - to | 12 | -1_the_https_com_and | 
+| 0 | palestine - celebrities - support - israel - the | 419 | 0_palestine_celebrities_support_israel | 
+| 1 | hamas - the - hostages - https - and | 106 | 1_hamas_the_hostages_https | 
+| 2 | com - https - hamas - news - firstpost | 84 | 2_com_https_hamas_news | 
+| 3 | news - www tv9hindi - https www tv9hindi - tv9hindi - tv9hindi com | 79 | 3_news_www tv9hindi_https www tv9hindi_tv9hindi | 
+| 4 | trendingnow - news breakingnews - news - the - breakingnews | 46 | 4_trendingnow_news breakingnews_news_the | 
+| 5 | bendera - menggambarbendera - menggambar - palestina - prayforpalestine | 45 | 5_bendera_menggambarbendera_menggambar_palestina | 
+| 6 | israel - humanity - the - news - palestine | 44 | 6_israel_humanity_the_news | 
+| 7 | the - and - this - in - to | 41 | 7_the_and_this_in | 
+| 8 | reviews - news movie - produce - retroluxe - movie | 39 | 8_reviews_news movie_produce_retroluxe | 
+| 9 | https - com - ajplus - on - www | 34 | 9_https_com_ajplus_on | 
+| 10 | allah - allah di - gaza - pertolongan - pertolongan allah | 29 | 10_allah_allah di_gaza_pertolongan | 
+| 11 | piers - piers morgan - morgan - shorts - podcast | 28 | 11_piers_piers morgan_morgan_shorts | 
+| 12 | the - to - freepalestine - it - africa | 26 | 12_the_to_freepalestine_it | 
+| 13 | the - crisis - conflict - and - international relations | 23 | 13_the_crisis_conflict_and | 
+| 14 | https - com - https bit - https bit ly - bit ly | 22 | 14_https_com_https bit_https bit ly | 
+| 15 | the - genocide - israel - gaza - of | 22 | 15_the_genocide_israel_gaza | 
+| 16 | sakura - palestina - sakura school - drama sakura school simulator - school simulator | 21 | 16_sakura_palestina_sakura school_drama sakura school simulator | 
+| 17 | middleeasteye - com middleeasteye - https - com - us on | 20 | 17_middleeasteye_com middleeasteye_https_com | 
+| 18 | status - whatsapp - shorts - countries - shorts shorts | 19 | 18_status_whatsapp_shorts_countries | 
+| 19 | ronaldo - palestine - footballers - support - israel | 19 | 19_ronaldo_palestine_footballers_support | 
+| 20 | the - voanews - of - on - https | 18 | 20_the_voanews_of_on | 
+| 21 | israel - gaza - palestine - news - war | 18 | 21_israel_gaza_palestine_news | 
+| 22 | the - on - in - to - of | 17 | 22_the_on_in_to | 
+| 23 | israel - malayalam - palestine - war - malayalam israel | 17 | 23_israel_malayalam_palestine_war | 
+| 24 | bts - khan sir - sir - khan - video | 17 | 24_bts_khan sir_sir_khan | 
+| 25 | https - com - us on - us - www | 17 | 25_https_com_us on_us | 
+| 26 | the - history - of - pyramids - of the | 16 | 26_the_history_of_pyramids | 
+| 27 | russian - nbc - nbcnews - arma - nbc news | 15 | 27_russian_nbc_nbcnews_arma | 
+| 28 | news - bit ly - bit - ly - the | 15 | 28_news_bit ly_bit_ly | 
+| 29 | palestine - israel - palestine israel - celebrities - israel palestine | 14 | 29_palestine_israel_palestine israel_celebrities | 
+| 30 | liriklagu - lirikgoogle - fypシ - lirik - liriklagu lirikgoogle | 14 | 30_liriklagu_lirikgoogle_fypシ_lirik | 
+| 31 | the - force - and - of - com | 13 | 31_the_force_and_of |
+  
+</details>
+
+## Training hyperparameters
+
+* calculate_probabilities: False
+* language: multilingual
+* low_memory: False
+* min_topic_size: 10
+* n_gram_range: (1, 4)
+* nr_topics: None
+* seed_topic_list: None
+* top_n_words: 25
+* verbose: False
+* zeroshot_min_similarity: 0.7
+* zeroshot_topic_list: None
+
+## Framework versions
+
+* Numpy: 1.24.3
+* HDBSCAN: 0.8.33
+* UMAP: 0.5.5
+* Pandas: 2.1.4
+* Scikit-Learn: 1.2.2
+* Sentence-transformers: 2.3.1
+* Transformers: 4.36.2
+* Numba: 0.58.1
+* Plotly: 5.16.1
+* Python: 3.10.12

config.json

@@ -0,0 +1,16 @@
+{
+  "calculate_probabilities": false,
+  "language": "multilingual",
+  "low_memory": false,
+  "min_topic_size": 10,
+  "n_gram_range": [
+    1,
+    4
+  ],
+  "nr_topics": null,
+  "seed_topic_list": null,
+  "top_n_words": 25,
+  "verbose": false,
+  "zeroshot_min_similarity": 0.7,
+  "zeroshot_topic_list": null
+}

topic_embeddings.safetensors

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2bcb9d13d4612ae9c0489baf1b8a7f0fd0465ff3776d7c256543f92b907546b2
+size 50776

topics.json

@@ -0,0 +1,4981 @@
+{
+  "topic_representations": {
+    "-1": [
+      [
+        "the",
+        0.013032041647292032
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+      [
+        "https",
+        0.010301443543035976
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+      [
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+      [
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+        0.009202016481076818
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+      [
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+      [
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+      [
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+      [
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+      [
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+      [
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+        0.007066423856070975
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+      [
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+        0.006542727393643461
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+      [
+        "https www",
+        0.006295878498582813
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+      [
+        "war",
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+      [
+        "palestine",
+        0.005180790610686769
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+      [
+        "is",
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+        "twitter",
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+    "0": [
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