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

# BERTopic-Indonesia-Finance-News

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
'''
Topic 0 -> Impact of Federal Reserve Tapering on Indonesia Financial Markets
Topic 1 -> Initial Public Offering (IPO) in Indonesia State-Owned Entreprise (BUMN)
Topic 2 -> Restructuring and Transformation of Banking in Indonesia
Topic 3 -> Impact of China's Economic Slowdown on Indonesia International Trade and Investment
Topic 4 -> Exchange Rate of Indonesian Rupiah (to US Dollar)
Topic 5 -> Legal Proceedings In Indonesian
Topic 6 -> Insurances and Membership in Indonesia
Topic 7 -> Bank Indonesian's Economics Policies and Stability Measures
'''
from bertopic import BERTopic
topic_model = BERTopic.load("ZhafranR/BERTopic-Indonesia-Finance-News")

topic_model.get_topic_info()
```

## Topic overview

* Number of topics: 8
* Number of training documents: 74933

<details>
  <summary>Click here for an overview of all topics.</summary>
  
  | Topic ID | Topic Keywords | Topic Frequency | Label | 
|----------|----------------|-----------------|-------| 
| 0 | penguatan - menguat - ihsg - acuan - kamis | 28336 | 0_penguatan_menguat_ihsg_acuan | 
| 1 | perseroan - keterbukaan - sepekan - kepemilikan - hmetd | 12504 | 1_perseroan_keterbukaan_sepekan_kepemilikan | 
| 2 | perseroan - penyaluran - restrukturisasi - otoritas - transformasi | 11737 | 2_perseroan_penyaluran_restrukturisasi_otoritas | 
| 3 | sekuritas - ihsg - squawk - saksikan - cnbcindonesia | 9410 | 3_sekuritas_ihsg_squawk_saksikan | 
| 4 | menguat - penguatan - sekuritas - terpantau - jakarta | 8680 | 4_menguat_penguatan_sekuritas_terpantau | 
| 5 | penyidikan - diperiksa - kejagung - penyidik - persidangan | 2616 | 5_penyidikan_diperiksa_kejagung_penyidik | 
| 6 | iurannya - ketenagakerjaan - kepesertaan - pemberi - dibayarkan | 1317 | 6_iurannya_ketenagakerjaan_kepesertaan_pemberi | 
| 7 | likuiditas - pencatatan - berkelanjutan - sukuk - cyclicals | 333 | 7_likuiditas_pencatatan_berkelanjutan_sukuk |
  
</details>

## Training hyperparameters

* calculate_probabilities: False
* language: None
* low_memory: False
* min_topic_size: 100
* n_gram_range: (1, 2)
* nr_topics: None
* seed_topic_list: None
* top_n_words: 20
* verbose: True

## Framework versions

* Numpy: 1.24.1
* HDBSCAN: 0.8.33
* UMAP: 0.5.4
* Pandas: 1.5.3
* Scikit-Learn: 1.3.2
* Sentence-transformers: 2.2.2
* Transformers: 4.35.0
* Numba: 0.57.1
* Plotly: 5.18.0
* Python: 3.10.6