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:

SemanticSignalSeparation(decomposition=FastICA(n_components=10),
                         vectorizer=CountVectorizer(min_df=10,
                                                    stop_words='english'))

Topics

The topics discovered by the model are the following:

Topic ID	Highest Ranking	Lowest Ranking
0	goaltenders, nhl, bullpen, sabres, goaltender, puckett, leafs, braves, pitchers, canucks	accelerator, malaysia, automobile, accelerators, mazda, automobiles, automotive, vehicle, silicon, britain
1	saturn, suzuki, symptoms, jupiter, bmw, exhaust, volvo, engine, mazda, propulsion	wiretapping, wiretaps, nsa, spying, eavesdropping, wiretap, security, encryption, enforcement, safeguarding
2	drawbacks, advantages, productivity, efficiency, innovation, economical, disadvantages, proponents, competitiveness, economically	address, instructions, serial, arrived, codes, configured, 9591, 16550, contacting, recieved
3	publishes, archives, publisher, scholars, manuscripts, npr, affiliated, revelations, discusses, archive	motorcycling, motorcycles, speeding, motorcycle, driving, motorcyclist, riding, harleys, braking, vehicles
4	motherboard, ram, motherboards, processor, cmos, hardware, chipset, chipsets, amd, mb	yale, sunroof, damphousse, library, npr, billboards, balloon, schools, kerosene, nicholas
5	palestinians, palestinian, gazans, gaza, genocide, israelis, atrocities, israeli, hamas, holocaust	motorola, mastercard, technician, smartdrive, telephony, transmissions, phones, electronically, voyager, cruising
6	spectrometer, makefile, biochemistry, dblspace, bibliography, booklet, bookstores, circumference, nutritional, statistically	uh, um, em, yeah, oh, er, ah, yer, yo, ye
7	theology, theological, scripture, theologians, christianity, biblical, agnosticism, devout, agnostic, christians	missiles, munitions, soviets, artillery, bunker, missile, explosives, tactical, grenades, soviet
8	causes, metabolism, obstruction, bugging, xsession, disabling, debugger, behaviour, syndrome, occurs	prices, pricing, price, affordable, cheap, forsale, inexpensive, cost, purchases, priced
9	xcreatewindow, programmable, bitmap, bitmaps, colormaps, freeware, gui, imagewriter, colormap, adobe	discrepancy, inaccuracies, defective, debacle, unrecognized, faulty, misconception, sceptical, refutation, warranted

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.