zeroshot/twitter-financial-news-sentiment
收藏Hugging Face2024-02-23 更新2024-03-04 收录
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https://hf-mirror.com/datasets/zeroshot/twitter-financial-news-sentiment
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资源简介:
---
annotations_creators:
- other
language:
- en
language_creators:
- other
license:
- mit
multilinguality:
- monolingual
pretty_name: twitter financial news
size_categories:
- 10K<n<100K
source_datasets:
- original
tags:
- twitter
- finance
- markets
- stocks
- wallstreet
- quant
- hedgefunds
- markets
task_categories:
- text-classification
task_ids:
- multi-class-classification
---
### Dataset Description
The Twitter Financial News dataset is an English-language dataset containing an annotated corpus of finance-related tweets. This dataset is used to classify finance-related tweets for their sentiment.
1. The dataset holds 11,932 documents annotated with 3 labels:
```python
sentiments = {
"LABEL_0": "Bearish",
"LABEL_1": "Bullish",
"LABEL_2": "Neutral"
}
```
The data was collected using the Twitter API. The current dataset supports the multi-class classification task.
### Task: Sentiment Analysis
# Data Splits
There are 2 splits: train and validation. Below are the statistics:
| Dataset Split | Number of Instances in Split |
| ------------- | ------------------------------------------- |
| Train | 9,938 |
| Validation | 2,486 |
# Licensing Information
The Twitter Financial Dataset (sentiment) version 1.0.0 is released under the MIT License.
提供机构:
zeroshot
原始信息汇总
数据集概述
基本信息
- 名称: Twitter Financial News
- 语言: 英语
- 许可证: MIT
- 多语言性: 单语种
- 大小: 10K<n<100K
- 来源: 原始数据
- 标签:
- finance
- markets
- stocks
- wallstreet
- quant
- hedgefunds
- markets
- 任务类别: 文本分类
- 任务ID: 多类分类
数据集描述
- 内容: 包含一个英语标注的金融相关推文语料库。
- 用途: 用于对金融相关推文进行情感分类。
- 文档数量: 11,932个文档
- 情感标签:
- "LABEL_0": "Bearish"
- "LABEL_1": "Bullish"
- "LABEL_2": "Neutral"
任务描述
- 任务: 情感分析
- 数据分割:
- 训练集: 9,938个实例
- 验证集: 2,486个实例
许可证信息
- 许可证: MIT License
- 版本: 1.0.0
搜集汇总
数据集介绍

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