metadata

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. The dataset is split into two groups:

Topic classification: Totals 21,107 documents consisting of 20 labels:

topics = {
    "LABEL_0": "Analyst Update",
    "LABEL_1": "Fed | Central Banks",
    "LABEL_2": "Company | Product News",
    "LABEL_3": "Treasuries | Corporate Debt",
    "LABEL_4": "Dividend",
    "LABEL_5": "Earnings",
    "LABEL_6": "Energy | Oil",
    "LABEL_7": "Financials",
    "LABEL_8": "Currencies",
    "LABEL_9": "General News | Opinion",
    "LABEL_10": "Gold | Metals | Materials",
    "LABEL_11": "IPO",
    "LABEL_12": "Legal | Regulation",
    "LABEL_13": "M&A | Investments",
    "LABEL_14": "Macro",
    "LABEL_15": "Markets",
    "LABEL_16": "Politics",
    "LABEL_17": "Personnel Change",
    "LABEL_18": "Stock Commentary",
    "LABEL_19": "Stock Movement",
}

Sentiment analysis: Totals 11,932 documents consisting of 3 labels:

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 1: 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

Task 2: Topic Classification

Data Splits

There are 2 splits: train and validation. Below are the statistics:

Dataset Split	Number of Instances in Split
Train	16,990
Validation	4,118

Licensing Information

The Twitter Financial Dataset version 1.0.0 is released under the MIT License.