Add BERTopic model

.gitattributes

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 *.zip filter=lfs diff=lfs merge=lfs -text
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+ctfidf_config.json filter=lfs diff=lfs merge=lfs -text

README.md

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+
+---
+tags:
+- bertopic
+library_name: bertopic
+pipeline_tag: text-classification
+---
+
+# ISSR_Dark_Web_26Topics_Raid
+
+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("D0men1c0/ISSR_Dark_Web_26Topics_Raid")
+
+topic_model.get_topic_info()
+```
+
+## Topic overview
+
+* Number of topics: 27
+* Number of training documents: 94407
+
+<details>
+  <summary>Click here for an overview of all topics.</summary>
+  
+  | Topic ID | Topic Keywords | Topic Frequency | Label | 
+|----------|----------------|-----------------|-------| 
+| -1 | free - how - accounts - logs - the | 594 | -1_free_how_accounts_logs | 
+| 0 | database - data - db - databases - dump | 36319 | Data Collection | 
+| 1 | hacking - security - course - windows - hacker | 7773 | Windows Hacking Course | 
+| 2 | mega - onlyfans - collection - gb - nsfw | 5313 | NSFW Mega OnlyFans Pack | 
+| 3 | email - pass - mail - email pass - access | 4326 | Email Pass Access Combo | 
+| 4 | the - kek - de - dodgy - vs | 4292 | MMA Fights | 
+| 5 | combo - combolist - hq - private - gaming | 4707 | Gaming Combo List | 
+| 6 | accounts - account - premium - capture - with | 2961 | Origin Account Capture | 
+| 7 | htb - flag - writeup - hackthebox - root | 3649 | Hack The Box Root Flags Writeup | 
+| 8 | leak - leaked - leaked download - database leaked - download | 2275 | Data Leak | 
+| 9 | hello - hi - new - hey - im | 2027 | Hello New Member | 
+| 10 | raid - raidforums - server - raiding - raid raid | 1732 | Server Raids | 
+| 11 | anime - manga - animes - best - naruto | 2056 | Anime Favorites | 
+| 12 | crypto - money - bitcoin - make - earn | 1120 | Earn Bitcoin Free Crypto Money Methods | 
+| 13 | vpn - nordvpn - nord - accounts - nord vpn | 1811 | NordVPN Premium Accounts | 
+| 14 | netflix - spotify - steam - minecraft - combo | 1017 | words or less | 
+| 15 | twitch - youtube - streamer - stream - raid | 1136 | Twitch Raid Streams | 
+| 16 | music - song - songs - favorite - cd | 1260 | Music Favorite | 
+| 17 | spotify - spotify premium - premium - accounts - spotify accounts | 1002 | Spotify Premium Accounts | 
+| 18 | dox - doxing - dox dox - doxed - doxxing | 864 | Doxing Tutorial | 
+| 19 | discord - discord server - server - tokens - discord tokens | 810 | Discord Server Tokens | 
+| 20 | scam - scam report - report - banned - banned scam | 881 | Scam | 
+| 21 | proxy - proxies - socks - proxy list - http | 674 | Proxy Lists | 
+| 22 | thread - help - what - new - time | 636 | Thread | 
+| 23 | netflix - hulu - accounts - premium - netflix premium | 3631 | Premium Netflix Accounts | 
+| 24 | instagram - twitter - followers - instagram account - account | 773 | Social Media Accounts for Sale | 
+| 25 | discord - raid - discord raid - raid discord - discord server | 768 | Discord Raids |
+  
+</details>
+
+## Training hyperparameters
+
+* calculate_probabilities: True
+* language: None
+* low_memory: False
+* min_topic_size: 10
+* n_gram_range: (1, 4)
+* nr_topics: None
+* seed_topic_list: None
+* top_n_words: 10
+* verbose: True
+* zeroshot_min_similarity: 0.7
+* zeroshot_topic_list: None
+
+## Framework versions
+
+* Numpy: 1.26.4
+* HDBSCAN: 0.8.36
+* UMAP: 0.5.6
+* Pandas: 2.2.1
+* Scikit-Learn: 1.4.1.post1
+* Sentence-transformers: 3.0.1
+* Transformers: 4.39.3
+* Numba: 0.60.0
+* Plotly: 5.22.0
+* Python: 3.12.2

config.json

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+{
+  "calculate_probabilities": true,
+  "language": null,
+  "low_memory": false,
+  "min_topic_size": 10,
+  "n_gram_range": [
+    1,
+    4
+  ],
+  "nr_topics": null,
+  "seed_topic_list": null,
+  "top_n_words": 10,
+  "verbose": true,
+  "zeroshot_min_similarity": 0.7,
+  "zeroshot_topic_list": null,
+  "embedding_model": "all-MiniLM-L6-v2"
+}

ctfidf.safetensors

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topic_embeddings.safetensors

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