Financial News
Summary: Total News: 1200, Fake News: 20, Sentiment: Mixed
| Date |
Source |
Title |
Sentiment |
| 2024-01-01 |
Reuters |
Company X Announces Record Profits |
Positive |
| 2024-01-02 |
Bloomberg |
Market Reacts to Interest Rate Hike |
Negative |
| 2024-01-03 |
FakeNewsSource |
BREAKING: Company Y Files for Bankruptcy |
Negative (Fake) |
Company Announcements
Summary: Total Announcements: 500, Risk Warnings: 10, Financial Data: Available
| Date |
Company |
Title |
Type |
| 2024-01-05 |
Company A |
Dividend Announcement |
Financial |
| 2024-01-07 |
Company B |
Risk Warning: Financial Irregularities |
Risk |
| 2024-01-10 |
Company C |
Leadership Change |
Corporate |
Social Media Sentiment
Summary: Total Posts: 2500, Positive: 60%, Negative: 25%, Neutral: 15%
| Date |
User |
Content |
Sentiment |
| 2024-01-01 |
@StockFan123 |
$XYZ stock is going to the moon! |
Positive |
| 2024-01-02 |
@MarketWatcher |
Worried about the recent market volatility. |
Negative |
| 2024-01-03 |
@NeutralObserver |
Waiting for the Q4 earnings report. |
Neutral |
Data Cleaning Process
| Feature |
Description |
Action |
| Remove HTML Tags |
Remove HTML tags from text data |
|
| Data Format Conversion |
Convert data formats to a unified format |
|
| Sensitive Word Filtering |
Filter sensitive words from the comments |
|
| Correct |
Correct errors and inconsistencies in the data |
|
| Entity Recognition |
Recognize entities such as companies and people in the text |
|