bertopic text-classification region:us
---
library_name: bertopic
pipeline_tag: text-classification
tags:
- bertopic
---

# ISSR_Dark_Web_Merged_Models_Content_White_Nations

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_Merged_Models_Content_White_Nations")

topic_model.get_topic_info()
```

You can make predictions as follows:
```python
sentence = ["recently closed Samsara market"]
topic, _ = topic_model.transform(sentence)
topic_model.get_topic_info(topic[0])
```

## Topic overview

* Number of topics: 157
* Number of training documents: 378835

<details>
  <summary>Click here for an overview of all topics.</summary>
  
  | Topic ID | Topic Keywords | Topic Frequency | Label | 
|----------|----------------|-----------------|-------| 
| -1 | vendor - order - nt - market - link | 340 | Outliers | 
| 0 | cart - weed - strain - thc - bud | 127409 | Product Reviews and Purchases | 
| 1 | deposit - address - ticket - btc - wallet | 19104 | Empire Deposit & Withdrawal Issues | 
| 2 | key - pgp - account - pgp key - password | 6011 | PGP Key Security | 
| 3 | order - shipped - ordered - day - week | 6350 | Order Shipping Status | 
| 4 | scam - scammer - scam scam - scam scam scam - scammed | 3368 | Vendor Scams and Detection | 
| 5 | thanks - thank - lol - man - bro | 4836 | Friendly Positive Talk | 
| 6 | ship - country - eu - shipping - uk | 4584 | Shipping in EU Countries | 
| 7 | coke - cocaine - quality - product - good | 5583 | High Quality Cocaine | 
| 8 | card - carding - cc - gift card - gift | 4161 | Carding Strategies | 
| 9 | pgp - begin pgp - begin - pgp signature - signature | 4192 | PGP Signature End | 
| 10 | lsd - tab - ug - acid - blotter | 2462 | LSD Tab Marketplace Reviews | 
| 11 | vendor - good - anyone - know - legit | 3574 | Vendor Recommendation | 
| 12 | dispute - refund - mod - order - moderator | 5834 | Dispute Resolution | 
| 13 | wsm - dream - market - exit - vendor | 2863 | WSM Exit Scam Warnings | 
| 14 | drug - police - get - nt - house | 2455 | Drugs and Police Enforcement | 
| 15 | monero - xmr - wallet - btc - exchange | 3042 | Monero Wallet Exchange and Bitcoin Use | 
| 16 | ddos - attack - ddos attack - mirror - market | 3928 | Dread Market DDoS Attack | 
| 17 | mdma - mda - price - quality - vendor | 2056 | MDMA Vendor Quality Prices | 
| 18 | darknet - clearnet - dark - link - darknetmarkets | 3244 | Darknet Market | 
| 19 | sub - post - mod - banned - link | 3277 | Dread Market Forum Rules and Bans | 
| 20 | bar - alp - hulk - press - pack | 1942 | Alprazolam Pressed Bars Reviews | 
| 21 | xanax - bar - alp - mg - alprazolam | 2940 | Xanax Bars and Vendors | 
| 22 | market - new market - market market - good - new | 3269 | Market Upgrade Support | 
| 23 | feedback - review - vendor - negative - positive | 2670 | ecommerce feedback | 
| 24 | mirror - working - working mirror - mirror link - link | 1802 | Mirror Link Working | 
| 25 | mg - pill - tablet - price - xtc | 1447 | Drug Sales | 
| 26 | box - mail - package - address - po | 4287 | Mail Delivery Issues | 
| 27 | review - thanks - thanks review - review thanks - nice review | 2829 | Positive Reviews Thank You Notes Nice | 
| 28 | ticket - support ticket - support - se en - se | 2240 | Support Ticket Confusion | 
| 29 | cryptonia - market - empire - nightmare - vendor | 1811 | Cryptonia Market | 
| 30 | escrow - fe - use escrow - vendor - market | 1589 | Market Escrow Usage | 
| 31 | onion - dot onion - dot - onion link - onion site | 1551 | Onion Links | 
| 32 | det - er - og - har - jeg | 1471 | Kola;Vendor;Stealth Shipping;Review;Norway | 
| 33 | tor - browser - network - javascript - tor browser | 1126 | Anonymous Browsing and Tor Networks | 
| 34 | dread - reddit - post - dread dread - sub | 1331 | community appreciation | 
| 35 | meth - business day - business - day - good | 1493 | Meth Vendor Quality Review | 
| 36 | fent - fentanyl - opiate - heroin - nt | 1640 | Fentanyl Opiate Discussion | 
| 37 | link - link link - point link comment - link point link - link comment post | 2294 | Links and Posts | 
| 38 | pack - week - day - ordered - land | 1332 | Package Delay and Shipping | 
| 39 | pm - interested - looking - find - please | 1499 | PM Interested Help Explanation | 
| 40 | hugbunter - hugbunter hugbunter - link hugbunter - hugbunter link - link hugbunter hugbunter | 1157 | hugbunter links | 
| 41 | drug - police - court - enforcement - investigation | 923 | Darknet Drug Enforcement | 
| 42 | stealth - good - good stealth - vendor - shipping | 849 | Good Stealth Vendor Shipping | 
| 43 | counterfeit - note - euro - bill - pen | 968 | Counterfeit Money Sales | 
| 44 | empire - nightmare - empire empire - find empire - empire nightmare | 1493 | Empire Name Search | 
| 45 | day - waiting - week - month - hour | 1040 | Waiting Time | 
| 46 | id - passport - fake - license - scan | 1681 | Fake IDs & Documents | 
| 47 | bank - account - drop - bank drop - cash | 1623 | Bank Drop Transaction | 
| 48 | wickr - use wickr - using wickr - contact - via wickr | 3405 | Wickr Abuse Policy Protect Wickr Community | 
| 49 | de - und - que - un - da | 751 | German Darknet Market | 
| 50 | phishing - phishing link - link - phished - phishing site | 1081 | Phishing Detection Techniques | 
| 51 | dream - nightmare - dream dream - anyone - like | 1294 | Dream Nightmare Experience | 
| 52 | price - sale - promo - sell - buy | 756 | Sale;Promotional Offers;Good Deals | 
| 53 | tails - tail - usb - electrum - persistent | 1101 | Tails;Electrum;Persistent File;USB Installation | 
| 54 | adderall - amphetamine - mg - replacement - speed | 1583 | Adderall Replacement Pills | 
| 55 | cancel - order - auto - cancel order - day | 1353 | Auto Cancel Orders | 
| 56 | mushroom - shrooms - cubensis - psilocybin - spore | 1294 | Mushroom Guide & Dosage Information | 
| 57 | ketamine - gm - gm gm - gm gm gm - vendor | 1134 | Ketamine Vendor Quality Shard | 
| 58 | exit - exit scam - scam - exit scamming - exit scammed | 1163 | Exit Scam Market | 
| 59 | phone - burner - sim - card - number | 691 | Burner Phone Usage | 
| 60 | dream - market - dream market - nightmare - nightmare market | 830 | Dream Market | 
| 61 | bond - vendor bond - vendor - bond back - market | 2239 | Vendor Bond Waiver Market | 
| 62 | vpn - tor - use - using - proxy | 546 | VPN and Tor Use | 
| 63 | jabber - telegram - xmpp - pidgin - otr | 1054 | Jabber/XMPP/OTR Chat Clients | 
| 64 | dmt - psychedelics - per - psychedelic - changa | 588 | DMT Psychedelics Prices | 
| 65 | captcha - captchas - page - enter - login | 899 | Captcha Issues in Darknet Market | 
| 66 | sample - free sample - free - review - sample pack | 713 | Free Sample Order | 
| 67 | update - issue - problem - working - fixed | 682 | Fixed Bug Issue | 
| 68 | cgmc - invite - vendor - cgmc cgmc - link cgmc | 1410 | CGMC Invites | 
| 69 | apollon - apollon market - market - empire - apollomarket | 694 | Apollon Market Update | 
| 70 | paypal - transfer - account - paypal account - paypal transfer | 750 | PayPal Account Transfer | 
| 71 | giveaway - win - number - winner - contest | 1008 | Giveaways & Contests | 
| 72 | pm - working link - link - link please - please | 739 | Working Link Requests | 
| 73 | darkfail - link - fail - dark - dark fail | 745 | Dark Fail Links Question | 
| 74 | empire - market - empire market - nightmare - alphabay | 598 | Empire Market Vendor Feedback | 
| 75 | package - pack - delivery - tracking - day | 2959 | Package Delivery Tracking | 
| 76 | bag - dog - seal - mylar - vac | 3821 | Smuggling Methods & Detection | 
| 77 | opsec - opsec opsec - link opsec - opsec link - opsec opsec link | 542 | Opsec Guidance | 
| 78 | link - working - working link - main link - link working | 618 | Link issues | 
| 79 | money - pay - money back - dollar - get | 875 | Money Losses | 
| 80 | tracking - tracking number - number - order - day | 513 | Tracking Number Concerns | 
| 81 | guide - tutorial - outdated - thanks - method | 1078 | Guide Topic or Tutorial Help or Out | 
| 82 | bir - bu - kai - ama - var | 357 | bu bir kai | 
| 83 | rc - mxe - dck - rcs - fdck | 356 | RC Sources | 
| 84 | cash - btc - bitcoin - coinbase - atm | 549 | Crypto Purchase Methods | 
| 85 | olympus - market - fe escrow - olympus market - dream | 1271 | Olympus Market | 
| 86 | log - logged - logging - login - page | 338 | Logging and Session Issues | 
| 87 | vacation - vacation mode - mode - back - profile | 401 | Vacation Mode | 
| 88 | message - contact - email - support - send | 331 | Message;Email Support | 
| 89 | post - mod - comment - delete - thread | 748 | Moderation and Deletion of Posts | 
| 90 | xmr - wallet - deposit - monero - payment id | 4471 | XMR Wallet Issue | 
| 91 | image - exif - upload - exif data - data | 946 | Image Exif Data Upload | 
| 92 | back - hope - welcome back - luck - good | 399 | hope recovery | 
| 93 | review - template - pic - picture - table | 2240 | Review templates and images | 
| 94 | cheer - cheer cheer - cheer mate - mate - anyone | 547 | Cheer Positivity Justification | 
| 95 | bulk - price - kratom - good - kg | 307 | Bulk Kratom Vendors | 
| 96 | wallstreet - wall st - wall - st - wallstreetmarket | 675 | Wallstreet Market Forum Links | 
| 97 | product - stealth - shipping - quality - price | 685 | Product Review | 
| 98 | listing - list - superlist - vendor - search | 2037 | Listing Management and Visibility | 
| 99 | fuck - cunt - dick - fud fud - fud fud fud | 493 | Mom sex;Insults | 
| 100 | empire - exit - market - scam - exit scam | 3076 | Empire Market | 
| 101 | protonmail - protonmailcom - email - proton - secmail | 1138 | Protonmail Alternatives | 
| 102 | wallet - node - gui - monero - remote node | 296 | Monero Wallet Update | 
| 103 | multisig - market - transaction - escrow - use multisig | 423 | MultiSig Market Transactions | 
| 104 | bunk - bunk bar - bar - hulk - sent bunk | 307 | Bunk and Bar | 
| 105 | mg - benzo - benzos - alprazolam - alp | 355 | Benzodiazepine use and abuse | 
| 106 | pelican - bird - pelicanvendor - bigbird - pelicanvendor pelicanvendor link | 2750 | Pelican Bird Giveaway | 
| 107 | heinekenexpress - link heinekenexpress - heinekenexpress link - heinekenexpress heinekenexpress - link heinekenexpress heinekenexpress | 249 | Heineken Express Reviews | 
| 108 | rdp - sock - vpn - ip - card | 266 | RDP Socks for Carding | 
| 109 | dnm - dm - dread - forum - link | 401 | DNM Reddit Subs | 
| 110 | pic - picture - photo - photoshop - post pic | 937 | Pics and posts | 
| 111 | empire - link - empiremarket - empire link - link empire | 476 | Empire Market Links | 
| 112 | invite - invite code - code - need invite - get invite | 398 | Darknet Market Invites | 
| 113 | samsara - market - samsara market - sam - dream | 224 | Samsara Market | 
| 114 | chemical - test - lab - powder - product | 290 | Chemistry Research and Supply | 
| 115 | rapture - rapture market - rapturemarket - market - gbp | 1262 | Rapture Market GBP | 
| 116 | water - acetone - powder - dry - ml | 214 | Acetone Recrystallization Techniques | 
| 117 | witchman - link witchman - link - witchman link - witchman witchman | 1754 | Link Witchman Discussion | 
| 118 | tochka - market - tochka market - tochka tochka - use tochka | 218 | Tochka market | 
| 119 | post - know guy know - guy know guy - know guy - guy know | 210 | Read Post Discussion | 
| 120 | subdread - sub - post - subdreads - create | 2589 | Subdread creation issues | 
| 121 | crosspost - giveaway - review crosspost - crosspost vendor - review | 509 | Crosspost Giveaway Review | 
| 122 | oxycodone - mg - oxy - opiate - opiateconnect | 999 | Opiate Dosages | 
| 123 | drug - drugsuk - drugs - selling drug - drug dealer | 608 | Drugs and Drug Market | 
| 124 | hacked - hacker - hacking - job - lfw | 1201 | Hacker Job | 
| 125 | login - account - password - log - fa | 471 | Login and Registration Issues | 
| 126 | cc - cvv - vbv - cc vendor - cc cvv | 470 | Credit Card Data | 
| 127 | withdraw - withdrawal - withdrawl - withdraws - btc | 382 | Bitcoin Withdrawal | 
| 128 | heard - happened - anyone - anyone heard - thewizzardnl | 397 | Something Happened | 
| 129 | benzos - benzo - rc - benzo vendor - rc benzos | 281 | Benzos Vendors | 
| 130 | fraud - fraudsters - fraud vendor - loan fraud - fraudfox | 308 | Fraud and Loan Scams | 
| 131 | mephedrone - meopcp - mxe - mescaline - mmc | 326 | Chemicals and Drugs | 
| 132 | socialism - lesson - applied socialism - practical - practical lesson applied | 178 | Applied Socialism | 
| 133 | trump - democrats - pelosi - biden - election | 10136 | 2020 Election Fraud Impeachment | 
| 134 | border - illegal - wall - trump - mexico | 2606 | Border Wall Debate | 
| 135 | israel - iran - syria - us - israeli | 1802 | Middle East Tensions Wars | 
| 136 | climate - climate change - change - warming - global warming | 1740 | Climate Change Funding | 
| 137 | sgt - sgt report - report - appeared first - appeared first sgt | 915 | SGT Report Articles | 
| 138 | mueller - fbi - trump - clinton - obama | 832 | Trump Deep State | 
| 139 | facebook - google - tech - twitter - social media | 3596 | Big Tech Censorship | 
| 140 | gold - silver - report - the post - sgt report | 818 | Gold Silver Ratio | 
| 141 | epstein - jeffrey epstein - jeffrey - sex - maxwell | 750 | Epstein Maxwell Sex Scandal | 
| 142 | women - men - transgender - gender - feminism | 569 | Transgender Rights and Feminism | 
| 143 | jews - jewish - jew - holocaust - the jews | 485 | 20th Century Jewish History | 
| 144 | kavanaugh - ford - christine - brett - brett kavanaugh | 590 | Kavanaugh Accuser | 
| 145 | white - racist - white people - race - black | 442 | White Racism Follow | 
| 146 | youtube - music - favorite - what favorite - what favorite music | 571 | Favorite Music Youtube | 
| 147 | vaccine - vaccines - measles - vaccination - flu | 398 | Vaccine Lawsuit Losses | 
| 148 | abortion - planned parenthood - parenthood - planned - babies | 400 | Planned Parenthood Abortion | 
| 149 | christians - christianity - pope - christian - church | 281 | Christianity & Religion | 
| 150 | media - news - cnn - fake news - fake | 551 | Mainstream Media and Fake News | 
| 151 | antifa - portland - police - violence - protesters | 662 | Antifa Portland Attacks Journalist | 
| 152 | college - school - students - schools - education | 337 | Education Politics | 
| 153 | stormfront - stormfront sucks - re stormfront sucks - re stormfront - sucks | 374 | Stormfront Criticism | 
| 154 | assange - julian - julian assange - wikileaks - us | 197 | Julian Assange Expulsion | 
| 155 | coronavirus - virus - pandemic - outbreak - wuhan | 192 | Coronavirus Pandemic |
  
</details>

## Training hyperparameters

* calculate_probabilities: True
* language: None
* low_memory: True
* min_topic_size: 10
* n_gram_range: (1, 3)
* 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
