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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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# ISSR_Dark_Web_26Topics_Raid |
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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("D0men1c0/ISSR_Dark_Web_26Topics_Raid") |
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topic_model.get_topic_info() |
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``` |
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You can make predictions as follows: |
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```python |
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sentence = ['porn'] |
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topic, _ = topic_model.transform(sentence) |
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topic_model.get_topic_info(topic[0]) |
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``` |
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## Topic overview |
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* Number of topics: 27 |
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* Number of training documents: 94407 |
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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 | free - how - accounts - logs - the | 594 | -1_free_how_accounts_logs | |
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| 0 | database - data - db - databases - dump | 36319 | Data Collection | |
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| 1 | hacking - security - course - windows - hacker | 7773 | Windows Hacking Course | |
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| 2 | mega - onlyfans - collection - gb - nsfw | 5313 | NSFW Mega OnlyFans Pack | |
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| 3 | email - pass - mail - email pass - access | 4326 | Email Pass Access Combo | |
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| 4 | the - kek - de - dodgy - vs | 4292 | MMA Fights | |
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| 5 | combo - combolist - hq - private - gaming | 4707 | Gaming Combo List | |
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| 6 | accounts - account - premium - capture - with | 2961 | Origin Account Capture | |
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| 7 | htb - flag - writeup - hackthebox - root | 3649 | Hack The Box Root Flags Writeup | |
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| 8 | leak - leaked - leaked download - database leaked - download | 2275 | Data Leak | |
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| 9 | hello - hi - new - hey - im | 2027 | Hello New Member | |
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| 10 | raid - raidforums - server - raiding - raid raid | 1732 | Server Raids | |
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| 11 | anime - manga - animes - best - naruto | 2056 | Anime Favorites | |
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| 12 | crypto - money - bitcoin - make - earn | 1120 | Earn Bitcoin Free Crypto Money Methods | |
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| 13 | vpn - nordvpn - nord - accounts - nord vpn | 1811 | NordVPN Premium Accounts | |
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| 14 | netflix - spotify - steam - minecraft - combo | 1017 | words or less | |
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| 15 | twitch - youtube - streamer - stream - raid | 1136 | Twitch Raid Streams | |
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| 16 | music - song - songs - favorite - cd | 1260 | Music Favorite | |
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| 17 | spotify - spotify premium - premium - accounts - spotify accounts | 1002 | Spotify Premium Accounts | |
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| 18 | dox - doxing - dox dox - doxed - doxxing | 864 | Doxing Tutorial | |
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| 19 | discord - discord server - server - tokens - discord tokens | 810 | Discord Server Tokens | |
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| 20 | scam - scam report - report - banned - banned scam | 881 | Scam | |
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| 21 | proxy - proxies - socks - proxy list - http | 674 | Proxy Lists | |
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| 22 | thread - help - what - new - time | 636 | Thread | |
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| 23 | netflix - hulu - accounts - premium - netflix premium | 3631 | Premium Netflix Accounts | |
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| 24 | instagram - twitter - followers - instagram account - account | 773 | Social Media Accounts for Sale | |
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| 25 | discord - raid - discord raid - raid discord - discord server | 768 | Discord Raids | |
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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, 4) |
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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: True |
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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: 0.8.36 |
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* UMAP: 0.5.6 |
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* Pandas: 2.2.1 |
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* Scikit-Learn: 1.4.1.post1 |
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* Sentence-transformers: 3.0.1 |
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* Transformers: 4.39.3 |
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* Numba: 0.60.0 |
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* Plotly: 5.22.0 |
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* Python: 3.12.2 |
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