score stringclasses 605
values | text stringlengths 4 618k | url stringlengths 3 537 | year int64 13 21 |
|---|---|---|---|
score | text | url | 13 |
34 | Topics covered: Exceptions to Lewis structure rules; Ionic bonds
Instructor: Catherine Drennan, Elizabeth Vogel Taylor
Lecture Notes (PDF - 1.1MB)
The following content is provided under a Creative Commons license. Your support will help MIT OpenCourseWare continue to offer high quality educational resources for free. ... | http://ocw.mit.edu/courses/chemistry/5-111-principles-of-chemical-science-fall-2008/video-lectures/lecture-12/ | 13 |
17 | CHALCOLITHIC ERA in Persia. Chalcolithic (< Gk. khalkos “copper” + lithos “stone”) is a term adopted for the Near East early in this century as part of an attempt to refine the framework of cultural developmental “stages” (Paleolithic, Mesolithic, Neolithic, Bronze, and Iron Ages) and used by students of western Europe... | http://www.iranicaonline.org/articles/chalcolithic-era-in-persia | 13 |
16 | distribution of wealth and incomeArticle Free Pass
distribution of wealth and income, the way in which the wealth and income of a nation are divided among its population, or the way in which the wealth and income of the world are divided among nations. Such patterns of distribution are discerned and studied by various ... | http://www.britannica.com/EBchecked/topic/638235/distribution-of-wealth-and-income | 13 |
42 | US History/War, Nationalism, and Division
The War of 1812
Precursors to the War
By the time James Madison took office as president in 1809, the U.S. was still a young nation. Though the war for independence was fought and won, culminating in the Treaty of Paris in 1783, problems revolving around U.S. sovereignty cont... | http://en.wikibooks.org/wiki/US_History/War,_Nationalism,_and_Division | 13 |
42 | There are two main types of taxes (1)
direct tax and (2) indirect tax.
Explanation of Direct Tax:
A tax is said to be direct tax
impact and Incidence of a tax are on one and same person, i.e., when a
person on whom tax is levied is the same who finally bears the! burden of tax.
For Instance, income tax is a direct
tax ... | http://www.economicsconcepts.com/direct_tax_and_indirect_tax.htm | 13 |
37 | Money Connection—Unit 3
This lesson focuses on the impact of too much money or too little money flowing in the economy in terms of jobs, prices, and production of goods and services. A simulation is used to demonstrate the impact of inflation on the economy.
Money Connection Video
The Money Connection is a lively, two-... | http://www.frbatlanta.org/edresources/classroomeconomist/inflation_resources.cfm | 13 |
15 | Traditional methods of food drying is to spread the foodstuffs to place the foodstuffs in the sun in the open air. This method, called sun drying, is effective for small amounts of food. The area needed for sun drying expands with food quantity and since the food is placed in the open air, it is easily contaminated. Th... | http://climatetechwiki.org/print/technology/jiqweb-edf | 13 |
19 | "The American Civil Rights Movement (1955–1968) refers to the reform movements in the United State(...TRUNCATED) | http://www.reference.com/browse/American+Civil+Rights+Movement+(1955%E2%80%931968) | 13 |
15 | "The labor movement in the United States grew out of the need to protect the common interest of work(...TRUNCATED) | http://www.history.com/topics/print/labor | 13 |
Subset of https://huggingface.co/datasets/Josephgflowers/Par-Four-Fineweb-Edu-Fortified
Used keyword filtering and scoring to extract data with a finance focus.
Creation script:
Dataset Description
Summary
This dataset is a finance-focused filtered subset of the Fineweb-Edu-Fortified dataset. It is designed to extract and prioritize high-quality educational content relevant to finance, economics, and related topics. Using advanced keyword-based scoring, the dataset emphasizes finance-specific entries while reducing the overall dataset size for more targeted training.
The dataset includes three key fields:
- score: Represents the quality and relevance of the text content.
- text: The main content of the webpage, filtered for finance-related keywords.
- url: The source URL from which the text was extracted.
Source and Reference
The original dataset, Fineweb-Edu-Fortified, was created from 95 Common Crawl datasets, covering web content from 2013 to 2024. This filtered version maintains its core educational purpose while refining the focus to finance-related materials.
The original dataset card is available here.
Supported Tasks and Use Cases
Financial Model Fine-Tuning
- Train smaller language models for finance-specific applications such as market analysis, economic research, and financial QA.
Synthetic Dataset Creation
- Generate question-answer pairs and financial problem-solving datasets using extracted content.
Topic-Based Training
- Focus on specialized finance-related training by grouping the dataset by subject.
Model Healing
- Fine-tune pruned models to restore or enhance knowledge in financial and economic domains.
Dataset Structure
Data Fields
- score (int): Quality score representing relevance to finance and economics.
- text (string): The main content of the webpage.
- url (string): The source URL.
Format
The dataset is pre-filtered and scored using regex-based financial keywords. It retains only entries meeting a financial relevance threshold.
Languages
The dataset is predominantly in English, but some entries may include multilingual content due to the source data.
License
This dataset is released under the Open Data Commons Attribution License (ODC-By) v1.0, in accordance with the original dataset’s licensing.
Help Here
Like my work? Want to see more? Custom request? Message me on discord: joseph.flowers.ra Donate here: https://buymeacoffee.com/josephgflowers
Citation
If you use this dataset, please cite the original Fineweb-Edu-Fortified dataset:
@dataset{airtrain2024finewebedu,
title={Fineweb-Edu-Fortified},
author={Airtrain AI},
year={2024},
url={https://huggingface.co/datasets/airtrain-ai/fineweb-edu-fortified}
}
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