metadata

pipeline_tag: text-classification
library_name: turftopic
tags:
  - turftopic
  - topic-modelling

kardosdrur/testing_s3

This repository contains a topic model trained with the Turftopic Python library.

To load and use the model run the following piece of code:

from turftopic import load_model

model = load_model(kardosdrur/testing_s3)
model.print_topics()

Model Structure

The model is structured as follows:

ClusteringTopicModel(clustering=KMeans(n_clusters=20),
                     dimensionality_reduction=PCA(n_components=5),
                     feature_importance='c-tf-idf',
                     vectorizer=CountVectorizer(min_df=10,
                                                stop_words='english'))

Topics

The topics discovered by the model are the following:

Topic ID	Highest Ranking
0	ax, max, g9v, b8f, jpeg, pl, a86, db, 1d9, file
1	drive, scsi, price, card, sale, 00, shipping, ram, pc, offer
2	pathetic, path, patient, patience, paths, pathology, patrick, patent, patently, patriot
3	key, encryption, government, clipper, chip, keys, law, use, nsa, escrow
4	people, right, don, think, just, government, like, say, does, rights
5	game, team, year, 25, play, games, players, 10, 55, season
6	dos, windows, image, file, edu, ftp, version, files, available, program
7	god, jesus, bible, people, christ, believe, christians, christian, faith, say
8	mr, president, people, fbi, gun, think, did, don, batf, know
9	space, use, new, launch, used, like, don, know, just, 00
10	god, jews, people, church, does, did, christian, greek, just, israel
11	car, just, like, don, people, think, money, insurance, make, time
12	software, windows, thanks, know, version, does, ftp, available, xfree86, pc
13	ax, edu, information, pub, space, ftp, data, mail, file, entry
14	hockey, game, games, team, season, nhl, la, league, don, pts
15	armenian, armenians, turkish, people, said, israel, jews, genocide, israeli, armenia
16	00, car, new, 50, price, bike, good, like, 1st, 10
17	like, just, time, problem, don, use, know, vitamin, good, think
18	drive, scsi, card, disk, windows, controller, drives, use, bus, ide
19	ax, max, edu, com, b8f, ah, 145, a86, pl, air

Package versions

The model in this repo was trained using the following package versions:

Package	Version
scikit-learn	1.3.2
sentence-transformers	3.2.0
turftopic	0.6.0
joblib	1.2.0

We recommend that you install the same, or compatible versions of these packages locally, before trying to load a model.