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

# kardosdrur/testing_s3

This repository contains a topic model trained with the [Turftopic](https://github.com/x-tabdeveloping/turftopic) Python library.

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

```python
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.