---
language: es
tags:
  - text-classification
  - financial-sentiment-analysis
  - sentiment-analysis
datasets:
  - datasets/financial_phrasebank
metrics:
  - f1
  - accuracy
  - precision
  - recall
widget:
  - text: "Las ventas netas aumentaron un 30%, hasta 36 millones de euros."
    example_title: "Example 1"
  - text: "Comienza el Black Friday. Lista de promociones en tienda."
    example_title: "Example 2"
  - text: "Las acciones de CDPROJEKT registraron la mayor caída entre las empresas cotizadas en la WSE."
    example_title: "Example 3"
---


# Finance Sentiment ES (base)

Finance Sentiment ES (base) is a model based on [bert-base-spanish-wwm-cased](https://huggingface.co/dccuchile/bert-base-spanish-wwm-cased) for analyzing sentiment of Spanish financial news. It was trained on the translated version of [Financial PhraseBank](https://www.researchgate.net/publication/251231107_Good_Debt_or_Bad_Debt_Detecting_Semantic_Orientations_in_Economic_Texts) by Malo et al. (20014) for 10 epochs on single RTX3090 gpu. 

The model will give you a three labels: positive, negative and neutral.

## How to use

You can use this model directly with a pipeline for sentiment-analysis:

```python
from transformers import pipeline

nlp = pipeline("sentiment-analysis", model="bardsai/finance-sentiment-es-base")
nlp("Las ventas netas aumentaron un 30%, hasta 36 millones de euros.")
```
```bash
[{'label': 'positive', 'score': 0.9987998807375955}]
```

## Performance
| Metric | Value |
| --- | ----------- |
| f1 macro | 0.973 |
| precision macro | 0.974 |
| recall macro | 0.972 |
| accuracy | 0.978 |
| samples per second | 135.1 |

(The performance was evaluated on RTX 3090 gpu)

## Changelog
- 2023-09-18: Initial release

## About bards.ai

At bards.ai, we focus on providing machine learning expertise and skills to our partners, particularly in the areas of nlp, machine vision and time series analysis. Our team is located in Wroclaw, Poland. Please visit our website for more information: [bards.ai](https://bards.ai/)

Let us know if you use our model :). Also, if you need any help, feel free to contact us at info@bards.ai