Add BERTopic model
Browse files- README.md +243 -0
- config.json +17 -0
- topic_embeddings.safetensors +3 -0
- topics.json +0 -0
README.md
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| 1 |
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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_Merged_Models_Content_White_Nations_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_Merged_Models_Content_White_Nations_Raid")
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topic_model.get_topic_info()
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```
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## Topic overview
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* Number of topics: 174
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* Number of training documents: 473242
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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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| 40 |
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|----------|----------------|-----------------|-------|
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| 41 |
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| -1 | vendor - order - nt - market - link | 594 | Outliers |
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| 42 |
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| 0 | cart - weed - strain - thc - bud | 163728 | Product Reviews and Purchases |
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| 43 |
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| 1 | deposit - address - ticket - btc - wallet | 19104 | Empire Deposit & Withdrawal Issues |
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| 44 |
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| 2 | key - pgp - account - pgp key - password | 6011 | PGP Key Security |
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| 45 |
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| 3 | order - shipped - ordered - day - week | 6350 | Order Shipping Status |
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| 46 |
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| 4 | scam - scammer - scam scam - scam scam scam - scammed | 3368 | Vendor Scams and Detection |
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| 47 |
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| 5 | thanks - thank - lol - man - bro | 5510 | Friendly Positive Talk |
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| 48 |
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| 6 | ship - country - eu - shipping - uk | 4584 | Shipping in EU Countries |
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| 49 |
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| 7 | coke - cocaine - quality - product - good | 5583 | High Quality Cocaine |
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| 50 |
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| 8 | card - carding - cc - gift card - gift | 4161 | Carding Strategies |
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| 51 |
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| 9 | pgp - begin pgp - begin - pgp signature - signature | 4192 | PGP Signature End |
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| 52 |
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| 10 | lsd - tab - ug - acid - blotter | 2462 | LSD Tab Marketplace Reviews |
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| 53 |
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| 11 | vendor - good - anyone - know - legit | 3574 | Vendor Recommendation |
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| 54 |
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| 12 | dispute - refund - mod - order - moderator | 5834 | Dispute Resolution |
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| 55 |
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| 13 | wsm - dream - market - exit - vendor | 2863 | WSM Exit Scam Warnings |
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| 56 |
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| 14 | drug - police - get - nt - house | 2455 | Drugs and Police Enforcement |
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| 57 |
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| 15 | monero - xmr - wallet - btc - exchange | 3042 | Monero Wallet Exchange and Bitcoin Use |
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| 58 |
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| 16 | ddos - attack - ddos attack - mirror - market | 3928 | Dread Market DDoS Attack |
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| 59 |
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| 17 | mdma - mda - price - quality - vendor | 2056 | MDMA Vendor Quality Prices |
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| 60 |
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| 18 | darknet - clearnet - dark - link - darknetmarkets | 3244 | Darknet Market |
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| 61 |
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| 19 | sub - post - mod - banned - link | 3277 | Dread Market Forum Rules and Bans |
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| 62 |
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| 20 | bar - alp - hulk - press - pack | 1942 | Alprazolam Pressed Bars Reviews |
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| 63 |
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| 21 | xanax - bar - alp - mg - alprazolam | 2940 | Xanax Bars and Vendors |
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| 64 |
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| 22 | market - new market - market market - good - new | 3269 | Market Upgrade Support |
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| 65 |
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| 23 | feedback - review - vendor - negative - positive | 2670 | ecommerce feedback |
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| 66 |
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| 24 | mirror - working - working mirror - mirror link - link | 1802 | Mirror Link Working |
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| 67 |
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| 25 | mg - pill - tablet - price - xtc | 1447 | Drug Sales |
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| 68 |
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| 26 | box - mail - package - address - po | 4287 | Mail Delivery Issues |
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| 69 |
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| 27 | review - thanks - thanks review - review thanks - nice review | 2829 | Positive Reviews Thank You Notes Nice |
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| 70 |
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| 28 | ticket - support ticket - support - se en - se | 2240 | Support Ticket Confusion |
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| 71 |
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| 29 | cryptonia - market - empire - nightmare - vendor | 1811 | Cryptonia Market |
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| 72 |
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| 30 | escrow - fe - use escrow - vendor - market | 1589 | Market Escrow Usage |
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| 73 |
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| 31 | onion - dot onion - dot - onion link - onion site | 1551 | Onion Links |
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| 74 |
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| 32 | det - er - og - har - jeg | 1471 | Kola;Vendor;Stealth Shipping;Review;Norway |
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| 75 |
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| 33 | tor - browser - network - javascript - tor browser | 1126 | Anonymous Browsing and Tor Networks |
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| 76 |
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| 34 | dread - reddit - post - dread dread - sub | 1331 | community appreciation |
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| 77 |
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| 35 | meth - business day - business - day - good | 1493 | Meth Vendor Quality Review |
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| 78 |
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| 36 | fent - fentanyl - opiate - heroin - nt | 1640 | Fentanyl Opiate Discussion |
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| 79 |
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| 37 | link - link link - point link comment - link point link - link comment post | 2294 | Links and Posts |
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| 80 |
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| 38 | pack - week - day - ordered - land | 1332 | Package Delay and Shipping |
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| 81 |
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| 39 | pm - interested - looking - find - please | 1499 | PM Interested Help Explanation |
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| 82 |
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| 40 | hugbunter - hugbunter hugbunter - link hugbunter - hugbunter link - link hugbunter hugbunter | 1157 | hugbunter links |
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| 83 |
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| 41 | drug - police - court - enforcement - investigation | 923 | Darknet Drug Enforcement |
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| 84 |
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| 42 | stealth - good - good stealth - vendor - shipping | 849 | Good Stealth Vendor Shipping |
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| 85 |
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| 43 | counterfeit - note - euro - bill - pen | 968 | Counterfeit Money Sales |
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| 86 |
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| 44 | empire - nightmare - empire empire - find empire - empire nightmare | 1493 | Empire Name Search |
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| 87 |
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| 45 | day - waiting - week - month - hour | 1040 | Waiting Time |
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| 88 |
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| 46 | id - passport - fake - license - scan | 1681 | Fake IDs & Documents |
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| 89 |
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| 47 | bank - account - drop - bank drop - cash | 1623 | Bank Drop Transaction |
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| 90 |
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| 48 | wickr - use wickr - using wickr - contact - via wickr | 3405 | Wickr Abuse Policy Protect Wickr Community |
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| 91 |
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| 49 | de - und - que - un - da | 751 | German Darknet Market |
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| 92 |
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| 50 | phishing - phishing link - link - phished - phishing site | 5788 | Phishing Detection Techniques |
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| 93 |
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| 51 | dream - nightmare - dream dream - anyone - like | 1294 | Dream Nightmare Experience |
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| 94 |
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| 52 | price - sale - promo - sell - buy | 756 | Sale;Promotional Offers;Good Deals |
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| 95 |
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| 53 | tails - tail - usb - electrum - persistent | 1101 | Tails;Electrum;Persistent File;USB Installation |
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| 96 |
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| 54 | adderall - amphetamine - mg - replacement - speed | 1583 | Adderall Replacement Pills |
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| 97 |
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| 55 | cancel - order - auto - cancel order - day | 1353 | Auto Cancel Orders |
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| 98 |
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| 56 | mushroom - shrooms - cubensis - psilocybin - spore | 1294 | Mushroom Guide & Dosage Information |
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| 99 |
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| 57 | ketamine - gm - gm gm - gm gm gm - vendor | 1134 | Ketamine Vendor Quality Shard |
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| 100 |
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| 58 | exit - exit scam - scam - exit scamming - exit scammed | 1163 | Exit Scam Market |
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| 101 |
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| 59 | phone - burner - sim - card - number | 691 | Burner Phone Usage |
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| 102 |
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| 60 | dream - market - dream market - nightmare - nightmare market | 830 | Dream Market |
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| 103 |
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| 61 | bond - vendor bond - vendor - bond back - market | 2239 | Vendor Bond Waiver Market |
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| 104 |
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| 62 | vpn - tor - use - using - proxy | 546 | VPN and Tor Use |
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| 105 |
+
| 63 | jabber - telegram - xmpp - pidgin - otr | 1054 | Jabber/XMPP/OTR Chat Clients |
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| 106 |
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| 64 | dmt - psychedelics - per - psychedelic - changa | 588 | DMT Psychedelics Prices |
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| 107 |
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| 65 | captcha - captchas - page - enter - login | 899 | Captcha Issues in Darknet Market |
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| 108 |
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| 66 | sample - free sample - free - review - sample pack | 713 | Free Sample Order |
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| 109 |
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| 67 | update - issue - problem - working - fixed | 682 | Fixed Bug Issue |
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| 110 |
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| 68 | cgmc - invite - vendor - cgmc cgmc - link cgmc | 1410 | CGMC Invites |
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| 111 |
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| 69 | apollon - apollon market - market - empire - apollomarket | 694 | Apollon Market Update |
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| 112 |
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| 70 | paypal - transfer - account - paypal account - paypal transfer | 750 | PayPal Account Transfer |
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| 113 |
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| 71 | giveaway - win - number - winner - contest | 1008 | Giveaways & Contests |
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| 114 |
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| 72 | pm - working link - link - link please - please | 739 | Working Link Requests |
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| 115 |
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| 73 | darkfail - link - fail - dark - dark fail | 745 | Dark Fail Links Question |
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| 116 |
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| 74 | empire - market - empire market - nightmare - alphabay | 598 | Empire Market Vendor Feedback |
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| 117 |
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| 75 | package - pack - delivery - tracking - day | 2959 | Package Delivery Tracking |
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| 118 |
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| 76 | bag - dog - seal - mylar - vac | 3821 | Smuggling Methods & Detection |
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| 119 |
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| 77 | opsec - opsec opsec - link opsec - opsec link - opsec opsec link | 542 | Opsec Guidance |
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| 120 |
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| 78 | link - working - working link - main link - link working | 618 | Link issues |
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| 121 |
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| 79 | money - pay - money back - dollar - get | 875 | Money Losses |
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| 122 |
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| 80 | tracking - tracking number - number - order - day | 513 | Tracking Number Concerns |
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| 123 |
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| 81 | guide - tutorial - outdated - thanks - method | 1078 | Guide Topic or Tutorial Help or Out |
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| 124 |
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| 82 | bir - bu - kai - ama - var | 357 | bu bir kai |
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| 125 |
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| 83 | rc - mxe - dck - rcs - fdck | 356 | RC Sources |
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| 126 |
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| 84 | cash - btc - bitcoin - coinbase - atm | 549 | Crypto Purchase Methods |
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| 127 |
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| 85 | olympus - market - fe escrow - olympus market - dream | 3082 | Olympus Market |
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| 128 |
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| 86 | log - logged - logging - login - page | 338 | Logging and Session Issues |
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| 129 |
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| 87 | vacation - vacation mode - mode - back - profile | 401 | Vacation Mode |
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| 130 |
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| 88 | message - contact - email - support - send | 331 | Message;Email Support |
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| 131 |
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| 89 | post - mod - comment - delete - thread | 5040 | Moderation and Deletion of Posts |
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| 132 |
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| 90 | xmr - wallet - deposit - monero - payment id | 8102 | XMR Wallet Issue |
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| 133 |
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| 91 | image - exif - upload - exif data - data | 946 | Image Exif Data Upload |
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| 134 |
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| 92 | back - hope - welcome back - luck - good | 399 | hope recovery |
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| 135 |
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| 93 | review - template - pic - picture - table | 2240 | Review templates and images |
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| 136 |
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| 94 | cheer - cheer cheer - cheer mate - mate - anyone | 547 | Cheer Positivity Justification |
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| 137 |
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| 95 | bulk - price - kratom - good - kg | 307 | Bulk Kratom Vendors |
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| 138 |
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| 96 | wallstreet - wall st - wall - st - wallstreetmarket | 675 | Wallstreet Market Forum Links |
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| 139 |
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| 97 | product - stealth - shipping - quality - price | 685 | Product Review |
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| 140 |
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| 98 | listing - list - superlist - vendor - search | 2037 | Listing Management and Visibility |
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| 141 |
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| 99 | fuck - cunt - dick - fud fud - fud fud fud | 493 | Mom sex;Insults |
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| 142 |
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| 100 | empire - exit - market - scam - exit scam | 3076 | Empire Market |
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| 143 |
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| 101 | protonmail - protonmailcom - email - proton - secmail | 1138 | Protonmail Alternatives |
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| 144 |
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| 102 | wallet - node - gui - monero - remote node | 296 | Monero Wallet Update |
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| 145 |
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| 103 | multisig - market - transaction - escrow - use multisig | 423 | MultiSig Market Transactions |
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| 146 |
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| 104 | bunk - bunk bar - bar - hulk - sent bunk | 307 | Bunk and Bar |
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| 147 |
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| 105 | mg - benzo - benzos - alprazolam - alp | 355 | Benzodiazepine use and abuse |
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| 148 |
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| 106 | pelican - bird - pelicanvendor - bigbird - pelicanvendor pelicanvendor link | 2750 | Pelican Bird Giveaway |
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| 149 |
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| 107 | heinekenexpress - link heinekenexpress - heinekenexpress link - heinekenexpress heinekenexpress - link heinekenexpress heinekenexpress | 249 | Heineken Express Reviews |
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| 150 |
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| 108 | rdp - sock - vpn - ip - card | 266 | RDP Socks for Carding |
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| 151 |
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| 109 | dnm - dm - dread - forum - link | 401 | DNM Reddit Subs |
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| 152 |
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| 110 | pic - picture - photo - photoshop - post pic | 937 | Pics and posts |
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| 153 |
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| 111 | empire - link - empiremarket - empire link - link empire | 476 | Empire Market Links |
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| 154 |
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| 112 | invite - invite code - code - need invite - get invite | 398 | Darknet Market Invites |
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| 155 |
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| 113 | samsara - market - samsara market - sam - dream | 224 | Samsara Market |
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| 156 |
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| 114 | chemical - test - lab - powder - product | 290 | Chemistry Research and Supply |
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| 157 |
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| 115 | rapture - rapture market - rapturemarket - market - gbp | 1262 | Rapture Market GBP |
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| 158 |
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| 116 | water - acetone - powder - dry - ml | 214 | Acetone Recrystallization Techniques |
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| 159 |
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| 117 | witchman - link witchman - link - witchman link - witchman witchman | 1754 | Link Witchman Discussion |
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| 160 |
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| 118 | tochka - market - tochka market - tochka tochka - use tochka | 218 | Tochka market |
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| 161 |
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| 119 | post - know guy know - guy know guy - know guy - guy know | 210 | Read Post Discussion |
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| 162 |
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| 120 | subdread - sub - post - subdreads - create | 2589 | Subdread creation issues |
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| 163 |
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| 121 | crosspost - giveaway - review crosspost - crosspost vendor - review | 509 | Crosspost Giveaway Review |
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| 164 |
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| 122 | oxycodone - mg - oxy - opiate - opiateconnect | 999 | Opiate Dosages |
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| 165 |
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| 123 | drug - drugsuk - drugs - selling drug - drug dealer | 608 | Drugs and Drug Market |
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| 166 |
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| 124 | hacked - hacker - hacking - job - lfw | 1201 | Hacker Job |
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| 167 |
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| 125 | login - account - password - log - fa | 5784 | Login and Registration Issues |
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| 168 |
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| 126 | cc - cvv - vbv - cc vendor - cc cvv | 4119 | Credit Card Data |
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| 169 |
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| 127 | withdraw - withdrawal - withdrawl - withdraws - btc | 382 | Bitcoin Withdrawal |
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| 170 |
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| 128 | heard - happened - anyone - anyone heard - thewizzardnl | 397 | Something Happened |
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| 171 |
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| 129 | benzos - benzo - rc - benzo vendor - rc benzos | 281 | Benzos Vendors |
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| 172 |
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| 130 | fraud - fraudsters - fraud vendor - loan fraud - fraudfox | 308 | Fraud and Loan Scams |
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| 173 |
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| 131 | mephedrone - meopcp - mxe - mescaline - mmc | 326 | Chemicals and Drugs |
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| 174 |
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| 132 | socialism - lesson - applied socialism - practical - practical lesson applied | 178 | Applied Socialism |
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| 175 |
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| 133 | trump - democrats - pelosi - biden - election | 10136 | 2020 Election Fraud Impeachment |
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| 176 |
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| 134 | border - illegal - wall - trump - mexico | 2606 | Border Wall Debate |
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| 177 |
+
| 135 | israel - iran - syria - us - israeli | 1802 | Middle East Tensions Wars |
|
| 178 |
+
| 136 | climate - climate change - change - warming - global warming | 1740 | Climate Change Funding |
|
| 179 |
+
| 137 | sgt - sgt report - report - appeared first - appeared first sgt | 915 | SGT Report Articles |
|
| 180 |
+
| 138 | mueller - fbi - trump - clinton - obama | 832 | Trump Deep State |
|
| 181 |
+
| 139 | facebook - google - tech - twitter - social media | 3596 | Big Tech Censorship |
|
| 182 |
+
| 140 | gold - silver - report - the post - sgt report | 1586 | Gold Silver Ratio |
|
| 183 |
+
| 141 | epstein - jeffrey epstein - jeffrey - sex - maxwell | 750 | Epstein Maxwell Sex Scandal |
|
| 184 |
+
| 142 | women - men - transgender - gender - feminism | 569 | Transgender Rights and Feminism |
|
| 185 |
+
| 143 | jews - jewish - jew - holocaust - the jews | 485 | 20th Century Jewish History |
|
| 186 |
+
| 144 | kavanaugh - ford - christine - brett - brett kavanaugh | 590 | Kavanaugh Accuser |
|
| 187 |
+
| 145 | white - racist - white people - race - black | 442 | White Racism Follow |
|
| 188 |
+
| 146 | youtube - music - favorite - what favorite - what favorite music | 571 | Favorite Music Youtube |
|
| 189 |
+
| 147 | vaccine - vaccines - measles - vaccination - flu | 1400 | Vaccine Lawsuit Losses |
|
| 190 |
+
| 148 | abortion - planned parenthood - parenthood - planned - babies | 400 | Planned Parenthood Abortion |
|
| 191 |
+
| 149 | christians - christianity - pope - christian - church | 281 | Christianity & Religion |
|
| 192 |
+
| 150 | media - news - cnn - fake news - fake | 551 | Mainstream Media and Fake News |
|
| 193 |
+
| 151 | antifa - portland - police - violence - protesters | 662 | Antifa Portland Attacks Journalist |
|
| 194 |
+
| 152 | college - school - students - schools - education | 337 | Education Politics |
|
| 195 |
+
| 153 | stormfront - stormfront sucks - re stormfront sucks - re stormfront - sucks | 374 | Stormfront Criticism |
|
| 196 |
+
| 154 | assange - julian - julian assange - wikileaks - us | 197 | Julian Assange Expulsion |
|
| 197 |
+
| 155 | coronavirus - virus - pandemic - outbreak - wuhan | 192 | Coronavirus Pandemic |
|
| 198 |
+
| 156 | database - data - db - databases - dump | 340 | Data Collection |
|
| 199 |
+
| 157 | mega - onlyfans - collection - gb - nsfw | 7773 | NSFW Mega OnlyFans Pack |
|
| 200 |
+
| 158 | combo - combolist - hq - private - gaming | 4326 | Gaming Combo List |
|
| 201 |
+
| 159 | htb - flag - writeup - hackthebox - root | 2961 | Hack The Box Root Flags Writeup |
|
| 202 |
+
| 160 | leak - leaked - leaked download - database leaked - download | 2275 | Data Leak |
|
| 203 |
+
| 161 | hello - hi - new - hey - im | 2027 | Hello New Member |
|
| 204 |
+
| 162 | raid - raidforums - server - raiding - raid raid | 1732 | Server Raids |
|
| 205 |
+
| 163 | anime - manga - animes - best - naruto | 2056 | Anime Favorites |
|
| 206 |
+
| 164 | vpn - nordvpn - nord - accounts - nord vpn | 1120 | NordVPN Premium Accounts |
|
| 207 |
+
| 165 | netflix - spotify - steam - minecraft - combo | 1017 | netflix spotify steam minecraft account |
|
| 208 |
+
| 166 | twitch - youtube - streamer - stream - raid | 1136 | Twitch Raid Streams |
|
| 209 |
+
| 167 | spotify - spotify premium - premium - accounts - spotify accounts | 1260 | Spotify Premium Accounts |
|
| 210 |
+
| 168 | dox - doxing - dox dox - doxed - doxxing | 864 | Doxing Tutorial |
|
| 211 |
+
| 169 | discord - discord server - server - tokens - discord tokens | 810 | Discord Server Tokens |
|
| 212 |
+
| 170 | proxy - proxies - socks - proxy list - http | 881 | Proxy Lists |
|
| 213 |
+
| 171 | netflix - hulu - accounts - premium - netflix premium | 636 | Premium Netflix Accounts |
|
| 214 |
+
| 172 | discord - raid - discord raid - raid discord - discord server | 773 | Discord Raids |
|
| 215 |
+
|
| 216 |
+
</details>
|
| 217 |
+
|
| 218 |
+
## Training hyperparameters
|
| 219 |
+
|
| 220 |
+
* calculate_probabilities: True
|
| 221 |
+
* language: None
|
| 222 |
+
* low_memory: True
|
| 223 |
+
* min_topic_size: 10
|
| 224 |
+
* n_gram_range: (1, 3)
|
| 225 |
+
* nr_topics: None
|
| 226 |
+
* seed_topic_list: None
|
| 227 |
+
* top_n_words: 10
|
| 228 |
+
* verbose: True
|
| 229 |
+
* zeroshot_min_similarity: 0.7
|
| 230 |
+
* zeroshot_topic_list: None
|
| 231 |
+
|
| 232 |
+
## Framework versions
|
| 233 |
+
|
| 234 |
+
* Numpy: 1.26.4
|
| 235 |
+
* HDBSCAN: 0.8.36
|
| 236 |
+
* UMAP: 0.5.6
|
| 237 |
+
* Pandas: 2.2.1
|
| 238 |
+
* Scikit-Learn: 1.4.1.post1
|
| 239 |
+
* Sentence-transformers: 3.0.1
|
| 240 |
+
* Transformers: 4.39.3
|
| 241 |
+
* Numba: 0.60.0
|
| 242 |
+
* Plotly: 5.22.0
|
| 243 |
+
* Python: 3.12.2
|
config.json
ADDED
|
@@ -0,0 +1,17 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"calculate_probabilities": true,
|
| 3 |
+
"language": null,
|
| 4 |
+
"low_memory": true,
|
| 5 |
+
"min_topic_size": 10,
|
| 6 |
+
"n_gram_range": [
|
| 7 |
+
1,
|
| 8 |
+
3
|
| 9 |
+
],
|
| 10 |
+
"nr_topics": null,
|
| 11 |
+
"seed_topic_list": null,
|
| 12 |
+
"top_n_words": 10,
|
| 13 |
+
"verbose": true,
|
| 14 |
+
"zeroshot_min_similarity": 0.7,
|
| 15 |
+
"zeroshot_topic_list": null,
|
| 16 |
+
"embedding_model": "all-MiniLM-L6-v2"
|
| 17 |
+
}
|
topic_embeddings.safetensors
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:3bb2274d664d3e80fbe298eef1a95f35ef234675aef5c45dc800080583221eba
|
| 3 |
+
size 267352
|
topics.json
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|