Sentence stringlengths 10 315 | Sentiment stringclasses 3
values | label int64 0 2 |
|---|---|---|
The CVs of the proposed members are available for viewing from 12 March 2008 onwards on the Internet at www.sampo.com/ir . | neutral | 0 |
CompaniesandMarkets.com provides a wide range of research reports , industry statistics and competitive intelligence on the industrial sector . | neutral | 0 |
The measures result from the statutory joint negotiations with employees which started in February and concerned all operations in the country . | neutral | 0 |
M. and a Master of Business Administration MBA . | neutral | 0 |
It inspects the companys strategic strengths and weaknesses . | neutral | 0 |
Changes in the market situation and tougher price competition have substantially reduced demand for bread packaging manufactured at the Kauhava plant , according to the company . | negative | 1 |
Maximum amount of terminations in Finland is 40 employees , the company added . | neutral | 0 |
The borrower was happy to do the roadshow and this paid off as the hit ratio from it was high . | positive | 2 |
UPDATE: Barclays Expects Gain After Settling With Lehman Bros Trustee | positive | 2 |
The most significant capital expenditure items were in the global enterprise resource planning ERP project , product development and production machines . | neutral | 0 |
HK Ruokatalo produces many turkey products , such as cold cuts . | neutral | 0 |
AstraZeneca sells Caprelsa rights to Sanofi unit | positive | 2 |
The company expects meat purchases to remain at about 8mn kilos in 2011 . | neutral | 0 |
An EU law on the issue may be introduced around 2010 . | neutral | 0 |
A total of 1,800,000 stock options were issued in the 2003 stock option scheme . | neutral | 0 |
Dealers said the share was largely hit by investor disappointment about a refining margin of just 9.48 usd per barrel for the quarter and the performance of its shipping unit , which saw EBIT drop to 5 mln eur from 20 mln eur a year amid a fall in volumes and tanker rates . | negative | 1 |
The total project duration is three years and it is valued at some EUR11 .5 m. | neutral | 0 |
In the second quarter of 2010 , the company 's net profit was EUR1 .7 m compared to a net loss of EUR1 .3 m in April-June 2009 . | positive | 2 |
Finnish Civil Aviation Administration decided to temporarily reopen Finnish capital 's Helsinki airport since 3 p.m. to 11 p.m. Monday local time . | neutral | 0 |
With this appointment Kaupthing Bank aims to further co-ordinate Capital Markets activities within the Group and to improve the overall service to clients . | positive | 2 |
Deutsche Bank cuts $SBUX | negative | 1 |
Finnish silicon wafer technology company Okmetic Oyj OMX Helsinki : OKM1V reported on Thursday 30 October an operating profit of EUR7 .4 m for January-September 2008 , up from EUR6 .1 m in the corresponding period in 2007 . | positive | 2 |
Profit for the period totalled EUR 0.8 mn , down from EUR 1.1 mn in the corresponding period in 2008 . | negative | 1 |
Finnish property investor Sponda said it has agreed a 100 mln eur , five-year mln credit facility with Swedbank and a 50 mln eur , seven-year facility with OKO Bank . | neutral | 0 |
Amazon declares 'best ever' Black Friday and Cyber Monday for Kindle family http://stks.co/cEtw via Engadget $AMZN | positive | 2 |
A memorandum of understanding on cooperation between the Finnish Global Chemical Company KEMIRA and Vietnam National Chemicals Group ( Vinachem ) was signed on this occasion . | positive | 2 |
Travel expenses would be reimbursed in accordance with the travel policy of the company . | neutral | 0 |
The company will build altogether 130 new substations by the end of this year . | neutral | 0 |
Operating loss totalled EUR 0.9 mn , down from a profit of EUR 2.7 mn . | negative | 1 |
Strong growth has continued also in China . | positive | 2 |
Operating profit before non-recurring items was EUR 8.3 mn in the first nine months of 2008 , compared to EUR 8.4 in the corresponding period in 2007 . | negative | 1 |
The firm generated sales of 187 mln eur in 2005 . | neutral | 0 |
@Megaas2000 $AAPL McDonalds had a big GROWING success for years with the same BigMac and Apple update and improbe Iphone and Ipad | positive | 2 |
Finnish construction company YIT Corporation is planning to build about 200 high-quality holiday homes near the Tahko ski and spa resort , in Finland . | positive | 2 |
Joint procurement will be later extended to the factories in the Baltic countries . | neutral | 0 |
CORPORATE IT UPDATE - ( C ) 1995-2009 M2 COMMUNICATIONS LTD Finnish technology group Teleste Corporation ( OMX Helsinki : TLT1V ) reported on Wednesday ( 4 February ) an operating profit of EUR5 .6 m on net sales of EUR108 .7 m for the year 2008 . | neutral | 0 |
According to the original merger plan , Scanfil would get a 79 % stake in the combined business . | neutral | 0 |
$RDC Rowan Expands Share Repurchase Program to $150 million | positive | 2 |
UPDATE 1-AstraZeneca buys ZS Pharma for $2.7 billion, pips Actelion | positive | 2 |
Almost the entire office building will be occupied by Metso . | neutral | 0 |
The value of orders on hand totaled EUR 237.1 mn . | neutral | 0 |
Finnish plumbing and heating systems supplier Uponor 's net sales in continuing business operations decreased to EUR 249.1 mn in July-September 2008 , compared to EUR 262.1 mn in the third quarter of 2007 . | neutral | 0 |
$QIHU totally missed this one, was about to jump in on that 60 break test but didn't, congrats shorts | negative | 1 |
Neste Oil Corporation Refining Operation Asset Summary Report Summary Neste Oil Corporation Refining Operation Assets Summary Report is an essential source for company data and information . | neutral | 0 |
The inaugural speech will be given by Hannu Kyrolainen , Finland 's Ambassador to the Czech Republic . | neutral | 0 |
A total of $ 78 million will be invested in the project . | neutral | 0 |
25 November 2010 - Finnish paints and coatings company Tikkurila Oyj ( HEL : TIK1V ) said today that Finnish state-owned investment company Solidium Oy sold its 14.7 % stake in the company for a total of EUR98m . | neutral | 0 |
The company 's net sales in 2009 totalled MEUR 307.8 with an operating margin of 13.5 per cent . | neutral | 0 |
SABMiller buys Meantime to quench thirst for craft beer | positive | 2 |
Professional and consumer applications include personal navigation , personal safety , field and workflow management , and asset tracking . | neutral | 0 |
Cash flow from operating activities is estimated to be positive . | positive | 2 |
Incap Furniture is presently negotiating staff cuts . | negative | 1 |
Her work at NetApp included strategically repositioning the brand in the category and a major global relaunch . | neutral | 0 |
The board further said the company omitted to tender for a substantial part of the works and as such they had rightfully been found non-responsive by the evaluation team . | neutral | 0 |
Kauko-Telko 's centralized administration will be dissolved and appropriate parts of it will be transferred to operating activities and Group administration by the end of the year . | neutral | 0 |
The market making in accordance with the agreement will begin on September 24 , 2009 . | neutral | 0 |
Net sales fell by 33 % from the third quarter of 2008 to EUR 130.5 mn . | neutral | 0 |
`` The implementation of these programs has had , and will have , negative impacts on 2006 and 2007 earnings , '' Mr Meiklejohn said . | negative | 1 |
Revenue in the quarter fell 8 percent to ( EURO ) 2.4 billion compared to a year earlier . | negative | 1 |
Carnival Corporation and China Merchants Group Sign Memo of Understanding ... | positive | 2 |
Also, BMO had just initiated $incy with an outperform yesterday, while several other firms all reiterated buy ratings. | positive | 2 |
Viking will pay EUR 130 million for the new ship , which will be completed in January 2008 . | neutral | 0 |
The company now estimates its net sales in 2010 to increase considerably from 2009 and its operating result to be clearly positive . | positive | 2 |
Aspocomp has a large factory in China and a factory building project in India that was halted due to financing problems . | negative | 1 |
The newly created position has been established to strengthen Amer Sports ' management in strategic planning and execution . | positive | 2 |
The end-to-end delivery combines the competencies and services from TietoEnators Telecom & Media , Processing & Network and Digital Innovations Business Areas . | neutral | 0 |
However , the growth margin slowed down due to the financial crisis . | neutral | 0 |
Under the contract Cramo Sverige and its subcontractor Brinkab AB will provide all scaffolding installations at LKAB 's new pellets plant in Kiruna in northern Sweden . | positive | 2 |
The share issue , derogating from the pre-emptive right of the shareholders and comprising some six million new shares at market price , will be offered for subscription by shareholders , holders of capital notes and by professional clients . | neutral | 0 |
Byline : Tim Moran Cellular phone giant Nokia Corp. is offering $ 8.1 billion for digital map supplier NAVTEQ Corp. , of Chicago . | neutral | 0 |
Finnish developer and manufacturer of mobile phone chargers Salcomp Plc OMX Helsinki : SAL1V on Wednesday 19 November lowered its full-year net sales estimate . | neutral | 0 |
ADP News - Nov 6 , 2008 - Finnish retail software developer Aldata Solution Oyj OMX : ALD1V said today that it swung to a net profit of EUR 2.1 million USD 2.7 m for the first nine months of 2008 versus a net loss of EU | positive | 2 |
Consumption is forecast to grow by about 2 % . | positive | 2 |
Okmetic expects its net sales for the first half of 2009 to be less than in 2008 . | neutral | 0 |
Raisio 's bid to buy Glisten is a `` win-win '' deal for both companies , the chairman of the UK snacks firm told just-food today 10 February . | positive | 2 |
The Internal Revenue Service sees about 20 percent of all taxpayers wait until the last two weeks to file , with about 40 million returns filed in April . | neutral | 0 |
The company designs and manufactures high-quality clothing , interior decoration textiles , bags , and other accessories . | neutral | 0 |
The Lithuanian beer market made up 14.41 million liters in January , a rise of 0.8 percent from the year-earlier figure , the Lithuanian Brewers ' Association reporting citing the results from its members . | positive | 2 |
The net sales of Healthcare Trade business in 2009 were EUR 145.1 million EUR 155.2 million and operating profit EUR 8.9 million EUR 7.9 million . | neutral | 0 |
The center offers a comprehensive range of device design services spanning from electronics , mechanics and software design to a full range of testing laboratory services . | neutral | 0 |
Net profit fell by almost half to +é 5.5 million from +é 9.4 million at the end of 2007 . | neutral | 0 |
These measures are expected to produce annual cost savings of EUR 1.5 million starting in 2007 . | positive | 2 |
In 2006 , 452 million tonnes CO2 of EUA ( EU Allowance ; emissions credit in EU ) was traded with an underlying market value approx . | neutral | 0 |
And Ogden reportedly will shell out $ 4.2 million . | neutral | 0 |
Several large stocks tacked lower , however . | neutral | 0 |
Sales climbed 19.2 pct to 1.002 bln eur , surpassing the 953 mln eur consensus figure . | positive | 2 |
RT @jan $ARNA Don't think buyout rumor strong enough too be driving this up just yet...when it is this may fly like aapl...// fly how high? | neutral | 0 |
While the company did not indicate the level of investment in the unit , it said that has purchased the equipment of Nokia Corporation 's mobile phone R&D laboratory in Jyvaeskylae . | neutral | 0 |
Barclays poaches new chief operating officer Paul Compton from JP Morgan Chase | neutral | 0 |
Profit per share was EUR 1.03 , up from EUR 0.87 . | positive | 2 |
Rental of building equipment accounted for 88 percent of the operating income . | neutral | 0 |
Pretax loss totalled EUR 162.3 mn compared to a profit of EUR 253.5 mn in 2007 . | negative | 1 |
Niklas Skogster has been employed by the ABB Group in various positions concerning the development of operations . | neutral | 0 |
Operating profit improved by 39.9 % to EUR 18.0 mn from EUR12 .8 mn . | positive | 2 |
The Vuokatti unit will be developed to focus especially on the manufacture of prototypes , the ramp-up of new products and the demanding testing and after-sales services . | neutral | 0 |
@ACInvestorBlog: $SPY eod run :) | positive | 2 |
Orders received grew by 55 % year-on-year to EUR732m . | positive | 2 |
The manufacture of CPPs will be undertaken at the existing Export Oriented Unit EOU at Wartsila 's factory at Khopoli , near Mumbai . | neutral | 0 |
In the next few years , the ICT sector 's share of electricity consumption will be raised by the increase in the popularity of smartphones . | neutral | 0 |
AB InBev looks to win over SABMiller investors | positive | 2 |
End of preview. Expand in Data Studio
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Check out the documentation for more information.
financial-qa-data
This project focuses on the collection, cleaning, and preparation of datasets for natural language processing (NLP) tasks.
The data is divided into raw and processed versions:
- raw: original, uncleaned datasets
- processed: cleaned and ready-to-use datasets
📂 Directory Structure
project/
├── raw/ # Original datasets
│ ├── company_history_news
│ ├── company_reports
│ ├── investopedia
│ └── kaggle
│
├── processed/ # Cleaned datasets
│ ├── company_history_news
│ ├── company_reports
│ ├── investopedia
│ └── kaggle_spli
1. raw
- company_history_news: Historical news data related to companies
- company_reports: Raw company reports data
- investopedia: Data from Investopedia
- kaggle: Dataset from Kaggle for training purposes
2. processed
- company_history_news: Cleaned historical news data
- company_reports: Cleaned company reports data
- investopedia: Cleaned Investopedia data
- kaggle_split: Kaggle dataset, cleaned and split for use
⚙️ Installation
Clone the repository:
git clone <repository-url>
Install required Python packages:
pip install -r requirements.txt
📑Dataset Details
company_history_news: This dataset includes historical news articles related to different companies, which can be useful for sentiment analysis, event detection, and company-related trend analysis.
company_reports: Contains raw company financial reports, which have been cleaned to remove irrelevant sections, making it ready for analysis.
investopedia: Data scraped from Investopedia, cleaned and structured for easy use in NLP tasks such as text classification and summarization.
kaggle_split: A split dataset from Kaggle, pre-processed and cleaned for easy integration with machine learning models.
🧹Data Cleaning Process
The raw data goes through a series of cleaning steps, including:
Removing irrelevant or noisy information.
Structuring the data into a consistent format.
Handling missing values.
Normalizing text (lowercasing, punctuation removal, etc.).
🚀Usage
To use the processed datasets, simply load the relevant files from the processed directory. For example:
import pandas as pd
# Load cleaned company history news data
company_history_news = pd.read_csv('processed/company_history_news/data.csv')
# Process further as needed
🤝Contributing
Feel free to contribute to this project by submitting issues or pull requests. If you wish to add new data sources or improve the cleaning pipeline, your contributions are welcome!
📜License
This project is licensed under the MIT License - see the LICENSE file for details.
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